diff --git a/.github/ci-coverage-allowlist.yml b/.github/ci-coverage-allowlist.yml
index 0da07038152..672f102eeb1 100644
--- a/.github/ci-coverage-allowlist.yml
+++ b/.github/ci-coverage-allowlist.yml
@@ -106,11 +106,6 @@ dockerfiles:
       and lint workflows already exercise that output, so building the image adds no signal about it
     paths:
       - ui/Dockerfile
-  - reason: >-
-      The Rust gateway ships as its own chart and package with a separate release pipeline, so its
-      image is not part of this repo's Python image set
-    paths:
-      - litellm-rust/crates/ai-gateway/Dockerfile
   - reason: >-
       An example image under cookbook/ that is documentation rather than a shipped artifact
     paths:
diff --git a/.github/e2e-stack/down.sh b/.github/e2e-stack/down.sh
index 9f72f2d6e64..740d626beea 100755
--- a/.github/e2e-stack/down.sh
+++ b/.github/e2e-stack/down.sh
@@ -10,7 +10,7 @@ for pid_file in "${STACK_DIR}"/pids/*.pid; do
   rm -f "${pid_file}"
 done
 
-for container in e2e-nginx e2e-valkey e2e-jaeger e2e-postgres; do
+for container in e2e-nginx e2e-keycloak e2e-valkey e2e-jaeger e2e-postgres; do
   docker rm -f "${container}" >/dev/null 2>&1
 done
 
diff --git a/.github/e2e-stack/select_tests.py b/.github/e2e-stack/select_tests.py
index a62358f81ff..238818a0d36 100644
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@@ -11,6 +11,7 @@ UNSUPPORTED: Final = re.compile(
 )
 HARNESS: Final = re.compile(
     r"^tests/e2e/[A-Za-z0-9_.-]+\.(py|ini)$"
+    r"|^tests/e2e/idp_realm\.json$"
     r"|^tests/e2e/gateway/"
     r"|^\.github/e2e-stack/"
     r"|^\.github/workflows/test-e2e-changed\.yml$"
diff --git a/.github/e2e-stack/start-idp.sh b/.github/e2e-stack/start-idp.sh
new file mode 100644
index 00000000000..e59a7ade34c
--- /dev/null
+++ b/.github/e2e-stack/start-idp.sh
@@ -0,0 +1,45 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+REPO_ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/../.." && pwd)"
+KEYCLOAK_IMAGE="${E2E_KEYCLOAK_IMAGE:-quay.io/keycloak/keycloak@sha256:ff4257d0d64efbe99ed1ddfaf07765cc3c36dc7518bf8324d41961327f441c54}"
+KEYCLOAK_PORT="${E2E_KEYCLOAK_PORT:-8081}"
+POSTGRES_IMAGE="${E2E_POSTGRES_IMAGE:-postgres:16.6}"
+: "${DATABASE_HOST:?}" "${DATABASE_PORT:?}" "${DATABASE_USER:?}" "${DATABASE_PASSWORD:?}" "${DATABASE_NAME:?}"
+
+DB_HOST="${DATABASE_HOST}"
+DB_NETWORK_ARGS=(--network bridge)
+IDP_NETWORK_ARGS=(-p "127.0.0.1:${KEYCLOAK_PORT}:${KEYCLOAK_PORT}")
+if [[ "$(uname)" == "Linux" ]]; then
+  DB_NETWORK_ARGS=(--network host)
+  IDP_NETWORK_ARGS=(--network host)
+elif [[ "${DB_HOST}" == "127.0.0.1" || "${DB_HOST}" == "localhost" ]]; then
+  DB_HOST=host.docker.internal
+fi
+
+docker run --rm "${DB_NETWORK_ARGS[@]}" -e "PGPASSWORD=${DATABASE_PASSWORD}" \
+  "${POSTGRES_IMAGE}" psql -h "${DB_HOST}" -p "${DATABASE_PORT}" \
+  -U "${DATABASE_USER}" -d "${DATABASE_NAME}" -v ON_ERROR_STOP=1 \
+  -c 'CREATE SCHEMA IF NOT EXISTS keycloak' >/dev/null
+
+docker rm -f e2e-keycloak >/dev/null 2>&1 || true
+docker run -d --name e2e-keycloak "${IDP_NETWORK_ARGS[@]}" --memory 1536m \
+  -v "${REPO_ROOT}/tests/e2e/idp_realm.json:/opt/keycloak/data/import/realm.json:ro" \
+  -e KC_DB=postgres -e "KC_DB_URL_HOST=${DB_HOST}" -e "KC_DB_URL_PORT=${DATABASE_PORT}" \
+  -e "KC_DB_URL_DATABASE=${DATABASE_NAME}" -e KC_DB_SCHEMA=keycloak \
+  -e "KC_DB_USERNAME=${DATABASE_USER}" -e "KC_DB_PASSWORD=${DATABASE_PASSWORD}" \
+  -e KC_DB_POOL_INITIAL_SIZE=2 -e KC_DB_POOL_MIN_SIZE=2 -e KC_DB_POOL_MAX_SIZE=10 \
+  -e "KC_HTTP_PORT=${KEYCLOAK_PORT}" -e KC_BOOTSTRAP_ADMIN_USERNAME=admin \
+  -e KC_BOOTSTRAP_ADMIN_PASSWORD=e2e-ephemeral-idp-not-a-secret \
+  "${KEYCLOAK_IMAGE}" start-dev --import-realm >/dev/null
+
+deadline=$((SECONDS + ${E2E_KEYCLOAK_STARTUP_TIMEOUT:-300}))
+until curl -fsS --connect-timeout 2 --max-time 3 \
+  "http://127.0.0.1:${KEYCLOAK_PORT}/realms/litellm-e2e/.well-known/openid-configuration" >/dev/null 2>&1; do
+  if ((SECONDS >= deadline)); then
+    echo 'e2e-stack: timed out waiting for the Keycloak realm' >&2
+    exit 1
+  fi
+  sleep 2
+done
+echo 'e2e-stack: Keycloak realm is up'
diff --git a/.github/e2e-stack/up.sh b/.github/e2e-stack/up.sh
index 2f2e6c6f9a8..a789a570483 100755
--- a/.github/e2e-stack/up.sh
+++ b/.github/e2e-stack/up.sh
@@ -25,6 +25,7 @@ DATABASE_PASSWORD="${E2E_DATABASE_PASSWORD:-dbpassword9090}"
 DATABASE_NAME="${E2E_DATABASE_NAME:-litellm}"
 JAEGER_OTLP_PORT="${E2E_JAEGER_OTLP_PORT:-4318}"
 JAEGER_QUERY_PORT="${E2E_JAEGER_QUERY_PORT:-16686}"
+KEYCLOAK_PORT="${E2E_KEYCLOAK_PORT:-8081}"
 
 MASTER_KEY="${LITELLM_MASTER_KEY:-sk-e2e-$(openssl rand -hex 16)}"
 
@@ -124,6 +125,9 @@ SERVER_ENV=(
   "OTEL_EXPORTER_OTLP_ENDPOINT=http://127.0.0.1:${JAEGER_OTLP_PORT}"
   "SSL_CERT_FILE=${CERTS_DIR}/ca-bundle.pem"
   "PYTHONPATH=${REPO_ROOT}"
+  "JWT_PUBLIC_KEY_URL=http://127.0.0.1:${KEYCLOAK_PORT}/realms/litellm-e2e/protocol/openid-connect/certs"
+  "JWT_ISSUER=http://127.0.0.1:${KEYCLOAK_PORT}/realms/litellm-e2e"
+  "JWT_AUDIENCE=litellm-e2e"
 )
 if [[ -n "${VERTEXAI_CREDENTIALS:-}" ]]; then
   printf '%s' "${VERTEXAI_CREDENTIALS}" > "${STACK_DIR}/vertex-adc.json"
@@ -132,6 +136,8 @@ fi
 
 cd "${REPO_ROOT}"
 
+env "${SERVER_ENV[@]}" "E2E_KEYCLOAK_PORT=${KEYCLOAK_PORT}" bash .github/e2e-stack/start-idp.sh
+
 log "running migrations"
 env "${SERVER_ENV[@]}" uv run --no-sync python migrations/run.py >"${LOGS_DIR}/migrations.log" 2>&1
 
@@ -200,6 +206,9 @@ LITELLM_MASTER_KEY=${MASTER_KEY}
 REDIS_HOST=127.0.0.1
 REDIS_PORT=${REDIS_PORT}
 E2E_OTEL_QUERY_URL=http://127.0.0.1:${JAEGER_QUERY_PORT}
+E2E_KEYCLOAK_URL=http://127.0.0.1:${KEYCLOAK_PORT}
+E2E_KEYCLOAK_ADMIN_USER=admin
+E2E_KEYCLOAK_ADMIN_PASSWORD=e2e-ephemeral-idp-not-a-secret
 SSL_CERT_FILE=${CERTS_DIR}/ca-bundle.pem
 DATABASE_URL=postgresql://${DATABASE_USER}:${DATABASE_PASSWORD}@${DATABASE_HOST}:${DATABASE_PORT}/${DATABASE_NAME}
 EOF
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index e85a397cbd2..1a2c81d1f92 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -127,6 +127,8 @@ If you're seeing a delay in your PR being merged, ping the LiteLLM Team on [Slac
      - Low: anything else worth noting: naming, cleanup, an edge case nobody hits
      Nest bullets as deep as helps: hierarchy beats one long line when it makes things clearer to a
      human reader
+     If you assumed something instead of testing it, e.g. "only reproduces with X on" or "no
+     user-observable behavior difference", list it here too with what breaks if it is wrong
      Leave this section empty if there are none -->
 
 ## QA runbook
diff --git a/.github/scripts/verify_linux_native_wheel.py b/.github/scripts/verify_linux_native_wheel.py
index 899e2a211c0..4fb8f068eb0 100644
--- a/.github/scripts/verify_linux_native_wheel.py
+++ b/.github/scripts/verify_linux_native_wheel.py
@@ -205,7 +205,7 @@ def main(
     native_module: Final = load_native_module(native_path)
     native_module_loads: Final = native_module is not None
     panic_test_hook_absent: Final = native_module is not None and not hasattr(native_module, "_panic_for_test")
-    native_size_limit: Final = 20_000_000
+    native_size_limit: Final = 25_000_000
     native_size_within_limit: Final = native_member.file_size <= native_size_limit
     validations: Final = (
         (f"Python tag is {EXPECTED_PYTHON_TAG}", python_tag == EXPECTED_PYTHON_TAG),
@@ -222,7 +222,7 @@ def main(
         ("Python extension entry point is present", extension_entry_point_present),
         ("Native module loads", native_module_loads),
         ("Production module omits the panic test hook", panic_test_hook_absent),
-        ("Native extension does not exceed 20 MB", native_size_within_limit),
+        ("Native extension does not exceed 25 MB", native_size_within_limit),
         ("Wheel contents are valid", not unexpected_members),
     )
 
diff --git a/.github/workflows/ai-gateway-image.yml b/.github/workflows/ai-gateway-image.yml
new file mode 100644
index 00000000000..3f690f566b0
--- /dev/null
+++ b/.github/workflows/ai-gateway-image.yml
@@ -0,0 +1,73 @@
+name: ai-gateway image
+
+on:
+  push:
+    paths:
+      - "litellm-rust/**"
+      - "litellm/**"
+      - "enterprise/**"
+      - "litellm-proxy-extras/**"
+      - "pyproject.toml"
+      - "rust-toolchain.toml"
+      - ".github/workflows/ai-gateway-image.yml"
+  pull_request:
+    branches:
+      - main
+      - litellm_internal_staging
+      - litellm_oss_staging
+      - "litellm_**"
+    paths:
+      - "litellm-rust/**"
+      - "litellm/**"
+      - "enterprise/**"
+      - "litellm-proxy-extras/**"
+      - "pyproject.toml"
+      - "rust-toolchain.toml"
+      - ".github/workflows/ai-gateway-image.yml"
+
+permissions:
+  contents: read
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  ai-gateway-image:
+    name: ai-gateway release image
+    runs-on: ubuntu-latest
+    timeout-minutes: 60
+    permissions:
+      contents: read
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+      - name: Build the release image
+        run: docker build -f litellm-rust/crates/ai-gateway/Dockerfile -t litellm-ai-gateway:${{ github.sha }} .
+      - name: Start the gateway and wait for readiness
+        env:
+          IMAGE: litellm-ai-gateway:${{ github.sha }}
+        run: |
+          docker run -d --name ai-gateway -p 4001:4001 \
+            -e LITELLM_MASTER_KEY=sk-ci-not-a-real-key \
+            -e OPENAI_API_KEY=sk-ci-not-a-real-key \
+            "$IMAGE"
+          for _ in $(seq 1 60); do
+            if curl -fsS http://127.0.0.1:4001/health/readiness; then
+              echo "gateway is serving readiness"
+              exit 0
+            fi
+            sleep 2
+          done
+          echo "gateway never became ready" >&2
+          docker logs ai-gateway >&2
+          exit 1
+      - name: Assert the gateway loaded the baked config
+        run: |
+          docker logs ai-gateway 2>&1 | tee gateway.log
+          grep 'via python config reader' gateway.log
+      - name: Stop the gateway
+        if: always()
+        run: docker rm -f ai-gateway || true
diff --git a/.github/workflows/test-code-quality.yml b/.github/workflows/test-code-quality.yml
index e6d2264fbf0..9c7e0db7065 100644
--- a/.github/workflows/test-code-quality.yml
+++ b/.github/workflows/test-code-quality.yml
@@ -81,7 +81,7 @@ jobs:
         run: uv run --no-sync pytest -q --noconftest -p no:cacheprovider -c /dev/null tests/code_coverage_tests/test_workflow_job_name_collisions.py
 
       - name: test_e2e_changed_gate
-        run: uv run --no-sync pytest -q --noconftest -p no:cacheprovider -c /dev/null tests/code_coverage_tests/test_e2e_changed_gate.py
+        run: uv run --no-sync pytest -q --noconftest -p no:cacheprovider -c /dev/null tests/code_coverage_tests/test_e2e_changed_gate.py tests/code_coverage_tests/test_e2e_idp_stack.py
 
       - name: router_code_coverage
         run: uv run --no-sync python ./tests/code_coverage_tests/router_code_coverage.py
diff --git a/.github/workflows/test-e2e-changed.yml b/.github/workflows/test-e2e-changed.yml
index 23ab6dfcfe4..1db597ff673 100644
--- a/.github/workflows/test-e2e-changed.yml
+++ b/.github/workflows/test-e2e-changed.yml
@@ -27,6 +27,8 @@ jobs:
           sparse-checkout: |
             .github/e2e-stack
             tests/e2e/access_control
+            tests/e2e/management/test_jwt_management_e2e.py
+            tests/e2e/other/test_jwt_auth_e2e.py
           persist-credentials: false
           ref: ${{ github.sha }}
 
@@ -45,7 +47,8 @@ jobs:
             --jq '.[] | select(.status != "removed") | .filename')"
           gh api "repos/${REPO}/pulls/${PR_NUMBER}" --jq '.head.sha' | grep -Fxq "${HEAD_SHA}"
           tests="$(printf '%s\n' "${files}" \
-            | python3 .github/e2e-stack/select_tests.py tests/e2e/access_control/test_*.py)"
+            | python3 .github/e2e-stack/select_tests.py tests/e2e/access_control/test_*.py \
+                tests/e2e/management/test_jwt_management_e2e.py tests/e2e/other/test_jwt_auth_e2e.py)"
           echo "tests=${tests}" >> "${GITHUB_OUTPUT}"
           if [ -n "${tests}" ]; then
             echo "any=true" >> "${GITHUB_OUTPUT}"
diff --git a/.github/workflows/test-e2e-redis-chaos.yml b/.github/workflows/test-e2e-redis-chaos.yml
new file mode 100644
index 00000000000..c7412a63334
--- /dev/null
+++ b/.github/workflows/test-e2e-redis-chaos.yml
@@ -0,0 +1,103 @@
+name: "Redis Chaos E2E"
+
+on:
+  workflow_dispatch:
+  workflow_call:
+    inputs:
+      ref:
+        description: "Commit SHA or ref to test. Defaults to the ref the workflow was triggered on"
+        required: false
+        type: string
+
+permissions:
+  contents: read
+
+jobs:
+  redis-chaos-e2e:
+    runs-on: ubuntu-latest-16-cores
+    timeout-minutes: 30
+    services:
+      postgres:
+        image: postgres:16.6@sha256:557fea37a744d5f4c8faab304b0a90858b53ab119735a88c131fd19dab802f36
+        env:
+          POSTGRES_USER: llmproxy
+          POSTGRES_PASSWORD: dbpassword9090
+          POSTGRES_DB: litellm
+        ports:
+          - 5432:5432
+        options: >-
+          --health-cmd "pg_isready -U llmproxy"
+          --health-interval 5s
+          --health-timeout 5s
+          --health-retries 10
+      valkey:
+        image: valkey/valkey:8.1.4@sha256:81db6d39e1bba3b3ff32bd3a1b19a6d69690f94a3954ec131277b9a26b95b3aa
+        ports:
+          - 6379:6379
+        options: >-
+          --health-cmd "valkey-cli ping"
+          --health-interval 5s
+          --health-timeout 5s
+          --health-retries 10
+    env:
+      DATABASE_URL: postgresql://llmproxy:dbpassword9090@localhost:5432/litellm
+      LITELLM_MASTER_KEY: sk-redis-chaos-e2e
+      LITELLM_LOG: WARNING
+      JSON_LOGS: "true"
+    steps:
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+          ref: ${{ inputs.ref || github.sha }}
+
+      - name: Set up Python
+        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: "3.12"
+
+      - name: Set up uv
+        uses: ./.github/actions/setup-uv-with-retries
+        with:
+          version: "0.10.9"
+
+      - name: Cache the Rust build
+        uses: ./.github/actions/cache-cargo-build
+
+      - name: Install dependencies
+        run: |
+          .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --group e2e-dev --extra proxy
+
+      - name: Cache Prisma binaries
+        uses: ./.github/actions/cache-prisma-binaries
+
+      - name: Generate Prisma client
+        run: |
+          uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
+
+      - name: Start a multi-worker proxy on the chaos config
+        run: |
+          nohup uv run --no-sync litellm --config tests/e2e/gateway/redis_chaos_ci_config.yml --port 4000 --num_workers 4 > proxy.log 2>&1 &
+          echo "E2E_PROXY_PID=$!" >> "$GITHUB_ENV"
+          echo "E2E_PROXY_LOG=$(pwd)/proxy.log" >> "$GITHUB_ENV"
+          for _ in $(seq 1 90); do
+            if curl -fs http://localhost:4000/health/liveliness > /dev/null; then
+              exit 0
+            fi
+            sleep 2
+          done
+          echo "proxy never became live"
+          tail -n 100 proxy.log
+          exit 1
+
+      - name: Run the Redis chaos load test
+        env:
+          E2E_REDIS_CHAOS: "1"
+          LITELLM_PROXY_URL: http://localhost:4000
+          REDIS_HOST: 127.0.0.1
+          REDIS_PORT: "6379"
+        run: |
+          uv run --no-sync pytest tests/e2e/load/test_redis_chaos_e2e.py -v --tb=short -rA -s
+
+      - name: Show proxy log on failure
+        if: failure()
+        run: tail -n 300 proxy.log
diff --git a/.gitignore b/.gitignore
index deb0acae56e..7da917ce450 100644
--- a/.gitignore
+++ b/.gitignore
@@ -147,3 +147,6 @@ crash.*.log
 
 ui/litellm-dashboard/out/
 litellm.log
+
+.coverage-rust
+coverage-rust.xml
diff --git a/README.md b/README.md
index 92757fcbbc1..901cc5b0cea 100644
--- a/README.md
+++ b/README.md
@@ -262,6 +262,8 @@ curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
 }
 ```
 
+For MCP OAuth, an upstream may advertise dynamic client registration but refuse requests with HTTP 401 or 403. If the provider requires a pre-registered OAuth app, configure its `credentials.client_id` and, when required, `credentials.client_secret` on the MCP server. This skips dynamic registration in the gateway sign-in flow. The provider must approve the app for MCP access; reaching its authorization page does not establish that login or tool calls will succeed
+
 [**Docs: MCP Gateway**](https://docs.litellm.ai/docs/mcp)
 
 </details>
diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py b/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
index bfbfd7bfb15..f0f85178672 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
@@ -11,10 +11,14 @@ import sys
 sys.path.insert(
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the system path
-import functools
+import configparser
+import contextlib
+import itertools
+import re
 import tempfile
+from collections.abc import Generator, Iterator, Sequence
 from contextvars import ContextVar
-from typing import TYPE_CHECKING, ClassVar, Literal, Optional
+from typing import TYPE_CHECKING, ClassVar, Final, Literal, Optional
 
 from litellm._logging import verbose_proxy_logger
 from litellm.caching.caching import DualCache
@@ -433,12 +437,101 @@ _default_detect_secrets_config = {
             "name": "ZendeskSecretKeyDetector",
             "path": _custom_plugins_path + "/zendesk_secret_key.py",
         },
+        {
+            "name": "CredentialKeywordDetector",
+            "path": _custom_plugins_path + "/credential_keyword.py",
+        },
         {"name": "Base64HighEntropyString", "limit": 4.5},
         {"name": "HexHighEntropyString", "limit": 3.0},
     ],
 }
 
 
+_CONFIG_SECTION: Final = "litellm-prompt"
+
+_ASSIGNMENT_LINE: Final = re.compile(r"[^\s\[#;:=][^:=]*[:=]")
+
+_SHELL_ASSIGNMENT: Final = re.compile(r"(?P<key>[^\s\[#;:=](?:[^:=]*[^\s:=])?)=(?P<value>\S+)")
+
+_SHELL_OPERATORS: Final = ";&|"
+
+_SHELL_TRAILER: Final = re.compile(r"\\|#.*|-*\w[\w.-]*=\S*")
+
+_SCAN_SUFFIX: Final = ".py"
+
+
+@contextlib.contextmanager
+def _temp_file(text: str) -> Generator[str, None, None]:
+    temp_file: Final = tempfile.NamedTemporaryFile(suffix=_SCAN_SUFFIX, delete=False)
+    try:
+        temp_file.write(text.encode("utf-8"))
+        temp_file.close()
+        yield temp_file.name
+    finally:
+        temp_file.close()
+        os.remove(temp_file.name)
+
+
+def _scan_lines(lines: Sequence[str]) -> frozenset[tuple[str, str]]:
+    from detect_secrets import SecretsCollection
+
+    secrets: Final = SecretsCollection()
+    with _temp_file("\n".join(lines)) as path:
+        secrets.scan_file(path)
+
+    return frozenset(
+        (found_secret.secret_value, found_secret.type)
+        for file in secrets.files
+        for found_secret in secrets[file]
+        if found_secret.secret_value is not None
+    )
+
+
+def _classify_line(state: tuple[bool, str | None], numbered: tuple[int, str]) -> tuple[bool, str | None]:
+    open_option: Final = state[0]
+    number, line = numbered
+    stripped: Final = line.strip()
+    if not stripped or stripped[0] in "#;":
+        return open_option, None
+    shell_assignment: Final = _SHELL_ASSIGNMENT.match(stripped)
+    if shell_assignment is not None:
+        return True, f"{shell_assignment['key']}_{number}={shell_assignment['value']}"
+    assignment: Final = _ASSIGNMENT_LINE.match(stripped)
+    if assignment is not None:
+        return True, f"{assignment.group()[:-1].strip()}_{number}{stripped[assignment.end() - 1 :]}"
+    if line[0].isspace() and open_option:
+        return True, line
+    return False, None
+
+
+def _parseable_lines(text: str) -> Iterator[str]:
+    states: Final = itertools.accumulate(enumerate(text.splitlines()), _classify_line, initial=(False, None))
+    return (line for _, line in states if line is not None)
+
+
+def _lone_value(line: str) -> str | None:
+    tokens: Final = line.split()
+    if not tokens or '"' in tokens[0]:
+        return None
+    value: Final = tokens[0].rstrip(_SHELL_OPERATORS)
+    if len(tokens) == 1 or value != tokens[0] or _SHELL_TRAILER.fullmatch(tokens[1]) is not None:
+        return value
+    return None
+
+
+def _quoted_assignments(text: str) -> tuple[str, ...]:
+    parser: Final = configparser.ConfigParser(interpolation=None)
+    parser.optionxform = str  # pyright: ignore[reportAttributeAccessIssue]  # configparser types optionxform as a method
+    parser.read_string(f"[{_CONFIG_SECTION}]\n" + "\n".join(_parseable_lines(text)))
+    return tuple(
+        f'{key} = "{value}"'
+        for section in parser
+        for key, values in parser.items(section)
+        for line in values.splitlines()
+        if (value := _lone_value(line)) is not None
+    )
+
+
 class _ENTERPRISE_SecretDetection(CustomGuardrail):
     # Keeps proxied traffic on async_pre_call_hook (the unified apply_guardrail
     # path skips should_run_check and never sees data["prompt"]).
@@ -449,35 +542,21 @@ class _ENTERPRISE_SecretDetection(CustomGuardrail):
         super().__init__(**kwargs)
 
     def scan_message_for_secrets(self, message_content: str):
-        from detect_secrets import SecretsCollection
         from detect_secrets.settings import transient_settings
 
-        temp_file = tempfile.NamedTemporaryFile(delete=False)
-        temp_file.write(message_content.encode("utf-8"))
-        temp_file.close()
-
-        secrets = SecretsCollection()
-
         detect_secrets_config = (
             self.user_defined_detect_secrets_config or _default_detect_secrets_config
         )
         with transient_settings(detect_secrets_config):
-            secrets.scan_file(temp_file.name)
-
-        os.remove(temp_file.name)
+            found: Final = _scan_lines(
+                (*message_content.splitlines(), *_quoted_assignments(message_content))
+            )
 
         return [
-            {"type": found_secret.type, "value": found_secret.secret_value}
-            for file in sorted(secrets.files)
-            for found_secret in sorted(
-                secrets[file],
-                key=lambda secret: (
-                    -len(secret.secret_value or ""),
-                    secret.type,
-                    secret.secret_value or "",
-                ),
+            {"type": secret_type, "value": value}
+            for value, secret_type in sorted(
+                found, key=lambda pair: (-len(pair[0]), pair[1], pair[0])
             )
-            if found_secret.secret_value is not None
         ]
 
     def redact_text(self, text: str, source: str = "message") -> str:
@@ -490,15 +569,16 @@ class _ENTERPRISE_SecretDetection(CustomGuardrail):
         if counts is not None:
             for secret in detected_secrets:
                 counts[secret["type"]] = counts.get(secret["type"], 0) + 1
-        secret_types = [secret["type"] for secret in detected_secrets]
+        secret_types: Final = sorted(
+            dict.fromkeys(secret["type"] for secret in detected_secrets)
+        )
         verbose_proxy_logger.warning(
-            f"Detected and redacted secrets in {source}: {secret_types}"
+            "Detected and redacted secrets in %s: %s", source, secret_types
         )
-        return functools.reduce(
-            lambda redacted, secret: redacted.replace(secret["value"], "[REDACTED]"),
-            detected_secrets,
-            text,
+        pattern: Final = re.compile(
+            "|".join(re.escape(secret["value"]) for secret in detected_secrets)
         )
+        return pattern.sub("[REDACTED]", text)
 
     async def should_run_check(self, user_api_key_dict: UserAPIKeyAuth) -> bool:
         if user_api_key_dict.permissions is not None:
diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/secrets_plugins/credential_keyword.py b/enterprise/litellm_enterprise/enterprise_callbacks/secrets_plugins/credential_keyword.py
new file mode 100644
index 00000000000..b69e347ded5
--- /dev/null
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/secrets_plugins/credential_keyword.py
@@ -0,0 +1,63 @@
+import re
+from collections.abc import Generator, Mapping
+from string import punctuation
+from typing import Final
+
+from detect_secrets.plugins.keyword import (
+    QUOTES_REQUIRED_DENYLIST_REGEX_TO_GROUP,
+    KeywordDetector,
+)
+
+_CREDENTIAL_VALUE: Final = re.compile(r"[^\s()\[\]]+")
+_ENVIRONMENT_REFERENCE: Final = re.compile(r"os\.environ/\w+", re.IGNORECASE)
+_ENVIRONMENT_VARIABLE_NAME: Final = re.compile(r"[A-Z][A-Z0-9]*(?:_[A-Z0-9]+)+")
+_LOWERCASE_WORD_SEQUENCE: Final = re.compile(r"[a-z]+(?:[-._/][a-z]+)+")
+_ISO_8601_TIMESTAMP: Final = re.compile(
+    r"\d{4}-\d{2}-\d{2}(?:T\d{2}:\d{2}(?::\d{2}(?:\.\d+)?)?(?:Z|[+-]\d{2}:?\d{2})?)?"
+)
+_URL_WITHOUT_USERINFO_OR_QUERY: Final = re.compile(r"[A-Za-z][A-Za-z0-9+.-]*://[^\s@?]*")
+_BENIGN_VALUES: Final = (
+    _ENVIRONMENT_REFERENCE,
+    _ENVIRONMENT_VARIABLE_NAME,
+    _LOWERCASE_WORD_SEQUENCE,
+    _ISO_8601_TIMESTAMP,
+    _URL_WITHOUT_USERINFO_OR_QUERY,
+)
+
+
+class CredentialKeywordDetector(KeywordDetector):  # pyright: ignore[reportUntypedBaseClass]  # detect_secrets ships no type information
+    secret_type = "Credential Keyword"
+
+    def __init__(self, minimum_length: int = 12, keyword_exclude: str | None = None) -> None:
+        if (
+            not isinstance(minimum_length, int)  # pyright: ignore[reportUnnecessaryIsInstance]  # the value comes from an operator's YAML
+            or minimum_length < 1
+        ):
+            raise ValueError(f"minimum_length must be a positive integer, got {minimum_length!r}")
+        super().__init__(keyword_exclude=keyword_exclude)
+        self.minimum_length = minimum_length
+
+    def _is_credential(self, value: str) -> bool:
+        core: Final = value.strip(punctuation)
+        return (
+            len(value) >= self.minimum_length
+            and _CREDENTIAL_VALUE.fullmatch(value) is not None
+            and all(benign.fullmatch(core) is None for benign in _BENIGN_VALUES)
+        )
+
+    def analyze_string(
+        self,
+        string: str,
+        denylist_regex_to_group: Mapping[re.Pattern[str], int] | None = None,
+    ) -> Generator[str, None, None]:
+        if self.keyword_exclude is not None and self.keyword_exclude.search(string):
+            return
+        regex_to_group: Final = (
+            QUOTES_REQUIRED_DENYLIST_REGEX_TO_GROUP if denylist_regex_to_group is None else denylist_regex_to_group
+        )
+        yield from (
+            match.group(group)
+            for regex, group in regex_to_group.items()
+            for match in regex.finditer(string)
+            if self._is_credential(match.group(group))
+        )
diff --git a/enterprise/litellm_enterprise/proxy/management_endpoints/project_endpoints.py b/enterprise/litellm_enterprise/proxy/management_endpoints/project_endpoints.py
index b2eda76f9ae..f40ced302ce 100644
--- a/enterprise/litellm_enterprise/proxy/management_endpoints/project_endpoints.py
+++ b/enterprise/litellm_enterprise/proxy/management_endpoints/project_endpoints.py
@@ -780,7 +780,10 @@ async def update_project(
 
         # Handle budget updates
         budget_fields = LiteLLM_BudgetTable.model_fields.keys()
-        budget_updates = {k: v for k, v in update_data.items() if k in budget_fields}
+        budget_updates = {
+            **{k: v for k, v in update_data.items() if k in budget_fields},
+            **({"max_budget": None} if "max_budget" in data.model_fields_set and data.max_budget is None else {}),
+        }
 
         if budget_updates and existing_project.budget_id:
             # Update existing budget
diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index 903c5155a12..c049bf68c46 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-enterprise"
-version = "0.1.66"
+version = "0.1.67"
 description = "Package for LiteLLM Enterprise features"
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.1.66"
+version = "0.1.67"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-enterprise==",
diff --git a/gateway/routes/allowlist.py b/gateway/routes/allowlist.py
index 92b73867e67..3733072a948 100644
--- a/gateway/routes/allowlist.py
+++ b/gateway/routes/allowlist.py
@@ -3,7 +3,8 @@
 The gateway exposes the LLM data-plane surface: chat/completions, embeddings,
 audio, batches, files, fine-tuning, rerank, ocr, rag, video, search, image,
 responses, vector stores, passthrough providers, realtime websockets, MCP
-tool-call endpoints, and operational endpoints (/health, /metrics).
+tool-call endpoints, and operational endpoints (/health, /metrics, and the
+/debug/memory/summary read of the serving worker's RSS).
 
 Any path not listed here is dropped from the gateway process so management/UI
 endpoints don't ride on the same pods.
@@ -121,6 +122,7 @@ GATEWAY_EXACT_PATHS: frozenset[str] = frozenset(
         "/docs/oauth2-redirect",
         "/redoc",
         "/test",
+        "/debug/memory/summary",
     }
 )
 
diff --git a/helm/litellm/templates/_helpers.tpl b/helm/litellm/templates/_helpers.tpl
index 692a799e783..20fd1a722dc 100644
--- a/helm/litellm/templates/_helpers.tpl
+++ b/helm/litellm/templates/_helpers.tpl
@@ -257,6 +257,14 @@ IAM_TOKEN_DB_AUTH / AZURE_POSTGRESQL_AUTH toggle that only the writer sets.
 - name: DATABASE_SCHEMA
   value: {{ .schema | quote }}
 {{- end }}
+{{- if .sslMode }}
+- name: DATABASE_SSLMODE
+  value: {{ .sslMode | quote }}
+{{- end }}
+{{- if .sslRootCert }}
+- name: DATABASE_SSLROOTCERT
+  value: {{ .sslRootCert | quote }}
+{{- end }}
 {{- if and .useIAMAuth .useAzureEntraAuth }}
 {{- fail "database.writer.useIAMAuth and database.writer.useAzureEntraAuth are mutually exclusive: the database password can only come from one token source" }}
 {{- end }}
diff --git a/helm/litellm/templates/ingress.yaml b/helm/litellm/templates/ingress.yaml
index 732564b280f..d42558b9396 100644
--- a/helm/litellm/templates/ingress.yaml
+++ b/helm/litellm/templates/ingress.yaml
@@ -89,7 +89,7 @@
   at "/" Prefix would swallow the whole backend management API) instead of
   adding to it.
 */}}
-{{- $builtinPathKeys := list "/test|Exact" "/|Prefix" -}}
+{{- $builtinPathKeys := list "/test|Exact" "/debug/memory/summary|Exact" "/|Prefix" -}}
 apiVersion: networking.k8s.io/v1
 kind: Ingress
 metadata:
@@ -129,6 +129,8 @@ spec:
           # --- Gateway data plane ---
           # Exact /test only (see the $gatewayPrefixes comment above);
           # /test/* MCP management endpoints fall to the backend catch-all.
+          # Exact /debug/memory/summary reads a serving worker's RSS (the e2e memory
+          # gate); the rest of /debug/* stays on the backend.
           - path: /test
             pathType: Exact
             backend:
@@ -136,6 +138,13 @@ spec:
                 name: {{ $gatewayName }}
                 port:
                   number: {{ $gatewayPort }}
+          - path: /debug/memory/summary
+            pathType: Exact
+            backend:
+              service:
+                name: {{ $gatewayName }}
+                port:
+                  number: {{ $gatewayPort }}
           {{- range $gatewayPrefixes }}
           {{- $pathType := include "litellm.ingress.pathType" (dict "controller" $controller "path" . "pathType" "Prefix") }}
           {{- $builtinPathKeys = append $builtinPathKeys (printf "%s|%s" . $pathType) }}
diff --git a/helm/litellm/tests/database_auth_tests.yaml b/helm/litellm/tests/database_auth_tests.yaml
index adbe14c59c2..add531f68bb 100644
--- a/helm/litellm/tests/database_auth_tests.yaml
+++ b/helm/litellm/tests/database_auth_tests.yaml
@@ -4,6 +4,7 @@ templates:
   - gateway/configmap.yaml
   - backend/deployment.yaml
   - backend/configmap.yaml
+  - migrations-job.yaml
 values:
   - ./values/required.yaml
 tests:
@@ -67,6 +68,82 @@ tests:
             value: "true"
           any: true
 
+  - it: emits no TLS env by default
+    template: gateway/deployment.yaml
+    asserts:
+      - notContains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: DATABASE_SSLMODE
+          any: true
+      - notContains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: DATABASE_SSLROOTCERT
+          any: true
+
+  - it: writer sslMode and sslRootCert reach gateway and backend as DATABASE_SSLMODE and DATABASE_SSLROOTCERT
+    templates:
+      - gateway/deployment.yaml
+      - backend/deployment.yaml
+    set:
+      database.writer.useIAMAuth: true
+      database.writer.sslMode: verify-full
+      database.writer.sslRootCert: /etc/ssl/certs/ca-certificates.crt
+    asserts:
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: DATABASE_SSLMODE
+            value: verify-full
+          any: true
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: DATABASE_SSLROOTCERT
+            value: /etc/ssl/certs/ca-certificates.crt
+          any: true
+
+  - it: writer sslMode and sslRootCert reach the collector sidecar and the migrations job, which dial Postgres themselves
+    set:
+      gateway.collector.enabled: true
+      database.connectionPool.enabled: true
+      database.writer.sslMode: verify-full
+      database.writer.sslRootCert: /etc/ssl/certs/ca-certificates.crt
+    asserts:
+      - equal:
+          path: spec.template.spec.containers[1].name
+          value: collector
+        template: gateway/deployment.yaml
+      - contains:
+          path: spec.template.spec.containers[1].env
+          content:
+            name: DATABASE_SSLMODE
+            value: verify-full
+          any: true
+        template: gateway/deployment.yaml
+      - contains:
+          path: spec.template.spec.containers[1].env
+          content:
+            name: DATABASE_SSLROOTCERT
+            value: /etc/ssl/certs/ca-certificates.crt
+          any: true
+        template: gateway/deployment.yaml
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: DATABASE_SSLMODE
+            value: verify-full
+          any: true
+        template: migrations-job.yaml
+      - contains:
+          path: spec.template.spec.containers[0].env
+          content:
+            name: DATABASE_SSLROOTCERT
+            value: /etc/ssl/certs/ca-certificates.crt
+          any: true
+        template: migrations-job.yaml
+
   - it: writer rejects both token sources at once
     template: gateway/deployment.yaml
     set:
diff --git a/helm/litellm/tests/ingress_controller_tests.yaml b/helm/litellm/tests/ingress_controller_tests.yaml
index 40790ba674a..aa30db3c9c1 100644
--- a/helm/litellm/tests/ingress_controller_tests.yaml
+++ b/helm/litellm/tests/ingress_controller_tests.yaml
@@ -97,6 +97,16 @@ tests:
                 name: RELEASE-NAME-litellm-gateway
                 port:
                   number: 4000
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /debug/memory/summary
+            pathType: Exact
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-gateway
+                port:
+                  number: 4000
       - equal:
           path: spec.rules[0].http.paths[-1]
           value:
diff --git a/helm/litellm/tests/ingress_extra_paths_tests.yaml b/helm/litellm/tests/ingress_extra_paths_tests.yaml
index fc7d5943278..1305af15ae2 100644
--- a/helm/litellm/tests/ingress_extra_paths_tests.yaml
+++ b/helm/litellm/tests/ingress_extra_paths_tests.yaml
@@ -288,6 +288,17 @@ tests:
       - failedTemplate:
           errorMessage: "ingress.extraPaths[0]: path /test with pathType Exact is already routed by this chart, and a duplicate would take it over rather than add to it"
 
+  - it: rejects an entry that would take over the exact /debug/memory/summary route
+    set:
+      ingress.enabled: true
+      ingress.extraPaths:
+        - path: /debug/memory/summary
+          pathType: Exact
+          service: backend
+    asserts:
+      - failedTemplate:
+          errorMessage: "ingress.extraPaths[0]: path /debug/memory/summary with pathType Exact is already routed by this chart, and a duplicate would take it over rather than add to it"
+
   - it: allows a built-in path under a different pathType, which is a distinct rule
     set:
       ingress.enabled: true
diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml
index 1873219d1ea..4ca54131d6a 100644
--- a/helm/litellm/values.yaml
+++ b/helm/litellm/values.yaml
@@ -208,6 +208,11 @@ database:
       name: litellm-writer-secret
       usernameKey: username
       passwordKey: password
+    # libpq sslmode / sslrootcert applied to the writer and reader URLs (Prisma and the
+    # in-container PgBouncer); e.g. verify-full with /etc/ssl/certs/ca-certificates.crt for AWS RDS.
+    # sslRootCert on its own implies sslMode verify-full
+    sslMode: ""
+    sslRootCert: ""
 
   # Optional read-replica routing. When `reader.host` is set, the proxy routes
   # reads (find_*, count, group_by, query_raw/_first) to this endpoint while
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20260910000000_add_autorouter_session_baseline_models/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260910000000_add_autorouter_session_baseline_models/migration.sql
new file mode 100644
index 00000000000..e7ce1a3180b
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20260910000000_add_autorouter_session_baseline_models/migration.sql
@@ -0,0 +1 @@
+ALTER TABLE "LiteLLM_AutoRouterSession" ADD COLUMN IF NOT EXISTS "baseline_models" JSONB NOT NULL DEFAULT '{}';
diff --git a/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py b/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
index b51de9609d3..9cd48fcf11a 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
@@ -37,11 +37,13 @@ raised it above the deploy default keeps that larger budget for deploy unless
 the deploy override says otherwise.
 """
 
+import importlib.util
 import math
 import os
 import shutil
 import signal
 import subprocess
+import sys
 from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
 from pathlib import Path
@@ -64,6 +66,7 @@ DEFAULT_PRISMA_BOOTSTRAP_TIMEOUT = 600.0
 DEFAULT_PRISMA_MIGRATE_DEPLOY_TIMEOUT = 600.0
 
 BOOTSTRAP_ARG = "--version"
+PRISMA_CONSOLE_SCRIPT = "prisma"
 
 
 @dataclass(frozen=True)
@@ -184,6 +187,28 @@ def _kill_process_group(process: "subprocess.Popen[str]") -> None:
         return
 
 
+def prisma_cli_available() -> bool:
+    """Whether some way of running the Prisma CLI exists: the console script on PATH or the importable package."""
+    if shutil.which(PRISMA_CONSOLE_SCRIPT) is not None:
+        return True
+    return importlib.util.find_spec(PRISMA_CONSOLE_SCRIPT) is not None
+
+
+def resolve_prisma_argv(argv: Sequence[str]) -> tuple[str, ...]:
+    """Route a bare ``prisma`` command through ``python -m prisma`` when the console script is not on PATH.
+
+    The console script and ``python -m prisma`` are the same entry point, but
+    only the module form survives an interpreter whose ``bin`` directory is
+    missing from PATH, which is how the proxy gets started under launchers and
+    init systems. Any other executable name is left untouched.
+    """
+    if not argv or argv[0] != PRISMA_CONSOLE_SCRIPT:
+        return tuple(argv)
+    if shutil.which(PRISMA_CONSOLE_SCRIPT) is not None:
+        return tuple(argv)
+    return (sys.executable, "-m", PRISMA_CONSOLE_SCRIPT, *argv[1:])
+
+
 def run_prisma(
     argv: Sequence[str],
     *,
@@ -200,7 +225,7 @@ def run_prisma(
     text unless ``stdout``/``stderr`` say otherwise.
     """
     with subprocess.Popen(
-        argv,
+        resolve_prisma_argv(argv),
         env=env,
         stdout=stdout,
         stderr=stderr,
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 817df082d8c..7d521d54791 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -1514,6 +1514,7 @@ model LiteLLM_AutoRouterSession {
   classifier_cost       Float    @default(0)
   classifier_cost_recorded_turns Int @default(0)
   tier_turns            Json     @default("{}")
+  baseline_models       Json     @default("{}")
 
   @@id([api_key, session_id, router_name])
   @@index([last_turn_at], map: "idx_autorouter_session_last_turn")
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 7d4c78088f1..f94591872a4 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-proxy-extras"
-version = "0.4.96"
+version = "0.4.97"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.4.96"
+version = "0.4.97"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-proxy-extras==",
diff --git a/litellm-rust/ADDING_A_PROVIDER.md b/litellm-rust/ADDING_A_PROVIDER.md
deleted file mode 100644
index ae8ae5a6870..00000000000
--- a/litellm-rust/ADDING_A_PROVIDER.md
+++ /dev/null
@@ -1,29 +0,0 @@
-# Adding a provider / route to litellm-rust
-
-Everything for a route lives in `crates/core/src/<route>/`; `crates/core/src/messages` is the reference. A host (the axum gateway, the Python bridge) only calls the route's entrypoint.
-
-1. **Entrypoint** — `mod.rs`: `pub async fn <route>(request) -> CoreResult<Response>`, the Rust equivalent of `litellm.<route>()`, plus a `<route>_stream` variant when the route streams. It is the only thing a host touches.
-2. **Transform contract** — `transformation.rs`: a `…ProviderConfig` trait (URL build + request/response transforms) with types in `types.rs`.
-3. **Provider config** — `crates/core/src/providers/<provider>/<route>/transformation.rs`: implement that trait as a `const <PROVIDER>_<ROUTE>_CONFIG`, mirroring the Python provider tree. Add parity unit tests.
-4. **Prepare + handler** — `prepare.rs` resolves provider/model, credentials, auth headers, and URL, then transforms the request; `handler.rs` performs the provider call through the shared client in `client.rs` and transforms the response.
-
-## Coding standards
-
-Before writing new logic, look for an existing base to extend. When a change is
-“the same behavior for one more provider/endpoint/integration”, the codebase
-almost always already has a shared abstraction for it (for example, provider
-`BaseConfig` transformation classes in `litellm/llms/base_llm/`, shared
-helpers in `litellm_core_utils/`, typed request/response models, or factory
-functions). Find it first with a search, then add the new variant by inheriting
-from or composing that base, overriding only what genuinely differs (model
-name, parameter mapping, or auth).
-
-Never copy an existing implementation and edit it in place, and never hand-roll
-a parallel version of logic a base already provides. If you catch yourself
-writing a second copy of a pattern that exists twice already, stop and extract a
-base instead: put the shared shape in one place and make both call sites thin
-variants of it. The test for a good abstraction is that adding the next provider
-is a few declarative lines, not a new file of duplicated flow. Only diverge from
-the base when behavior is genuinely different, and say so explicitly in the PR.
-
-**Calling:** hosts invoke the core entrypoint — the Python bridge and the `ai-gateway` route service both call `litellm_core::messages::messages`. Never add a provider handler to `ai-gateway`. Register new modules in `lib.rs` / `mod.rs`, then run the commands under "Checks" in [CLAUDE.md](CLAUDE.md).
diff --git a/litellm-rust/AGENTS.md b/litellm-rust/AGENTS.md
deleted file mode 100644
index 17856218e60..00000000000
--- a/litellm-rust/AGENTS.md
+++ /dev/null
@@ -1,45 +0,0 @@
-# AGENTS.md
-
-litellm-rust has six crates. A crate is a layer or shared foundation, not a route. Routes (ocr, realtime, chat) and providers (mistral, openai) are modules inside the layers.
-
-## Crates
-
-| Crate | Role |
-|-------|------|
-| litellm-core | The LiteLLM SDK in Rust. One public entrypoint per top-level call (`messages::messages()`), owning types, transforms, provider resolution, auth, and the provider HTTP call. Call it, get a typed response. |
-| litellm-token-counter | Standalone input token counting shared by host integrations without pulling in the full SDK. |
-| litellm-config | Config-loading boundary. Returns resolved core deployment data and optionally delegates loading to Python. |
-| litellm-ai-gateway | The axum server (behind the `server` feature) plus the WebSocket hosts. Translates HTTP/WS to core entrypoints; owns no provider logic and no handlers. |
-| litellm-python-interop | Domain-neutral PyO3 foundation for GIL handling and typed Python/Serde conversion. |
-| litellm-python-bridge | PyO3 cdylib exposing LiteLLM Rust APIs to the Python SDK. Owns API registration, domain wiring, and Python exception mapping. |
-
-Dependency direction is acyclic: `litellm-config` depends on `litellm-core`, the gateway depends on both, and `litellm-python-bridge` depends on the domain layers, `litellm-token-counter`, and `litellm-python-interop`. The token counter and interop foundations depend on no LiteLLM domain crate.
-
-## Where a route lives
-
-A top-level LiteLLM call is a module under `crates/core/src/<route>/`, shaped like `messages`:
-
-```
-core/src/messages/
-  mod.rs             # pub async fn messages(..) -> CoreResult<..>  (+ messages_stream for SSE)
-  types.rs           # request/response types, MessagesRequest
-  transformation.rs  # the provider template trait
-  prepare.rs         # provider resolution, auth headers, URL
-  handler.rs         # the provider call
-  client.rs          # the shared reqwest client
-```
-
-Handlers never live in `ai-gateway`. `ocr`, `audio_transcription`, and `realtime` are still hosted there from before this rule; they move to `core` as they are touched.
-
-Adding a crate: default to a module. A new crate requires a real trigger: separate artifact (binary/cdylib), proc-macro, shared foundation, or publishable standalone. A new provider or route is none of these.
-
-Adding a crate fails crates/core/tests/workspace_crate_allowlist.rs until you update its allowlist and this file — intentional.
-
-## Style
-
-All Rust in `litellm-rust/` follows the official Rust Style Guide:
-https://doc.rust-lang.org/style-guide/
-
-`rustfmt` implements its formatting by default, so run `cargo fmt` before committing; CI gates every PR on `cargo fmt --check`. Do not hand-format against rustfmt or add a `rustfmt.toml` that diverges from the default style.
-
-Beyond formatting, follow the guide's naming and idiom conventions rustfmt cannot auto-apply: `snake_case` items/functions/modules, `UpperCamelCase` types/traits/variants, `SCREAMING_SNAKE_CASE` constants/statics (acronyms as one word, e.g. `HttpClient`), and the import grouping and item ordering it prescribes. See CLAUDE.md for the detailed version.
diff --git a/litellm-rust/CLAUDE.md b/litellm-rust/CLAUDE.md
deleted file mode 100644
index dfacf37b6cd..00000000000
--- a/litellm-rust/CLAUDE.md
+++ /dev/null
@@ -1,189 +0,0 @@
-# CLAUDE.md
-
-This file defines the rules for Rust work in LiteLLM.
-
-## Provider Coding Standards
-
-Before writing new logic, look for an existing base to extend. When a change is
-“the same behavior for one more provider/endpoint/integration”, the codebase
-almost always already has a shared abstraction for it (for example, provider
-`BaseConfig` transformation classes in `litellm/llms/base_llm/`, shared
-helpers in `litellm_core_utils/`, typed request/response models, or factory
-functions). Find it first with a search, then add the new variant by inheriting
-from or composing that base, overriding only what genuinely differs (model
-name, parameter mapping, or auth).
-
-Never copy an existing implementation and edit it in place, and never hand-roll
-a parallel version of logic a base already provides. If you catch yourself
-writing a second copy of a pattern that exists twice already, stop and extract a
-base instead: put the shared shape in one place and make both call sites thin
-variants of it. The test for a good abstraction is that adding the next provider
-is a few declarative lines, not a new file of duplicated flow. Only diverge from
-the base when behavior is genuinely different, and say so explicitly in the PR.
-
-## Crates (see AGENTS.md)
-
-`litellm-core` **is** the LiteLLM SDK in Rust: it makes the LLM call.
-`litellm-config` is the config-loading boundary and returns resolved core types.
-`litellm-ai-gateway` is an HTTP/WebSocket server in front of it, and
-`litellm-python-bridge` exposes it to the Python SDK. `litellm-python-interop`
-holds domain-neutral PyO3 primitives shared by Python-facing Rust code. A crate
-is a layer or shared foundation, not a route; add modules, not crates.
-
-## Core Boundary
-
-`litellm-core` owns the whole call. The Rust equivalent of `litellm.messages()`
-is `litellm_core::messages::messages(request).await`: you call it, it does the
-provider call, and you get a typed non-streaming response back.
-
-Route-level Rust structure mirrors LiteLLM's Python responsibilities:
-- `core/src/<route>/` owns the route end to end: the public entrypoint fn named
-  after the route in `mod.rs`, the request/response types (`types.rs`), the
-  provider template trait (`transformation.rs`), the provider/auth/URL
-  resolution (`prepare.rs`), the HTTP client (`client.rs`), and the handler that
-  performs the call (`handler.rs`). `core/src/messages` is the reference.
-- `core/src/providers/<provider>/<route>/transformation.rs` owns the
-  provider-specific transform. For Anthropic Messages, this means
-  `core/src/providers/anthropic/messages/transformation.rs`.
-- Handlers live in `core`, never in a host. `ai-gateway` must not contain a
-  route handler that talks to a provider; its axum route reads the HTTP request,
-  picks a deployment, and calls the `core` entrypoint. `python-bridge` marshals
-  Python objects and calls the same entrypoint.
-
-Streaming keeps the same shape: the route entrypoint has a `<route>_stream`
-variant in `core` that returns the upstream response so a host can splice it to
-its own caller; the host still owns no provider logic.
-
-Call-hook and lifecycle instrumentation, including phase timing, usage
-accumulation, and callback payload construction, always lives in `core`.
-Hosts feed observed events into core and dispatch the completed payloads through
-their I/O logger; hosts must not own callback orchestration.
-
-Allowed in `core`:
-- The public entrypoint for a top-level LiteLLM call
-- Request/response transforms and stream chunk normalization
-- Provider resolution, auth header construction, and URL building
-- The provider HTTP call itself, through a shared reused client with connect and
-  request timeouts
-- Shared data types and validation errors
-- Deterministic token/cost helper logic
-
-Not allowed in `core`:
-- Serving HTTP: axum routes, extractors, and transport concerns stay in the host
-- Filesystem access
-- Database access
-- Config file reading and rollout state
-- Logging callbacks, spend writes, or custom callbacks
-- Global mutable runtime state
-
-Env reads in `core` are limited to credential fallback inside a route's
-`prepare.rs` (the `env_lookup` closure), mirroring what the Python SDK does when
-no key is passed. Everything else config-shaped is resolved by the host and
-passed in.
-
-Routes still hosted in `ai-gateway` (`ocr`, `audio_transcription`, `realtime`)
-predate this rule and are being moved into `core` route modules; do not add new
-ones there, and prefer moving one when you touch it.
-
-Python owns rollout state and fallback while Rust is being introduced. Rust
-paths must be off by default until parity tests prove equivalence with Python.
-A new provider/route may instead be implemented rust-only with no Python
-reference; then the Python interface is a thin dispatch that calls Rust with no
-fallback, and you state the rust-only choice explicitly in the PR. Either way
-the Python side stays minimal (it only marshals inputs and calls the Rust
-interface), never add a per-route feature flag, and never push provider
-dispatch into `litellm/main.py`; put it in a thin dispatch class under
-`litellm/llms/<provider>/<route>/`.
-
-## Production Bar
-
-Rust code in this workspace is held to a strict parity and robustness bar from
-the first PR:
-
-- Correctness parity is proven with tests. Do not rely on README claims or
-  manual inspection for a port that mirrors Python behavior.
-- Every provider transform must have unit tests for supported-parameter
-  filtering, request body shape, response normalization, missing/null fields,
-  and bad-input errors.
-- When Rust is exposed through Python, add Python tests that prove disabled,
-  enabled, and unavailable-bridge fallback behavior.
-- Avoid panics on user/provider input. Return typed errors and let the host map
-  them to Python exceptions or HTTP responses.
-- OCR handles documents that often contain personal data. Do not log document
-  contents, base64 payloads, provider response bodies, or secrets.
-- Error messages must be useful but data-minimized. Truncate or sanitize any
-  upstream body before it crosses a host boundary.
-- Treat empty or whitespace-only credentials, URLs, and config values as absent
-  at the host/config resolution layer.
-- Preserve Python output shape intentionally. If a field is always serialized as
-  `null` for Python parity, leave a short comment explaining that parity choice.
-
-## Network I/O Rules
-
-These rules apply to every module that executes network I/O, whether it is a
-`core` route handler or a host such as `ai-gateway`:
-
-- Set connect and full-request timeouts. No unbounded waits.
-- Reuse HTTP clients; do not construct clients per request.
-- Prefer rustls TLS for portable Python wheels and Linux images unless there is
-  a documented reason not to.
-- Add request IDs and structured tracing at the host layer, without logging OCR
-  document contents or secrets.
-- Do not echo raw upstream response bodies to callers. Sanitize and bound them.
-- Avoid `expect`/`unwrap` in server startup and request paths unless the panic is
-  impossible by construction and documented.
-
-## Rust Style Guide
-
-All Rust in `litellm-rust/` follows the official Rust Style Guide:
-https://doc.rust-lang.org/style-guide/
-
-`rustfmt` implements the guide's formatting rules by default, so the mechanical
-side is enforced for you: run `cargo fmt` before committing and CI gates every
-PR on `cargo fmt --check` (see Checks). Do not hand-format against rustfmt or add
-a `rustfmt.toml` that diverges from the default style; the default style *is* the
-guide.
-
-The guide also covers conventions rustfmt cannot auto-apply; follow these too:
-- Naming: `snake_case` for items, functions, and modules; `UpperCamelCase` for
-  types, traits, and enum variants; `SCREAMING_SNAKE_CASE` for constants and
-  statics; acronyms count as one word (`HttpClient`, not `HTTPClient`).
-- Ordering and grouping the guide prescribes: imports grouped std / external /
-  crate-local, derives before other attributes, and consistent item order.
-- Idioms the guide recommends over the formatter fighting you (e.g. prefer
-  restructuring an over-long expression rather than forcing an awkward wrap).
-
-## Constants
-
-Magic numbers and fixed strings go in a crate-level `constants.rs`, never
-hardcoded inline — the Rust mirror of Python's `litellm/constants.py`.
-
-- Each crate that needs them has `src/constants.rs` (declared `mod constants;`);
-  import from it (`use crate::constants::...`). Don't scatter `const` values at
-  the top of feature modules.
-- An env-overridable tunable still lives in `constants.rs` as its `DEFAULT_*`
-  value; the env read (with fallback to that default) happens at the host/config
-  resolution layer, not in `core`/`providers`.
-- Exception: a value that is purely local to one function and has no meaning
-  elsewhere may stay inline, but prefer `constants.rs` when in doubt.
-
-## Checks
-
-Run these before pushing Rust changes. The same checks run in GitHub Actions
-for changes under `litellm-rust/`.
-
-```bash
-cd litellm-rust
-cargo fmt --check
-cargo clippy --workspace --all-targets -- -D warnings
-cargo clippy -p litellm-core --all-targets --features bedrock-auth -- -D warnings
-# the ai-gateway binary + server code is behind the `server` feature
-cargo clippy -p litellm-ai-gateway --all-targets --all-features -- -D warnings
-cargo test --workspace
-cargo test -p litellm-core --features bedrock-auth
-# the `auth`, `routes`, `state` and `realtime` tests only exist under `server`
-cargo test -p litellm-ai-gateway --features server
-```
-
-When a Rust path is exposed through Python, add Python parity tests that compare
-the existing Python output with the Rust-backed output.
diff --git a/litellm-rust/Cargo.lock b/litellm-rust/Cargo.lock
index 0e8e6e09a21..7e3d25e9c5d 100644
--- a/litellm-rust/Cargo.lock
+++ b/litellm-rust/Cargo.lock
@@ -2,6 +2,12 @@
 # It is not intended for manual editing.
 version = 4
 
+[[package]]
+name = "adler2"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
+
 [[package]]
 name = "ahash"
 version = "0.8.12"
@@ -34,6 +40,15 @@ dependencies = [
  "cc",
 ]
 
+[[package]]
+name = "android_system_properties"
+version = "0.1.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ae221649c9976a6f6c56ae1facf410f3ddb33cc661c4b7b61020a912d4237fbc"
+dependencies = [
+ "libc",
+]
+
 [[package]]
 name = "anes"
 version = "0.1.6"
@@ -55,6 +70,29 @@ dependencies = [
  "rustversion",
 ]
 
+[[package]]
+name = "async-compression"
+version = "0.4.46"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4f10dafd0c8d2e51ae9a748805777613ed0bbe17bf586b76c8311f45c020a32f"
+dependencies = [
+ "compression-codecs",
+ "compression-core",
+ "pin-project-lite",
+ "tokio",
+]
+
+[[package]]
+name = "async-lock"
+version = "3.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "290f7f2596bd5b78a9fec8088ccd89180d7f9f55b94b0576823bbbdc72ee8311"
+dependencies = [
+ "event-listener",
+ "event-listener-strategy",
+ "pin-project-lite",
+]
+
 [[package]]
 name = "async-trait"
 version = "0.1.91"
@@ -482,6 +520,58 @@ dependencies = [
  "tracing",
 ]
 
+[[package]]
+name = "azure_core"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4e41cbd819986ba41904c207d8ffc4106f8f8352a548d773e9554906379bb2fb"
+dependencies = [
+ "async-lock",
+ "async-trait",
+ "azure_core_macros",
+ "bytes",
+ "futures",
+ "pin-project",
+ "rustc_version",
+ "serde",
+ "serde_json",
+ "tokio",
+ "tracing",
+ "typespec",
+ "typespec_client_core",
+]
+
+[[package]]
+name = "azure_core_macros"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b9b52dba6a345f3ad2d42ff8d0d63df9d0994cfa29657bf18ffdbf149f78a4f5"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+ "tracing",
+]
+
+[[package]]
+name = "azure_identity"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "32edf96b356ca7c51d7590c4925cc36efc3947a5da4468e8e0b25c56ecbb3de5"
+dependencies = [
+ "async-lock",
+ "async-trait",
+ "azure_core",
+ "futures",
+ "pin-project",
+ "serde",
+ "serde_json",
+ "time",
+ "tokio",
+ "tracing",
+ "url",
+]
+
 [[package]]
 name = "base64"
 version = "0.13.1"
@@ -494,6 +584,12 @@ version = "0.22.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
+[[package]]
+name = "base64"
+version = "0.23.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ac07cdecf99051d9a5238b80f35af32cdeba5b336e55d957b318b50137e18da5"
+
 [[package]]
 name = "base64-simd"
 version = "0.8.0"
@@ -606,6 +702,20 @@ dependencies = [
  "rand_core 0.10.1",
 ]
 
+[[package]]
+name = "chrono"
+version = "0.4.45"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1aa79e62e7697b8e29b513a68abacf485adcd1fe8284a4316c5ae868e6633327"
+dependencies = [
+ "iana-time-zone",
+ "js-sys",
+ "num-traits",
+ "serde",
+ "wasm-bindgen",
+ "windows-link",
+]
+
 [[package]]
 name = "ciborium"
 version = "0.2.2"
@@ -673,6 +783,16 @@ version = "0.5.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0c9ea0ac24bc397ab3c98583a3c9ba74fa56b09a4449bbe172b9b1ddb016027a"
 
+[[package]]
+name = "combine"
+version = "4.6.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cfc320937d09e6de266b31b9afb480f197d7a861be86be7cb2ea7e5d1bfffc5e"
+dependencies = [
+ "bytes",
+ "memchr",
+]
+
 [[package]]
 name = "compact_str"
 version = "0.9.1"
@@ -688,6 +808,23 @@ dependencies = [
  "static_assertions",
 ]
 
+[[package]]
+name = "compression-codecs"
+version = "0.4.41"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "58a6d0db8759036a783bc7c3f7a07f8cef3bf9470eb1db3bc86e8bcd1c5d0fe8"
+dependencies = [
+ "compression-core",
+ "flate2",
+ "memchr",
+]
+
+[[package]]
+name = "compression-core"
+version = "0.4.33"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6e8ccc4ea9f6acc32d102c0f6d471d11d913ad15f20c04de743374861fa1d414"
+
 [[package]]
 name = "const-oid"
 version = "0.10.2"
@@ -728,6 +865,15 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "crc32fast"
+version = "1.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8498c871161e1742aaa9d52551b2d6ebdd4c3d45a3be423e3728f33b955be550"
+dependencies = [
+ "cfg-if",
+]
+
 [[package]]
 name = "criterion"
 version = "0.8.2"
@@ -763,6 +909,15 @@ dependencies = [
  "itertools 0.13.0",
 ]
 
+[[package]]
+name = "crossbeam-channel"
+version = "0.5.17"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "98b0cc327b5bc766e7fda9c9260cc0fa81b43a8e240440422dff70788e3f9ef1"
+dependencies = [
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "crossbeam-deque"
 version = "0.8.7"
@@ -878,11 +1033,20 @@ version = "2.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a4ae5f15dda3c708c0ade84bfee31ccab44a3da4f88015ed22f63732abe300c8"
 
+[[package]]
+name = "data-url"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "be1e0bca6c3637f992fc1cc7cbc52a78c1ef6db076dbf1059c4323d6a2048376"
+
 [[package]]
 name = "deranged"
 version = "0.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7cd812cc2bc1d69d4764bd80df88b4317eaef9e773c75226407d9bc0876b211c"
+dependencies = [
+ "serde_core",
+]
 
 [[package]]
 name = "derive_builder"
@@ -954,6 +1118,12 @@ version = "1.0.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "92773504d58c093f6de2459af4af33faa518c13451eb8f2b5698ed3d36e7c813"
 
+[[package]]
+name = "dyn-clone"
+version = "1.0.20"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d0881ea181b1df73ff77ffaaf9c7544ecc11e82fba9b5f27b262a3c73a332555"
+
 [[package]]
 name = "either"
 version = "1.16.0"
@@ -966,12 +1136,42 @@ version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "877a4ace8713b0bcf2a4e7eec82529c029f1d0619886d18145fea96c3ffe5c0f"
 
+[[package]]
+name = "errno"
+version = "0.3.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
+dependencies = [
+ "libc",
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "esaxx-rs"
 version = "0.1.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d817e038c30374a4bcb22f94d0a8a0e216958d4c3dcde369b1439fec4bdda6e6"
 
+[[package]]
+name = "event-listener"
+version = "5.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5a23add41df1562121a9393cb065eab5146a1242410f23a644851e90cfd669d2"
+dependencies = [
+ "parking",
+ "pin-project-lite",
+]
+
+[[package]]
+name = "event-listener-strategy"
+version = "0.5.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8be9f3dfaaffdae2972880079a491a1a8bb7cbed0b8dd7a347f668b4150a3b93"
+dependencies = [
+ "event-listener",
+ "pin-project-lite",
+]
+
 [[package]]
 name = "fastrand"
 version = "2.5.0"
@@ -984,6 +1184,17 @@ version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5baebc0774151f905a1a2cc41989300b1e6fbb29aff0ceffa1064fdd3088d582"
 
+[[package]]
+name = "flate2"
+version = "1.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6e634e2e0ebac1ee034020da1ca582e17ffe4e0f5e985823721e168928136dcb"
+dependencies = [
+ "crc32fast",
+ "miniz_oxide",
+ "zlib-rs",
+]
+
 [[package]]
 name = "fnv"
 version = "1.0.7"
@@ -1005,6 +1216,21 @@ version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "42703706b716c37f96a77aea830392ad231f44c9e9a67872fa5548707e11b11c"
 
+[[package]]
+name = "futures"
+version = "0.3.33"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a88cf1f829d945f548cf8fec32c61b1f202b6d93b45848602fc02af4b12ad218"
+dependencies = [
+ "futures-channel",
+ "futures-core",
+ "futures-executor",
+ "futures-io",
+ "futures-sink",
+ "futures-task",
+ "futures-util",
+]
+
 [[package]]
 name = "futures-channel"
 version = "0.3.33"
@@ -1021,6 +1247,17 @@ version = "0.3.33"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2cd50c473c80f6d7c3670a752354b8e569b1a7cbfdc0419ec88e5edad85e0dc7"
 
+[[package]]
+name = "futures-executor"
+version = "0.3.33"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6754879cc9f2c66f88c6e5c35344bb0bdb0708b0352b1201815667c7eabc7458"
+dependencies = [
+ "futures-core",
+ "futures-task",
+ "futures-util",
+]
+
 [[package]]
 name = "futures-io"
 version = "0.3.33"
@@ -1062,6 +1299,7 @@ version = "0.3.33"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a77a90a256fce34da66415271e30f94ee91c57b04b8a2c042d9cf3220179deaa"
 dependencies = [
+ "futures-channel",
  "futures-core",
  "futures-io",
  "futures-macro",
@@ -1072,6 +1310,33 @@ dependencies = [
  "slab",
 ]
 
+[[package]]
+name = "gcp_auth"
+version = "0.12.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "26d27dbcc645b60b8e7f6e2868a9d7102ece97d1bb49c1288b5321fcc67f7260"
+dependencies = [
+ "async-trait",
+ "base64 0.22.1",
+ "bytes",
+ "chrono",
+ "http 1.4.2",
+ "http-body-util",
+ "hyper 1.10.1",
+ "hyper-rustls 0.27.9",
+ "hyper-util",
+ "ring",
+ "rustls 0.23.42",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.19",
+ "tokio",
+ "tracing",
+ "tracing-futures",
+ "url",
+]
+
 [[package]]
 name = "generic-array"
 version = "0.14.7"
@@ -1380,6 +1645,30 @@ dependencies = [
  "tracing",
 ]
 
+[[package]]
+name = "iana-time-zone"
+version = "0.1.65"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e31bc9ad994ba00e440a8aa5c9ef0ec67d5cb5e5cb0cc7f8b744a35b389cc470"
+dependencies = [
+ "android_system_properties",
+ "core-foundation-sys",
+ "iana-time-zone-haiku",
+ "js-sys",
+ "log",
+ "wasm-bindgen",
+ "windows-core",
+]
+
+[[package]]
+name = "iana-time-zone-haiku"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f31827a206f56af32e590ba56d5d2d085f558508192593743f16b2306495269f"
+dependencies = [
+ "cc",
+]
+
 [[package]]
 name = "icu_collections"
 version = "2.2.0"
@@ -1531,6 +1820,55 @@ version = "1.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8f42a60cbdf9a97f5d2305f08a87dc4e09308d1276d28c869c684d7777685682"
 
+[[package]]
+name = "jni"
+version = "0.22.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5efd9a482cf3a427f00d6b35f14332adc7902ce91efb778580e180ff90fa3498"
+dependencies = [
+ "cfg-if",
+ "combine",
+ "jni-macros",
+ "jni-sys",
+ "log",
+ "simd_cesu8",
+ "thiserror 2.0.19",
+ "walkdir",
+ "windows-link",
+]
+
+[[package]]
+name = "jni-macros"
+version = "0.22.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a00109accc170f0bdb141fed3e393c565b6f5e072365c3bd58f5b062591560a3"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "rustc_version",
+ "simd_cesu8",
+ "syn 2.0.119",
+]
+
+[[package]]
+name = "jni-sys"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c6377a88cb3910bee9b0fa88d4f42e1d2da8e79915598f65fb0c7ee14c878af2"
+dependencies = [
+ "jni-sys-macros",
+]
+
+[[package]]
+name = "jni-sys-macros"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "38c0b942f458fe50cdac086d2f946512305e5631e720728f2a61aabcd47a6264"
+dependencies = [
+ "quote",
+ "syn 2.0.119",
+]
+
 [[package]]
 name = "jobserver"
 version = "0.1.35"
@@ -1574,7 +1912,7 @@ dependencies = [
  "futures-util",
  "litellm-config",
  "litellm-core",
- "reqwest",
+ "reqwest 0.12.28",
  "rustls 0.23.42",
  "rustls-native-certs",
  "serde",
@@ -1607,19 +1945,33 @@ dependencies = [
  "aws-sigv4",
  "aws-smithy-runtime-api",
  "aws-types",
+ "azure_core",
+ "azure_identity",
  "base64 0.22.1",
+ "bytes",
+ "data-url",
+ "futures-util",
+ "gcp_auth",
+ "mime_guess",
+ "moka",
  "rand 0.8.7",
- "reqwest",
+ "reqwest 0.12.28",
  "rstest",
+ "rustls 0.23.42",
+ "rustls-native-certs",
  "serde",
  "serde_json",
  "serde_path_to_error",
  "sha2 0.10.9",
+ "strum",
+ "subtle",
  "thiserror 2.0.19",
  "tokio",
+ "tokio-tungstenite",
  "tracing",
  "tracing-subscriber",
  "url",
+ "veil",
 ]
 
 [[package]]
@@ -1628,12 +1980,12 @@ version = "0.1.0"
 dependencies = [
  "criterion",
  "futures-util",
- "litellm-ai-gateway",
  "litellm-core",
  "litellm-python-interop",
  "litellm-token-counter",
  "pyo3",
  "pyo3-async-runtimes",
+ "rstest",
  "serde",
  "serde_json",
  "tokio",
@@ -1656,11 +2008,13 @@ dependencies = [
 name = "litellm-token-counter"
 version = "0.1.0"
 dependencies = [
+ "base64 0.22.1",
  "criterion",
  "indexmap",
  "itoa",
  "rand 0.8.7",
  "rstest",
+ "rustc-hash",
  "serde",
  "serde_json",
  "thiserror 2.0.19",
@@ -1674,6 +2028,15 @@ version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "92daf443525c4cce67b150400bc2316076100ce0b3686209eb8cf3c31612e6f0"
 
+[[package]]
+name = "lock_api"
+version = "0.4.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "224399e74b87b5f3557511d98dff8b14089b3dadafcab6bb93eab67d3aace965"
+dependencies = [
+ "scopeguard",
+]
+
 [[package]]
 name = "log"
 version = "0.4.33"
@@ -1736,6 +2099,16 @@ version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "68354c5c6bd36d73ff3feceb05efa59b6acb7626617f4962be322a825e61f79a"
 
+[[package]]
+name = "miniz_oxide"
+version = "0.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b63fbc4a50860e98e7b2aa7804ded1db5cbc3aff9193adaff57a6931bf7c4b4c"
+dependencies = [
+ "adler2",
+ "simd-adler32",
+]
+
 [[package]]
 name = "mio"
 version = "1.2.2"
@@ -1747,6 +2120,26 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "moka"
+version = "0.12.16"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4293f18e7567a1caf3c584855554377025c65e0aa445344d04171f5ad63d19b9"
+dependencies = [
+ "async-lock",
+ "crossbeam-channel",
+ "crossbeam-epoch",
+ "crossbeam-utils",
+ "equivalent",
+ "event-listener",
+ "futures-util",
+ "parking_lot",
+ "portable-atomic",
+ "smallvec",
+ "tagptr",
+ "uuid",
+]
+
 [[package]]
 name = "monostate"
 version = "0.1.18"
@@ -1859,6 +2252,35 @@ dependencies = [
  "winapi",
 ]
 
+[[package]]
+name = "parking"
+version = "2.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f38d5652c16fde515bb1ecef450ab0f6a219d619a7274976324d5e377f7dceba"
+
+[[package]]
+name = "parking_lot"
+version = "0.12.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "93857453250e3077bd71ff98b6a65ea6621a19bb0f559a85248955ac12c45a1a"
+dependencies = [
+ "lock_api",
+ "parking_lot_core",
+]
+
+[[package]]
+name = "parking_lot_core"
+version = "0.9.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2621685985a2ebf1c516881c026032ac7deafcda1a2c9b7850dc81e3dfcb64c1"
+dependencies = [
+ "cfg-if",
+ "libc",
+ "redox_syscall",
+ "smallvec",
+ "windows-link",
+]
+
 [[package]]
 name = "paste"
 version = "1.0.15"
@@ -1877,6 +2299,26 @@ version = "2.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
+[[package]]
+name = "pin-project"
+version = "1.1.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2466b2336ed02bcdca6b294417127b90ec92038d1d5c4fbeac971a922e0e0924"
+dependencies = [
+ "pin-project-internal",
+]
+
+[[package]]
+name = "pin-project-internal"
+version = "1.1.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c96395f0a926bc13b1c17622aaddda1ecb55d49c8f1bf9777e4d877800a43f8b"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
 [[package]]
 name = "pin-project-lite"
 version = "0.2.17"
@@ -2078,6 +2520,7 @@ version = "0.11.16"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2f4bfc015262b9df63c8845072ce59068853ff5872180c2ce2f13038b970e560"
 dependencies = [
+ "aws-lc-rs",
  "bytes",
  "getrandom 0.4.3",
  "lru-slab",
@@ -2245,6 +2688,15 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "redox_syscall"
+version = "0.5.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
+dependencies = [
+ "bitflags",
+]
+
 [[package]]
 name = "regex"
 version = "1.13.1"
@@ -2325,11 +2777,49 @@ dependencies = [
  "url",
  "wasm-bindgen",
  "wasm-bindgen-futures",
- "wasm-streams",
+ "wasm-streams 0.4.2",
  "web-sys",
  "webpki-roots",
 ]
 
+[[package]]
+name = "reqwest"
+version = "0.13.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "16a1cfa75cc186dd73d5818e510e042e40927bccc9c236b061cea97e1eb08029"
+dependencies = [
+ "base64 0.23.1",
+ "bytes",
+ "futures-core",
+ "futures-util",
+ "http 1.4.2",
+ "http-body 1.1.0",
+ "http-body-util",
+ "hyper 1.10.1",
+ "hyper-rustls 0.27.9",
+ "hyper-util",
+ "js-sys",
+ "log",
+ "percent-encoding",
+ "pin-project-lite",
+ "quinn",
+ "rustls 0.23.42",
+ "rustls-pki-types",
+ "rustls-platform-verifier",
+ "sync_wrapper",
+ "tokio",
+ "tokio-rustls 0.26.4",
+ "tokio-util",
+ "tower",
+ "tower-http",
+ "tower-service",
+ "url",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "wasm-streams 0.5.0",
+ "web-sys",
+]
+
 [[package]]
 name = "ring"
 version = "0.17.14"
@@ -2437,6 +2927,33 @@ dependencies = [
  "zeroize",
 ]
 
+[[package]]
+name = "rustls-platform-verifier"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "26d1e2536ce4f35f4846aa13bff16bd0ff40157cdb14cc056c7b14ba41233ba0"
+dependencies = [
+ "core-foundation",
+ "core-foundation-sys",
+ "jni",
+ "log",
+ "once_cell",
+ "rustls 0.23.42",
+ "rustls-native-certs",
+ "rustls-platform-verifier-android",
+ "rustls-webpki 0.103.13",
+ "security-framework",
+ "security-framework-sys",
+ "webpki-root-certs",
+ "windows-sys 0.61.2",
+]
+
+[[package]]
+name = "rustls-platform-verifier-android"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f87165f0995f63a9fbeea62b64d10b4d9d8e78ec6d7d51fb2125fda7bb36788f"
+
 [[package]]
 name = "rustls-webpki"
 version = "0.101.7"
@@ -2489,6 +3006,12 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "scopeguard"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "94143f37725109f92c262ed2cf5e59bce7498c01bcc1502d7b9afe439a4e9f49"
+
 [[package]]
 name = "sct"
 version = "0.7.1"
@@ -2642,6 +3165,38 @@ version = "2.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f8fadd59c855ef2080decdef8ff161eb6661b86933c9d82e5ba29dc602a55aba"
 
+[[package]]
+name = "signal-hook-registry"
+version = "1.4.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c4db69cba1110affc0e9f7bcd48bbf87b3f4fc7c61fc9155afd4c469eb3d6c1b"
+dependencies = [
+ "errno",
+ "libc",
+]
+
+[[package]]
+name = "simd-adler32"
+version = "0.3.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3a219298ac11a56ea9a6d2120044824d6f01aeb034955e7af7bc16858527deea"
+
+[[package]]
+name = "simd_cesu8"
+version = "1.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "11031e251abf8611c80f460e19dbdeb54a66db918e49c65a7065b46ac7aec520"
+dependencies = [
+ "rustc_version",
+ "simdutf8",
+]
+
+[[package]]
+name = "simdutf8"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e3a9fe34e3e7a50316060351f37187a3f546bce95496156754b601a5fa71b76e"
+
 [[package]]
 name = "slab"
 version = "0.4.12"
@@ -2704,6 +3259,27 @@ version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
 
+[[package]]
+name = "strum"
+version = "0.28.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9628de9b8791db39ceda2b119bbe13134770b56c138ec1d3af810d045c04f9bd"
+dependencies = [
+ "strum_macros",
+]
+
+[[package]]
+name = "strum_macros"
+version = "0.28.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ab85eea0270ee17587ed4156089e10b9e6880ee688791d45a905f5b1ca36f664"
+dependencies = [
+ "heck",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
 [[package]]
 name = "subtle"
 version = "2.6.1"
@@ -2752,6 +3328,12 @@ dependencies = [
  "syn 2.0.119",
 ]
 
+[[package]]
+name = "tagptr"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7b2093cf4c8eb1e67749a6762251bc9cd836b6fc171623bd0a9d324d37af2417"
+
 [[package]]
 name = "target-lexicon"
 version = "0.13.5"
@@ -2915,6 +3497,7 @@ dependencies = [
  "libc",
  "mio",
  "pin-project-lite",
+ "signal-hook-registry",
  "socket2 0.6.5",
  "tokio-macros",
  "windows-sys 0.61.2",
@@ -3032,12 +3615,17 @@ version = "0.6.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4cfcf7e2740e6fc6d4d688b4ef00650406bb94adf4731e43c096c3a19fe40840"
 dependencies = [
+ "async-compression",
  "bitflags",
  "bytes",
+ "futures-core",
  "futures-util",
  "http 1.4.2",
  "http-body 1.1.0",
+ "http-body-util",
  "pin-project-lite",
+ "tokio",
+ "tokio-util",
  "tower",
  "tower-layer",
  "tower-service",
@@ -3088,6 +3676,16 @@ dependencies = [
  "once_cell",
 ]
 
+[[package]]
+name = "tracing-futures"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "97d095ae15e245a057c8e8451bab9b3ee1e1f68e9ba2b4fbc18d0ac5237835f2"
+dependencies = [
+ "pin-project",
+ "tracing",
+]
+
 [[package]]
 name = "tracing-subscriber"
 version = "0.3.23"
@@ -3131,6 +3729,57 @@ version = "1.20.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b6f5e870be6c3b371b77fe0ee0bafb859fa4964b4404c27de1d380043c4dda20"
 
+[[package]]
+name = "typespec"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "753a2fe021e407d4fc9ee6f4f0a33403cc306d5c54c4e4ebe1b8cbde0ca052b9"
+dependencies = [
+ "base64 0.22.1",
+ "bytes",
+ "futures",
+ "serde",
+ "serde_json",
+ "url",
+]
+
+[[package]]
+name = "typespec_client_core"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0373af0f9d4f580b3a1a9d9639cedaabe015ed262b35bfbe13941bfb14fe1ea6"
+dependencies = [
+ "async-trait",
+ "base64 0.22.1",
+ "bytes",
+ "dyn-clone",
+ "futures",
+ "pin-project",
+ "rand 0.10.2",
+ "reqwest 0.13.5",
+ "serde",
+ "serde_json",
+ "time",
+ "tokio",
+ "tracing",
+ "typespec",
+ "typespec_macros",
+ "url",
+ "uuid",
+]
+
+[[package]]
+name = "typespec_macros"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2c608f4427943f8adb211abc95c87672b1b98847152783507d54e3246e502f60"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "rustc_version",
+ "syn 2.0.119",
+]
+
 [[package]]
 name = "unicase"
 version = "2.9.0"
@@ -3206,10 +3855,32 @@ version = "1.24.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bf3923a6f5c4c6382e0b653c4117f48d631ea17f38ed86e2a828e6f7412f5239"
 dependencies = [
+ "getrandom 0.4.3",
  "js-sys",
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "veil"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c7352f0bbf3ab98911b0c0277065094c1b1ec79bbc85fa3b7d16bf1859c3d96f"
+dependencies = [
+ "once_cell",
+ "veil-macros",
+]
+
+[[package]]
+name = "veil-macros"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47a3f4f06d904eb789b935253752ba6bcc1dfa61349f8d5341c66abe070b44e5"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
 [[package]]
 name = "version_check"
 version = "0.9.5"
@@ -3324,6 +3995,19 @@ dependencies = [
  "web-sys",
 ]
 
+[[package]]
+name = "wasm-streams"
+version = "0.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9d1ec4f6517c9e11ae630e200b2b65d193279042e28edd4a2cda233e46670bbb"
+dependencies = [
+ "futures-util",
+ "js-sys",
+ "wasm-bindgen",
+ "wasm-bindgen-futures",
+ "web-sys",
+]
+
 [[package]]
 name = "web-sys"
 version = "0.3.103"
@@ -3344,6 +4028,15 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "webpki-root-certs"
+version = "1.0.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b96554aa2acc8ccdb7e1c9a58a7a68dd5d13bccc69cd124cb09406db612a1c9b"
+dependencies = [
+ "rustls-pki-types",
+]
+
 [[package]]
 name = "webpki-roots"
 version = "1.0.9"
@@ -3384,12 +4077,65 @@ version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
 
+[[package]]
+name = "windows-core"
+version = "0.62.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8e83a14d34d0623b51dce9581199302a221863196a1dde71a7663a4c2be9deb"
+dependencies = [
+ "windows-implement",
+ "windows-interface",
+ "windows-link",
+ "windows-result",
+ "windows-strings",
+]
+
+[[package]]
+name = "windows-implement"
+version = "0.60.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
+[[package]]
+name = "windows-interface"
+version = "0.59.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
 [[package]]
 name = "windows-link"
 version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
+[[package]]
+name = "windows-result"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7781fa89eaf60850ac3d2da7af8e5242a5ea78d1a11c49bf2910bb5a73853eb5"
+dependencies = [
+ "windows-link",
+]
+
+[[package]]
+name = "windows-strings"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7837d08f69c77cf6b07689544538e017c1bfcf57e34b4c0ff58e6c2cd3b37091"
+dependencies = [
+ "windows-link",
+]
+
 [[package]]
 name = "windows-sys"
 version = "0.52.0"
@@ -3602,6 +4348,12 @@ dependencies = [
  "syn 2.0.119",
 ]
 
+[[package]]
+name = "zlib-rs"
+version = "0.6.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "34b31d188d9d685a4f9c7b46d6e36631b07058d2cfe190267adce54dc230bf12"
+
 [[package]]
 name = "zmij"
 version = "1.0.23"
diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml
index f3e54e5b2aa..5c72c86d6ef 100644
--- a/litellm-rust/Cargo.toml
+++ b/litellm-rust/Cargo.toml
@@ -16,6 +16,7 @@ license = "MIT"
 repository = "https://github.com/BerriAI/litellm"
 
 [workspace.dependencies]
+bytes = "1"
 tracing = "0.1"
 tracing-subscriber = { version = "0.3", default-features = false, features = ["registry", "std"] }
 litellm-core = { path = "crates/core" }
@@ -41,8 +42,14 @@ tokio = { version = "1", features = ["rt-multi-thread", "macros", "time", "net"]
 tokio-tungstenite = { version = "0.24", default-features = false, features = ["connect", "rustls-tls-native-roots"] }
 futures-util = { version = "0.3", default-features = false, features = ["sink", "std"] }
 base64 = "0.22"
+gcp_auth = "0.12.7"
+azure_core = "1.0.0"
+azure_identity = { version = "1.0.0", features = ["tokio"] }
+moka = { version = "0.12.16", features = ["future"] }
+strum = { version = "0.28.0", features = ["derive"] }
 url = "2.5.8"
 criterion = "0.8.2"
+veil = "0.3.0"
 
 [profile.release]
 opt-level = 3
diff --git a/litellm-rust/README.md b/litellm-rust/README.md
deleted file mode 100644
index 650d38753e7..00000000000
--- a/litellm-rust/README.md
+++ /dev/null
@@ -1,56 +0,0 @@
-# LiteLLM Rust
-
-This workspace contains the staged Rust implementation for LiteLLM.
-
-`litellm-core` is the LiteLLM SDK in Rust: one entrypoint per top-level call
-that makes the LLM call and hands back a typed response, the same shape as
-`litellm.messages()` in Python.
-
-```rust
-let response = litellm_core::messages::messages(MessagesRequest {
-    model: "claude-sonnet-4-5",
-    body,
-    api_key: Some(key),
-    ..
-})
-.await?;
-```
-
-Python continues to own configuration, retries, routing policy, logging,
-callbacks, spend tracking, and customer plugins until each Rust path has parity
-coverage and production evidence.
-
-## Crates
-
-| Crate | Role |
-|-------|------|
-| litellm-core | The SDK. Per-route entrypoints (`messages::messages()`), types, provider transforms (modules under `providers/`), provider resolution, auth, the provider HTTP call, and the router. |
-| litellm-config | Config-loading boundary. Returns resolved deployments and optionally delegates loading to Python. |
-| litellm-ai-gateway | The axum server (behind the `server` feature) and WebSocket hosts. Translates HTTP/WS to core entrypoints; no provider handlers. |
-| litellm-python-interop | Domain-neutral PyO3 foundation for GIL handling and typed Python/Serde conversion. |
-| litellm-python-bridge | PyO3 cdylib exposing LiteLLM Rust APIs to the Python SDK. Owns API registration, domain wiring, and Python exception mapping. |
-
-Dependency direction is acyclic: config depends on core, the gateway depends on config and core, and the Python bridge depends on the domain layers and Python interop.
-
-## Layout
-
-```text
-crates/
-  core/           The SDK: route modules + provider transforms.
-    src/messages/   mod.rs (entrypoint), types, transformation, prepare, handler, client
-    src/providers/anthropic/messages/transformation.rs
-  config/         Config loading and resolved deployments.
-  ai-gateway/     Axum server + WebSocket hosts; calls core entrypoints.
-  python-interop/ Domain-neutral PyO3 conversion and GIL primitives.
-  python-bridge/  PyO3 API adapter for Python LiteLLM.
-```
-
-The folder shape follows the Python provider tree:
-`core/src/providers/<provider>/<route>/transformation.rs`. The bridge exposes one
-function per top-level route, mirroring the core entrypoints.
-
-## Checks
-
-Run the commands under "Checks" in [CLAUDE.md](CLAUDE.md) before pushing Rust
-changes. That list is the single source of truth and matches what GitHub Actions
-runs for changes under `litellm-rust/`.
diff --git a/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md b/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md
deleted file mode 100644
index 952bbc38b43..00000000000
--- a/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md
+++ /dev/null
@@ -1,53 +0,0 @@
-# Provider coding standards (litellm-rust)
-
-Rules for adding or changing an LLM provider/route in `litellm-rust`. `messages` (`core/src/messages`, `ANTHROPIC_MESSAGES_CONFIG`) is the reference: a route is a `core` module with a public entrypoint that makes the call and returns a typed response.
-
-## Provider resolution
-
-1. Always resolve the provider/model first with `get_custom_llm_provider` (`core/src/routing_utils/provider.rs`). Nothing downstream may branch on a raw model string.
-2. Model/provider is resolved once, in `prepare.rs`, and passed down as typed fields. Don't re-resolve or re-parse it in transforms or handlers.
-
-## Transforms and the base config
-
-3. Every route defines a base config trait with `transform_request` + `transform_response` (+ `complete_url`, `supported_params`), living in `core/src/<route>/transformation.rs` (e.g. `AnthropicMessagesProviderConfig`, mirroring `OcrProviderConfig`).
-4. Each provider implements that trait as a `const <PROVIDER>_<ROUTE>_CONFIG` in `core/src/providers/<provider>/<route>/transformation.rs`, mirroring the Python provider tree.
-5. Individual configs implement only the request/response transforms. Shared behavior (param filtering, defaults) stays as trait default methods so future providers inherit existing logic instead of reimplementing it.
-6. Prefer composition: a provider that extends another reuses the base trait's defaults or wraps another config; don't copy transform bodies between providers.
-
-## Boundaries
-
-7. Layers never cross: `core` = the call itself (entrypoint, types, transforms, provider resolution, auth headers, provider HTTP, lifecycle hooks); `ai-gateway` = serving HTTP/WS (routing, extractors, auth of *our* callers, streaming to the client); `python-bridge` = thin PyO3 adapter. Hosts call the core entrypoint; they never build a provider request.
-8. Generic/route files contain zero provider-specific branches. A provider is one module under `core/src/providers/<provider>/<route>/`; a route is a module, never a new crate.
-9. Route entry point stays thin: `core::<route>::<route>()` -> `prepare_*` -> handler (or `CallLifecycle::run_request`, which owns the pre_call -> during_call -> provider call -> success/failure order and phase timing). Axum handlers validate and delegate to a service that calls the entrypoint; no business logic in them.
-10. Constants (URLs, env-var names, API versions, error messages) live in a crate `constants.rs`, never inline. Config-shaped env reads happen at the host/config layer with the `DEFAULT_*` fallback defined in `constants.rs`; the only env read in `core` is the credential fallback in a route's `prepare.rs`.
-
-## Types and errors
-
-11. Typed contracts only: no bare `serde_json::Value` / `String` / `Vec<String>` as a transform input or output. Parse wire bytes into typed structs/enums at the host edge; a `type` discriminator is a typed field, not a raw string.
-12. Model failures as values: return typed `CoreError`, don't panic. No `unwrap`/`expect`/`panic!` on user or provider input.
-13. No mutation: build values in one shot (comprehensions/iterators, `collect`), prefer immutable bindings and owned typed structs over seeding-and-mutating.
-14. Early returns over deep nesting; small focused files over god modules.
-15. Preserve Python output shape intentionally. If a field is always serialized as `null` for parity, keep it and pin it with a test.
-
-## Safety and data minimization
-
-16. Never log request/response bodies, base64 payloads, document contents, or secrets. Truncate and bound any upstream body before it crosses a host boundary.
-17. Treat empty/whitespace credentials, URLs, and config values as absent at the host resolution layer.
-18. Network I/O sets connect + request timeouts (no unbounded waits), reuses a shared HTTP client, and prefers rustls TLS.
-
-## Tests and rollout
-
-19. Every provider transform ships tests for: supported-param filtering, request body shape, response normalization, missing/null fields, bad input, and `*_match_python` fixture parity.
-20. Lifecycle/hook tests cover hook order, success + failure callback payloads, pre-call guardrail blocking before any provider I/O, during-call body mutation, and provider-error mapping.
-21. When a route has a Python reference implementation, the Rust path stays off by default and behind Python parity tests (disabled / enabled-equals-Python / bridge-unavailable fallback) until parity is proven. A new provider/route may instead be implemented rust-only with no Python reference; then the Python interface is a thin dispatch to Rust with no fallback, and tests cover the rust-backed path plus the unavailable-bridge error. State the rust-only choice explicitly in the PR.
-
-## Python bridge (SDK side)
-
-22. A Python -> Rust bridge keeps the Python side minimal: the Python interface only marshals inputs and calls the Rust interface, with no transform, handler, or business logic. Aim for well under 100 lines of interface code per route; if the Python grows past that, the logic belongs in Rust.
-23. Do not bloat `litellm/main.py`. A route's provider dispatch lives in a thin dispatch class under `litellm/llms/<provider>/<route>/` that calls the Rust bridge; `main.py` only instantiates it and calls its sync/async method.
-24. Do not add new feature flags unless explicitly requested. Reuse the existing LiteLLM Rust rollout mechanism (`litellm.rust`); never introduce a per-route env flag such as `LITELLM_USE_RUST_<ROUTE>`.
-
-## Checks before push
-
-25. Run, and keep green, the commands under "Checks" in `litellm-rust/CLAUDE.md`.
-    That list is the single source of truth and matches what GitHub Actions runs.
diff --git a/litellm-rust/crates/ai-gateway/AGENTS.md b/litellm-rust/crates/ai-gateway/AGENTS.md
deleted file mode 100644
index b2fd583316b..00000000000
--- a/litellm-rust/crates/ai-gateway/AGENTS.md
+++ /dev/null
@@ -1,54 +0,0 @@
-# ai-gateway — folder architecture
-
-The Axum server that fronts the Rust gateway. It owns transport + config + auth
-only; deployment selection lives in `core::router`, and the LLM call itself
-(transforms, auth headers, provider HTTP) lives behind a `core` route entrypoint
-such as `litellm_core::messages::messages`. No provider handler lives here.
-
-```
-src/
-  main.rs            # entrypoint: build AppState (router + master key), bind, serve
-  state.rs           # AppState — shared Arc<Router> + master_key
-  auth/              # authentication as an axum extractor — added to handler args
-    mod.rs           #   RequireMasterKey: FromRequestParts, single master key (LITELLM_MASTER_KEY)
-  routes/            # one module per route, all matching the same template
-    AGENTS.md        #   ← the route template (read this before adding a route)
-    mod.rs           #   app(): merges every module's router()
-    health.rs        #   simple route (one file): router() + liveness/readiness
-    realtime/        #   route with logic → axum surface + a no-axum service:
-      mod.rs         #     router() + handler + WS<->events adapter (the axum surface)
-      service.rs     #     business logic (select deployment, call provider) — no axum, testable
-```
-
-## Rules
-
-- **Routes follow one template.** Each route module exposes
-  `pub fn router() -> Router<AppState>`; `routes/mod.rs` only merges them. Simple
-  routes are one file; non-trivial routes are a folder (`handler`/`service`/
-  `transport`). See `routes/AGENTS.md`.
-- **Auth is an extractor.** Add `crate::auth::RequireMasterKey` to a handler's
-  args; it runs during extraction. Never re-implement the check per route.
-- **Handlers are thin.** A handler validates and delegates to its `service`. No
-  business logic, no provider calls, no transforms in handlers.
-- **Services call `core`, they don't reimplement it.** A `service` picks the
-  deployment and calls the `core` route entrypoint. Provider resolution, auth
-  headers, URL building, and the HTTP call are `core`'s job; a service that
-  builds a provider request itself is a bug (`routes/messages/service.rs` is
-  the reference).
-- **State is shared and cheap to clone.** Long-lived handles live behind `Arc` in
-  `state.rs`; read env/config only in `main.rs` when building state.
-
-## Auth (interim)
-
-A single **master key** (`LITELLM_MASTER_KEY`), enforced by the
-`auth::RequireMasterKey` extractor: any caller presenting it as
-`Authorization: Bearer <key>` may invoke the gateway. Fails closed (500) when
-unset; constant-time compare. The server binds `127.0.0.1` by default (`HOST` to
-override). Full per-key auth + budgets/rate-limits are delegated to the Python
-proxy in a later phase. Health routes don't add the extractor (unauthenticated).
-
-## Python interop
-
-Python-backed loading lives in `litellm-config` and is **load-time only**. The
-gateway's `python-config` feature forwards to that crate. The realtime data path
-never takes the GIL.
diff --git a/litellm-rust/crates/ai-gateway/ARCHITECTURE.md b/litellm-rust/crates/ai-gateway/ARCHITECTURE.md
deleted file mode 100644
index 6d090cf4c8e..00000000000
--- a/litellm-rust/crates/ai-gateway/ARCHITECTURE.md
+++ /dev/null
@@ -1,14 +0,0 @@
-# ai-gateway architecture
-
-The Rust ai-gateway does LLM inference (realtime WebSocket). Spend tracking is an
-API callback: it POSTs each finished session to the LiteLLM proxy, which records
-spend and runs the usual callbacks.
-
-```mermaid
-flowchart LR
-  C[client] <--> G[Rust ai-gateway<br/>LLM inference]
-  G <--> O[OpenAI realtime]
-  G -. spend tracking callback .-> P[litellm proxy]
-  F[litellm-config<br/>load-time only] --> G
-  F -. Python backend .-> P
-```
diff --git a/litellm-rust/crates/ai-gateway/Cargo.toml b/litellm-rust/crates/ai-gateway/Cargo.toml
index 74cf66e88a2..dfa61226d4e 100644
--- a/litellm-rust/crates/ai-gateway/Cargo.toml
+++ b/litellm-rust/crates/ai-gateway/Cargo.toml
@@ -13,6 +13,11 @@ name = "litellm-ai-gateway"
 path = "src/main.rs"
 required-features = ["server"]
 
+[[bin]]
+name = "trace-parity-gateway"
+path = "src/bin/trace_parity_gateway.rs"
+required-features = ["trace-parity"]
+
 [dependencies]
 tracing.workspace = true
 litellm-core = { workspace = true, features = ["bedrock-auth"] }
diff --git a/litellm-rust/crates/ai-gateway/Dockerfile b/litellm-rust/crates/ai-gateway/Dockerfile
index 2bc3c05ad7e..72ac25ce1d6 100644
--- a/litellm-rust/crates/ai-gateway/Dockerfile
+++ b/litellm-rust/crates/ai-gateway/Dockerfile
@@ -14,15 +14,20 @@
 # ---- Chef -------------------------------------------------------------------
 # cargo-chef caches the dependency build so only the gateway crate recompiles on
 # a source-only change. python3-dev is present in every rust stage because the
-# `python-config` feature links libpython via pyo3 (even in the cook step).
-FROM rust:1.90-slim-bookworm AS chef
+# `python-config` feature links libpython via pyo3 (even in the cook step), and
+# python3-pip builds the litellm wheel in the builder stage.
+FROM rust:1.98-slim-bookworm AS chef
 ENV PYO3_PYTHON=python3.11
+# rustup reads rust-toolchain.toml from any parent of the working directory, so
+# copying it in is what keeps every cargo call below on the repo's pinned
+# channel rather than on whatever the base image happens to ship.
+COPY rust-toolchain.toml /build/rust-toolchain.toml
+WORKDIR /build/litellm-rust
 RUN apt-get update \
     && apt-get install -y --no-install-recommends \
-        python3 python3-dev pkg-config libssl-dev clang \
+        python3 python3-dev python3-pip pkg-config libssl-dev clang \
     && rm -rf /var/lib/apt/lists/* \
     && cargo install cargo-chef --locked --version 0.1.77
-WORKDIR /build/litellm-rust
 
 # ---- Planner ----------------------------------------------------------------
 # Produce the dependency recipe from the rust workspace manifests + Cargo.lock.
@@ -43,6 +48,19 @@ RUN cargo chef cook --locked --release \
 COPY litellm-rust/ .
 RUN cargo build --locked --release -p litellm-ai-gateway --bin litellm-ai-gateway --features server,python-config
 
+# The root pyproject builds with maturin against litellm-rust/crates/python-bridge,
+# so the wheel is built here, next to the crate sources and the cargo toolchain,
+# and the runtime stage installs the artifact instead of compiling anything.
+# litellm[proxy] pins litellm-enterprise and litellm-proxy-extras to the versions
+# in this repo, and those hit PyPI hours after every version bump merges, so both
+# wheels are built from the repo too instead of being resolved from PyPI.
+COPY pyproject.toml README.md LICENSE /build/
+COPY litellm/ /build/litellm/
+COPY enterprise/ /build/enterprise/
+COPY litellm-proxy-extras/ /build/litellm-proxy-extras/
+RUN pip3 wheel --no-cache-dir --no-deps --wheel-dir /build/dist \
+        /build /build/enterprise /build/litellm-proxy-extras
+
 # ---- Runtime ----------------------------------------------------------------
 # python:3.11-slim-bookworm ships libpython3.11, matching the builder's PyO3
 # 3.11 ABI so the embedded interpreter links and imports cleanly.
@@ -56,11 +74,16 @@ RUN apt-get update \
 WORKDIR /app
 
 # Install litellm (with proxy extras) FROM THIS REPO'S SOURCE so
-# `import litellm.proxy.read_model_list` works — it is not on PyPI yet. Copy the
-# package + packaging metadata, then pip install the proxy extra.
-COPY pyproject.toml README.md LICENSE ./
-COPY litellm/ ./litellm/
-RUN pip install --no-cache-dir ".[proxy]"
+# `import litellm.proxy.read_model_list` works — it is not on PyPI yet. The two
+# sibling wheels come from the builder as well, so the pins in litellm[proxy]
+# resolve against them and never wait on a PyPI publish.
+COPY --from=builder /build/dist/*.whl /tmp/wheels/
+RUN wheel="$(ls /tmp/wheels/litellm-*.whl)" \
+    && pip install --no-cache-dir \
+        /tmp/wheels/litellm_enterprise-*.whl \
+        /tmp/wheels/litellm_proxy_extras-*.whl \
+        "${wheel}[proxy]" \
+    && rm -rf /tmp/wheels
 
 # The compiled gateway binary (pure-Rust realtime hot path; Python is load-time
 # only).
diff --git a/litellm-rust/crates/ai-gateway/Dockerfile.dockerignore b/litellm-rust/crates/ai-gateway/Dockerfile.dockerignore
index 030ee6a37c5..d1386ff684d 100644
--- a/litellm-rust/crates/ai-gateway/Dockerfile.dockerignore
+++ b/litellm-rust/crates/ai-gateway/Dockerfile.dockerignore
@@ -9,19 +9,28 @@
 # Strategy: ignore everything, then re-include only what the build needs:
 #   - litellm/            (pip install . needs the full package + proxy reader)
 #   - litellm-rust/       (the rust workspace; Cargo.lock + crate sources)
-#   - pyproject.toml / README.md / LICENSE  (packaging metadata for pip install)
+#   - enterprise/         (litellm/proxy/enterprise symlinks into it; maturin walks it)
+#   - litellm-proxy-extras/ (built into a wheel alongside enterprise/ for litellm[proxy])
+#   - pyproject.toml / README.md / LICENSE  (packaging metadata for the wheel build)
+#   - rust-toolchain.toml (the pinned channel every cargo call in the build uses)
 *
 
 # --- re-include the build inputs ---
 !litellm/
 !litellm-rust/
+!enterprise/
+!litellm-proxy-extras/
 !pyproject.toml
+!rust-toolchain.toml
 !README.md
 !LICENSE
 
 # --- prune heavy / irrelevant subpaths back out of the re-included trees ---
 # Rust build artifacts (huge; regenerated in the builder).
 **/target/
+# Committed python distribution artifacts; the wheel build does not read them.
+enterprise/dist/
+litellm-proxy-extras/dist/
 # Python caches and compiled bytecode.
 **/__pycache__/
 **/*.pyc
diff --git a/litellm-rust/crates/ai-gateway/benchmarks/realtime/README.md b/litellm-rust/crates/ai-gateway/benchmarks/realtime/README.md
deleted file mode 100644
index 84e926af243..00000000000
--- a/litellm-rust/crates/ai-gateway/benchmarks/realtime/README.md
+++ /dev/null
@@ -1,55 +0,0 @@
-# Realtime gateway benchmark — pool on/off
-
-Measures what the gateway adds over talking to OpenAI's realtime WebSocket
-directly, and what the pre-warmed connection pool removes. See
-`../../src/routes/realtime/README.md` for how the pool works.
-
-## Results
-
-5000 calls / 500 concurrency, gateway at 10 instances, pool ON
-(`REALTIME_POOL_SIZE=64`), upstream OpenAI `gpt-realtime`. Each leg run twice.
-Times in **ms**. Phases per connection: **dial** = TCP+TLS+WS upgrade,
-**session** = upgrade → `session.created` (the phase the pool removes),
-**1st-audio** = `response.create` → first audio delta (OpenAI inference),
-**total** = full wall-clock.
-
-| metric             | Direct OpenAI | Gateway (pool ON) | Overhead (ms) | vs OpenAI  |
-| ------------------ | ------------- | ----------------- | ------------- | ---------- |
-| success rate (%)   | 99.8          | 99.8              | —             | —          |
-| dial p50 (ms)      | 276           | 158               | −118          | **faster** |
-| session p50 (ms)   | 7             | 0                 | −7            | **faster** |
-| 1st-audio p50 (ms) | 440           | 664               | +224          | slower¹    |
-| total p50 (ms)     | 816           | 1010              | +194          | slower¹    |
-| total p95 (ms)     | 2152          | 1970              | −182          | **faster** |
-| total p99 (ms)     | 2692          | 2610              | −82           | **faster** |
-
-The gateway is **faster than direct on 4 of 6 metrics**. The warm pool makes the
-**session phase sub-millisecond** at the median — ~76% of connects hit the pool,
-~70% had session < 1 ms. ¹ The two "slower" rows are not gateway overhead:
-`1st-audio` is OpenAI's own inference time (the gateway only relays it), which ran
-slower during the gateway legs and drags `total p50` with it.
-
-**Pool OFF** (control, `REALTIME_POOL_SIZE=0`): session p50 was **367 ms** — the
-fresh-dial overhead the pool removes.
-
-## Reproduce
-
-The load generator lives in a separate repo:
-**https://github.com/ishaan-berri/litellm-realtime-bench**
-
-```bash
-git clone https://github.com/ishaan-berri/litellm-realtime-bench
-cd litellm-realtime-bench && go build -o wsbench .
-
-# Direct to OpenAI (baseline)
-./wsbench -host api.openai.com -key "$OPENAI_API_KEY" -m gpt-realtime -n 5000 -c 500 -t 60
-
-# Through the gateway — run once with pool ON, once with REALTIME_POOL_SIZE=0
-./wsbench -host <gateway-host> -key "$LITELLM_MASTER_KEY" -m gpt-realtime -n 5000 -c 500 -t 60
-```
-
-Run the gateway with the env stand-in (`OPENAI_REALTIME_MODEL=gpt-realtime`,
-`OPENAI_API_KEY`, `LITELLM_MASTER_KEY`, `REALTIME_POOL_SIZE`, `HOST=0.0.0.0`). At
-500 concurrency over N instances, size the pool to `≈ 500 / N` per instance (64 was
-used here for 10 instances). The bench repo's README covers running 500-concurrency
-legs from a hosted multi-vCPU runner. **Never commit keys — pass them via `-key`.**
diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs
index 098ce071efc..b17f17de11f 100644
--- a/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs
+++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs
@@ -269,11 +269,15 @@ fn guardrail_error_to_core_error(error: GuardrailError) -> Error {
 
 fn core_error_kind(error: &Error) -> &'static str {
     match error {
-        Error::Auth(_) | Error::MissingApiKey { .. } => "AuthError",
+        Error::Auth(_)
+        | Error::MissingApiKey { .. }
+        | Error::MissingAzureAiCredentials
+        | Error::MissingAzureDocumentIntelligenceCredentials
+        | Error::MissingReductoApiKey => "AuthError",
         Error::InvalidProvider(_) => "InvalidProvider",
         Error::InvalidRequest(_) => "InvalidRequest",
         Error::InvalidType { .. } => "InvalidType",
-        Error::MissingField(_) => "MissingField",
+        Error::MissingField(_) | Error::MissingDocumentUrl => "MissingField",
         Error::Http { .. } => "HttpError",
         Error::InvalidResponse(_) => "InvalidResponse",
         Error::Network(_) => "NetworkError",
diff --git a/litellm-rust/crates/ai-gateway/src/bin/trace_parity_gateway.rs b/litellm-rust/crates/ai-gateway/src/bin/trace_parity_gateway.rs
new file mode 100644
index 00000000000..9036deb9871
--- /dev/null
+++ b/litellm-rust/crates/ai-gateway/src/bin/trace_parity_gateway.rs
@@ -0,0 +1,40 @@
+use std::io::Read;
+
+use serde::Deserialize;
+use serde_json::Value;
+
+#[derive(Deserialize)]
+struct Input {
+    model_alias: String,
+    provider_model: String,
+    api_base: String,
+    body: Value,
+}
+
+#[tokio::main]
+async fn main() {
+    let mut input = String::new();
+    if let Err(error) = std::io::stdin().read_to_string(&mut input) {
+        fail(error);
+    }
+    let input: Input = match serde_json::from_str(&input) {
+        Ok(input) => input,
+        Err(error) => fail(error),
+    };
+    let result = litellm_ai_gateway::trace_parity::traced_messages_request(
+        input.model_alias,
+        input.provider_model,
+        input.api_base,
+        input.body,
+    )
+    .await;
+    match serde_json::to_string(&result) {
+        Ok(result) => println!("{result}"),
+        Err(error) => fail(error),
+    }
+}
+
+fn fail(error: impl std::fmt::Display) -> ! {
+    eprintln!("{error}");
+    std::process::exit(1)
+}
diff --git a/litellm-rust/crates/ai-gateway/src/io/realtime.rs b/litellm-rust/crates/ai-gateway/src/io/realtime.rs
index 207c31dffa0..1aa31adcc38 100644
--- a/litellm-rust/crates/ai-gateway/src/io/realtime.rs
+++ b/litellm-rust/crates/ai-gateway/src/io/realtime.rs
@@ -15,6 +15,8 @@ use std::time::Duration;
 
 use futures_util::stream::{SplitSink, SplitStream};
 use futures_util::{Sink, SinkExt, Stream, StreamExt};
+use litellm_core::AuthError;
+use litellm_core::auth::error::MissingCredential;
 use litellm_core::error::Error;
 use litellm_core::realtime::transformation::RealtimeProviderConfig;
 use litellm_core::realtime::types::RealtimeEvent;
@@ -32,8 +34,6 @@ use crate::io::tls::connect_upstream;
 /// Environment variable holding the OpenAI API key (last-resort fallback).
 const OPENAI_API_KEY_ENV: &str = "OPENAI_API_KEY";
 
-const MISSING_KEY_MESSAGE: &str = "Missing OpenAI API Key - a realtime call is being made but no key was passed via params or the OPENAI_API_KEY environment variable";
-
 /// Default **idle** timeout: if neither side sends a frame for this long, the
 /// session is reaped. It resets on any activity, so it does not cap a healthy
 /// (continuously streaming) session — it only frees a stalled one (e.g. a
@@ -59,7 +59,7 @@ pub(crate) fn resolve_api_key(api_key: Option<&str>) -> Result<String, Error> {
                 .ok()
                 .filter(|key| !key.trim().is_empty())
         })
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
+        .ok_or_else(|| Error::from(AuthError::from(MissingCredential::OpenAiRealtimeApiKey)))
 }
 
 /// Open the upstream WebSocket to OpenAI for `(model, api_key, api_base)`.
diff --git a/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs b/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs
index 9df3d0c6cc5..f86dd778424 100644
--- a/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs
+++ b/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs
@@ -1,115 +1,28 @@
-use std::collections::HashMap;
-use std::sync::Arc;
 use std::time::Duration;
 
 use futures_util::stream::{SplitSink, SplitStream};
 use futures_util::{Sink, SinkExt, Stream, StreamExt};
+use litellm_core::AuthError;
 use litellm_core::Error;
+use litellm_core::auth::error::MissingCredential;
 use litellm_core::providers::openai::responses::transformation::OPENAI_RESPONSES_WS_CONFIG;
 use litellm_core::responses::types::ResponsesWsEvent;
 use litellm_core::responses::websocket::ResponsesWebSocketProviderConfig;
-use tokio::net::TcpStream;
-use tokio::sync::Mutex;
 use tokio_tungstenite::tungstenite::Message;
 use tokio_tungstenite::tungstenite::client::IntoClientRequest;
 use tokio_tungstenite::tungstenite::http::HeaderValue;
-use tokio_tungstenite::tungstenite::http::header::{AUTHORIZATION, HeaderName};
-use tokio_tungstenite::{MaybeTlsStream, WebSocketStream};
+use tokio_tungstenite::tungstenite::http::header::AUTHORIZATION;
 
-use crate::io::tls::connect_upstream;
+use litellm_core::responses::websocket::{ResponsesUpstreamWs, connect_upstream};
 
 use crate::constants::{
     DEFAULT_RESPONSES_WS_CONNECT_TIMEOUT_SECS, DEFAULT_RESPONSES_WS_IDLE_TIMEOUT_SECS,
 };
 
 const OPENAI_API_KEY_ENV: &str = "OPENAI_API_KEY";
-const MISSING_KEY_MESSAGE: &str = "Missing OpenAI API Key - a Responses WebSocket call is being made but no key was passed via params or the OPENAI_API_KEY environment variable";
-
-pub type ResponsesUpstreamWs = WebSocketStream<MaybeTlsStream<TcpStream>>;
 type UpstreamTx = SplitSink<ResponsesUpstreamWs, Message>;
 type UpstreamRx = SplitStream<ResponsesUpstreamWs>;
 
-#[derive(Clone)]
-pub struct ResponsesWebSocketConnection {
-    socket: Arc<Mutex<Option<ResponsesUpstreamWs>>>,
-}
-
-impl ResponsesWebSocketConnection {
-    pub async fn connect_url(
-        url: &str,
-        headers: &HashMap<String, String>,
-        timeout: Option<Duration>,
-    ) -> Result<Self, Error> {
-        let mut request = url
-            .into_client_request()
-            .map_err(|error| Error::Network(error.to_string()))?;
-        for (name, value) in headers {
-            let header_name = name
-                .parse::<HeaderName>()
-                .map_err(|error| Error::InvalidRequest(error.to_string()))?;
-            let header_value = HeaderValue::from_str(value)
-                .map_err(|error| Error::InvalidRequest(error.to_string()))?;
-            request.headers_mut().insert(header_name, header_value);
-        }
-        let connect = connect_upstream(request);
-        let result = match timeout {
-            Some(timeout) => tokio::time::timeout(timeout, connect).await.map_err(|_| {
-                Error::Network("Responses WebSocket connection timed out".to_string())
-            })?,
-            None => connect.await,
-        };
-        let (socket, _) = result.map_err(|error| match *error {
-            tokio_tungstenite::tungstenite::Error::Http(response) => Error::Http {
-                status: response.status().as_u16(),
-                body: String::new(),
-            },
-            other => Error::Network(other.to_string()),
-        })?;
-        Ok(Self {
-            socket: Arc::new(Mutex::new(Some(socket))),
-        })
-    }
-
-    pub async fn send_text(&self, text: String) -> Result<(), Error> {
-        let mut socket = self.socket.lock().await;
-        let Some(socket) = socket.as_mut() else {
-            return Err(Error::Network("Responses WebSocket is closed".to_string()));
-        };
-        socket
-            .send(Message::Text(text))
-            .await
-            .map_err(|error| Error::Network(error.to_string()))
-    }
-
-    pub async fn recv_text(&self) -> Result<Option<String>, Error> {
-        let mut socket_guard = self.socket.lock().await;
-        let Some(socket) = socket_guard.as_mut() else {
-            return Ok(None);
-        };
-        match socket.next().await {
-            Some(Ok(Message::Text(text))) => Ok(Some(text)),
-            Some(Ok(Message::Binary(bytes))) => String::from_utf8(bytes.to_vec())
-                .map(Some)
-                .map_err(|error| Error::InvalidResponse(error.to_string())),
-            Some(Ok(Message::Close(_))) | None => Ok(None),
-            Some(Ok(_)) => Ok(None),
-            Some(Err(error)) => Err(Error::Network(error.to_string())),
-        }
-    }
-
-    pub async fn close(&self) -> Result<(), Error> {
-        let mut socket = self.socket.lock().await;
-        if let Some(socket) = socket.as_mut() {
-            socket
-                .close(None)
-                .await
-                .map_err(|error| Error::Network(error.to_string()))?;
-        }
-        *socket = None;
-        Ok(())
-    }
-}
-
 pub(crate) fn resolve_api_key(api_key: Option<&str>) -> Result<String, Error> {
     api_key
         .map(str::trim)
@@ -120,7 +33,7 @@ pub(crate) fn resolve_api_key(api_key: Option<&str>) -> Result<String, Error> {
                 .ok()
                 .filter(|value| !value.trim().is_empty())
         })
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
+        .ok_or_else(|| Error::from(AuthError::from(MissingCredential::OpenAiResponsesApiKey)))
 }
 
 async fn dial_upstream(
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs b/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs
deleted file mode 100644
index d2be17260a3..00000000000
--- a/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs
+++ /dev/null
@@ -1,529 +0,0 @@
-use std::net::IpAddr;
-use std::time::{Duration, Instant};
-
-use base64::Engine;
-use base64::engine::general_purpose::STANDARD as BASE64_STANDARD;
-use litellm_core::error::Error;
-use litellm_core::ocr::transformation::OcrProviderConfig;
-use reqwest::Url;
-use serde_json::{Map, Value};
-
-use litellm_core::providers::azure_ai::ocr::transformation::{
-    AZURE_AI_OCR_CONFIG, AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG,
-};
-use litellm_core::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG;
-use litellm_core::providers::reducto::ocr::transformation as reducto;
-use litellm_core::providers::vertex_ai::ocr::transformation as vertex_ai;
-use litellm_core::providers::vertex_ai::ocr::transformation::{
-    VERTEX_AI_DEEPSEEK_OCR_CONFIG, VERTEX_AI_OCR_CONFIG,
-};
-
-use crate::client::http_client;
-
-const ERROR_BODY_MAX_CHARS: usize = 256;
-const AZURE_DOCUMENT_INTELLIGENCE_POLL_TIMEOUT_SECS: u64 = 120;
-const DEFAULT_MAX_IMAGE_URL_DOWNLOAD_SIZE_MB: f64 = 50.0;
-const MAX_SAFE_FETCH_REDIRECTS: usize = 10;
-
-pub(super) fn truncate_error_body(body: &str) -> String {
-    if body.chars().count() <= ERROR_BODY_MAX_CHARS {
-        return body.to_string();
-    }
-    let truncated: String = body.chars().take(ERROR_BODY_MAX_CHARS).collect();
-    format!("{truncated}... (truncated)")
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(super) fn ocr_provider_config(
-    provider: &str,
-    model: &str,
-) -> Option<&'static dyn OcrProviderConfig> {
-    match provider {
-        "mistral" => Some(&MISTRAL_OCR_CONFIG),
-        "reducto" => reducto::config_for_model(model),
-        "azure_ai" if is_azure_document_intelligence_model(model) => {
-            Some(&AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG)
-        }
-        "azure_ai" => Some(&AZURE_AI_OCR_CONFIG),
-        "vertex_ai" if vertex_ai::is_deepseek_model(model) => Some(&VERTEX_AI_DEEPSEEK_OCR_CONFIG),
-        "vertex_ai" => Some(&VERTEX_AI_OCR_CONFIG),
-        _ => None,
-    }
-}
-
-fn is_azure_document_intelligence_model(model: &str) -> bool {
-    let model = model.to_ascii_lowercase();
-    model.contains("doc-intelligence") || model.contains("documentintelligence")
-}
-
-pub(super) fn string_headers(
-    extra_headers: Option<Map<String, Value>>,
-) -> Result<Vec<(String, String)>, Error> {
-    extra_headers
-        .unwrap_or_default()
-        .into_iter()
-        .map(|(key, value)| {
-            value
-                .as_str()
-                .map(|value| (key.clone(), value.to_string()))
-                .ok_or_else(|| {
-                    Error::InvalidRequest(format!(
-                        "OCR extra_headers.{key} must be a string, got {}",
-                        litellm_core::error::json_type_name(&value)
-                    ))
-                })
-        })
-        .collect()
-}
-
-fn document_url_field(document: &Value) -> Result<Option<(&str, &str)>, Error> {
-    let Some(object) = document.as_object() else {
-        return Ok(None);
-    };
-    let Some(doc_type) = object.get("type").and_then(Value::as_str) else {
-        return Ok(None);
-    };
-    let field = match doc_type {
-        "document_url" => "document_url",
-        "image_url" => "image_url",
-        _ => return Ok(None),
-    };
-    let Some(url) = object.get(field).and_then(Value::as_str) else {
-        return Ok(None);
-    };
-    Ok(Some((field, url)))
-}
-
-fn is_url_requiring_fetch(url: &str) -> bool {
-    !url.starts_with("data:") && (url.starts_with("http://") || url.starts_with("https://"))
-}
-
-fn max_document_download_bytes() -> u64 {
-    let max_size_mb = std::env::var("MAX_IMAGE_URL_DOWNLOAD_SIZE_MB")
-        .ok()
-        .and_then(|value| value.parse::<f64>().ok())
-        .unwrap_or(DEFAULT_MAX_IMAGE_URL_DOWNLOAD_SIZE_MB);
-    (max_size_mb.max(0.0) * 1024.0 * 1024.0) as u64
-}
-
-fn is_blocked_ip(ip: IpAddr) -> bool {
-    match ip {
-        IpAddr::V4(ip) => {
-            ip.is_private()
-                || ip.is_loopback()
-                || ip.is_link_local()
-                || ip.is_broadcast()
-                || ip.is_multicast()
-                || ip.is_unspecified()
-        }
-        IpAddr::V6(ip) => {
-            let first_segment = ip.segments()[0];
-            let is_unique_local = (first_segment & 0xfe00) == 0xfc00;
-            let is_link_local = (first_segment & 0xffc0) == 0xfe80;
-            ip.is_loopback()
-                || ip.is_unspecified()
-                || ip.is_multicast()
-                || is_unique_local
-                || is_link_local
-                || ip
-                    .to_ipv4_mapped()
-                    .or_else(|| ip.to_ipv4())
-                    .map(|v4| is_blocked_ip(IpAddr::V4(v4)))
-                    .unwrap_or(false)
-        }
-    }
-}
-
-fn blocked_url_error(url: &Url) -> Error {
-    Error::InvalidRequest(format!(
-        "OCR document URL rejected by SSRF protection: {url}"
-    ))
-}
-
-async fn validate_safe_fetch_url(url: &Url) -> Result<(), Error> {
-    if !matches!(url.scheme(), "http" | "https") {
-        return Err(blocked_url_error(url));
-    }
-
-    let host = url.host_str().ok_or_else(|| blocked_url_error(url))?;
-    if let Ok(ip) = host.parse::<IpAddr>() {
-        if is_blocked_ip(ip) {
-            return Err(blocked_url_error(url));
-        }
-        return Ok(());
-    }
-
-    let port = url
-        .port_or_known_default()
-        .ok_or_else(|| blocked_url_error(url))?;
-    let addresses = tokio::net::lookup_host((host, port))
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?;
-    let mut saw_address = false;
-    for address in addresses {
-        saw_address = true;
-        if is_blocked_ip(address.ip()) {
-            return Err(blocked_url_error(url));
-        }
-    }
-    if !saw_address {
-        return Err(blocked_url_error(url));
-    }
-    Ok(())
-}
-
-fn redirect_location(response: &reqwest::Response, url: &Url) -> Result<Url, Error> {
-    let location = response
-        .headers()
-        .get(reqwest::header::LOCATION)
-        .and_then(|value| value.to_str().ok())
-        .ok_or_else(|| {
-            Error::InvalidResponse("OCR document redirect missing Location header".to_string())
-        })?;
-    url.join(location)
-        .map_err(|err| Error::InvalidResponse(format!("invalid OCR document redirect: {err}")))
-}
-
-async fn safe_get_document_url(url: &str) -> Result<(Url, reqwest::Response), Error> {
-    let client = reqwest::Client::builder()
-        .redirect(reqwest::redirect::Policy::none())
-        .build()
-        .map_err(|err| Error::Network(err.to_string()))?;
-    let mut current_url = Url::parse(url)
-        .map_err(|err| Error::InvalidRequest(format!("invalid OCR document URL: {err}")))?;
-
-    for _ in 0..MAX_SAFE_FETCH_REDIRECTS {
-        validate_safe_fetch_url(&current_url).await?;
-        let response = client
-            .get(current_url.clone())
-            .send()
-            .await
-            .map_err(|err| Error::Network(err.to_string()))?;
-        if !response.status().is_redirection() {
-            return Ok((current_url, response));
-        }
-        current_url = redirect_location(&response, &current_url)?;
-    }
-
-    Err(Error::InvalidRequest(
-        "Too many redirects while fetching OCR document URL".to_string(),
-    ))
-}
-
-fn enforce_download_size(content_length: u64, max_bytes: u64, url: &Url) -> Result<(), Error> {
-    if max_bytes == 0 {
-        return Err(Error::InvalidRequest(format!(
-            "OCR document URL download is disabled (MAX_IMAGE_URL_DOWNLOAD_SIZE_MB=0). url={url}"
-        )));
-    }
-    if content_length > max_bytes {
-        let size_mb = content_length as f64 / (1024.0 * 1024.0);
-        let max_size_mb = max_bytes as f64 / (1024.0 * 1024.0);
-        return Err(Error::InvalidRequest(format!(
-            "OCR document size ({size_mb:.2}MB) exceeds maximum allowed size ({max_size_mb:.2}MB). url={url}"
-        )));
-    }
-    Ok(())
-}
-
-async fn read_response_with_limit(
-    mut response: reqwest::Response,
-    url: &Url,
-) -> Result<Vec<u8>, Error> {
-    let max_bytes = max_document_download_bytes();
-    if let Some(content_length) = response.content_length() {
-        enforce_download_size(content_length, max_bytes, url)?;
-    } else {
-        enforce_download_size(0, max_bytes, url)?;
-    }
-
-    let mut bytes = Vec::new();
-    let mut bytes_downloaded: u64 = 0;
-    while let Some(chunk) = response
-        .chunk()
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?
-    {
-        bytes_downloaded += chunk.len() as u64;
-        enforce_download_size(bytes_downloaded, max_bytes, url)?;
-        bytes.extend_from_slice(&chunk);
-    }
-    Ok(bytes)
-}
-
-pub(super) async fn convert_document_url_to_data_uri(document: Value) -> Result<Value, Error> {
-    let Some((field, url)) = document_url_field(&document)? else {
-        return Ok(document);
-    };
-    if !is_url_requiring_fetch(url) {
-        return Ok(document);
-    }
-
-    let (final_url, response) = safe_get_document_url(url).await?;
-    let status = response.status();
-    if !status.is_success() {
-        let body = response.text().await.unwrap_or_default();
-        return Err(Error::Http {
-            status: status.as_u16(),
-            body: truncate_error_body(&body),
-        });
-    }
-    let content_type = response
-        .headers()
-        .get(reqwest::header::CONTENT_TYPE)
-        .and_then(|value| value.to_str().ok())
-        .and_then(|value| value.split(';').next())
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-        .unwrap_or("application/octet-stream")
-        .to_string();
-    let bytes = read_response_with_limit(response, &final_url).await?;
-    let data_uri = format!(
-        "data:{content_type};base64,{}",
-        BASE64_STANDARD.encode(bytes)
-    );
-
-    let mut transformed = document
-        .as_object()
-        .cloned()
-        .ok_or_else(|| Error::InvalidRequest("OCR document must be an object".to_string()))?;
-    transformed.insert(field.to_string(), Value::String(data_uri));
-    Ok(Value::Object(transformed))
-}
-
-fn same_origin(left: &str, right: &str) -> bool {
-    let Ok(left) = reqwest::Url::parse(left) else {
-        return false;
-    };
-    let Ok(right) = reqwest::Url::parse(right) else {
-        return false;
-    };
-    left.scheme() == right.scheme()
-        && left.host_str() == right.host_str()
-        && left.port_or_known_default() == right.port_or_known_default()
-}
-
-fn retry_after_secs(response: &reqwest::Response) -> u64 {
-    response
-        .headers()
-        .get(reqwest::header::RETRY_AFTER)
-        .and_then(|value| value.to_str().ok())
-        .and_then(|value| value.parse::<u64>().ok())
-        .unwrap_or(2)
-}
-
-fn operation_status(response_json: &Value) -> Result<&str, Error> {
-    let status = response_json
-        .get("status")
-        .and_then(Value::as_str)
-        .ok_or(Error::MissingField("status"))?;
-    match status {
-        "succeeded" => Ok("succeeded"),
-        "running" | "notStarted" => Ok("running"),
-        "failed" => {
-            let message = response_json
-                .get("error")
-                .and_then(|error| error.get("message"))
-                .and_then(Value::as_str)
-                .unwrap_or("Unknown error");
-            Err(Error::InvalidResponse(format!(
-                "Azure Document Intelligence analysis failed: {message}"
-            )))
-        }
-        other => Err(Error::InvalidResponse(format!(
-            "Unknown operation status: {other}"
-        ))),
-    }
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(super) async fn poll_document_intelligence(
-    operation_url: &str,
-    original_url: &str,
-    headers: &[(String, String)],
-    timeout: Option<Duration>,
-) -> Result<Value, Error> {
-    if !same_origin(operation_url, original_url) {
-        return Err(Error::InvalidResponse(
-            "Azure Document Intelligence: rejected cross-origin polling URL".to_string(),
-        ));
-    }
-
-    let start = Instant::now();
-    let timeout = timeout.unwrap_or(Duration::from_secs(
-        AZURE_DOCUMENT_INTELLIGENCE_POLL_TIMEOUT_SECS,
-    ));
-    loop {
-        if start.elapsed() > timeout {
-            return Err(Error::Network(format!(
-                "Azure Document Intelligence operation polling timed out after {} seconds",
-                timeout.as_secs()
-            )));
-        }
-
-        let mut request_builder = http_client().get(operation_url);
-        for (key, value) in headers {
-            if key.eq_ignore_ascii_case("ocp-apim-subscription-key") {
-                request_builder = request_builder.header(key, value);
-            }
-        }
-        let response = request_builder
-            .send()
-            .await
-            .map_err(|err| Error::Network(err.to_string()))?;
-        let retry_after = retry_after_secs(&response);
-        let status = response.status();
-        let text = response
-            .text()
-            .await
-            .map_err(|err| Error::Network(err.to_string()))?;
-        if !status.is_success() {
-            return Err(Error::Http {
-                status: status.as_u16(),
-                body: truncate_error_body(&text),
-            });
-        }
-        let response_json: Value = serde_json::from_str(&text).map_err(|err| {
-            Error::InvalidResponse(format!("invalid Azure DI poll response JSON: {err}"))
-        })?;
-        if operation_status(&response_json)? == "succeeded" {
-            return Ok(response_json);
-        }
-        tokio::time::sleep(Duration::from_secs(retry_after)).await;
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use litellm_core::ocr::transformation::OcrResponseHandling;
-    use serde_json::json;
-
-    use super::*;
-
-    #[test]
-    fn blocks_private_and_metadata_ips() {
-        assert!(is_blocked_ip("127.0.0.1".parse().unwrap()));
-        assert!(is_blocked_ip("10.0.0.1".parse().unwrap()));
-        assert!(is_blocked_ip("169.254.169.254".parse().unwrap()));
-        assert!(is_blocked_ip("::1".parse().unwrap()));
-        assert!(is_blocked_ip("fd00::1".parse().unwrap()));
-        assert!(is_blocked_ip("fe80::1".parse().unwrap()));
-        assert!(is_blocked_ip("::ffff:169.254.169.254".parse().unwrap()));
-        assert!(is_blocked_ip("::ffff:10.0.0.1".parse().unwrap()));
-        assert!(!is_blocked_ip("8.8.8.8".parse().unwrap()));
-        assert!(!is_blocked_ip("::ffff:8.8.8.8".parse().unwrap()));
-    }
-
-    #[tokio::test]
-    async fn convert_document_url_rejects_loopback_fetch() {
-        let error = convert_document_url_to_data_uri(json!({
-            "type": "image_url",
-            "image_url": "http://127.0.0.1/image.png"
-        }))
-        .await
-        .unwrap_err();
-
-        assert!(matches!(
-            error,
-            Error::InvalidRequest(message)
-                if message.contains("SSRF protection")
-        ));
-    }
-
-    #[tokio::test]
-    async fn convert_document_url_leaves_data_uri_untouched() {
-        let document = json!({
-            "type": "image_url",
-            "image_url": "data:image/png;base64,abcd"
-        });
-
-        let transformed = convert_document_url_to_data_uri(document.clone())
-            .await
-            .unwrap();
-
-        assert_eq!(transformed, document);
-    }
-
-    #[test]
-    fn truncate_error_body_passes_short_strings_through() {
-        let body = "Unauthorized";
-        assert_eq!(truncate_error_body(body), "Unauthorized");
-    }
-
-    #[test]
-    fn truncate_error_body_caps_long_payloads() {
-        let body = "x".repeat(306);
-        let truncated = truncate_error_body(&body);
-
-        assert!(truncated.ends_with("... (truncated)"));
-        let prefix_chars = truncated
-            .strip_suffix("... (truncated)")
-            .expect("truncated marker present")
-            .chars()
-            .count();
-        assert_eq!(prefix_chars, 256);
-    }
-
-    #[test]
-    fn truncate_error_body_does_not_split_multibyte_chars() {
-        let body = "é".repeat(266);
-        let truncated = truncate_error_body(&body);
-        assert!(truncated.is_char_boundary(truncated.len()));
-    }
-
-    #[test]
-    fn ocr_dispatch_supports_migrated_providers() {
-        assert!(ocr_provider_config("mistral", "mistral-ocr-latest").is_some());
-        assert!(
-            ocr_provider_config("azure_ai", "pixtral-12b-2409")
-                .expect("azure ai config resolves")
-                .requires_data_uri_document()
-        );
-        assert_eq!(
-            ocr_provider_config("azure_ai", "doc-intelligence/prebuilt-read")
-                .expect("document intelligence config resolves")
-                .response_handling(),
-            OcrResponseHandling::AzureDocumentIntelligencePoll
-        );
-        assert!(
-            ocr_provider_config("vertex_ai", "deepseek-ocr-maas")
-                .expect("vertex deepseek config resolves")
-                .supported_ocr_params()
-                .contains(&"temperature")
-        );
-        assert!(ocr_provider_config("openai", "gpt-4o").is_none());
-    }
-
-    #[test]
-    fn string_headers_accepts_string_values() {
-        let headers = json!({
-            "x-trace-id": "trace-1"
-        })
-        .as_object()
-        .unwrap()
-        .clone();
-
-        assert_eq!(
-            string_headers(Some(headers)).expect("string headers accepted"),
-            vec![("x-trace-id".to_string(), "trace-1".to_string())]
-        );
-    }
-
-    #[test]
-    fn string_headers_rejects_non_string_values() {
-        let headers = json!({
-            "x-retry-count": 3
-        })
-        .as_object()
-        .unwrap()
-        .clone();
-
-        let err = string_headers(Some(headers)).expect_err("non-string header rejected");
-        assert_eq!(
-            err,
-            Error::InvalidRequest(
-                "OCR extra_headers.x-retry-count must be a string, got number".to_string()
-            )
-        );
-    }
-}
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/handler.rs b/litellm-rust/crates/ai-gateway/src/ocr/handler.rs
deleted file mode 100644
index 6c6e12724cd..00000000000
--- a/litellm-rust/crates/ai-gateway/src/ocr/handler.rs
+++ /dev/null
@@ -1,84 +0,0 @@
-use litellm_core::error::Error;
-use litellm_core::http_utils::http_request;
-use litellm_core::ocr::transformation::OcrResponseHandling;
-use serde_json::Value;
-
-use super::common_utils::{poll_document_intelligence, truncate_error_body};
-use super::hooks::OcrLifecycleHooks;
-use super::types::PreparedOcrRequest;
-use crate::client::http_client;
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(crate) async fn execute_ocr_provider_call(
-    request: PreparedOcrRequest,
-    hooks: &OcrLifecycleHooks,
-) -> Result<Value, Error> {
-    let request = hooks.prepare_provider_request(request).await?;
-    let mut request_builder = http_client().post(&request.url).json(&request.body);
-    for (key, value) in &request.upstream_headers {
-        request_builder = request_builder.header(key, value);
-    }
-    if let Some(duration) = request.timeout {
-        request_builder = request_builder.timeout(duration);
-    }
-
-    let response = http_request(request_builder)
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?;
-
-    let status = response.status();
-    if request.config.response_handling() == OcrResponseHandling::AzureDocumentIntelligencePoll
-        && status.as_u16() == 202
-    {
-        let operation_url = response
-            .headers()
-            .get("operation-location")
-            .and_then(|value| value.to_str().ok())
-            .map(str::to_string)
-            .ok_or_else(|| {
-                Error::InvalidResponse(
-                    "Azure Document Intelligence returned 202 but no Operation-Location header found"
-                        .to_string(),
-                )
-            })?;
-        let response_json = poll_document_intelligence(
-            &operation_url,
-            &request.url,
-            &request.upstream_headers,
-            request.timeout,
-        )
-        .await?;
-        return Ok(request
-            .config
-            .transform_ocr_response_with_params(
-                &request.model,
-                response_json,
-                &request.optional_params,
-            )?
-            .into_json());
-    }
-
-    let text = response
-        .text()
-        .await
-        .map_err(|err| Error::Network(err.to_string()))?;
-
-    if !status.is_success() {
-        return Err(Error::Http {
-            status: status.as_u16(),
-            body: truncate_error_body(&text),
-        });
-    }
-
-    let response_json: Value = serde_json::from_str(&text)
-        .map_err(|err| Error::InvalidResponse(format!("invalid OCR response JSON: {err}")))?;
-
-    Ok(request
-        .config
-        .transform_ocr_response_with_params(
-            &request.model,
-            response_json,
-            &request.optional_params,
-        )?
-        .into_json())
-}
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs b/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs
deleted file mode 100644
index d1dd811f7ab..00000000000
--- a/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs
+++ /dev/null
@@ -1,401 +0,0 @@
-use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming};
-use litellm_core::error::Error;
-use litellm_core::providers::reducto::ocr::transformation::{
-    build_upload_request, extract_document_source, extract_upload_file_id,
-};
-use serde_json::{Map, Value, json};
-use std::future::Future;
-use std::pin::Pin;
-
-use super::common_utils::{convert_document_url_to_data_uri, string_headers, truncate_error_body};
-use super::types::{PreparedOcrRequest, ProviderOcrRequest};
-use crate::client::http_client;
-use crate::integrations::custom_guardrail::{
-    CustomGuardrailRunner, GuardrailContext, GuardrailError, GuardrailRequest,
-};
-use crate::integrations::custom_logger::{
-    CallType, CallbackTiming, CallbackValue, CustomLoggerRunner, LoggingError, ModelCallDetails,
-};
-use crate::integrations::types::{
-    RequestMetadata, StandardLoggingMetadata, StandardLoggingPayload,
-};
-
-pub(crate) struct OcrLifecycleHooks {
-    logger_runner: CustomLoggerRunner,
-    guardrail_runner: CustomGuardrailRunner,
-    request_metadata: RequestMetadata,
-}
-
-type OcrFuture<'a, T> = Pin<Box<dyn Future<Output = Result<T, Error>> + Send + 'a>>;
-type OcrLogFuture<'a> = Pin<Box<dyn Future<Output = ()> + Send + 'a>>;
-
-impl OcrLifecycleHooks {
-    pub(crate) fn new(
-        logger_runner: CustomLoggerRunner,
-        guardrail_runner: CustomGuardrailRunner,
-        request_metadata: RequestMetadata,
-    ) -> Self {
-        Self {
-            logger_runner,
-            guardrail_runner,
-            request_metadata,
-        }
-    }
-
-    async fn run_pre_call_guardrails(
-        &self,
-        request: PreparedOcrRequest,
-    ) -> Result<PreparedOcrRequest, Error> {
-        if self.guardrail_runner.is_empty() {
-            return Ok(request);
-        }
-
-        let context = guardrail_context(&self.request_metadata);
-        let guardrail_request = GuardrailRequest::new(json!({
-            "model": request.model,
-            "custom_llm_provider": request.custom_llm_provider,
-            "document": request.document,
-            "optional_params": request.optional_params,
-        }));
-        let (guardrail_request, _) = self
-            .guardrail_runner
-            .run_pre_call(&context, guardrail_request)
-            .await
-            .map_err(guardrail_error_to_core_error)?;
-        let (document, optional_params) = parse_ocr_pre_call_guardrail_request(guardrail_request)?;
-        let optional_params = match &request.config {
-            Ok(config) => config.map_ocr_params(&optional_params),
-            Err(_) => optional_params,
-        };
-        Ok(PreparedOcrRequest {
-            document,
-            optional_params,
-            ..request
-        })
-    }
-
-    pub(crate) async fn prepare_provider_request(
-        &self,
-        request: PreparedOcrRequest,
-    ) -> Result<ProviderOcrRequest, Error> {
-        let config = request.config?;
-        let env_lookup = |key: &str| std::env::var(key).ok();
-        let upstream_headers = config.validate_environment(
-            string_headers(request.extra_headers)?,
-            request.api_key.as_deref(),
-            &env_lookup,
-        )?;
-        let url = config.complete_url(
-            request.api_base.as_deref(),
-            &request.model,
-            &request.optional_params,
-            &env_lookup,
-        )?;
-        let model = request.model.clone();
-        let custom_llm_provider = request.custom_llm_provider.clone();
-        let is_reducto = custom_llm_provider == "reducto";
-        let document = if is_reducto {
-            let guarded_document = self
-                .run_during_call_guardrails(&model, &custom_llm_provider, &url, request.document)
-                .await?;
-            upload_reducto_document(
-                &guarded_document,
-                request.api_base.as_deref(),
-                request.timeout,
-                &upstream_headers,
-            )
-            .await?
-        } else if config.requires_data_uri_document() {
-            convert_document_url_to_data_uri(request.document).await?
-        } else {
-            request.document
-        };
-        let optional_params = request.optional_params;
-        let body = config
-            .transform_ocr_request(&request.model, document, optional_params.clone())?
-            .data;
-        let body = if is_reducto {
-            body
-        } else {
-            self.run_during_call_guardrails(&model, &custom_llm_provider, &url, body)
-                .await?
-        };
-        Ok(ProviderOcrRequest {
-            model,
-            config,
-            url,
-            body,
-            optional_params,
-            upstream_headers,
-            timeout: request.timeout,
-        })
-    }
-
-    async fn run_during_call_guardrails(
-        &self,
-        model: &str,
-        custom_llm_provider: &str,
-        url: &str,
-        body: Value,
-    ) -> Result<Value, Error> {
-        if self.guardrail_runner.is_empty() {
-            return Ok(body);
-        }
-
-        let context = guardrail_context(&self.request_metadata);
-        let guardrail_request = GuardrailRequest::new(json!({
-            "model": model,
-            "custom_llm_provider": custom_llm_provider,
-            "url": url,
-            "body": body,
-        }));
-        let (guardrail_request, _) = self
-            .guardrail_runner
-            .run_during_call(&context, guardrail_request)
-            .await
-            .map_err(guardrail_error_to_core_error)?;
-        parse_ocr_during_call_guardrail_request(guardrail_request)
-    }
-
-    fn standard_logging_payload(
-        &self,
-        context: &CallLifecycleContext,
-        timing: &CallLifecycleTiming,
-    ) -> StandardLoggingPayload {
-        StandardLoggingPayload {
-            id: context.litellm_call_id.clone(),
-            litellm_call_id: context.litellm_call_id.clone(),
-            call_type: context.call_type.clone(),
-            model: context.model.clone(),
-            custom_llm_provider: context.custom_llm_provider.clone(),
-            response_cost: 0.0,
-            prompt_tokens: 0,
-            completion_tokens: 0,
-            total_tokens: 0,
-            start_time: timing.start_time,
-            end_time: timing.end_time,
-            stream: false,
-            metadata: StandardLoggingMetadata {
-                user_api_key_hash: self.request_metadata.user_api_key_hash.clone(),
-                user_api_key_user_id: self.request_metadata.user_api_key_user_id.clone(),
-                user_api_key_team_id: self.request_metadata.user_api_key_team_id.clone(),
-                ..Default::default()
-            },
-            messages: None,
-        }
-    }
-}
-
-async fn upload_reducto_document(
-    document: &Value,
-    api_base: Option<&str>,
-    timeout: Option<std::time::Duration>,
-    upstream_headers: &[(String, String)],
-) -> Result<Value, Error> {
-    let source = extract_document_source(document)?;
-    let Some(authorization) = upstream_headers
-        .iter()
-        .find(|(name, _)| name.eq_ignore_ascii_case("authorization"))
-        .map(|(_, value)| value.as_str())
-    else {
-        return Err(Error::Auth(
-            "Reducto upload requires an Authorization header".to_string(),
-        ));
-    };
-    let Some(upload) = build_upload_request(source, authorization, api_base) else {
-        return Ok(document.clone());
-    };
-    let part = reqwest::multipart::Part::bytes(upload.bytes)
-        .file_name(upload.file_name)
-        .mime_str(&upload.mime_type)
-        .map_err(|error| Error::InvalidRequest(error.to_string()))?;
-    let form = reqwest::multipart::Form::new().part("file", part);
-    let mut request_builder = http_client().post(upload.url).multipart(form);
-    for (name, value) in upstream_headers {
-        if !name.eq_ignore_ascii_case("content-type")
-            && !name.eq_ignore_ascii_case("content-length")
-        {
-            request_builder = request_builder.header(name, value);
-        }
-    }
-    if let Some(timeout) = timeout {
-        request_builder = request_builder.timeout(timeout);
-    }
-    let response = request_builder
-        .send()
-        .await
-        .map_err(|error| Error::Network(error.to_string()))?;
-    let status = response.status();
-    let body = response
-        .text()
-        .await
-        .map_err(|error| Error::Network(error.to_string()))?;
-    if !status.is_success() {
-        return Err(Error::Http {
-            status: status.as_u16(),
-            body: truncate_error_body(&body),
-        });
-    }
-    let response_json: Value = serde_json::from_str(&body).map_err(|error| {
-        Error::InvalidResponse(format!("invalid Reducto upload response JSON: {error}"))
-    })?;
-    let file_id = extract_upload_file_id(&response_json)?;
-    Ok(json!({"type": "document_url", "document_url": file_id}))
-}
-
-impl CallLifecycleHooks<PreparedOcrRequest, PreparedOcrRequest, Value> for OcrLifecycleHooks {
-    type PreCallFuture<'a> = OcrFuture<'a, PreparedOcrRequest>;
-    type DuringCallFuture<'a> = OcrFuture<'a, PreparedOcrRequest>;
-    type SuccessFuture<'a> = OcrLogFuture<'a>;
-    type FailureFuture<'a> = OcrLogFuture<'a>;
-
-    fn async_pre_call_hook<'a>(
-        &'a self,
-        _context: &'a CallLifecycleContext,
-        request: PreparedOcrRequest,
-    ) -> Self::PreCallFuture<'a> {
-        Box::pin(async move { self.run_pre_call_guardrails(request).await })
-    }
-
-    fn async_during_call_hook<'a>(
-        &'a self,
-        _context: &'a CallLifecycleContext,
-        request: PreparedOcrRequest,
-    ) -> Self::DuringCallFuture<'a> {
-        Box::pin(async move { Ok(request) })
-    }
-
-    #[tracing::instrument(
-        name = "success_callback",
-        target = "litellm::function_trace",
-        level = "trace",
-        skip_all
-    )]
-    fn async_log_success_event<'a>(
-        &'a self,
-        context: &'a CallLifecycleContext,
-        response: &'a Value,
-        timing: &'a CallLifecycleTiming,
-    ) -> Self::SuccessFuture<'a> {
-        Box::pin(async move {
-            if self.logger_runner.is_empty() {
-                return;
-            }
-            let response_obj = CallbackValue::new("ocr", response.clone());
-            self.logger_runner
-                .async_log_success_event(
-                    &ModelCallDetails::from_standard_logging_payload(
-                        self.standard_logging_payload(context, timing),
-                    ),
-                    &response_obj,
-                    CallbackTiming::new(timing.start_time, timing.end_time),
-                )
-                .await;
-        })
-    }
-
-    #[tracing::instrument(
-        name = "failure_callback",
-        target = "litellm::function_trace",
-        level = "trace",
-        skip_all
-    )]
-    fn async_log_failure_event<'a>(
-        &'a self,
-        context: &'a CallLifecycleContext,
-        error: &'a Error,
-        timing: &'a CallLifecycleTiming,
-    ) -> Self::FailureFuture<'a> {
-        Box::pin(async move {
-            if self.logger_runner.is_empty() {
-                return;
-            }
-            let logging_error = LoggingError {
-                message: error.to_string(),
-                kind: core_error_kind(error).to_string(),
-            };
-            let response_obj = CallbackValue::new(
-                "error",
-                json!({
-                    "message": logging_error.message,
-                    "kind": logging_error.kind,
-                }),
-            );
-            self.logger_runner
-                .async_log_failure_event(
-                    &ModelCallDetails::from_standard_logging_payload(
-                        self.standard_logging_payload(context, timing),
-                    )
-                    .with_failure_error(logging_error),
-                    Some(&response_obj),
-                    CallbackTiming::new(timing.start_time, timing.end_time),
-                )
-                .await;
-        })
-    }
-}
-
-fn guardrail_context(metadata: &RequestMetadata) -> GuardrailContext {
-    GuardrailContext {
-        call_type: CallType::Ocr,
-        selected_guardrails: Vec::new(),
-        metadata: std::collections::HashMap::new(),
-        user_api_key_hash: metadata.user_api_key_hash.clone(),
-        user_api_key_user_id: metadata.user_api_key_user_id.clone(),
-        user_api_key_team_id: metadata.user_api_key_team_id.clone(),
-        trace_parent: None,
-    }
-}
-
-fn parse_ocr_pre_call_guardrail_request(
-    request: GuardrailRequest,
-) -> Result<(Value, Map<String, Value>), Error> {
-    let Value::Object(mut data) = request.data else {
-        return Err(Error::InvalidRequest(
-            "OCR pre_call guardrail must return an object".to_string(),
-        ));
-    };
-    let document = data.remove("document").ok_or_else(|| {
-        Error::InvalidRequest("OCR pre_call guardrail removed document".to_string())
-    })?;
-    let optional_params = match data.remove("optional_params") {
-        Some(Value::Object(params)) => params,
-        Some(_) => {
-            return Err(Error::InvalidRequest(
-                "OCR pre_call guardrail optional_params must be an object".to_string(),
-            ));
-        }
-        None => Map::new(),
-    };
-    Ok((document, optional_params))
-}
-
-fn parse_ocr_during_call_guardrail_request(request: GuardrailRequest) -> Result<Value, Error> {
-    let Value::Object(mut data) = request.data else {
-        return Err(Error::InvalidRequest(
-            "OCR during_call guardrail must return an object".to_string(),
-        ));
-    };
-    data.remove("body")
-        .ok_or_else(|| Error::InvalidRequest("OCR during_call guardrail removed body".to_string()))
-}
-
-fn guardrail_error_to_core_error(error: GuardrailError) -> Error {
-    Error::InvalidRequest(format!("{}: {}", error.kind, error.message))
-}
-
-fn core_error_kind(error: &Error) -> &'static str {
-    match error {
-        Error::Auth(_) | Error::MissingApiKey { .. } => "AuthError",
-        Error::InvalidProvider(_) => "InvalidProvider",
-        Error::InvalidRequest(_) => "InvalidRequest",
-        Error::InvalidType { .. } => "InvalidType",
-        Error::MissingField(_) => "MissingField",
-        Error::Http { .. } => "HttpError",
-        Error::InvalidResponse(_) => "InvalidResponse",
-        Error::Network(_) => "NetworkError",
-        Error::Connect(_) => "ConnectError",
-        Error::Routing(_) => "RoutingError",
-        Error::Unsupported(_) => "UnsupportedRequest",
-    }
-}
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/mod.rs b/litellm-rust/crates/ai-gateway/src/ocr/mod.rs
index 2acdd232c80..fb63a02f7ad 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/mod.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/mod.rs
@@ -1,174 +1,127 @@
 use litellm_core::Error;
-use litellm_core::call_lifecycle::CallLifecycle;
+use litellm_core::ocr::{
+    OcrClient,
+    wire::{OcrWireRequest, decode_request},
+};
 use serde_json::Value;
 
-mod common_utils;
-mod handler;
-mod hooks;
-mod prepare;
 mod types;
 
 pub use types::OcrRequest;
 
-use handler::execute_ocr_provider_call;
-use prepare::{PreparedOcrCall, prepare_ocr_call};
-
 #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub async fn ocr(request: OcrRequest<'_>) -> Result<Value, Error> {
-    let PreparedOcrCall { request, hooks } = prepare_ocr_call(request);
-    CallLifecycle::default()
-        .run_request(request, &hooks, |request| {
-            execute_ocr_provider_call(request, &hooks)
-        })
+    core_ocr(request).await
+}
+
+async fn core_ocr(request: OcrRequest<'_>) -> Result<Value, Error> {
+    validate_host_hooks(&request)?;
+    let client = OcrClient::new(crate::client::http_client().clone())?;
+    let core_request = decode_request(OcrWireRequest {
+        model: request.model.to_string(),
+        document: request.document,
+        api_key: request.api_key.map(str::to_string),
+        api_base: request.api_base.map(str::to_string),
+        custom_llm_provider: request.custom_llm_provider.map(str::to_string),
+        extra_headers: request.extra_headers,
+        optional_params: request.optional_params,
+        input_sources: Default::default(),
+        timeout_seconds: request.timeout.map(|timeout| timeout.as_secs_f64()),
+    })?;
+    client
+        .perform(core_request)
         .await
+        .map(|response| response.into_json())
+}
+
+fn validate_host_hooks(request: &OcrRequest<'_>) -> Result<(), Error> {
+    if !request.guardrails.is_empty() {
+        return Err(Error::Unsupported(
+            "OCR host guardrails are not wired to the core path",
+        ));
+    }
+    if !request.callbacks.is_empty() {
+        return Err(Error::Unsupported(
+            "OCR host callbacks are not wired to the core path",
+        ));
+    }
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
+    use std::sync::Arc;
+
+    use litellm_core::ocr::wire::is_supported_request;
     use serde_json::{Map, json};
-    use tokio::io::{AsyncReadExt, AsyncWriteExt};
-    use tokio::net::{TcpListener, TcpStream};
 
-    use super::{OcrRequest, ocr};
-    use crate::integrations::types::RequestMetadata;
+    use super::{OcrRequest, validate_host_hooks};
+    use crate::integrations::custom_guardrail::{CustomGuardrail, GuardrailEventHook};
+    use crate::integrations::custom_logger::CustomLogger;
 
-    async fn read_http_request(socket: &mut TcpStream) -> String {
-        let mut request = Vec::new();
-        let mut buffer = [0_u8; 1024];
-        let header_end = loop {
-            let n = socket.read(&mut buffer).await.expect("reads request");
-            if n == 0 {
-                break request.len();
-            }
-            request.extend_from_slice(&buffer[..n]);
-            if let Some(position) = request.windows(4).position(|window| window == b"\r\n\r\n") {
-                break position + 4;
-            }
-        };
-        let headers = String::from_utf8_lossy(&request[..header_end]);
-        let content_length = headers
-            .lines()
-            .find_map(|line| {
-                let (name, value) = line.split_once(':')?;
-                name.eq_ignore_ascii_case("content-length")
-                    .then(|| value.trim().parse::<usize>().ok())
-                    .flatten()
-            })
-            .unwrap_or(0);
-        while request.len().saturating_sub(header_end) < content_length {
-            let n = socket.read(&mut buffer).await.expect("reads body");
-            if n == 0 {
-                break;
-            }
-            request.extend_from_slice(&buffer[..n]);
+    struct TestGuardrail;
+
+    impl CustomGuardrail for TestGuardrail {
+        fn guardrail_name(&self) -> &str {
+            "test"
+        }
+
+        fn supported_event_hooks(&self) -> &[GuardrailEventHook] {
+            &[]
         }
-        String::from_utf8(request).expect("request is utf8")
     }
 
-    fn base_ocr_request(model: &str) -> OcrRequest<'_> {
+    struct TestLogger;
+
+    impl CustomLogger for TestLogger {}
+
+    fn request() -> OcrRequest<'static> {
         OcrRequest {
-            model,
-            document: json!({
-                "type": "document_url",
-                "document_url": "https://example.com/doc.pdf"
-            }),
-            api_key: Some("sk-test"),
+            model: "model",
+            document: json!({"type":"image_url","image_url":"data:image/png;base64,YQ=="}),
+            api_key: None,
             api_base: None,
-            custom_llm_provider: None,
+            custom_llm_provider: Some("mistral"),
             extra_headers: None,
             optional_params: Map::new(),
             timeout: None,
             callbacks: Vec::new(),
             guardrails: Vec::new(),
-            request_metadata: RequestMetadata::default(),
+            request_metadata: Default::default(),
             litellm_call_id: None,
         }
     }
 
-    #[tokio::test]
-    async fn reducto_file_upload_then_parse_maps_response() {
-        let listener = TcpListener::bind("127.0.0.1:0")
-            .await
-            .expect("test listener binds");
-        let address = listener.local_addr().expect("listener has local address");
-        let server = tokio::spawn(async move {
-            let (mut upload_socket, _) = listener.accept().await.expect("accepts upload request");
-            let upload_request = read_http_request(&mut upload_socket).await;
-            let upload_body = r#"{"file_id":"reducto://uploaded.pdf"}"#;
-            let upload_response = format!(
-                "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-                upload_body.len(),
-                upload_body
-            );
-            upload_socket
-                .write_all(upload_response.as_bytes())
-                .await
-                .expect("writes upload response");
+    #[test]
+    fn core_activation_includes_migrated_providers() {
+        assert!(is_supported_request("model", Some("mistral")));
+        assert!(is_supported_request("pixtral-12b", Some("azure_ai")));
+        assert!(is_supported_request(
+            "doc-intelligence/prebuilt-layout",
+            Some("azure_ai")
+        ));
+        assert!(is_supported_request("parse-v3", Some("reducto")));
+        assert!(is_supported_request("mistral-ocr", Some("vertex_ai")));
+        assert!(is_supported_request("deepseek-ocr", Some("vertex_ai")));
+    }
 
-            let (mut parse_socket, _) = listener.accept().await.expect("accepts parse request");
-            let parse_request = read_http_request(&mut parse_socket).await;
-            let parse_body = r#"{"job_id":"job_123","usage":{"num_pages":3,"credits":3},"result":{"chunks":[{"content":"Page 1 block A","blocks":[{"content":"Page 1 block A","bbox":{"page":1},"kind":"text"}]},{"content":"Page 2 block A","blocks":[{"content":"Page 2 block A","bbox":{"page":2},"kind":"table"}]},{"content":"Page 1 block B","blocks":[{"content":"Page 1 block B","bbox":{"page":1},"kind":"text"}]},{"content":"Page 3 block A","blocks":[{"content":"Page 3 block A","bbox":{"page":3},"kind":"figure"}]}]}}"#;
-            let parse_response = format!(
-                "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-                parse_body.len(),
-                parse_body
-            );
-            parse_socket
-                .write_all(parse_response.as_bytes())
-                .await
-                .expect("writes parse response");
-            (upload_request, parse_request)
-        });
-        let api_base = format!("http://{address}");
-        let mut request = base_ocr_request("reducto/parse-v3");
-        request.api_base = Some(&api_base);
-        request.api_key = None;
-        request.extra_headers = Some(Map::from_iter([
-            ("Authorization".to_string(), json!("Bearer test-key")),
-            ("x-trace-id".to_string(), json!("trace-1")),
-        ]));
-        request.document = json!({
-            "type": "document_url",
-            "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
-        });
-        request.optional_params = Map::from_iter([
-            (
-                "formatting".to_string(),
-                json!({"table_output_format": "html"}),
-            ),
-            ("retrieval".to_string(), json!({"chunk_mode": "section"})),
-            ("settings".to_string(), json!({"ocr_system": "standard"})),
-        ]);
+    #[test]
+    fn core_path_rejects_unwired_guardrails() {
+        let request = OcrRequest {
+            guardrails: vec![Arc::new(TestGuardrail)],
+            ..request()
+        };
+        let error = validate_host_hooks(&request).unwrap_err();
+        assert!(error.to_string().contains("guardrails are not wired"));
+    }
 
-        let response = ocr(request).await.expect("Reducto OCR succeeds");
-
-        assert_eq!(response["pages"].as_array().map(Vec::len), Some(3));
-        assert_eq!(
-            response["pages"][0]["markdown"],
-            "Page 1 block A\n\nPage 1 block B"
-        );
-        assert_eq!(response["pages"][1]["markdown"], "Page 2 block A");
-        assert_eq!(response["pages"][2]["markdown"], "Page 3 block A");
-        assert_eq!(response["usage_info"]["pages_processed"], 3);
-        assert_eq!(response["usage_info"]["credits"], 3);
-        assert_eq!(response["provider_native_response"]["job_id"], "job_123");
-        let (upload_request, parse_request) = server.await.expect("server task completes");
-        assert!(
-            upload_request
-                .to_ascii_lowercase()
-                .contains("authorization: bearer test-key")
-        );
-        assert!(upload_request.contains("application/pdf"));
-        assert!(upload_request.contains("%PDF-1.4"));
-        assert!(upload_request.contains("x-trace-id: trace-1"));
-        assert!(
-            parse_request
-                .to_ascii_lowercase()
-                .contains("authorization: bearer test-key")
-        );
-        assert!(parse_request.contains(r#""input":"reducto://uploaded.pdf""#));
-        assert!(parse_request.contains(r#""table_output_format":"html""#));
-        assert!(parse_request.contains(r#""chunk_mode":"section""#));
-        assert!(parse_request.contains(r#""ocr_system":"standard""#));
+    #[test]
+    fn core_path_rejects_unwired_callbacks() {
+        let request = OcrRequest {
+            callbacks: vec![Arc::new(TestLogger)],
+            ..request()
+        };
+        let error = validate_host_hooks(&request).unwrap_err();
+        assert!(error.to_string().contains("callbacks are not wired"));
     }
 }
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs b/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs
deleted file mode 100644
index fa9ca1a193e..00000000000
--- a/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs
+++ /dev/null
@@ -1,163 +0,0 @@
-use std::sync::atomic::{AtomicU64, Ordering};
-use std::time::{SystemTime, UNIX_EPOCH};
-
-use litellm_core::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider};
-use serde_json::{Map, Value};
-
-use super::common_utils::ocr_provider_config;
-use super::hooks::OcrLifecycleHooks;
-use super::types::{OcrRequest, PreparedOcrRequest};
-use crate::integrations::custom_guardrail::CustomGuardrailRunner;
-use crate::integrations::custom_logger::CustomLoggerRunner;
-
-pub(crate) struct PreparedOcrCall {
-    pub(crate) request: PreparedOcrRequest,
-    pub(crate) hooks: OcrLifecycleHooks,
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub(crate) fn prepare_ocr_call(request: OcrRequest<'_>) -> PreparedOcrCall {
-    let call_id = request
-        .litellm_call_id
-        .map(str::to_string)
-        .unwrap_or_else(new_ocr_call_id);
-    let provider_info = get_custom_llm_provider(request.model, request.custom_llm_provider)
-        .unwrap_or(CustomLlmProvider {
-            model: request.model,
-            custom_llm_provider: "mistral",
-        });
-    let model = provider_info.model.to_string();
-    let custom_llm_provider = provider_info.custom_llm_provider.to_string();
-    let config = ocr_provider_config(&custom_llm_provider, &model)
-        .ok_or_else(|| litellm_core::Error::InvalidProvider(custom_llm_provider.clone()))
-        .and_then(|config| {
-            validate_request_format(config, &request.optional_params, &custom_llm_provider)?;
-            Ok(config)
-        });
-    let optional_params = match &config {
-        Ok(config) => {
-            let supported = config.supported_ocr_params();
-            let mut mapped = config.map_ocr_params(
-                &request
-                    .optional_params
-                    .iter()
-                    .filter(|(name, _)| supported.contains(&name.as_str()))
-                    .map(|(name, value)| (name.clone(), value.clone()))
-                    .collect(),
-            );
-            for name in [
-                "vertex_project",
-                "vertex_ai_project",
-                "vertex_location",
-                "vertex_ai_location",
-            ] {
-                if let Some(value) = request.optional_params.get(name) {
-                    mapped.insert(name.to_string(), value.clone());
-                }
-            }
-            mapped
-        }
-        Err(_) => request.optional_params,
-    };
-
-    PreparedOcrCall {
-        request: PreparedOcrRequest {
-            config,
-            model,
-            custom_llm_provider,
-            litellm_call_id: call_id,
-            document: request.document,
-            api_key: request.api_key.map(str::to_string),
-            api_base: request.api_base.map(str::to_string),
-            extra_headers: request.extra_headers,
-            optional_params,
-            timeout: request.timeout,
-        },
-        hooks: OcrLifecycleHooks::new(
-            CustomLoggerRunner::new(request.callbacks),
-            CustomGuardrailRunner::new(request.guardrails),
-            request.request_metadata,
-        ),
-    }
-}
-
-fn validate_request_format(
-    config: &'static dyn litellm_core::ocr::transformation::OcrProviderConfig,
-    optional_params: &Map<String, Value>,
-    provider: &str,
-) -> Result<(), litellm_core::Error> {
-    let Some(format) = optional_params.get("req_format") else {
-        return Ok(());
-    };
-    match format.as_str() {
-        Some("litellm") => Ok(()),
-        Some("native") if config.supported_ocr_params().contains(&"req_format") => Ok(()),
-        Some("native") => Err(litellm_core::Error::InvalidRequest(format!(
-            "`req_format=native` is not supported for provider {provider}"
-        ))),
-        _ => Err(litellm_core::Error::InvalidRequest(format!(
-            "Invalid `req_format`: {format}. Expected `litellm` or `native`"
-        ))),
-    }
-}
-
-fn new_ocr_call_id() -> String {
-    static COUNTER: AtomicU64 = AtomicU64::new(1);
-    let sequence = COUNTER.fetch_add(1, Ordering::Relaxed);
-    let timestamp = SystemTime::now()
-        .duration_since(UNIX_EPOCH)
-        .map(|duration| duration.as_nanos())
-        .unwrap_or(0);
-    format!("ocr-{timestamp}-{sequence}")
-}
-
-#[cfg(test)]
-mod tests {
-    use litellm_core::error::Error;
-    use serde_json::{Map, json};
-
-    use super::{OcrRequest, prepare_ocr_call};
-    use crate::integrations::types::RequestMetadata;
-
-    fn base_ocr_request(model: &str) -> OcrRequest<'_> {
-        OcrRequest {
-            model,
-            document: json!({
-                "type": "document_url",
-                "document_url": "https://example.com/doc.pdf"
-            }),
-            api_key: Some("sk-test"),
-            api_base: None,
-            custom_llm_provider: None,
-            extra_headers: None,
-            optional_params: Map::new(),
-            timeout: None,
-            callbacks: Vec::new(),
-            guardrails: Vec::new(),
-            request_metadata: RequestMetadata::default(),
-            litellm_call_id: None,
-        }
-    }
-
-    fn request_with_format(format: &str) -> OcrRequest<'_> {
-        let mut request = base_ocr_request("mistral/mistral-ocr-latest");
-        request.optional_params = Map::from_iter([("req_format".to_string(), json!(format))]);
-        request
-    }
-
-    #[test]
-    fn native_format_rejected_for_provider_without_support_as_bad_request() {
-        let prepared = prepare_ocr_call(request_with_format("native"));
-        assert!(
-            matches!(prepared.request.config, Err(Error::InvalidRequest(message)) if message.contains("not supported for provider"))
-        );
-    }
-
-    #[test]
-    fn unknown_format_rejected_for_provider_without_support_as_bad_request() {
-        let prepared = prepare_ocr_call(request_with_format("raw"));
-        assert!(
-            matches!(prepared.request.config, Err(Error::InvalidRequest(message)) if message.contains("Invalid `req_format`"))
-        );
-    }
-}
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/types.rs b/litellm-rust/crates/ai-gateway/src/ocr/types.rs
index 75a8e61ddbf..e96d2df1adb 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/types.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/types.rs
@@ -1,8 +1,6 @@
 use std::sync::Arc;
 use std::time::Duration;
 
-use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleRequest};
-use litellm_core::ocr::transformation::OcrProviderConfig;
 use serde_json::{Map, Value};
 
 use crate::integrations::custom_guardrail::CustomGuardrail;
@@ -23,37 +21,3 @@ pub struct OcrRequest<'a> {
     pub request_metadata: RequestMetadata,
     pub litellm_call_id: Option<&'a str>,
 }
-
-pub(crate) struct PreparedOcrRequest {
-    pub(crate) config: Result<&'static dyn OcrProviderConfig, litellm_core::Error>,
-    pub(crate) model: String,
-    pub(crate) custom_llm_provider: String,
-    pub(crate) litellm_call_id: String,
-    pub(crate) document: Value,
-    pub(crate) api_key: Option<String>,
-    pub(crate) api_base: Option<String>,
-    pub(crate) extra_headers: Option<Map<String, Value>>,
-    pub(crate) optional_params: Map<String, Value>,
-    pub(crate) timeout: Option<Duration>,
-}
-
-impl CallLifecycleRequest for PreparedOcrRequest {
-    fn lifecycle_context(&self) -> CallLifecycleContext {
-        CallLifecycleContext::new(
-            "ocr",
-            self.model.clone(),
-            self.custom_llm_provider.clone(),
-            self.litellm_call_id.clone(),
-        )
-    }
-}
-
-pub(crate) struct ProviderOcrRequest {
-    pub(crate) model: String,
-    pub(crate) config: &'static dyn OcrProviderConfig,
-    pub(crate) url: String,
-    pub(crate) body: Value,
-    pub(crate) optional_params: Map<String, Value>,
-    pub(crate) upstream_headers: Vec<(String, String)>,
-    pub(crate) timeout: Option<Duration>,
-}
diff --git a/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs b/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs
index c22d05f5726..3334053a0a4 100644
--- a/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs
+++ b/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs
@@ -105,7 +105,11 @@ impl IntoResponse for MessagesRouteError {
                 StatusCode::NOT_FOUND,
                 "no messages deployment is configured for this model".to_string(),
             ),
-            Error::Auth(_) => (
+            Error::Auth(_)
+            | Error::MissingApiKey { .. }
+            | Error::MissingAzureAiCredentials
+            | Error::MissingAzureDocumentIntelligenceCredentials
+            | Error::MissingReductoApiKey => (
                 StatusCode::BAD_GATEWAY,
                 "messages provider authentication failed".to_string(),
             ),
@@ -115,7 +119,7 @@ impl IntoResponse for MessagesRouteError {
             | Error::InvalidResponse(_)
             | Error::InvalidType { .. }
             | Error::MissingField(_)
-            | Error::MissingApiKey { .. } => (
+            | Error::MissingDocumentUrl => (
                 StatusCode::BAD_GATEWAY,
                 "messages provider request failed".to_string(),
             ),
diff --git a/litellm-rust/crates/ai-gateway/src/trace_parity.rs b/litellm-rust/crates/ai-gateway/src/trace_parity.rs
index 21123df3f1c..00c9b53e691 100644
--- a/litellm-rust/crates/ai-gateway/src/trace_parity.rs
+++ b/litellm-rust/crates/ai-gateway/src/trace_parity.rs
@@ -10,6 +10,7 @@ use litellm_core::router::{Deployment, LiteLLMParams, Router as ModelRouter};
 use serde::Serialize;
 use serde_json::Value;
 use tower::ServiceExt;
+use tracing::instrument::WithSubscriber;
 
 use crate::io::realtime_pool::RealtimePool;
 use crate::routes;
@@ -21,6 +22,38 @@ pub struct GatewayResponse {
     pub body: Value,
 }
 
+#[derive(Debug, Serialize)]
+pub struct TracedGatewayResponse {
+    pub response: Option<GatewayResponse>,
+    pub error: Option<String>,
+    pub trace: Vec<litellm_core::observability::FunctionTraceEvent>,
+}
+
+pub async fn traced_messages_request(
+    model_alias: String,
+    provider_model: String,
+    api_base: String,
+    body: Value,
+) -> TracedGatewayResponse {
+    let trace = litellm_core::observability::FunctionTrace::default();
+    let result = messages_request(model_alias, provider_model, api_base, body)
+        .with_subscriber(trace.dispatcher())
+        .await;
+    let events = trace.events();
+    match result {
+        Ok(response) => TracedGatewayResponse {
+            response: Some(response),
+            error: None,
+            trace: events,
+        },
+        Err(error) => TracedGatewayResponse {
+            response: None,
+            error: Some(error.to_string()),
+            trace: events,
+        },
+    }
+}
+
 pub async fn messages_request(
     model_alias: String,
     provider_model: String,
diff --git a/litellm-rust/crates/ai-gateway/tests/crypto_provider_wiring.rs b/litellm-rust/crates/ai-gateway/tests/crypto_provider_wiring.rs
index 05f7d9610d5..ac37440d682 100644
--- a/litellm-rust/crates/ai-gateway/tests/crypto_provider_wiring.rs
+++ b/litellm-rust/crates/ai-gateway/tests/crypto_provider_wiring.rs
@@ -2,10 +2,10 @@
 //! API has to resolve its own crypto provider, in a test binary where nothing
 //! has installed a process-wide one, and has to leave it uninstalled.
 
-use std::collections::HashMap;
 use std::time::Duration;
 
-use litellm_ai_gateway::io::responses_ws::ResponsesWebSocketConnection;
+use futures_util::{sink, stream};
+use litellm_ai_gateway::io::responses_ws::async_responses_websocket;
 use tokio::net::TcpListener;
 
 async fn dead_tls_server() -> u16 {
@@ -30,10 +30,15 @@ async fn dead_tls_server() -> u16 {
 async fn dialing_wss_returns_an_error_instead_of_panicking() {
     let port = dead_tls_server().await;
 
-    let result = ResponsesWebSocketConnection::connect_url(
-        &format!("wss://127.0.0.1:{port}/"),
-        &HashMap::new(),
+    let result = async_responses_websocket(
+        "gpt-5",
+        Some("test-key"),
+        Some(&format!("wss://127.0.0.1:{port}/")),
+        None,
         Some(Duration::from_secs(10)),
+        |_| {},
+        stream::empty(),
+        sink::drain(),
     )
     .await;
 
diff --git a/litellm-rust/crates/ai-gateway/tests/ocr_lifecycle.rs b/litellm-rust/crates/ai-gateway/tests/ocr_lifecycle.rs
deleted file mode 100644
index 60e90ed2a7c..00000000000
--- a/litellm-rust/crates/ai-gateway/tests/ocr_lifecycle.rs
+++ /dev/null
@@ -1,641 +0,0 @@
-use std::sync::{Arc, Mutex};
-use std::time::Duration;
-
-use litellm_ai_gateway::integrations::custom_guardrail::{
-    CustomGuardrail, GuardrailContext, GuardrailDecision, GuardrailError, GuardrailEventHook,
-    GuardrailFuture, GuardrailRequest,
-};
-use litellm_ai_gateway::integrations::custom_logger::{
-    CallbackTiming, CallbackValue, CustomLogger, LogFuture, ModelCallDetails,
-};
-use litellm_ai_gateway::integrations::types::RequestMetadata;
-use litellm_ai_gateway::ocr::{OcrRequest, ocr};
-use litellm_core::error::Error;
-#[cfg(feature = "trace-parity")]
-use litellm_core::observability::FunctionTrace;
-use serde_json::{Map, Value, json};
-use tokio::io::{AsyncReadExt, AsyncWriteExt};
-use tokio::net::{TcpListener, TcpStream};
-#[cfg(feature = "trace-parity")]
-use tracing::instrument::WithSubscriber;
-
-async fn read_http_headers(socket: &mut TcpStream) -> String {
-    let mut request = Vec::new();
-    let mut buffer = [0_u8; 1024];
-    loop {
-        let n = socket.read(&mut buffer).await.expect("reads request");
-        if n == 0 {
-            break;
-        }
-        request.extend_from_slice(&buffer[..n]);
-        if request.windows(4).any(|window| window == b"\r\n\r\n") {
-            break;
-        }
-    }
-    String::from_utf8(request).expect("request is utf8")
-}
-
-async fn read_http_request(socket: &mut TcpStream) -> String {
-    let mut request = Vec::new();
-    let mut buffer = [0_u8; 1024];
-    let header_end = loop {
-        let n = socket.read(&mut buffer).await.expect("reads request");
-        if n == 0 {
-            break request.len();
-        }
-        request.extend_from_slice(&buffer[..n]);
-        if let Some(position) = request.windows(4).position(|window| window == b"\r\n\r\n") {
-            break position + 4;
-        }
-    };
-    let headers = String::from_utf8_lossy(&request[..header_end]);
-    let content_length = headers
-        .lines()
-        .find_map(|line| {
-            let (name, value) = line.split_once(':')?;
-            name.eq_ignore_ascii_case("content-length")
-                .then(|| value.trim().parse::<usize>().ok())
-                .flatten()
-        })
-        .unwrap_or(0);
-    while request.len().saturating_sub(header_end) < content_length {
-        let n = socket.read(&mut buffer).await.expect("reads body");
-        if n == 0 {
-            break;
-        }
-        request.extend_from_slice(&buffer[..n]);
-    }
-    String::from_utf8(request).expect("request is utf8")
-}
-
-#[derive(Clone, Debug, PartialEq)]
-struct RecordedLogEvent {
-    hook: &'static str,
-    model: String,
-    call_type: String,
-    user_id: Option<String>,
-    response_object: Option<String>,
-    error_kind: Option<String>,
-}
-
-#[derive(Default)]
-struct RecordingOcrLogger {
-    events: Mutex<Vec<RecordedLogEvent>>,
-}
-
-impl RecordingOcrLogger {
-    fn events(&self) -> Vec<RecordedLogEvent> {
-        self.events.lock().unwrap().clone()
-    }
-}
-
-impl CustomLogger for RecordingOcrLogger {
-    fn async_log_success_event<'a>(
-        &'a self,
-        model_call_details: &'a ModelCallDetails,
-        response_obj: &'a CallbackValue,
-        _timing: CallbackTiming,
-    ) -> LogFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push(RecordedLogEvent {
-                hook: "async_log_success_event",
-                model: model_call_details.model.clone(),
-                call_type: model_call_details.call_type.to_string(),
-                user_id: model_call_details.metadata.user_api_key_user_id.clone(),
-                response_object: Some(response_obj.object.clone()),
-                error_kind: None,
-            });
-            Ok(())
-        })
-    }
-
-    fn async_log_failure_event<'a>(
-        &'a self,
-        model_call_details: &'a ModelCallDetails,
-        response_obj: Option<&'a CallbackValue>,
-        _timing: CallbackTiming,
-    ) -> LogFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push(RecordedLogEvent {
-                hook: "async_log_failure_event",
-                model: model_call_details.model.clone(),
-                call_type: model_call_details.call_type.to_string(),
-                user_id: model_call_details.metadata.user_api_key_user_id.clone(),
-                response_object: response_obj.map(|value| value.object.clone()),
-                error_kind: model_call_details
-                    .failure_error
-                    .as_ref()
-                    .map(|error| error.kind.clone()),
-            });
-            Ok(())
-        })
-    }
-}
-
-struct RecordingOcrGuardrail {
-    hooks: Vec<GuardrailEventHook>,
-    events: Mutex<Vec<&'static str>>,
-    block_pre_call: bool,
-    block_during_call: bool,
-}
-
-impl RecordingOcrGuardrail {
-    fn new(hooks: Vec<GuardrailEventHook>) -> Self {
-        Self {
-            hooks,
-            events: Mutex::new(Vec::new()),
-            block_pre_call: false,
-            block_during_call: false,
-        }
-    }
-
-    fn blocking_pre_call() -> Self {
-        Self {
-            hooks: vec![GuardrailEventHook::PreCall],
-            events: Mutex::new(Vec::new()),
-            block_pre_call: true,
-            block_during_call: false,
-        }
-    }
-
-    fn blocking_during_call() -> Self {
-        Self {
-            hooks: vec![GuardrailEventHook::DuringCall],
-            events: Mutex::new(Vec::new()),
-            block_pre_call: false,
-            block_during_call: true,
-        }
-    }
-
-    fn events(&self) -> Vec<&'static str> {
-        self.events.lock().unwrap().clone()
-    }
-}
-
-impl CustomGuardrail for RecordingOcrGuardrail {
-    fn guardrail_name(&self) -> &str {
-        "recording-ocr-guardrail"
-    }
-
-    fn supported_event_hooks(&self) -> &[GuardrailEventHook] {
-        &self.hooks
-    }
-
-    fn async_pre_call_hook<'a>(
-        &'a self,
-        _context: &'a GuardrailContext,
-        mut request: GuardrailRequest,
-    ) -> GuardrailFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push("async_pre_call_hook");
-            if self.block_pre_call {
-                return Ok(GuardrailDecision::Block(GuardrailError::blocked(
-                    "blocked before provider",
-                )));
-            }
-            request.data["document"]["guarded_pre"] = json!(true);
-            Ok(GuardrailDecision::Mask(request))
-        })
-    }
-
-    fn async_moderation_hook<'a>(
-        &'a self,
-        _context: &'a GuardrailContext,
-        mut request: GuardrailRequest,
-    ) -> GuardrailFuture<'a> {
-        Box::pin(async move {
-            self.events.lock().unwrap().push("async_moderation_hook");
-            if self.block_during_call {
-                return Ok(GuardrailDecision::Block(GuardrailError::blocked(
-                    "blocked before provider",
-                )));
-            }
-            request.data["body"]["guarded_during"] = json!(true);
-            Ok(GuardrailDecision::Mask(request))
-        })
-    }
-}
-
-fn base_ocr_request(model: &str) -> OcrRequest<'_> {
-    OcrRequest {
-        model,
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: None,
-        custom_llm_provider: None,
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: None,
-        callbacks: Vec::new(),
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: None,
-    }
-}
-
-#[tokio::test]
-async fn reducto_during_call_guardrail_blocks_before_upload() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let address = listener.local_addr().expect("listener has local address");
-    let api_base = format!("http://{address}");
-    let guardrail = Arc::new(RecordingOcrGuardrail::blocking_during_call());
-    let mut request = base_ocr_request("reducto/parse-v3");
-    request.api_base = Some(&api_base);
-    request.document = json!({
-        "type": "document_url",
-        "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
-    });
-    request.guardrails = vec![guardrail.clone()];
-
-    let error = ocr(request).await.expect_err("guardrail blocks upload");
-
-    assert!(matches!(error, Error::InvalidRequest(_)));
-    assert_eq!(guardrail.events(), vec!["async_moderation_hook"]);
-    let accepted = tokio::time::timeout(Duration::from_millis(100), listener.accept()).await;
-    assert!(accepted.is_err(), "upload socket should not be touched");
-}
-
-#[tokio::test]
-async fn reducto_upload_error_body_is_truncated() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let address = listener.local_addr().expect("listener has local address");
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts upload request");
-        let _request = read_http_request(&mut socket).await;
-        let body = "x".repeat(300);
-        let response = format!(
-            "HTTP/1.1 500 Internal Server Error\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            body.len(),
-            body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes upload response");
-    });
-    let api_base = format!("http://{address}");
-    let mut request = base_ocr_request("reducto/parse-v3");
-    request.api_base = Some(&api_base);
-    request.document = json!({
-        "type": "document_url",
-        "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
-    });
-
-    let error = ocr(request).await.expect_err("upload should fail");
-
-    assert!(
-        matches!(error, Error::Http { status: 500, body } if body.chars().count() < 300 && body.ends_with("... (truncated)"))
-    );
-    server.await.expect("server task completes");
-}
-
-#[tokio::test]
-async fn ocr_lifecycle_runs_pre_during_and_success_hooks() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts one request");
-        let request = read_http_request(&mut socket).await;
-        let response_body = r#"{"pages":[{"index":0,"markdown":"ok"}],"model":"mistral-ocr-latest","usage_info":{"pages_processed":1}}"#;
-        let response = format!(
-            "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes response");
-        request
-    });
-
-    let logger = Arc::new(RecordingOcrLogger::default());
-    let guardrail = Arc::new(RecordingOcrGuardrail::new(vec![
-        GuardrailEventHook::PreCall,
-        GuardrailEventHook::DuringCall,
-    ]));
-    #[cfg(feature = "trace-parity")]
-    let trace = FunctionTrace::default();
-    let api_base = format!("http://{addr}");
-    let call = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: Some(&api_base),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: vec![logger.clone()],
-        guardrails: vec![guardrail.clone()],
-        request_metadata: RequestMetadata {
-            user_api_key_user_id: Some("user-1".to_string()),
-            ..Default::default()
-        },
-        litellm_call_id: Some("ocr-call-1"),
-    });
-    #[cfg(feature = "trace-parity")]
-    let call = call.with_subscriber(trace.dispatcher());
-    let response = call.await.expect("ocr request succeeds");
-
-    assert_eq!(response["pages"][0]["markdown"], "ok");
-    assert_eq!(
-        guardrail.events(),
-        vec!["async_pre_call_hook", "async_moderation_hook"]
-    );
-    assert_eq!(
-        logger.events(),
-        vec![RecordedLogEvent {
-            hook: "async_log_success_event",
-            model: "mistral-ocr-latest".to_string(),
-            call_type: "ocr".to_string(),
-            user_id: Some("user-1".to_string()),
-            response_object: Some("ocr".to_string()),
-            error_kind: None,
-        }]
-    );
-    #[cfg(feature = "trace-parity")]
-    assert_eq!(
-        trace
-            .events()
-            .iter()
-            .filter(|event| event.function.ends_with("_callback"))
-            .map(|event| event.function)
-            .collect::<Vec<_>>(),
-        vec!["success_callback"]
-    );
-
-    let request = server.await.expect("server task completes");
-    assert!(request.contains(r#""guarded_pre":true"#), "{request}");
-    assert!(request.contains(r#""guarded_during":true"#), "{request}");
-}
-
-#[tokio::test]
-async fn ocr_lifecycle_runs_failure_hook_on_provider_error() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts one request");
-        let _request = read_http_request(&mut socket).await;
-        let response_body = "provider failed";
-        let response = format!(
-            "HTTP/1.1 500 Internal Server Error\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes response");
-    });
-
-    let logger = Arc::new(RecordingOcrLogger::default());
-    #[cfg(feature = "trace-parity")]
-    let trace = FunctionTrace::default();
-    let api_base = format!("http://{addr}");
-    let call = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: Some(&api_base),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: vec![logger.clone()],
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: Some("ocr-call-2"),
-    });
-    #[cfg(feature = "trace-parity")]
-    let call = call.with_subscriber(trace.dispatcher());
-    let err = call.await.expect_err("provider error propagates");
-
-    assert!(matches!(err, Error::Http { status: 500, .. }));
-    server.await.expect("server task completes");
-    assert_eq!(
-        logger.events(),
-        vec![RecordedLogEvent {
-            hook: "async_log_failure_event",
-            model: "mistral-ocr-latest".to_string(),
-            call_type: "ocr".to_string(),
-            user_id: None,
-            response_object: Some("error".to_string()),
-            error_kind: Some("HttpError".to_string()),
-        }]
-    );
-    #[cfg(feature = "trace-parity")]
-    assert_eq!(
-        trace
-            .events()
-            .iter()
-            .filter(|event| event.function.ends_with("_callback"))
-            .map(|event| event.function)
-            .collect::<Vec<_>>(),
-        vec!["failure_callback"]
-    );
-}
-
-#[tokio::test]
-async fn ocr_lifecycle_pre_call_block_skips_provider_socket() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-    let logger = Arc::new(RecordingOcrLogger::default());
-    let guardrail = Arc::new(RecordingOcrGuardrail::blocking_pre_call());
-
-    let err = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-test"),
-        api_base: Some(&format!("http://{addr}")),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_millis(100)),
-        callbacks: vec![logger.clone()],
-        guardrails: vec![guardrail.clone()],
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: Some("ocr-call-3"),
-    })
-    .await
-    .expect_err("guardrail blocks request");
-
-    assert!(matches!(err, Error::InvalidRequest(_)));
-    assert_eq!(guardrail.events(), vec!["async_pre_call_hook"]);
-    assert_eq!(
-        logger.events(),
-        vec![RecordedLogEvent {
-            hook: "async_log_failure_event",
-            model: "mistral-ocr-latest".to_string(),
-            call_type: "ocr".to_string(),
-            user_id: None,
-            response_object: Some("error".to_string()),
-            error_kind: Some("InvalidRequest".to_string()),
-        }]
-    );
-    let accepted = tokio::time::timeout(Duration::from_millis(100), listener.accept()).await;
-    assert!(accepted.is_err(), "provider socket should not be touched");
-}
-
-#[tokio::test]
-async fn ocr_does_not_duplicate_authorization_header_when_header_is_supplied() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-
-    let server = tokio::spawn(async move {
-        let (mut socket, _) = listener.accept().await.expect("accepts one request");
-        let request = read_http_headers(&mut socket).await;
-        let response_body = r#"{"pages":[{"index":0,"markdown":"ok"}],"model":"mistral-ocr-latest","usage_info":{"pages_processed":1}}"#;
-        let response = format!(
-            "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        socket
-            .write_all(response.as_bytes())
-            .await
-            .expect("writes response");
-        request
-    });
-
-    let mut headers = Map::new();
-    headers.insert(
-        "Authorization".to_string(),
-        Value::String("Bearer sk-from-python".to_string()),
-    );
-    headers.insert(
-        "x-trace-id".to_string(),
-        Value::String("trace-1".to_string()),
-    );
-
-    let response = ocr(OcrRequest {
-        model: "mistral-ocr-latest",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("sk-for-rust-fallback"),
-        api_base: Some(&format!("http://{addr}")),
-        custom_llm_provider: Some("mistral"),
-        extra_headers: Some(headers),
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: Vec::new(),
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: None,
-    })
-    .await
-    .expect("ocr request succeeds");
-
-    assert_eq!(response["pages"][0]["markdown"], "ok");
-
-    let request = server.await.expect("server task completes");
-    let authorization_count = request
-        .lines()
-        .filter(|line| line.to_ascii_lowercase().starts_with("authorization:"))
-        .count();
-    assert_eq!(authorization_count, 1, "{request}");
-    assert!(
-        request.contains("authorization: Bearer sk-from-python")
-            || request.contains("Authorization: Bearer sk-from-python"),
-        "{request}"
-    );
-}
-
-#[tokio::test]
-async fn document_intelligence_poll_uses_resolved_subscription_key() {
-    let listener = TcpListener::bind("127.0.0.1:0")
-        .await
-        .expect("test listener binds");
-    let addr = listener.local_addr().expect("listener has local addr");
-    let operation_url = format!("http://{addr}/operations/1");
-
-    let server = tokio::spawn(async move {
-        let (mut post_socket, _) = listener.accept().await.expect("accepts post request");
-        let post_request = read_http_headers(&mut post_socket).await;
-        let post_response = format!(
-            "HTTP/1.1 202 Accepted\r\noperation-location: {operation_url}\r\ncontent-length: 0\r\nconnection: close\r\n\r\n"
-        );
-        post_socket
-            .write_all(post_response.as_bytes())
-            .await
-            .expect("writes post response");
-
-        let (mut poll_socket, _) = listener.accept().await.expect("accepts poll request");
-        let poll_request = read_http_headers(&mut poll_socket).await;
-        let response_body = r#"{"status":"succeeded","analyzeResult":{"pages":[{"pageNumber":1,"lines":[{"content":"ok"}]}]}}"#;
-        let poll_response = format!(
-            "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
-            response_body.len(),
-            response_body
-        );
-        poll_socket
-            .write_all(poll_response.as_bytes())
-            .await
-            .expect("writes poll response");
-        (post_request, poll_request)
-    });
-
-    let response = ocr(OcrRequest {
-        model: "doc-intelligence/prebuilt-read",
-        document: json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        }),
-        api_key: Some("di-key"),
-        api_base: Some(&format!("http://{addr}")),
-        custom_llm_provider: Some("azure_ai"),
-        extra_headers: None,
-        optional_params: Map::new(),
-        timeout: Some(Duration::from_secs(5)),
-        callbacks: Vec::new(),
-        guardrails: Vec::new(),
-        request_metadata: RequestMetadata::default(),
-        litellm_call_id: None,
-    })
-    .await
-    .expect("document intelligence request succeeds");
-
-    assert_eq!(response["pages"][0]["markdown"], "ok");
-
-    let (post_request, poll_request) = server.await.expect("server task completes");
-    assert!(
-        post_request
-            .to_ascii_lowercase()
-            .contains("ocp-apim-subscription-key: di-key"),
-        "{post_request}"
-    );
-    assert!(
-        poll_request
-            .to_ascii_lowercase()
-            .contains("ocp-apim-subscription-key: di-key"),
-        "{poll_request}"
-    );
-}
diff --git a/litellm-rust/crates/core/AGENTS.md b/litellm-rust/crates/core/AGENTS.md
index aee8b4937ef..9ba7bfb5323 100644
--- a/litellm-rust/crates/core/AGENTS.md
+++ b/litellm-rust/crates/core/AGENTS.md
@@ -2,6 +2,6 @@ litellm-core is the LiteLLM SDK in Rust — it makes the LLM call. Each top-leve
 
 A route module owns everything the call needs: types, the provider template trait, provider transforms (under `providers/`), provider/auth/URL resolution, and the handler that performs the HTTP call. Handlers belong here, never in a host crate.
 
-Not here: serving HTTP (axum routes, extractors), config file reading, rollout state, databases, or callback dispatch. Env reads are limited to credential fallback in a route's `prepare.rs`.
+Not here: serving HTTP (axum routes, extractors), config file reading, rollout state, databases, or host-specific callback execution. Core owns lifecycle sequencing and callback payload construction; hosts execute the selected integrations. Env reads are limited to credential fallback in a route's `prepare.rs`.
 
 Routes (messages, ocr, realtime) and providers (anthropic, mistral, openai) are modules, not crates.
diff --git a/litellm-rust/crates/core/CLAUDE.md b/litellm-rust/crates/core/CLAUDE.md
deleted file mode 100644
index 5d36305ded5..00000000000
--- a/litellm-rust/crates/core/CLAUDE.md
+++ /dev/null
@@ -1,66 +0,0 @@
-# CLAUDE.md
-
-Rules for `litellm-rust/crates/core`.
-
-## Responsibility
-
-`core` is the LiteLLM SDK in Rust: it makes the LLM call. Every top-level
-LiteLLM call has a public entrypoint here, named after the route
-(`messages::messages()` is the Rust equivalent of `litellm.messages()`), and
-calling it returns a typed non-streaming response.
-
-Allowed:
-- The public entrypoint for a route, plus its `<route>_stream` variant when the
-  route supports streaming.
-- Provider resolution, auth header construction, URL building, and the provider
-  HTTP call (shared reused client, connect + request timeouts).
-- Shared request/response structs.
-- Typed errors with stable, non-sensitive messages.
-- Deterministic validation helpers.
-- Serialization helpers that intentionally mirror Python output shape.
-- Route templates that match Python base config responsibilities, such as
-  `messages::transformation::AnthropicMessagesProviderConfig`.
-
-Not allowed:
-- Serving HTTP: axum routers, extractors, and other transport concerns.
-- Filesystem, database, or cache access.
-- Config file reading or rollout state; the host resolves those and passes them
-  in. Env reads are limited to credential fallback in a route's `prepare.rs`.
-- Logging callbacks, tracing spans, spend writes, or customer callbacks.
-- Provider-specific branching that belongs in `providers`.
-- Panics for user/provider-controlled input.
-
-## Typed Contracts (core rule)
-
-Trait and function boundaries MUST be strongly typed. No stringly-typed JSON
-(`&str` / `String` / `Vec<String>` / bare `serde_json::Value`) as a transform
-input or output. Parse wire bytes into typed structs/enums at the host edge;
-`core` and `providers` operate only on those types (e.g. `RealtimeEvent`,
-`RealtimeTransformResult`, `OcrRequestData`). A `type`-style discriminator is a
-typed field on a struct, not a raw string threaded through the API.
-
-## Structure
-
-Use route names directly under `src/`: `messages`, `ocr`, future
-`chat_completions`, `embeddings`, and similar top-level LiteLLM calls. Do not
-invent broad names like `engine` for route contracts.
-
-`src/messages` is the reference shape for a route module:
-
-```
-mod.rs             pub async fn messages(..) (+ messages_stream)
-types.rs           request/response types
-transformation.rs  the provider template trait
-prepare.rs         provider resolution, auth headers, URL
-handler.rs         the provider call
-client.rs          the shared reqwest client
-```
-
-## Parity Rules
-
-- Every shared type used by a provider transform needs unit tests for
-  serialization shape.
-- If Python parity requires always emitting a `null` field instead of omitting
-  it, document that in code and pin it with a test.
-- Error enums should preserve enough detail for Python/HTTP hosts to map errors
-  consistently without exposing document contents or upstream bodies.
diff --git a/litellm-rust/crates/core/Cargo.toml b/litellm-rust/crates/core/Cargo.toml
index b4ca88cf16f..09c526f73cf 100644
--- a/litellm-rust/crates/core/Cargo.toml
+++ b/litellm-rust/crates/core/Cargo.toml
@@ -6,23 +6,33 @@ license.workspace = true
 repository.workspace = true
 autotests = false
 
-[[test]]
-name = "workspace_crate_allowlist"
-path = "tests/workspace_crate_allowlist.rs"
-
 [dependencies]
+bytes.workspace = true
+futures-util.workspace = true
 base64.workspace = true
+azure_core.workspace = true
+azure_identity.workspace = true
+data-url = "0.3.2"
+gcp_auth.workspace = true
+moka.workspace = true
+mime_guess = "2.0.5"
 rand.workspace = true
 reqwest.workspace = true
+rustls.workspace = true
+rustls-native-certs.workspace = true
 serde.workspace = true
 serde_json.workspace = true
 serde_path_to_error = "0.1"
-tokio.workspace = true
+strum.workspace = true
+subtle.workspace = true
+tokio = { workspace = true, features = ["sync"] }
+tokio-tungstenite.workspace = true
 thiserror.workspace = true
 tracing.workspace = true
 tracing-subscriber = { workspace = true, optional = true }
 sha2.workspace = true
 url.workspace = true
+veil.workspace = true
 aws-config = { version = "1.9.0", default-features = false, features = ["rustls", "rt-tokio"], optional = true }
 aws-credential-types = { version = "1.3.0", features = ["hardcoded-credentials"], optional = true }
 aws-sdk-sts = { version = "1.108.0", default-features = false, features = ["rustls", "rt-tokio"], optional = true }
@@ -44,5 +54,4 @@ observability = ["dep:tracing-subscriber"]
 
 [dev-dependencies]
 rstest.workspace = true
-tokio = { workspace = true, features = ["macros", "rt-multi-thread"] }
 tracing-subscriber.workspace = true
diff --git a/litellm-rust/crates/core/src/auth/credential.rs b/litellm-rust/crates/core/src/auth/credential.rs
new file mode 100644
index 00000000000..c64d331b877
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/credential.rs
@@ -0,0 +1,183 @@
+use std::future::Future;
+use std::path::PathBuf;
+use std::pin::Pin;
+use std::sync::Arc;
+
+use veil::Redact;
+
+use crate::AuthError;
+
+use super::{ResolvedCredential, SecretValue, TokenProviderHandle};
+
+pub fn credential_index(requested: &str, names: &[String]) -> Option<usize> {
+    names.iter().position(|name| name == requested)
+}
+
+pub fn credential_default_fields<'a>(
+    supplied: &[String],
+    credential_fields: &'a [String],
+) -> Vec<&'a str> {
+    credential_fields
+        .iter()
+        .filter(|name| !supplied.contains(name))
+        .map(String::as_str)
+        .collect()
+}
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialFileRef {
+    Path(PathBuf),
+    EnvironmentVariable(String),
+}
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialRef {
+    Explicit(SecretValue),
+    Env(String),
+    File(CredentialFileRef),
+    Request(String),
+    Host(String),
+    None,
+}
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialLookup {
+    Found(SecretValue),
+    Missing,
+    Declined,
+}
+
+pub type CredentialLookupFuture<'a> =
+    Pin<Box<dyn Future<Output = Result<CredentialLookup, AuthError>> + Send + 'a>>;
+
+pub trait CredentialResolver: std::fmt::Debug + Send + Sync {
+    fn resolve<'a>(&'a self, reference: &'a CredentialRef) -> CredentialLookupFuture<'a>;
+}
+
+#[derive(Clone, Redact)]
+pub struct CredentialResolverHandle(#[redact(with = "[REDACTED]")] Arc<dyn CredentialResolver>);
+
+impl CredentialResolverHandle {
+    pub fn new(resolver: Arc<dyn CredentialResolver>) -> Self {
+        Self(resolver)
+    }
+
+    pub async fn resolve(&self, reference: &CredentialRef) -> Result<CredentialLookup, AuthError> {
+        self.0.resolve(reference).await
+    }
+}
+
+#[derive(Clone, Debug)]
+pub enum CredentialPlan {
+    Static(CredentialRef),
+    Caller(TokenProviderHandle),
+    None,
+}
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum CredentialPlanResolution {
+    Resolved(ResolvedCredential),
+    Unavailable,
+}
+
+impl CredentialPlan {
+    pub async fn resolve(
+        &self,
+        resolver: &CredentialResolverHandle,
+    ) -> Result<CredentialPlanResolution, AuthError> {
+        match self {
+            Self::Static(CredentialRef::Explicit(secret)) => Ok(
+                CredentialPlanResolution::Resolved(ResolvedCredential::Static(secret.clone())),
+            ),
+            Self::Static(CredentialRef::None) | Self::None => {
+                Ok(CredentialPlanResolution::Unavailable)
+            }
+            Self::Static(reference) => match resolver.resolve(reference).await? {
+                CredentialLookup::Found(secret) => Ok(CredentialPlanResolution::Resolved(
+                    ResolvedCredential::Static(secret),
+                )),
+                CredentialLookup::Missing | CredentialLookup::Declined => {
+                    Ok(CredentialPlanResolution::Unavailable)
+                }
+            },
+            Self::Caller(caller) => {
+                let credential = caller.acquire().await?;
+                if credential.secret().expose().is_empty() {
+                    return Err(AuthError::EmptyCallerCredential);
+                }
+                Ok(CredentialPlanResolution::Resolved(credential))
+            }
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::Arc;
+
+    use super::{
+        CredentialLookup, CredentialLookupFuture, CredentialPlan, CredentialPlanResolution,
+        CredentialRef, CredentialResolver, CredentialResolverHandle,
+    };
+    use crate::AuthError;
+    use crate::auth::SecretValue;
+
+    #[derive(Debug)]
+    struct HostResolver;
+
+    impl CredentialResolver for HostResolver {
+        fn resolve<'a>(&'a self, reference: &'a CredentialRef) -> CredentialLookupFuture<'a> {
+            Box::pin(async move {
+                Ok(match reference {
+                    CredentialRef::Host(name) if name == "rotating-token" => {
+                        CredentialLookup::Found(SecretValue::new("resolved"))
+                    }
+                    _ => CredentialLookup::Declined,
+                })
+            })
+        }
+    }
+
+    #[tokio::test]
+    async fn static_host_reference_resolves_at_acquisition_time() {
+        let resolver = CredentialResolverHandle::new(Arc::new(HostResolver));
+        let plan = CredentialPlan::Static(CredentialRef::Host("rotating-token".to_string()));
+
+        let resolved = plan.resolve(&resolver).await.unwrap();
+
+        assert!(matches!(resolved, CredentialPlanResolution::Resolved(_)));
+    }
+
+    #[tokio::test]
+    async fn declined_reference_is_available_for_pre_acquisition_fallback() {
+        let resolver = CredentialResolverHandle::new(Arc::new(HostResolver));
+        let plan = CredentialPlan::Static(CredentialRef::Request("api-key".to_string()));
+
+        assert_eq!(
+            plan.resolve(&resolver).await.unwrap(),
+            CredentialPlanResolution::Unavailable
+        );
+    }
+
+    #[derive(Debug)]
+    struct FailingResolver;
+
+    impl CredentialResolver for FailingResolver {
+        fn resolve<'a>(&'a self, _reference: &'a CredentialRef) -> CredentialLookupFuture<'a> {
+            Box::pin(async { Err(AuthError::UnresolvedOidcReference) })
+        }
+    }
+
+    #[tokio::test]
+    async fn acquisition_failure_is_terminal() {
+        let resolver = CredentialResolverHandle::new(Arc::new(FailingResolver));
+        let plan = CredentialPlan::Static(CredentialRef::Host("token".to_string()));
+
+        let error = plan
+            .resolve(&resolver)
+            .await
+            .expect_err("acquisition errors cannot become fallback");
+
+        assert_eq!(error, AuthError::UnresolvedOidcReference);
+    }
+}
diff --git a/litellm-rust/crates/core/src/auth/error.rs b/litellm-rust/crates/core/src/auth/error.rs
new file mode 100644
index 00000000000..e7027c0df10
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/error.rs
@@ -0,0 +1,128 @@
+use thiserror::Error;
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum AuthError {
+    #[error("invalid authentication configuration: {0}")]
+    Configuration(#[from] AuthConfigurationError),
+    #[error("credential acquisition failed: {0}")]
+    AzureTokenAcquisition(String),
+    #[error("credential acquisition failed: Vertex AI credentials: {0}")]
+    VertexTokenAcquisition(String),
+    #[error("credential acquisition failed: {}", .0.iter().map(ToString::to_string).collect::<Vec<_>>().join("; "))]
+    CredentialChain(Vec<AuthError>),
+    #[error("credential caller failed: credential caller returned an empty credential")]
+    EmptyCallerCredential,
+    #[error("credential caller failed: Azure AD token provider returned an empty token")]
+    EmptyAzureToken,
+    #[error("credential acquisition failed: Azure OIDC reference did not resolve to a value")]
+    UnresolvedOidcReference,
+    #[error(
+        "Missing {provider} API Key - A call is being made to {provider} but no key is set either in the environment variables or via params"
+    )]
+    MissingApiKey { provider: &'static str },
+    #[error(
+        "Missing {provider} API Base - Set {environment_variable} environment variable or pass api_base parameter"
+    )]
+    MissingApiBase {
+        provider: &'static str,
+        environment_variable: &'static str,
+    },
+    #[error("{0}")]
+    MissingCredential(#[from] MissingCredential),
+    #[error("{0}")]
+    Aws(#[from] AwsAuthError),
+    #[error("invalid authentication header")]
+    InvalidHeader,
+}
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum AuthConfigurationError {
+    #[error("credential header already exists")]
+    ExistingCredentialHeader,
+    #[error("credential plan is not allowed by the provider auth policy")]
+    DisallowedCredentialPlan,
+    #[error("credential cannot be empty")]
+    EmptyCredential,
+    #[error("invalid Azure credential selector")]
+    InvalidAzureSelector,
+    #[error("ClientSecretCredential requires tenant_id, client_id, and client_secret")]
+    MissingClientSecretFields,
+    #[error("WorkloadIdentityCredential requires tenant_id")]
+    MissingWorkloadTenant,
+    #[error("WorkloadIdentityCredential requires client_id")]
+    MissingWorkloadClient,
+    #[error("WorkloadIdentityCredential requires azure_federated_token_file")]
+    MissingWorkloadTokenFile,
+    #[error("credential reference requires a host credential resolver")]
+    MissingHostResolver,
+    #[error("caller credential plan requires provider-specific inputs")]
+    MissingCallerInputs,
+    #[error("credential header {0} already exists")]
+    DuplicateHeader(&'static str),
+    #[error("{0} must be a string or null")]
+    InvalidFieldType(String),
+    #[error("unsupported OIDC reference")]
+    UnsupportedOidcReference,
+    #[error("{0} cannot be empty")]
+    EmptyReference(String),
+    #[error("Azure credential initialization failed: {0}")]
+    AzureCredentialInitialization(String),
+    #[error("Azure authority must be an HTTPS origin without credentials, query, or fragment")]
+    InvalidAzureAuthority,
+    #[error("request-controlled Azure auth inputs cannot be combined with host credentials")]
+    MixedAzureCredentialSources,
+    #[error("request-controlled Azure credential references are not allowed")]
+    RequestAzureCredentialReference,
+    #[error("host credentials cannot be sent to a request-controlled Azure endpoint")]
+    RequestAzureCredentialDestination,
+    #[error("credentials cannot be sent to a request-controlled Vertex AI endpoint")]
+    RequestVertexCredentialDestination,
+    #[error(
+        "request-controlled Vertex credentials must use the canonical Google OAuth token endpoint"
+    )]
+    RequestVertexTokenEndpoint,
+}
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum MissingCredential {
+    #[error(
+        "Missing Anthropic API Key - Set `api_key` or the ANTHROPIC_API_KEY environment variable"
+    )]
+    AnthropicApiKey,
+    #[error("Missing Azure API Key - Set `api_key` or the AZURE_API_KEY environment variable")]
+    AzureApiKey,
+    #[error(
+        "Missing Azure API Base - Set `api_base` or the AZURE_API_BASE environment variable. Expected format: https://<resource-name>.services.ai.azure.com/anthropic"
+    )]
+    AzureApiBase,
+    #[error(
+        "Missing OpenAI API Key - a realtime call is being made but no key was passed via params or the OPENAI_API_KEY environment variable"
+    )]
+    OpenAiRealtimeApiKey,
+    #[error(
+        "Missing OpenAI API Key - a Responses WebSocket call is being made but no key was passed via params or the OPENAI_API_KEY environment variable"
+    )]
+    OpenAiResponsesApiKey,
+}
+
+#[derive(Clone, Debug, Error, PartialEq, Eq)]
+pub enum AwsAuthError {
+    #[error("AWS profile credentials failed: {0}")]
+    Profile(String),
+    #[error("AWS default credentials failed: {0}")]
+    DefaultChain(String),
+    #[error("AWS role credentials failed: {0}")]
+    AssumeRole(String),
+    #[error("AWS web identity credentials failed: {0}")]
+    WebIdentity(String),
+    #[error("AWS web identity expiration was invalid: {0}")]
+    WebIdentityExpiration(String),
+    #[error("AWS signing parameters failed: {0}")]
+    SigningParameters(String),
+    #[error("AWS signable request failed: {0}")]
+    SignableRequest(String),
+    #[error("AWS request signing failed: {0}")]
+    Signing(String),
+    #[error("AWS web identity response had no credentials")]
+    MissingWebIdentityCredentials,
+}
diff --git a/litellm-rust/crates/core/src/auth/http.rs b/litellm-rust/crates/core/src/auth/http.rs
new file mode 100644
index 00000000000..83931311550
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/http.rs
@@ -0,0 +1,86 @@
+use crate::AuthError;
+use crate::auth::error::AuthConfigurationError;
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum CredentialPlacement {
+    Bearer,
+    Header(&'static str),
+}
+
+impl CredentialPlacement {
+    pub fn header_name(self) -> &'static str {
+        match self {
+            Self::Bearer => "Authorization",
+            Self::Header(name) => name,
+        }
+    }
+}
+
+pub(crate) fn apply_credential(
+    headers: Vec<(String, String)>,
+    credential: &str,
+    placement: CredentialPlacement,
+) -> Result<Vec<(String, String)>, AuthError> {
+    if credential.trim().is_empty() {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::EmptyCredential,
+        ));
+    }
+    if headers
+        .iter()
+        .any(|(name, _)| name.eq_ignore_ascii_case(placement.header_name()))
+    {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::DuplicateHeader(placement.header_name()),
+        ));
+    }
+    let value = match placement {
+        CredentialPlacement::Bearer => format!("Bearer {credential}"),
+        CredentialPlacement::Header(_) => credential.to_string(),
+    };
+    Ok(
+        std::iter::once((placement.header_name().to_string(), value))
+            .chain(headers)
+            .collect(),
+    )
+}
+
+/// How the upstream call is authenticated. API-key strategies are resolved in
+/// `prepare`; SigV4 needs the serialized body, so the handler signs it.
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum RequestAuth {
+    Header { name: &'static str, value: String },
+    Bearer { token: String },
+    AwsSigV4 { region: String },
+}
+
+#[cfg(test)]
+mod tests {
+    use super::{CredentialPlacement, apply_credential};
+
+    #[test]
+    fn bearer_uses_authorization_header() {
+        let headers = apply_credential(Vec::new(), "key", CredentialPlacement::Bearer)
+            .expect("credential applies");
+
+        assert_eq!(
+            headers,
+            vec![("Authorization".to_string(), "Bearer key".to_string())]
+        );
+    }
+
+    #[test]
+    fn named_header_rejects_existing_value() {
+        let error = apply_credential(
+            vec![(
+                "ocp-apim-subscription-key".to_string(),
+                "caller-key".to_string(),
+            )],
+            "configured-key",
+            CredentialPlacement::Header("Ocp-Apim-Subscription-Key"),
+        )
+        .expect_err("provider policy must handle existing credentials");
+
+        assert!(error.to_string().contains("already exists"));
+    }
+}
diff --git a/litellm-rust/crates/core/src/auth/mod.rs b/litellm-rust/crates/core/src/auth/mod.rs
new file mode 100644
index 00000000000..2940a983fb9
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/mod.rs
@@ -0,0 +1,57 @@
+mod credential;
+pub mod error;
+pub(crate) mod vertex;
+pub use error::AuthError;
+pub(crate) mod http;
+mod policy;
+mod secret;
+mod token;
+
+use serde::{Deserialize, Serialize};
+
+#[derive(Clone, Copy, Debug, Default, Deserialize, Eq, Hash, PartialEq, Serialize)]
+#[serde(rename_all = "snake_case")]
+pub enum InputSource {
+    Request,
+    #[default]
+    Deployment,
+    Environment,
+}
+
+#[derive(Clone, Debug, Default, Eq, PartialEq)]
+pub struct Sourced<T> {
+    value: T,
+    source: InputSource,
+}
+
+impl<T> Sourced<T> {
+    pub fn new(value: T, source: InputSource) -> Self {
+        Self { value, source }
+    }
+
+    pub fn value(&self) -> &T {
+        &self.value
+    }
+
+    pub fn source(&self) -> InputSource {
+        self.source
+    }
+
+    pub fn into_value(self) -> T {
+        self.value
+    }
+
+    pub fn map<U>(self, map: impl FnOnce(T) -> U) -> Sourced<U> {
+        Sourced::new(map(self.value), self.source)
+    }
+}
+
+pub use credential::{
+    CredentialFileRef, CredentialLookup, CredentialLookupFuture, CredentialPlan,
+    CredentialPlanResolution, CredentialRef, CredentialResolver, CredentialResolverHandle,
+    credential_default_fields, credential_index,
+};
+pub use http::{CredentialPlacement, RequestAuth};
+pub use policy::{CredentialPlanKind, CredentialRule, ExistingHeaderBehavior, ProviderAuthPolicy};
+pub use secret::SecretValue;
+pub use token::{ResolvedCredential, TokenFuture, TokenProvider, TokenProviderHandle};
diff --git a/litellm-rust/crates/core/src/auth/policy.rs b/litellm-rust/crates/core/src/auth/policy.rs
new file mode 100644
index 00000000000..b796dedf0d8
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/policy.rs
@@ -0,0 +1,114 @@
+use crate::AuthError;
+use crate::auth::error::AuthConfigurationError;
+
+use super::http::apply_credential;
+use super::{CredentialPlacement, ResolvedCredential};
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum CredentialPlanKind {
+    Static,
+    Entra,
+    Caller,
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub struct CredentialRule {
+    pub kind: CredentialPlanKind,
+    pub placement: CredentialPlacement,
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum ExistingHeaderBehavior {
+    Preserve,
+    Reject,
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub struct ProviderAuthPolicy {
+    pub rules: &'static [CredentialRule],
+    pub accepted_existing_headers: &'static [&'static str],
+    pub existing_header_behavior: ExistingHeaderBehavior,
+    pub scope: Option<&'static str>,
+    pub audience: Option<&'static str>,
+}
+
+impl ProviderAuthPolicy {
+    pub fn has_existing_credential(&self, headers: &[(String, String)]) -> bool {
+        headers.iter().any(|(name, _)| {
+            self.accepted_existing_headers
+                .iter()
+                .any(|accepted| name.eq_ignore_ascii_case(accepted))
+        })
+    }
+
+    pub fn apply(
+        &self,
+        headers: Vec<(String, String)>,
+        kind: CredentialPlanKind,
+        credential: &ResolvedCredential,
+    ) -> Result<Vec<(String, String)>, AuthError> {
+        if self.has_existing_credential(&headers) {
+            return match self.existing_header_behavior {
+                ExistingHeaderBehavior::Preserve => Ok(headers),
+                ExistingHeaderBehavior::Reject => Err(AuthError::Configuration(
+                    AuthConfigurationError::ExistingCredentialHeader,
+                )),
+            };
+        }
+        let rule =
+            self.rules
+                .iter()
+                .find(|rule| rule.kind == kind)
+                .ok_or(AuthError::Configuration(
+                    AuthConfigurationError::DisallowedCredentialPlan,
+                ))?;
+        apply_credential(headers, credential.secret().expose(), rule.placement)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::{CredentialPlanKind, CredentialRule, ExistingHeaderBehavior, ProviderAuthPolicy};
+    use crate::auth::{CredentialPlacement, ResolvedCredential, SecretValue};
+
+    const RULES: &[CredentialRule] = &[CredentialRule {
+        kind: CredentialPlanKind::Static,
+        placement: CredentialPlacement::Header("x-api-key"),
+    }];
+    const POLICY: ProviderAuthPolicy = ProviderAuthPolicy {
+        rules: RULES,
+        accepted_existing_headers: &["x-api-key"],
+        existing_header_behavior: ExistingHeaderBehavior::Preserve,
+        scope: None,
+        audience: None,
+    };
+
+    #[test]
+    fn rules_define_allowed_plans_and_credential_placement() {
+        let headers = POLICY
+            .apply(
+                Vec::new(),
+                CredentialPlanKind::Static,
+                &ResolvedCredential::Static(SecretValue::new("secret")),
+            )
+            .unwrap();
+
+        assert_eq!(
+            headers,
+            vec![("x-api-key".to_string(), "secret".to_string())]
+        );
+    }
+
+    #[test]
+    fn unsupported_plan_is_rejected() {
+        let error = POLICY
+            .apply(
+                Vec::new(),
+                CredentialPlanKind::Entra,
+                &ResolvedCredential::Static(SecretValue::new("secret")),
+            )
+            .unwrap_err();
+
+        assert!(error.to_string().contains("not allowed"));
+    }
+}
diff --git a/litellm-rust/crates/core/src/auth/secret.rs b/litellm-rust/crates/core/src/auth/secret.rs
new file mode 100644
index 00000000000..3ecb0a835ee
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/secret.rs
@@ -0,0 +1,41 @@
+use veil::Redact;
+
+#[derive(Redact, Clone)]
+pub struct SecretValue(#[redact(with = "[REDACTED]")] String);
+
+impl SecretValue {
+    pub fn new(value: impl Into<String>) -> Self {
+        Self(value.into())
+    }
+
+    pub fn expose(&self) -> &str {
+        &self.0
+    }
+}
+
+impl PartialEq for SecretValue {
+    fn eq(&self, other: &Self) -> bool {
+        subtle::ConstantTimeEq::ct_eq(self.0.as_bytes(), other.0.as_bytes()).into()
+    }
+}
+
+impl Eq for SecretValue {}
+
+#[cfg(test)]
+mod tests {
+    use super::SecretValue;
+
+    #[test]
+    fn debug_redacts_plaintext() {
+        let debug = format!("{:?}", SecretValue::new("credential-value"));
+
+        assert!(!debug.contains("credential-value"));
+        assert!(debug.contains("REDACTED"));
+    }
+
+    #[test]
+    fn equality_compares_plaintext_values() {
+        assert_eq!(SecretValue::new("same"), SecretValue::new("same"));
+        assert_ne!(SecretValue::new("same"), SecretValue::new("different"));
+    }
+}
diff --git a/litellm-rust/crates/core/src/auth/token.rs b/litellm-rust/crates/core/src/auth/token.rs
new file mode 100644
index 00000000000..cfc6b8f0d6b
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/token.rs
@@ -0,0 +1,47 @@
+use std::future::Future;
+use std::pin::Pin;
+use std::sync::Arc;
+use std::time::SystemTime;
+
+use veil::Redact;
+
+use crate::AuthError;
+
+use super::secret::SecretValue;
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum ResolvedCredential {
+    Static(SecretValue),
+    AccessToken {
+        token: SecretValue,
+        expires_on: Option<SystemTime>,
+    },
+}
+
+impl ResolvedCredential {
+    pub fn secret(&self) -> &SecretValue {
+        match self {
+            Self::Static(secret) | Self::AccessToken { token: secret, .. } => secret,
+        }
+    }
+}
+
+pub type TokenFuture<'a> =
+    Pin<Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + 'a>>;
+
+pub trait TokenProvider: std::fmt::Debug + Send + Sync {
+    fn acquire(&self) -> TokenFuture<'_>;
+}
+
+#[derive(Clone, Redact)]
+pub struct TokenProviderHandle(#[redact(with = "[REDACTED]")] Arc<dyn TokenProvider>);
+
+impl TokenProviderHandle {
+    pub fn new(caller: Arc<dyn TokenProvider>) -> Self {
+        Self(caller)
+    }
+
+    pub async fn acquire(&self) -> Result<ResolvedCredential, AuthError> {
+        self.0.acquire().await
+    }
+}
diff --git a/litellm-rust/crates/core/src/auth/vertex.rs b/litellm-rust/crates/core/src/auth/vertex.rs
new file mode 100644
index 00000000000..00a0a7ea7ee
--- /dev/null
+++ b/litellm-rust/crates/core/src/auth/vertex.rs
@@ -0,0 +1,592 @@
+use std::collections::BTreeMap;
+use std::future::Future;
+use std::path::Path;
+use std::pin::Pin;
+use std::sync::Arc;
+
+use gcp_auth::{CustomServiceAccount, TokenProvider};
+use moka::future::Cache;
+use serde_json::{Map, Value};
+use sha2::{Digest, Sha256};
+
+use crate::auth::error::AuthConfigurationError;
+use crate::auth::http::apply_credential;
+use crate::auth::{AuthError, CredentialPlacement, InputSource, SecretValue, Sourced};
+
+const CLOUD_PLATFORM_SCOPE: &str = "https://www.googleapis.com/auth/cloud-platform";
+const GOOGLE_OAUTH_TOKEN_ENDPOINT: &str = "https://oauth2.googleapis.com/token";
+const GOOGLE_APPLICATION_CREDENTIALS_ENV: &str = "GOOGLE_APPLICATION_CREDENTIALS";
+const VERTEX_AI_API_KEY_ENV: &str = "VERTEX_AI_API_KEY";
+const VERTEXAI_API_KEY_ENV: &str = "VERTEXAI_API_KEY";
+const VERTEXAI_CREDENTIALS_ENV: &str = "VERTEXAI_CREDENTIALS";
+const VERTEXAI_PROJECT_ENV: &str = "VERTEXAI_PROJECT";
+const VERTEXAI_LOCATION_ENV: &str = "VERTEXAI_LOCATION";
+const VERTEX_LOCATION_ENV: &str = "VERTEX_LOCATION";
+
+#[derive(Clone, Debug, Default)]
+pub(crate) struct VertexConfig {
+    credentials: Option<Sourced<SecretValue>>,
+    project_id: Option<String>,
+    location: Option<String>,
+}
+
+impl VertexConfig {
+    pub(crate) fn from_sourced_optional_params(
+        params: &Map<String, Value>,
+        sources: &BTreeMap<String, InputSource>,
+    ) -> Result<Self, AuthError> {
+        Ok(Self {
+            credentials: optional_credentials(
+                params,
+                sources,
+                &["vertex_credentials", "vertex_ai_credentials"],
+            )?,
+            project_id: optional_string(params, &["vertex_project", "vertex_ai_project"])?,
+            location: optional_string(params, &["vertex_location", "vertex_ai_location"])?,
+        })
+    }
+
+    pub(crate) fn project_id(&self) -> Option<&str> {
+        self.project_id.as_deref()
+    }
+
+    pub(crate) fn location(&self) -> Option<&str> {
+        self.location.as_deref()
+    }
+}
+
+pub(crate) struct VertexEnvironment {
+    pub headers: Vec<(String, String)>,
+    pub project_id: String,
+}
+
+struct VertexAccessToken {
+    token: String,
+    project_id: String,
+}
+
+pub(crate) fn get_vertex_ai_project(
+    config: &VertexConfig,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<String> {
+    config
+        .project_id()
+        .map(str::to_string)
+        .or_else(|| non_empty_env(env_lookup, VERTEXAI_PROJECT_ENV))
+}
+
+pub(crate) fn get_vertex_ai_location(
+    config: &VertexConfig,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<String> {
+    config
+        .location()
+        .map(str::to_string)
+        .or_else(|| non_empty_env(env_lookup, VERTEXAI_LOCATION_ENV))
+        .or_else(|| non_empty_env(env_lookup, VERTEX_LOCATION_ENV))
+}
+
+#[derive(Clone)]
+pub(crate) struct VertexAuth {
+    providers: Cache<CredentialCacheKey, Arc<dyn VertexTokenSource>>,
+    loader: Arc<dyn VertexProviderLoader>,
+}
+
+impl Default for VertexAuth {
+    fn default() -> Self {
+        Self::new(Arc::new(GcpProviderLoader))
+    }
+}
+
+impl VertexAuth {
+    fn new(loader: Arc<dyn VertexProviderLoader>) -> Self {
+        Self {
+            providers: Cache::builder().max_capacity(64).build(),
+            loader,
+        }
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    pub(crate) async fn validate_environment(
+        &self,
+        headers: Vec<(String, String)>,
+        api_key: Option<&str>,
+        config: &VertexConfig,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<VertexEnvironment, AuthError> {
+        let has_authorization = headers
+            .iter()
+            .any(|(name, _)| name.eq_ignore_ascii_case("Authorization"));
+        let static_token = api_key
+            .map(str::trim)
+            .filter(|value| !value.is_empty())
+            .map(str::to_string)
+            .or_else(|| non_empty_env(env_lookup, VERTEX_AI_API_KEY_ENV))
+            .or_else(|| non_empty_env(env_lookup, VERTEXAI_API_KEY_ENV));
+        let project_id = get_vertex_ai_project(config, env_lookup);
+
+        if !has_authorization && static_token.is_none() {
+            let access = self.get_access_token(config, env_lookup).await?;
+            return Ok(VertexEnvironment {
+                headers: apply_credential(headers, &access.token, CredentialPlacement::Bearer)?,
+                project_id: project_id.unwrap_or(access.project_id),
+            });
+        }
+
+        let project_id = match project_id {
+            Some(project_id) => project_id,
+            None => {
+                self.load_provider(config, env_lookup)
+                    .await?
+                    .project_id()
+                    .await?
+            }
+        };
+        let headers = if has_authorization {
+            headers
+        } else {
+            apply_credential(
+                headers,
+                static_token.as_deref().expect("static token was checked"),
+                CredentialPlacement::Bearer,
+            )?
+        };
+        Ok(VertexEnvironment {
+            headers,
+            project_id,
+        })
+    }
+
+    async fn get_access_token(
+        &self,
+        config: &VertexConfig,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<VertexAccessToken, AuthError> {
+        let provider = self.load_provider(config, env_lookup).await?;
+        let (token, project_id) = tokio::try_join!(provider.token(), provider.project_id())?;
+        Ok(VertexAccessToken { token, project_id })
+    }
+
+    async fn load_provider(
+        &self,
+        config: &VertexConfig,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<Arc<dyn VertexTokenSource>, AuthError> {
+        let source = credential_source(config, env_lookup);
+        let key = source.cache_key();
+        self.providers
+            .try_get_with(key, self.loader.load(source))
+            .await
+            .map_err(|error| (*error).clone())
+    }
+}
+
+trait VertexTokenSource: Send + Sync {
+    fn project_id(&self) -> VertexAuthFuture<'_, String>;
+    fn token(&self) -> VertexAuthFuture<'_, String>;
+}
+
+trait VertexProviderLoader: Send + Sync {
+    fn load(&self, source: CredentialSource) -> VertexAuthFuture<'_, Arc<dyn VertexTokenSource>>;
+}
+
+type VertexAuthFuture<'a, T> = Pin<Box<dyn Future<Output = Result<T, AuthError>> + Send + 'a>>;
+
+struct GcpTokenSource(Arc<dyn TokenProvider>);
+
+impl VertexTokenSource for GcpTokenSource {
+    fn project_id(&self) -> VertexAuthFuture<'_, String> {
+        Box::pin(async move {
+            self.0
+                .project_id()
+                .await
+                .map(|project| project.to_string())
+                .map_err(auth_acquisition_error)
+        })
+    }
+
+    fn token(&self) -> VertexAuthFuture<'_, String> {
+        Box::pin(async move {
+            self.0
+                .token(&[CLOUD_PLATFORM_SCOPE])
+                .await
+                .map(|token| token.as_str().to_string())
+                .map_err(auth_acquisition_error)
+        })
+    }
+}
+
+struct GcpProviderLoader;
+
+impl VertexProviderLoader for GcpProviderLoader {
+    fn load(&self, source: CredentialSource) -> VertexAuthFuture<'_, Arc<dyn VertexTokenSource>> {
+        Box::pin(async move {
+            let provider: Arc<dyn TokenProvider> = match source {
+                CredentialSource::Inline(configured) => Arc::new(
+                    CustomServiceAccount::from_json(validate_request_credentials(
+                        configured.expose(),
+                    )?)
+                    .map_err(auth_acquisition_error)?,
+                ),
+                CredentialSource::Trusted(configured) => {
+                    let configured = configured.expose();
+                    let service_account = if Path::new(configured).is_file() {
+                        CustomServiceAccount::from_file(configured)
+                    } else {
+                        CustomServiceAccount::from_json(configured)
+                    }
+                    .map_err(auth_acquisition_error)?;
+                    Arc::new(service_account)
+                }
+                CredentialSource::ApplicationCredentials(path) => {
+                    Arc::new(CustomServiceAccount::from_file(path).map_err(auth_acquisition_error)?)
+                }
+                CredentialSource::Adc => {
+                    gcp_auth::provider().await.map_err(auth_acquisition_error)?
+                }
+            };
+            Ok(Arc::new(GcpTokenSource(provider)) as Arc<dyn VertexTokenSource>)
+        })
+    }
+}
+
+fn validate_request_credentials(configured: &str) -> Result<&str, AuthError> {
+    let token_uri = serde_json::from_str::<Value>(configured)
+        .ok()
+        .and_then(|credentials| {
+            credentials
+                .get("token_uri")
+                .and_then(Value::as_str)
+                .map(str::to_string)
+        });
+    if token_uri.as_deref() != Some(GOOGLE_OAUTH_TOKEN_ENDPOINT) {
+        return Err(AuthConfigurationError::RequestVertexTokenEndpoint.into());
+    }
+    Ok(configured)
+}
+
+#[derive(Clone, Debug)]
+enum CredentialSource {
+    Inline(SecretValue),
+    Trusted(SecretValue),
+    ApplicationCredentials(String),
+    Adc,
+}
+
+impl CredentialSource {
+    fn cache_key(&self) -> CredentialCacheKey {
+        match self {
+            Self::Inline(configured) => {
+                CredentialCacheKey::Inline(Sha256::digest(configured.expose()).into())
+            }
+            Self::Trusted(configured) => {
+                CredentialCacheKey::Trusted(Sha256::digest(configured.expose()).into())
+            }
+            Self::ApplicationCredentials(path) => {
+                CredentialCacheKey::ApplicationCredentials(path.clone())
+            }
+            Self::Adc => CredentialCacheKey::Adc,
+        }
+    }
+}
+
+#[derive(Clone, Debug, Hash, PartialEq, Eq)]
+enum CredentialCacheKey {
+    Inline([u8; 32]),
+    Trusted([u8; 32]),
+    ApplicationCredentials(String),
+    Adc,
+}
+
+fn credential_source(
+    config: &VertexConfig,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> CredentialSource {
+    if let Some(configured) = config.credentials.clone() {
+        return match configured.source() {
+            InputSource::Request => CredentialSource::Inline(configured.into_value()),
+            InputSource::Deployment | InputSource::Environment => {
+                CredentialSource::Trusted(configured.into_value())
+            }
+        };
+    }
+    if let Some(configured) = non_empty_env(env_lookup, VERTEXAI_CREDENTIALS_ENV) {
+        return CredentialSource::Trusted(SecretValue::new(configured));
+    }
+    non_empty_env(env_lookup, GOOGLE_APPLICATION_CREDENTIALS_ENV)
+        .map(CredentialSource::ApplicationCredentials)
+        .unwrap_or(CredentialSource::Adc)
+}
+
+fn optional_credentials(
+    params: &Map<String, Value>,
+    sources: &BTreeMap<String, InputSource>,
+    names: &[&str],
+) -> Result<Option<Sourced<SecretValue>>, AuthError> {
+    for name in names {
+        let source = source_for(sources, name);
+        match params.get(*name) {
+            None | Some(Value::Null) => continue,
+            Some(Value::String(value)) if value.trim().is_empty() => continue,
+            Some(Value::String(value)) => {
+                return Ok(Some(Sourced::new(SecretValue::new(value), source)));
+            }
+            Some(Value::Object(value)) if value.is_empty() => continue,
+            Some(Value::Object(value)) => {
+                return serde_json::to_string(value)
+                    .map(SecretValue::new)
+                    .map(|value| Sourced::new(value, source))
+                    .map(Some)
+                    .map_err(|error| {
+                        AuthError::Configuration(AuthConfigurationError::InvalidFieldType(format!(
+                            "{}: {error}",
+                            names[0]
+                        )))
+                    });
+            }
+            Some(_) => {
+                return Err(AuthError::Configuration(
+                    AuthConfigurationError::InvalidFieldType(names[0].to_string()),
+                ));
+            }
+        }
+    }
+    Ok(None)
+}
+
+fn source_for(sources: &BTreeMap<String, InputSource>, name: &str) -> InputSource {
+    sources.get(name).copied().unwrap_or_default()
+}
+
+fn optional_string(
+    params: &Map<String, Value>,
+    names: &[&str],
+) -> Result<Option<String>, AuthError> {
+    for name in names {
+        match params.get(*name) {
+            None | Some(Value::Null) => continue,
+            Some(Value::String(value)) if value.trim().is_empty() => continue,
+            Some(Value::String(value)) => return Ok(Some(value.clone())),
+            Some(_) => {
+                return Err(AuthError::Configuration(
+                    AuthConfigurationError::InvalidFieldType(names[0].to_string()),
+                ));
+            }
+        }
+    }
+    Ok(None)
+}
+
+fn non_empty_env(env_lookup: &dyn Fn(&str) -> Option<String>, name: &str) -> Option<String> {
+    env_lookup(name)
+        .map(|value| value.trim().to_string())
+        .filter(|value| !value.is_empty())
+}
+
+fn auth_acquisition_error(error: gcp_auth::Error) -> AuthError {
+    AuthError::VertexTokenAcquisition(error.to_string())
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::atomic::{AtomicUsize, Ordering};
+
+    use serde_json::json;
+
+    use super::*;
+
+    struct FakeProvider {
+        calls: Arc<AtomicUsize>,
+    }
+
+    impl VertexTokenSource for FakeProvider {
+        fn project_id(&self) -> VertexAuthFuture<'_, String> {
+            self.calls.fetch_add(1, Ordering::SeqCst);
+            Box::pin(async { Ok("adc-project".into()) })
+        }
+
+        fn token(&self) -> VertexAuthFuture<'_, String> {
+            self.calls.fetch_add(1, Ordering::SeqCst);
+            Box::pin(async { Ok("adc-token".into()) })
+        }
+    }
+
+    struct FakeLoader {
+        loads: Arc<AtomicUsize>,
+        provider: Arc<dyn VertexTokenSource>,
+    }
+
+    impl VertexProviderLoader for FakeLoader {
+        fn load(
+            &self,
+            _source: CredentialSource,
+        ) -> VertexAuthFuture<'_, Arc<dyn VertexTokenSource>> {
+            let loads = self.loads.clone();
+            let provider = self.provider.clone();
+            Box::pin(async move {
+                loads.fetch_add(1, Ordering::SeqCst);
+                Ok(provider)
+            })
+        }
+    }
+
+    fn config(value: Value) -> VertexConfig {
+        VertexConfig::from_sourced_optional_params(value.as_object().unwrap(), &BTreeMap::new())
+            .unwrap()
+    }
+
+    fn auth(calls: Arc<AtomicUsize>, loads: Arc<AtomicUsize>) -> VertexAuth {
+        let provider: Arc<dyn VertexTokenSource> = Arc::new(FakeProvider { calls });
+        VertexAuth::new(Arc::new(FakeLoader { loads, provider }))
+    }
+
+    #[test]
+    fn config_is_typed_and_secrets_are_redacted() {
+        let config = config(json!({
+            "vertex_credentials":{"private_key":"secret-key"},
+            "vertex_project":"project-1",
+            "vertex_location":"europe-west4"
+        }));
+        assert_eq!(config.project_id(), Some("project-1"));
+        assert_eq!(config.location(), Some("europe-west4"));
+        assert!(!format!("{config:?}").contains("secret-key"));
+        assert!(
+            VertexConfig::from_sourced_optional_params(
+                json!({"vertex_credentials":true}).as_object().unwrap(),
+                &BTreeMap::new()
+            )
+            .is_err()
+        );
+    }
+
+    #[test]
+    fn empty_primary_values_fall_back_to_python_aliases() {
+        let config = config(json!({
+            "vertex_credentials": null,
+            "vertex_ai_credentials": "alias-credentials",
+            "vertex_project": " ",
+            "vertex_ai_project": "alias-project",
+            "vertex_location": null,
+            "vertex_ai_location": "alias-location"
+        }));
+        assert_eq!(
+            config.credentials.as_ref().unwrap().value().expose(),
+            "alias-credentials"
+        );
+        assert_eq!(config.project_id(), Some("alias-project"));
+        assert_eq!(config.location(), Some("alias-location"));
+    }
+
+    #[test]
+    fn project_and_location_prefer_input_then_environment() {
+        let configured =
+            config(json!({"vertex_project":"input-project","vertex_location":"input-location"}));
+        let env = |name: &str| Some(format!("env-{name}"));
+        assert_eq!(
+            get_vertex_ai_project(&configured, &env).as_deref(),
+            Some("input-project")
+        );
+        assert_eq!(
+            get_vertex_ai_location(&configured, &env).as_deref(),
+            Some("input-location")
+        );
+        let empty = VertexConfig::default();
+        assert_eq!(
+            get_vertex_ai_project(&empty, &|_| Some("env-project".into())).as_deref(),
+            Some("env-project")
+        );
+        assert_eq!(
+            get_vertex_ai_location(&empty, &|name| (name == VERTEX_LOCATION_ENV)
+                .then(|| "fallback-location".into()))
+            .as_deref(),
+            Some("fallback-location")
+        );
+    }
+
+    #[test]
+    fn credential_discovery_prefers_input_then_environment_then_adc() {
+        let params = json!({"vertex_credentials":"input-json"});
+        let sources = BTreeMap::from([("vertex_credentials".to_string(), InputSource::Request)]);
+        let configured =
+            VertexConfig::from_sourced_optional_params(params.as_object().unwrap(), &sources)
+                .unwrap();
+        assert!(
+            matches!(credential_source(&configured, &|_| Some("environment-value".into())), CredentialSource::Inline(value) if value.expose() == "input-json")
+        );
+        let empty = VertexConfig::default();
+        assert!(
+            matches!(credential_source(&empty, &|name| (name == VERTEXAI_CREDENTIALS_ENV).then(|| "environment-json".into())), CredentialSource::Trusted(value) if value.expose() == "environment-json")
+        );
+        assert!(
+            matches!(credential_source(&empty, &|name| (name == GOOGLE_APPLICATION_CREDENTIALS_ENV).then(|| "adc.json".into())), CredentialSource::ApplicationCredentials(path) if path == "adc.json")
+        );
+        assert!(matches!(
+            credential_source(&empty, &|_| None),
+            CredentialSource::Adc
+        ));
+        assert_ne!(
+            CredentialSource::Inline(SecretValue::new("same-value")).cache_key(),
+            CredentialSource::Trusted(SecretValue::new("same-value")).cache_key()
+        );
+    }
+
+    #[test]
+    fn request_credentials_require_canonical_token_endpoint() {
+        assert!(
+            validate_request_credentials(r#"{"token_uri":"https://oauth2.googleapis.com/token"}"#)
+                .is_ok()
+        );
+        assert!(matches!(
+            validate_request_credentials(r#"{"token_uri":"http://127.0.0.1/token"}"#),
+            Err(AuthError::Configuration(
+                AuthConfigurationError::RequestVertexTokenEndpoint
+            ))
+        ));
+        assert!(matches!(
+            validate_request_credentials("{}"),
+            Err(AuthError::Configuration(
+                AuthConfigurationError::RequestVertexTokenEndpoint
+            ))
+        ));
+    }
+
+    #[tokio::test]
+    async fn explicit_token_and_header_do_not_acquire_adc() {
+        let loads = Arc::new(AtomicUsize::new(0));
+        let auth = auth(Arc::new(AtomicUsize::new(0)), loads.clone());
+        let configured = config(json!({"vertex_project":"project-1"}));
+        let explicit = auth
+            .validate_environment(Vec::new(), Some("access-token"), &configured, &|_| None)
+            .await
+            .unwrap();
+        assert_eq!(explicit.headers[0].1, "Bearer access-token");
+        let existing = auth
+            .validate_environment(
+                vec![("authorization".into(), "Bearer existing".into())],
+                None,
+                &configured,
+                &|_| None,
+            )
+            .await
+            .unwrap();
+        assert_eq!(existing.headers[0].1, "Bearer existing");
+        assert_eq!(loads.load(Ordering::SeqCst), 0);
+    }
+
+    #[tokio::test]
+    async fn provider_is_reused_across_authentication_calls() {
+        let calls = Arc::new(AtomicUsize::new(0));
+        let loads = Arc::new(AtomicUsize::new(0));
+        let auth = auth(calls.clone(), loads.clone());
+        for _ in 0..2 {
+            let environment = auth
+                .validate_environment(Vec::new(), None, &VertexConfig::default(), &|_| None)
+                .await
+                .unwrap();
+            assert_eq!(environment.project_id, "adc-project");
+            assert_eq!(environment.headers[0].1, "Bearer adc-token");
+        }
+        assert_eq!(loads.load(Ordering::SeqCst), 1);
+        assert_eq!(calls.load(Ordering::SeqCst), 4);
+    }
+}
diff --git a/litellm-rust/crates/core/src/call_lifecycle/README.md b/litellm-rust/crates/core/src/call_lifecycle/README.md
deleted file mode 100644
index 692e249ef27..00000000000
--- a/litellm-rust/crates/core/src/call_lifecycle/README.md
+++ /dev/null
@@ -1,167 +0,0 @@
-# Call lifecycle
-
-`litellm_core::call_lifecycle` is the shared execution wrapper for LiteLLM call
-types migrated to Rust. It owns lifecycle ordering, phase timing, and trace
-observer calls. It must not know about OCR, chat, messages, responses,
-completions, provider auth, request transforms, or response normalization.
-
-Call-type modules own their domain behavior. For example, OCR owns document
-payloads, OCR provider transforms, safe document fetch, guardrail payload shape,
-callback payload shape, and provider HTTP execution.
-
-## Runtime order
-
-Every wrapped call runs in this order:
-
-1. `async_pre_call_hook`
-2. `async_during_call_hook`
-3. provider call
-4. `async_log_success_event` or `async_log_failure_event`
-
-`async_pre_call_hook` receives the initial LiteLLM request shape. It is where
-pre-call custom guardrails run.
-
-`async_during_call_hook` converts the initial request into the provider-ready
-request. It is where provider config selection, parameter mapping, auth/header
-resolution, request transforms, and during-call guardrails belong.
-
-The provider call receives only the provider-ready request. It should execute
-I/O and call the provider response transform.
-
-Success and failure callbacks receive `CallLifecycleTiming`. Callback failures
-must not replace the original provider or guardrail result.
-
-## Trace contract
-
-The lifecycle runner records:
-
-- full call start and end time
-- `pre_call` phase timing
-- `during_call` phase timing
-- `provider_call` phase timing
-- `success_callback` phase timing
-- `failure_callback` phase timing
-
-`CallLifecycleObserver` receives phase start and end events. The default
-observer is a no-op. Future OTEL support should implement this observer instead
-of editing OCR, chat, messages, responses, completions, or provider modules.
-
-## Required shape
-
-Each migrated call type should use this folder shape:
-
-```text
-litellm-rust/crates/ai-gateway/src/<call_type>/
-  mod.rs          # thin public entrypoint
-  types.rs        # public request, prepared request, provider request, response types
-  prepare.rs      # model/provider/callback/guardrail setup
-  hooks.rs        # CallLifecycleHooks implementation
-  handler.rs      # provider I/O and response normalization
-  tests.rs        # call-type lifecycle and handler tests
-```
-
-Provider transforms can live in `litellm-rust/crates/core/src/providers/...`.
-Shared call-type helpers can live beside the call type, but generic lifecycle
-code stays in this folder.
-
-## Core API
-
-The prepared request implements `CallLifecycleRequest`:
-
-```rust
-impl CallLifecycleRequest for PreparedMessagesRequest {
-    fn lifecycle_context(&self) -> CallLifecycleContext {
-        CallLifecycleContext::new(
-            "messages",
-            self.model.clone(),
-            self.custom_llm_provider.clone(),
-            self.litellm_call_id.clone(),
-        )
-    }
-}
-```
-
-The call-type hooks implement `CallLifecycleHooks`:
-
-```rust
-impl CallLifecycleHooks<
-    PreparedMessagesRequest,
-    ProviderMessagesRequest,
-    MessagesResponse,
-> for MessagesLifecycleHooks {
-    fn async_pre_call_hook(...) {
-        // run pre-call custom guardrails against the LiteLLM request shape
-    }
-
-    fn async_during_call_hook(...) {
-        // map params, validate env, transform request, run during-call guardrails
-    }
-
-    fn async_log_success_event(...) {
-        // call async_log_success_event on configured custom loggers
-    }
-
-    fn async_log_failure_event(...) {
-        // call async_log_failure_event without swallowing the original error
-    }
-}
-```
-
-The public entrypoint stays thin:
-
-```rust
-pub async fn messages(request: MessagesRequest<'_>) -> CoreResult<MessagesResponse> {
-    let PreparedMessagesCall { request, hooks } = prepare_messages_call(request)?;
-
-    CallLifecycle::default()
-        .run_request(request, &hooks, execute_messages_provider_call)
-        .await
-}
-```
-
-Use `run_request` for new call types. Keep `run` available only for specialized
-tests or existing code that already has a `CallLifecycleContext`.
-
-## Adding a new call type
-
-1. Add `<call_type>/types.rs`
-
-Define the public request accepted by the bridge, the prepared request used by
-the lifecycle runner, and the provider request consumed by the handler.
-
-2. Implement `CallLifecycleRequest`
-
-Return `call_type`, `model`, `custom_llm_provider`, and `litellm_call_id`.
-Do not put provider-specific logic here.
-
-3. Add `<call_type>/prepare.rs`
-
-Resolve model/provider once, generate or preserve `litellm_call_id`, construct
-callback and guardrail runners, and return `Prepared<CallType>Call`.
-
-4. Add `<call_type>/hooks.rs`
-
-Implement `CallLifecycleHooks`. Put pre-call guardrail payload construction,
-provider config selection, param mapping, request transform, during-call
-guardrail payload construction, and callback payload construction here.
-
-5. Add `<call_type>/handler.rs`
-
-Execute the provider request and normalize the provider response. Do not repeat
-provider-specific transforms here; call the provider config.
-
-6. Add tests
-
-Cover hook order, success callback payload, failure callback payload, pre-call
-guardrail blocking before provider I/O, during-call body mutation, and provider
-error mapping.
-
-## Review checklist
-
-- Core lifecycle has no call-type or provider-specific branches
-- Public call-type entrypoint only prepares and calls `run_request`
-- Provider behavior lives behind provider config/transformation code
-- Hook method names map to the Python custom logger and guardrail concepts
-- Phase timing is recorded once in lifecycle, not separately per call type
-- Callback failures never hide the original provider or guardrail error
-- Tests prove the provider socket is not touched when pre-call guardrails block
diff --git a/litellm-rust/crates/core/src/call_lifecycle/host.rs b/litellm-rust/crates/core/src/call_lifecycle/host.rs
new file mode 100644
index 00000000000..ac6ddf99b9e
--- /dev/null
+++ b/litellm-rust/crates/core/src/call_lifecycle/host.rs
@@ -0,0 +1,121 @@
+use std::future::Future;
+use std::pin::Pin;
+
+pub enum HostCallStep<O, C> {
+    Host(O),
+    Complete(C),
+}
+
+pub type HostCallFuture<'a, O, C> =
+    Pin<Box<dyn Future<Output = Result<HostCallStep<O, C>, crate::Error>> + Send + 'a>>;
+
+pub trait HostCall: Send + Sync {
+    type Operation: Send + 'static;
+    type Result: Send + 'static;
+    type Complete: Send + 'static;
+
+    fn resume(
+        &mut self,
+        result: Option<Self::Result>,
+    ) -> HostCallFuture<'_, Self::Operation, Self::Complete>;
+
+    fn interrupt(
+        &mut self,
+        failure: HostFailure,
+    ) -> HostCallFuture<'_, Self::Operation, Self::Complete>;
+}
+
+pub enum HostStep<V, S> {
+    Ready(V),
+    Suspend(S),
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum HostPhase {
+    Setup,
+    DeploymentPreCall,
+    Prepare,
+    Execute,
+    ConstructResponse,
+    DeploymentPostCall,
+    Finalize,
+    Success,
+    MapFailure,
+    DeploymentFailure,
+    Failure,
+    AsyncFailure,
+    Complete,
+}
+
+#[derive(Clone, Debug)]
+pub enum HostFailure {
+    Error(crate::Error),
+    Cancelled(crate::Error),
+}
+
+pub struct HostLifecycle {
+    phase: HostPhase,
+    asynchronous: bool,
+}
+
+impl HostLifecycle {
+    pub fn new(asynchronous: bool) -> Self {
+        Self {
+            phase: HostPhase::Setup,
+            asynchronous,
+        }
+    }
+
+    pub fn phase(&self) -> HostPhase {
+        self.phase
+    }
+
+    pub fn accept(&mut self, result: Result<(), HostFailure>) -> Option<crate::Error> {
+        if let Err(failure) = result {
+            if self.phase == HostPhase::DeploymentFailure {
+                self.phase = HostPhase::Failure;
+                return None;
+            }
+            let error = match failure {
+                HostFailure::Cancelled(error) => {
+                    self.phase = HostPhase::Complete;
+                    return Some(error);
+                }
+                HostFailure::Error(error) => error,
+            };
+            match self.phase {
+                HostPhase::Failure | HostPhase::AsyncFailure => {
+                    self.advance();
+                    return None;
+                }
+                HostPhase::Success => self.phase = HostPhase::Complete,
+                HostPhase::Execute | HostPhase::ConstructResponse => {
+                    self.phase = HostPhase::MapFailure;
+                }
+                _ => self.phase = HostPhase::Failure,
+            }
+            return Some(error);
+        }
+        self.advance();
+        None
+    }
+
+    fn advance(&mut self) {
+        self.phase = match self.phase {
+            HostPhase::Setup if self.asynchronous => HostPhase::DeploymentPreCall,
+            HostPhase::Setup | HostPhase::DeploymentPreCall => HostPhase::Prepare,
+            HostPhase::Prepare => HostPhase::Execute,
+            HostPhase::Execute => HostPhase::ConstructResponse,
+            HostPhase::ConstructResponse if self.asynchronous => HostPhase::DeploymentPostCall,
+            HostPhase::ConstructResponse | HostPhase::DeploymentPostCall => HostPhase::Finalize,
+            HostPhase::Finalize => HostPhase::Success,
+            HostPhase::MapFailure if self.asynchronous => HostPhase::DeploymentFailure,
+            HostPhase::MapFailure | HostPhase::DeploymentFailure => HostPhase::Failure,
+            HostPhase::Failure if self.asynchronous => HostPhase::AsyncFailure,
+            HostPhase::Failure
+            | HostPhase::AsyncFailure
+            | HostPhase::Success
+            | HostPhase::Complete => HostPhase::Complete,
+        };
+    }
+}
diff --git a/litellm-rust/crates/core/src/call_lifecycle/mod.rs b/litellm-rust/crates/core/src/call_lifecycle/mod.rs
index 637c156e192..5c752a73899 100644
--- a/litellm-rust/crates/core/src/call_lifecycle/mod.rs
+++ b/litellm-rust/crates/core/src/call_lifecycle/mod.rs
@@ -3,6 +3,10 @@ use std::time::{Instant, SystemTime, UNIX_EPOCH};
 
 use crate::Error;
 
+pub mod host;
+#[cfg(test)]
+#[path = "../../tests/host_lifecycle.rs"]
+mod host_tests;
 pub mod types;
 
 pub use types::{
diff --git a/litellm-rust/crates/core/src/constants.rs b/litellm-rust/crates/core/src/constants.rs
index 108d2a48e30..1babb0078b8 100644
--- a/litellm-rust/crates/core/src/constants.rs
+++ b/litellm-rust/crates/core/src/constants.rs
@@ -43,6 +43,27 @@ pub const EMPTY_TEXT_PLACEHOLDER: &str =
     "[System: Empty message content sanitised to satisfy protocol]";
 
 pub const FUNCTION_TRACE_TARGET: &str = "litellm::function_trace";
+
+pub(crate) const MEDIA_CONNECT_TIMEOUT_SECS: u64 = 10;
+
+pub(crate) const OCR_RESPONSE_MAX_BYTES: usize = 64 * 1024 * 1024;
 pub(crate) const OCR_HTTP_TIMEOUT_SECS: u64 = 600;
 pub(crate) const OCR_CONNECT_TIMEOUT_SECS: u64 = 10;
+pub const OCR_INLINE_MAX_BYTES: usize = 50 * 1024 * 1024;
+pub(crate) const OCR_DOWNLOAD_MAX_BYTES: u64 = 50 * 1024 * 1024;
+pub(crate) const OCR_MAX_FETCH_REDIRECTS: usize = 10;
+pub(crate) const OCR_POLL_TIMEOUT_SECS: u64 = 120;
+pub(crate) const OCR_POLL_RETRY_SECS: u64 = 2;
+pub(crate) const AZURE_DI_API_VERSION: &str = "2024-11-30";
+pub(crate) const AZURE_DI_SUBSCRIPTION_HEADER: &str = "Ocp-Apim-Subscription-Key";
+pub(crate) const AZURE_DI_DEFAULT_DPI: i64 = 96;
+pub(crate) const AZURE_DI_DEFAULT_WIDTH: f64 = 8.5;
+pub(crate) const AZURE_DI_DEFAULT_HEIGHT: f64 = 11.0;
+pub(crate) const REDUCTO_API_BASE: &str = "https://platform.reducto.ai";
+pub(crate) const REDUCTO_API_KEY_ENV: &str = "REDUCTO_API_KEY";
+pub(crate) const REDUCTO_ID_PREFIX: &str = "reducto://";
+pub(crate) const AZURE_AI_OCR_PATH: &str = "/providers/mistral/azure/ocr";
 pub(crate) const MISTRAL_OCR_API_BASE: &str = "https://api.mistral.ai/v1";
+
+pub(crate) const COHERE_PARSE_API_BASE: &str = "https://api.cohere.com";
+pub(crate) const COHERE_API_KEY_ENV: &str = "COHERE_API_KEY";
diff --git a/litellm-rust/crates/core/src/error.rs b/litellm-rust/crates/core/src/error.rs
index 0382314057f..359ad56c336 100644
--- a/litellm-rust/crates/core/src/error.rs
+++ b/litellm-rust/crates/core/src/error.rs
@@ -1,6 +1,6 @@
 use thiserror::Error as ThisError;
 
-#[derive(Debug, ThisError, PartialEq, Eq)]
+#[derive(Clone, Debug, ThisError, PartialEq, Eq)]
 pub enum Error {
     #[error("expected {expected}, got {actual}")]
     InvalidType {
@@ -9,6 +9,8 @@ pub enum Error {
     },
     #[error("missing required field: {0}")]
     MissingField(&'static str),
+    #[error("Document URL is required")]
+    MissingDocumentUrl,
     #[error("invalid response: {0}")]
     InvalidResponse(String),
     #[error("invalid provider: {0}")]
@@ -21,6 +23,18 @@ pub enum Error {
         "Missing {provider} API Key - A call is being made to {provider} but no key is set either in the environment variables or via params"
     )]
     MissingApiKey { provider: &'static str },
+    #[error(
+        "invalid authentication configuration: Missing Azure AI credentials - set AZURE_AI_API_KEY or configure Entra ID"
+    )]
+    MissingAzureAiCredentials,
+    #[error(
+        "invalid authentication configuration: Missing Azure Document Intelligence credentials - set AZURE_DOCUMENT_INTELLIGENCE_API_KEY or configure Entra ID"
+    )]
+    MissingAzureDocumentIntelligenceCredentials,
+    #[error(
+        "Missing REDUCTO_API_KEY - set it in the environment or pass api_key to litellm.ocr()/litellm.aocr()"
+    )]
+    MissingReductoApiKey,
     #[error("upstream request failed with status {status}: {body}")]
     Http { status: u16, body: String },
     #[error("upstream network error: {0}")]
@@ -40,6 +54,39 @@ pub enum Error {
     Unsupported(&'static str),
 }
 
+impl Error {
+    pub const fn http_status_code(&self) -> Option<u16> {
+        match self {
+            Self::InvalidRequest(_) => Some(400),
+            Self::MissingDocumentUrl => Some(500),
+            Self::Http { status, .. } => Some(*status),
+            _ => None,
+        }
+    }
+}
+
+#[derive(Debug, ThisError)]
+pub(crate) enum MediaError {
+    #[error("media URL rejected by network policy")]
+    BlockedUrl,
+    #[error("media download is disabled")]
+    DownloadDisabled,
+    #[error("media download exceeds the maximum size")]
+    DownloadTooLarge,
+    #[error("too many redirects while fetching media")]
+    TooManyRedirects,
+    #[error("media redirect is missing a Location header")]
+    MissingRedirectLocation,
+    #[error("invalid media redirect")]
+    InvalidRedirect,
+    #[error("media download failed with status {0}")]
+    Http(u16),
+    #[error("media download timed out")]
+    Timeout,
+    #[error("{0}")]
+    Transport(#[from] TransportError),
+}
+
 #[derive(Clone, Debug, ThisError, PartialEq, Eq)]
 pub enum TransportError {
     #[error("upstream request failed with status {status}: {body}")]
@@ -72,6 +119,7 @@ impl From<crate::ocr::error::OcrRequestError> for Error {
     fn from(error: crate::ocr::error::OcrRequestError) -> Self {
         match error {
             crate::ocr::error::OcrRequestError::MissingField(field) => Self::MissingField(field),
+            crate::ocr::error::OcrRequestError::MissingDocumentUrl => Self::MissingDocumentUrl,
             error => Self::InvalidRequest(error.to_string()),
         }
     }
@@ -93,6 +141,15 @@ impl From<TransportError> for Error {
     }
 }
 
+impl From<crate::AuthError> for Error {
+    fn from(error: crate::AuthError) -> Self {
+        match error {
+            crate::AuthError::MissingApiKey { provider } => Self::MissingApiKey { provider },
+            error => Self::Auth(error.to_string()),
+        }
+    }
+}
+
 pub fn json_type_name(value: &serde_json::Value) -> &'static str {
     match value {
         serde_json::Value::Null => "null",
@@ -108,6 +165,14 @@ pub fn json_type_name(value: &serde_json::Value) -> &'static str {
 mod transport_tests {
     use super::*;
 
+    #[test]
+    fn missing_auth_key_preserves_provider_in_public_error() {
+        assert_eq!(
+            Error::from(crate::AuthError::MissingApiKey { provider: "Vertex" }),
+            Error::MissingApiKey { provider: "Vertex" }
+        );
+    }
+
     #[tokio::test]
     async fn transport_errors_remove_urls_and_keep_dispatch_context() {
         let error = reqwest::Client::builder()
diff --git a/litellm-rust/crates/core/src/lib.rs b/litellm-rust/crates/core/src/lib.rs
index 3a0896a4d5a..0b3573deab2 100644
--- a/litellm-rust/crates/core/src/lib.rs
+++ b/litellm-rust/crates/core/src/lib.rs
@@ -1,10 +1,12 @@
 pub mod audio_transcription;
+pub mod auth;
 pub mod caching;
 pub mod call_lifecycle;
 pub mod chat_completions;
 pub mod constants;
 pub mod error;
 pub mod http_utils;
+mod media;
 pub mod messages;
 #[cfg(any(feature = "observability", test))]
 pub mod observability;
@@ -16,4 +18,5 @@ pub mod router;
 pub mod routing_utils;
 mod url_utils;
 
+pub use auth::AuthError;
 pub use error::Error;
diff --git a/litellm-rust/crates/core/src/media.rs b/litellm-rust/crates/core/src/media.rs
new file mode 100644
index 00000000000..5f9a43794c2
--- /dev/null
+++ b/litellm-rust/crates/core/src/media.rs
@@ -0,0 +1,528 @@
+use std::future::Future;
+use std::io;
+use std::net::{IpAddr, SocketAddr};
+use std::pin::Pin;
+use std::sync::Arc;
+use std::time::Duration;
+
+use reqwest::Url;
+use reqwest::dns::{Addrs, Name, Resolve, Resolving};
+
+use crate::constants::MEDIA_CONNECT_TIMEOUT_SECS;
+use crate::error::{MediaError, TransportError};
+
+#[derive(Clone)]
+pub(crate) struct MediaFetcher {
+    client: reqwest::Client,
+    address_resolver: Arc<dyn AddressResolver>,
+    allow_private_network: bool,
+}
+
+type AddressResolution<'a> = Pin<Box<dyn Future<Output = io::Result<Vec<SocketAddr>>> + Send + 'a>>;
+
+trait AddressResolver: Send + Sync {
+    fn resolve<'a>(&'a self, host: &'a str, port: u16) -> AddressResolution<'a>;
+}
+
+#[derive(Clone, Copy)]
+pub(crate) struct DownloadPolicy {
+    pub(crate) timeout: Duration,
+    pub(crate) max_bytes: u64,
+    pub(crate) max_redirects: usize,
+}
+
+#[derive(Debug)]
+pub(crate) struct DownloadedMedia {
+    pub(crate) bytes: Vec<u8>,
+    pub(crate) content_type: String,
+}
+
+impl MediaFetcher {
+    pub(crate) fn new() -> Result<Self, reqwest::Error> {
+        Self::with_resolvers(Arc::new(PublicDnsResolver), Arc::new(SystemAddressResolver))
+    }
+
+    fn with_resolvers<R>(
+        transport_resolver: Arc<R>,
+        address_resolver: Arc<dyn AddressResolver>,
+    ) -> Result<Self, reqwest::Error>
+    where
+        R: Resolve + 'static,
+    {
+        let client = reqwest::Client::builder()
+            .connect_timeout(Duration::from_secs(MEDIA_CONNECT_TIMEOUT_SECS))
+            .redirect(reqwest::redirect::Policy::none())
+            .no_proxy()
+            .dns_resolver(transport_resolver)
+            .build()?;
+        Ok(Self {
+            client,
+            address_resolver,
+            allow_private_network: false,
+        })
+    }
+
+    #[cfg(test)]
+    pub(crate) fn for_test(client: reqwest::Client) -> Self {
+        Self {
+            client,
+            address_resolver: Arc::new(AllowPrivateResolver),
+            allow_private_network: true,
+        }
+    }
+
+    pub(crate) async fn fetch(
+        &self,
+        url: Url,
+        policy: DownloadPolicy,
+    ) -> Result<DownloadedMedia, MediaError> {
+        if policy.max_bytes == 0 {
+            return Err(MediaError::DownloadDisabled);
+        }
+        tokio::time::timeout(policy.timeout, self.fetch_before_deadline(url, policy))
+            .await
+            .map_err(|_| MediaError::Timeout)?
+    }
+
+    async fn fetch_before_deadline(
+        &self,
+        mut url: Url,
+        policy: DownloadPolicy,
+    ) -> Result<DownloadedMedia, MediaError> {
+        let mut redirects_followed = 0;
+        loop {
+            self.validate_url(&url).await?;
+            let mut response = self
+                .client
+                .get(url.clone())
+                .send()
+                .await
+                .map_err(TransportError::from)?;
+            if response.status().is_redirection() {
+                if redirects_followed == policy.max_redirects {
+                    return Err(MediaError::TooManyRedirects);
+                }
+                let location = response
+                    .headers()
+                    .get(reqwest::header::LOCATION)
+                    .and_then(|value| value.to_str().ok())
+                    .ok_or(MediaError::MissingRedirectLocation)?;
+                url = url
+                    .join(location)
+                    .map_err(|_| MediaError::InvalidRedirect)?;
+                redirects_followed += 1;
+                continue;
+            }
+            if !response.status().is_success() {
+                return Err(MediaError::Http(response.status().as_u16()));
+            }
+            enforce_download_size(response.content_length().unwrap_or(0), policy.max_bytes)?;
+            let content_type = response
+                .headers()
+                .get(reqwest::header::CONTENT_TYPE)
+                .and_then(|value| value.to_str().ok())
+                .and_then(|value| value.split(';').next())
+                .map(str::trim)
+                .filter(|value| !value.is_empty())
+                .unwrap_or("application/octet-stream")
+                .to_string();
+            let mut bytes = Vec::new();
+            while let Some(chunk) = response.chunk().await.map_err(TransportError::from)? {
+                enforce_download_size(bytes.len() as u64 + chunk.len() as u64, policy.max_bytes)?;
+                bytes.extend_from_slice(&chunk);
+            }
+            return Ok(DownloadedMedia {
+                bytes,
+                content_type,
+            });
+        }
+    }
+
+    async fn validate_url(&self, url: &Url) -> Result<(), MediaError> {
+        if !matches!(url.scheme(), "http" | "https")
+            || !url.username().is_empty()
+            || url.password().is_some()
+        {
+            return Err(MediaError::BlockedUrl);
+        }
+        let host = url.host_str().ok_or(MediaError::BlockedUrl)?;
+        if self.allow_private_network {
+            return Ok(());
+        }
+        if let Ok(ip) = host.parse::<IpAddr>() {
+            return (!is_blocked_ip(ip))
+                .then_some(())
+                .ok_or(MediaError::BlockedUrl);
+        }
+        let port = url.port_or_known_default().ok_or(MediaError::BlockedUrl)?;
+        let addresses = self
+            .address_resolver
+            .resolve(host, port)
+            .await
+            .map_err(|error| TransportError::Network(error.to_string()))?;
+        validate_addresses(&addresses)
+    }
+}
+
+fn enforce_download_size(length: u64, max_bytes: u64) -> Result<(), MediaError> {
+    if length > max_bytes {
+        return Err(MediaError::DownloadTooLarge);
+    }
+    Ok(())
+}
+
+fn validate_addresses(addresses: &[SocketAddr]) -> Result<(), MediaError> {
+    if addresses.is_empty() || addresses.iter().any(|address| is_blocked_ip(address.ip())) {
+        return Err(MediaError::BlockedUrl);
+    }
+    Ok(())
+}
+
+fn is_blocked_ip(ip: IpAddr) -> bool {
+    match ip {
+        IpAddr::V4(ip) => {
+            let [first, second, third, _] = ip.octets();
+            first == 0
+                || first == 10
+                || first == 127
+                || (first == 100 && (64..=127).contains(&second))
+                || (first == 169 && second == 254)
+                || (first == 172 && (16..=31).contains(&second))
+                || (first == 192 && second == 0 && (third == 0 || third == 2))
+                || (first == 192 && second == 168)
+                || (first == 192 && second == 88 && third == 99)
+                || (first == 198 && (second == 18 || second == 19))
+                || (first == 198 && second == 51 && third == 100)
+                || (first == 203 && second == 0 && third == 113)
+                || first >= 224
+        }
+        IpAddr::V6(ip) => {
+            let segments = ip.segments();
+            ip.is_loopback()
+                || ip.is_unspecified()
+                || ip.is_multicast()
+                || (segments[0] & 0xfe00) == 0xfc00
+                || (segments[0] & 0xffc0) == 0xfe80
+                || (segments[0] & 0xffc0) == 0xfec0
+                || (segments[0] == 0x2001 && segments[1] == 0x0db8)
+                || ip
+                    .to_ipv4_mapped()
+                    .or_else(|| ip.to_ipv4())
+                    .map(|ipv4| is_blocked_ip(IpAddr::V4(ipv4)))
+                    .unwrap_or(false)
+        }
+    }
+}
+
+#[derive(Default)]
+struct PublicDnsResolver;
+
+struct SystemAddressResolver;
+
+impl AddressResolver for SystemAddressResolver {
+    fn resolve<'a>(&'a self, host: &'a str, port: u16) -> AddressResolution<'a> {
+        Box::pin(async move {
+            Ok(tokio::net::lookup_host((host, port))
+                .await?
+                .collect::<Vec<_>>())
+        })
+    }
+}
+
+#[cfg(test)]
+struct AllowPrivateResolver;
+
+#[cfg(test)]
+impl AddressResolver for AllowPrivateResolver {
+    fn resolve<'a>(&'a self, _host: &'a str, port: u16) -> AddressResolution<'a> {
+        Box::pin(async move { Ok(vec![SocketAddr::from(([8, 8, 8, 8], port))]) })
+    }
+}
+
+impl Resolve for PublicDnsResolver {
+    fn resolve(&self, name: Name) -> Resolving {
+        let host = name.as_str().to_string();
+        Box::pin(async move {
+            let addresses = tokio::net::lookup_host((host.as_str(), 0))
+                .await
+                .map_err(|error| Box::new(error) as Box<dyn std::error::Error + Send + Sync>)?
+                .collect::<Vec<_>>();
+            validate_addresses(&addresses).map_err(|_| {
+                Box::new(io::Error::other("destination rejected by network policy"))
+                    as Box<dyn std::error::Error + Send + Sync>
+            })?;
+            Ok(Box::new(addresses.into_iter()) as Addrs)
+        })
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use std::collections::HashSet;
+    use tokio::io::{AsyncReadExt, AsyncWriteExt};
+    use tokio::net::TcpListener;
+
+    async fn serve(response: &'static [u8]) -> (Url, tokio::task::JoinHandle<()>) {
+        let listener = TcpListener::bind("127.0.0.1:0")
+            .await
+            .expect("test listener binds");
+        let address = listener.local_addr().expect("listener has address");
+        let task = tokio::spawn(async move {
+            let (mut socket, _) = listener.accept().await.expect("accepts request");
+            let mut request = [0_u8; 1024];
+            let bytes_read = socket.read(&mut request).await.expect("reads request");
+            assert!(bytes_read > 0);
+            socket.write_all(response).await.expect("writes response");
+        });
+        (
+            Url::parse(&format!("http://{address}/document")).expect("valid test URL"),
+            task,
+        )
+    }
+
+    async fn serve_named(
+        host: &str,
+        responses: Vec<&'static [u8]>,
+    ) -> (Url, tokio::task::JoinHandle<Vec<String>>, SocketAddr) {
+        let listener = TcpListener::bind("127.0.0.1:0")
+            .await
+            .expect("test listener binds");
+        let address = listener.local_addr().expect("listener has address");
+        let task = tokio::spawn(async move {
+            let mut requests = Vec::with_capacity(responses.len());
+            for response in responses {
+                let (mut socket, _) = listener.accept().await.expect("accepts request");
+                let mut request = [0_u8; 4096];
+                let bytes_read = socket.read(&mut request).await.expect("reads request");
+                requests.push(String::from_utf8_lossy(&request[..bytes_read]).into_owned());
+                socket.write_all(response).await.expect("writes response");
+            }
+            requests
+        });
+        (
+            Url::parse(&format!("http://{host}:{}/document", address.port()))
+                .expect("valid test URL"),
+            task,
+            address,
+        )
+    }
+
+    struct LoopbackDnsResolver(SocketAddr);
+
+    impl Resolve for LoopbackDnsResolver {
+        fn resolve(&self, _name: Name) -> Resolving {
+            let address = self.0;
+            Box::pin(async move { Ok(Box::new(vec![address].into_iter()) as Addrs) })
+        }
+    }
+
+    struct TestAddressResolver {
+        blocked_hosts: HashSet<&'static str>,
+    }
+
+    impl AddressResolver for TestAddressResolver {
+        fn resolve<'a>(&'a self, host: &'a str, port: u16) -> AddressResolution<'a> {
+            let blocked = self.blocked_hosts.contains(host);
+            Box::pin(async move {
+                let ip = if blocked {
+                    IpAddr::from([127, 0, 0, 1])
+                } else {
+                    IpAddr::from([8, 8, 8, 8])
+                };
+                Ok(vec![SocketAddr::new(ip, port)])
+            })
+        }
+    }
+
+    fn policy_checked_fetcher(
+        address: SocketAddr,
+        blocked_hosts: HashSet<&'static str>,
+    ) -> MediaFetcher {
+        MediaFetcher::with_resolvers(
+            Arc::new(LoopbackDnsResolver(address)),
+            Arc::new(TestAddressResolver { blocked_hosts }),
+        )
+        .expect("test fetcher builds")
+    }
+
+    fn policy(max_bytes: u64, max_redirects: usize) -> DownloadPolicy {
+        DownloadPolicy {
+            timeout: Duration::from_secs(1),
+            max_bytes,
+            max_redirects,
+        }
+    }
+
+    #[test]
+    fn blocks_non_public_addresses() {
+        for address in [
+            "0.0.0.1",
+            "10.0.0.1",
+            "100.64.0.1",
+            "127.0.0.1",
+            "169.254.1.1",
+            "172.16.0.1",
+            "192.168.0.1",
+            "198.18.0.1",
+            "198.51.100.1",
+            "203.0.113.1",
+            "224.0.0.1",
+            "::1",
+            "fc00::1",
+            "fe80::1",
+            "2001:db8::1",
+            "::ffff:127.0.0.1",
+        ] {
+            assert!(is_blocked_ip(address.parse().expect("valid test address")));
+        }
+        assert!(!is_blocked_ip(
+            "8.8.8.8".parse().expect("valid public address")
+        ));
+    }
+
+    #[tokio::test]
+    async fn fetches_exact_limit_and_normalizes_content_type() {
+        let (url, server) = serve(
+            b"HTTP/1.1 200 OK\r\nContent-Type: application/pdf; charset=binary\r\nContent-Length: 3\r\nConnection: close\r\n\r\nabc",
+        )
+        .await;
+        let client = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .expect("test client builds");
+        let media = MediaFetcher::for_test(client)
+            .fetch(url, policy(3, 0))
+            .await
+            .expect("download succeeds at exact limit");
+        server.await.expect("server completes");
+        assert_eq!(media.bytes, b"abc");
+        assert_eq!(media.content_type, "application/pdf");
+    }
+
+    #[tokio::test]
+    async fn rejects_declared_oversize_body() {
+        let (url, server) = serve(
+            b"HTTP/1.1 200 OK\r\nContent-Type: application/pdf\r\nContent-Length: 3\r\nConnection: close\r\n\r\nabc",
+        )
+        .await;
+        let client = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .expect("test client builds");
+        let error = MediaFetcher::for_test(client)
+            .fetch(url, policy(2, 0))
+            .await
+            .expect_err("oversize body is rejected");
+        server.await.expect("server completes");
+        assert!(matches!(error, MediaError::DownloadTooLarge));
+    }
+
+    #[tokio::test]
+    async fn rejects_streamed_oversize_body() {
+        let (url, server) = serve(
+            b"HTTP/1.1 200 OK\r\nTransfer-Encoding: chunked\r\nConnection: close\r\n\r\n2\r\nab\r\n2\r\ncd\r\n0\r\n\r\n",
+        )
+        .await;
+        let client = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .expect("test client builds");
+        let error = MediaFetcher::for_test(client)
+            .fetch(url, policy(3, 0))
+            .await
+            .expect_err("stream crossing limit is rejected");
+        server.await.expect("server completes");
+        assert!(matches!(error, MediaError::DownloadTooLarge));
+    }
+
+    #[tokio::test]
+    async fn follows_allowed_redirects_and_revalidates_each_destination() {
+        let (url, server, address) = serve_named(
+            "public.test",
+            vec![
+                b"HTTP/1.1 302 Found\r\nLocation: /final\r\nContent-Length: 0\r\n\r\n",
+                b"HTTP/1.1 200 OK\r\nContent-Type: text/plain\r\nContent-Length: 2\r\nConnection: close\r\n\r\nok",
+            ],
+        )
+        .await;
+        let media = policy_checked_fetcher(address, HashSet::new())
+            .fetch(url, policy(2, 1))
+            .await
+            .expect("redirected fetch succeeds");
+        let requests = server.await.expect("server completes");
+        assert_eq!(requests.len(), 2);
+        assert!(requests[1].starts_with("GET /final "));
+        assert_eq!(media.bytes, b"ok");
+    }
+
+    #[tokio::test]
+    async fn blocks_redirected_private_destination_before_second_request() {
+        let (url, server, address) = serve_named(
+            "public.test",
+            vec![b"HTTP/1.1 302 Found\r\nLocation: http://blocked.test/document\r\nContent-Length: 0\r\n\r\n"],
+        )
+        .await;
+        let error = policy_checked_fetcher(address, HashSet::from(["blocked.test"]))
+            .fetch(url, policy(10, 1))
+            .await
+            .expect_err("private redirect is rejected");
+        let requests = server.await.expect("server completes");
+        assert_eq!(requests.len(), 1);
+        assert!(matches!(error, MediaError::BlockedUrl));
+    }
+
+    #[tokio::test]
+    async fn enforces_total_timeout() {
+        let listener = TcpListener::bind("127.0.0.1:0")
+            .await
+            .expect("test listener binds");
+        let address = listener.local_addr().expect("listener has address");
+        let server = tokio::spawn(async move {
+            let (_socket, _) = listener.accept().await.expect("accepts request");
+            tokio::time::sleep(Duration::from_millis(100)).await;
+        });
+        let url = Url::parse(&format!("http://public.test:{}/document", address.port()))
+            .expect("valid test URL");
+        let error = policy_checked_fetcher(address, HashSet::new())
+            .fetch(
+                url,
+                DownloadPolicy {
+                    timeout: Duration::from_millis(20),
+                    max_bytes: 10,
+                    max_redirects: 0,
+                },
+            )
+            .await
+            .expect_err("fetch times out");
+        server.await.expect("server completes");
+        assert!(matches!(error, MediaError::Timeout));
+    }
+
+    #[tokio::test]
+    async fn document_client_does_not_send_ambient_credentials() {
+        let (url, server, address) = serve_named(
+            "public.test",
+            vec![b"HTTP/1.1 200 OK\r\nContent-Length: 2\r\nConnection: close\r\n\r\nok"],
+        )
+        .await;
+        policy_checked_fetcher(address, HashSet::new())
+            .fetch(url, policy(2, 0))
+            .await
+            .expect("fetch succeeds");
+        let requests = server.await.expect("server completes");
+        assert!(!requests[0].to_ascii_lowercase().contains("authorization:"));
+        assert!(!requests[0].to_ascii_lowercase().contains("api-key:"));
+    }
+
+    #[tokio::test]
+    async fn rejects_url_credentials_before_network_access() {
+        let fetcher = MediaFetcher::new().expect("media fetcher builds");
+        let url =
+            Url::parse("https://user:password@8.8.8.8/document").expect("credentialed URL parses");
+        assert!(matches!(
+            fetcher.validate_url(&url).await,
+            Err(MediaError::BlockedUrl)
+        ));
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/azure/cohere.rs b/litellm-rust/crates/core/src/ocr/adapters/azure/cohere.rs
new file mode 100644
index 00000000000..4c8455a171c
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/azure/cohere.rs
@@ -0,0 +1,131 @@
+use super::super::OcrAdapter;
+use crate::Error;
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::cohere::{
+    CohereParams, CohereResponse, transform_request, transform_response, validate_document,
+};
+use crate::ocr::document::{inline_remote_document, validate_inline_document};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{credential_env, transform_request_body};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+use crate::providers::azure_ai::auth::AzureAuthInputs;
+use crate::url_utils::ApiUrl;
+
+const AZURE_AI_API_BASE_ENV: &str = "AZURE_AI_API_BASE";
+
+pub(crate) struct AzureCohereAdapter;
+
+impl OcrAdapter for AzureCohereAdapter {
+    type ProviderResponse = CohereResponse;
+    const PROVIDER: OcrProvider = OcrProvider::AzureAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let params = super::super::super::wire::decode_request_value::<CohereParams>(
+            serde_json::Value::Object(request.optional_params.clone()),
+            "optional_params",
+        )?;
+        let mut config = AzureAuthInputs::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        config.azure_ad_token_provider = request.azure_ad_token_provider.clone();
+        let base = request
+            .connection
+            .api_base
+            .clone()
+            .or_else(|| credential_env(AZURE_AI_API_BASE_ENV))
+            .filter(|base| !base.trim().is_empty())
+            .ok_or_else(|| {
+                Error::Auth(
+                    "Missing Azure AI API Base - Set AZURE_AI_API_BASE or pass api_base".into(),
+                )
+            })?;
+        let headers =
+            super::validate_ai_environment(&request.connection, &config, &credential_env).await?;
+        validate_document(&request.document)?;
+        let remote = request.document.source().starts_with("http://")
+            || request.document.source().starts_with("https://");
+        let document = inline_remote_document(
+            client.document_fetcher(),
+            request.document.clone(),
+            &request.connection,
+        )
+        .await?;
+        let body = transform_request(&request.model, document, params)?;
+        transform_request_body(
+            client,
+            request,
+            &complete_url(&base)?,
+            &headers,
+            !remote,
+            body,
+            |body| {
+                validate_document(&body.document)?;
+                validate_inline_document(&body.document)
+            },
+        )
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        transform_response(&request.model, response)
+    }
+}
+
+fn complete_url(base: &str) -> Result<String, OcrError> {
+    let mut url = reqwest::Url::parse(base).map_err(|_| invalid_api_base())?;
+    if !matches!(url.scheme(), "http" | "https") {
+        return Err(invalid_api_base().into());
+    }
+    let path = url.path().trim_end_matches('/').to_string();
+    if path.ends_with("/v2/parse") {
+        url.set_path(&path);
+        return Ok(url.into());
+    }
+    url.set_path(path.strip_suffix("/models").unwrap_or(&path));
+    ApiUrl::parse(url.as_str())
+        .and_then(|url| url.complete_path(&["providers", "cohere", "v2", "parse"]))
+        .map(|url| url.into_string())
+        .map_err(|_| invalid_api_base().into())
+}
+
+fn invalid_api_base() -> OcrRequestError {
+    OcrRequestError::RequestField {
+        path: "api_base".into(),
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn completes_foundry_urls_without_duplicate_paths_and_preserves_queries() {
+        for suffix in [
+            "",
+            "/models",
+            "/providers/cohere/v2",
+            "/providers/cohere/v2/parse",
+        ] {
+            assert_eq!(
+                complete_url(&format!("https://example.com{suffix}?tenant=a")).unwrap(),
+                "https://example.com/providers/cohere/v2/parse?tenant=a"
+            );
+        }
+        assert_eq!(
+            complete_url("https://example.com/v2/parse?tenant=a").unwrap(),
+            "https://example.com/v2/parse?tenant=a"
+        );
+        assert!(complete_url("relative/path").is_err());
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/mod.rs b/litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/mod.rs
new file mode 100644
index 00000000000..e90c27ba59d
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/mod.rs
@@ -0,0 +1,215 @@
+use super::super::OcrAdapter;
+use crate::Error;
+use crate::auth::{InputSource, Sourced};
+use crate::constants::{AZURE_DI_API_VERSION, AZURE_DI_SUBSCRIPTION_HEADER};
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::document_intelligence::{
+    self, AzureDocumentIntelligenceOperation, DocumentIntelligenceParams,
+};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{credential_env, transform_request_body};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrConnection, OcrResponseFormat};
+use crate::providers::azure_ai::auth::AzureAuthInputs;
+use crate::url_utils::ApiUrl;
+
+mod polling;
+
+const AZURE_DI_API_KEY_ENV: &str = "AZURE_DOCUMENT_INTELLIGENCE_API_KEY";
+const AZURE_DI_ENDPOINT_ENV: &str = "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT";
+
+#[derive(Clone, Debug)]
+pub(crate) struct AzureDocumentIntelligenceAdapter;
+
+impl OcrAdapter for AzureDocumentIntelligenceAdapter {
+    type ProviderResponse = AzureDocumentIntelligenceOperation;
+    const PROVIDER: OcrProvider = OcrProvider::AzureAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let params = map_ocr_params(request)?;
+        let mut config = AzureAuthInputs::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        config.azure_ad_token_provider = request.azure_ad_token_provider.clone();
+        let headers = validate_environment(&request.connection, &config, &credential_env).await?;
+        let endpoint = nonblank(request.connection.api_base.clone())
+            .or_else(|| nonblank(credential_env(AZURE_DI_ENDPOINT_ENV)))
+            .ok_or_else(|| Error::Auth("Missing Azure Document Intelligence API Base - Set AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT or pass api_base".into()))?;
+        let url = get_complete_url(&endpoint, &request.model, &params)?;
+        let body = document_intelligence::transform_ocr_request(request.document.clone())?;
+        transform_request_body(client, request, &url, &headers, false, body, |_| Ok(())).await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        document_intelligence::transform_ocr_response(&request.model, response)
+    }
+
+    async fn read_response(
+        &self,
+        client: &OcrClient,
+        response: reqwest::Response,
+        url: &str,
+        headers: &[(String, String)],
+        request: &LiteLLMOcrRequest,
+    ) -> Result<crate::ocr::wire::DecodedOcrResponse<Self::ProviderResponse>, OcrError> {
+        polling::read_operation_response(
+            client.polling_http(),
+            response,
+            url,
+            headers,
+            &request.connection,
+            request.response_format()? == OcrResponseFormat::Native,
+            &request.hooks,
+        )
+        .await
+    }
+}
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+fn map_ocr_params(
+    request: &LiteLLMOcrRequest,
+) -> Result<DocumentIntelligenceParams, OcrRequestError> {
+    let params = document_intelligence::decode_input_params(
+        request.optional_params.clone(),
+        "optional_params",
+    )?;
+    let crate::ocr::prepare::ParsedProviderParams {
+        known: params,
+        extra_params: _extra_params,
+    } = params;
+    document_intelligence::map_ocr_params(params)
+}
+
+fn get_complete_url(
+    endpoint: &str,
+    model: &str,
+    params: &DocumentIntelligenceParams,
+) -> Result<String, OcrError> {
+    let model = format!("{}:analyze", model_id(model)?);
+    ApiUrl::parse(endpoint)
+        .and_then(|url| url.complete_path(&["documentintelligence", "documentModels", &model]))
+        .map(|url| {
+            url.append_query_pairs(
+                [("api-version", AZURE_DI_API_VERSION)]
+                    .into_iter()
+                    .chain(params.pages.iter().map(|pages| ("pages", pages.as_str())))
+                    .chain(
+                        params
+                            .features
+                            .iter()
+                            .map(|features| ("features", features.as_str())),
+                    ),
+            )
+            .into_string()
+        })
+        .map_err(|_| OcrRequestError::RequestField {
+            path: "api_base".into(),
+        })
+        .map_err(OcrError::from)
+}
+
+async fn validate_environment(
+    connection: &OcrConnection,
+    config: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Vec<(String, String)>, OcrError> {
+    if crate::http_utils::has_header(&connection.extra_headers, "authorization")
+        || crate::http_utils::has_header(&connection.extra_headers, AZURE_DI_SUBSCRIPTION_HEADER)
+    {
+        super::validate_destination(connection, connection.extra_headers_source)?;
+        return Ok(connection.extra_headers.clone());
+    }
+    let key = nonblank(connection.api_key.clone())
+        .map(|value| Sourced::new(value, connection.api_key_source))
+        .or_else(|| {
+            nonblank(env_lookup(AZURE_DI_API_KEY_ENV))
+                .map(|value| Sourced::new(value, InputSource::Environment))
+        });
+    if let Some(key) = key {
+        super::validate_destination(connection, key.source())?;
+        return Ok(
+            std::iter::once((AZURE_DI_SUBSCRIPTION_HEADER.into(), key.into_value()))
+                .chain(connection.extra_headers.clone())
+                .collect(),
+        );
+    }
+    let token = super::resolve_entra(config, env_lookup)
+        .await?
+        .ok_or(Error::MissingAzureDocumentIntelligenceCredentials)?;
+    super::validate_destination(connection, token.source())?;
+    Ok(
+        std::iter::once(("Authorization".into(), format!("Bearer {}", token.value())))
+            .chain(connection.extra_headers.clone())
+            .collect(),
+    )
+}
+
+fn model_id(model: &str) -> Result<&str, OcrRequestError> {
+    let model = model.rsplit('/').next().unwrap_or(model);
+    if matches!(model, "." | "..") {
+        return Err(OcrRequestError::DotModel);
+    }
+    Ok(model)
+}
+
+fn nonblank(value: Option<String>) -> Option<String> {
+    value
+        .map(|value| value.trim().to_string())
+        .filter(|value| !value.is_empty())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[tokio::test]
+    async fn request_endpoint_cannot_receive_environment_key() {
+        let connection = OcrConnection {
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let error = validate_environment(&connection, &Default::default(), &|name| {
+            (name == AZURE_DI_API_KEY_ENV).then(|| "environment-key".into())
+        })
+        .await
+        .unwrap_err();
+
+        assert!(
+            error
+                .to_string()
+                .contains("request-controlled Azure endpoint")
+        );
+    }
+
+    #[tokio::test]
+    async fn request_endpoint_accepts_request_owned_key() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            api_key_source: InputSource::Request,
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let headers = validate_environment(&connection, &Default::default(), &|_| None)
+            .await
+            .unwrap();
+
+        assert_eq!(
+            headers[0],
+            (AZURE_DI_SUBSCRIPTION_HEADER.into(), "request-key".into())
+        );
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/polling.rs b/litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/polling.rs
new file mode 100644
index 00000000000..6ed1e4441d4
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/azure/document_intelligence/polling.rs
@@ -0,0 +1,119 @@
+use std::sync::Arc;
+use std::time::Duration;
+
+use reqwest::Url;
+use tokio::time::Instant;
+
+use crate::constants::{AZURE_DI_SUBSCRIPTION_HEADER, OCR_POLL_RETRY_SECS};
+use crate::ocr::client::read_json_response;
+use crate::ocr::codecs::document_intelligence::{
+    AzureDocumentIntelligenceOperation, OperationStatus,
+};
+use crate::ocr::error::{OcrError, OcrPollingError, OcrResponseError};
+use crate::ocr::hooks::OcrHooks;
+use crate::ocr::types::OcrConnection;
+use crate::ocr::wire::DecodedOcrResponse;
+
+pub(super) async fn read_operation_response(
+    http_client: &reqwest::Client,
+    response: reqwest::Response,
+    original_url: &str,
+    headers: &[(String, String)],
+    connection: &OcrConnection,
+    native: bool,
+    hooks: &Arc<dyn OcrHooks>,
+) -> Result<DecodedOcrResponse<AzureDocumentIntelligenceOperation>, OcrError> {
+    if response.status() != reqwest::StatusCode::ACCEPTED {
+        let bytes =
+            crate::ocr::client::read_response_bytes(response, connection.max_response_bytes)
+                .await?;
+        crate::ocr::handler::post_call(hooks, &bytes).await?;
+        return Ok(crate::ocr::wire::decode_response(&bytes, native)?);
+    }
+    let location = response
+        .headers()
+        .get("operation-location")
+        .and_then(|value| value.to_str().ok())
+        .ok_or(OcrPollingError::PollLocation)?
+        .to_string();
+    let original = Url::parse(original_url).map_err(|_| OcrPollingError::PollOrigin)?;
+    let operation = Url::parse(&location).map_err(|_| OcrPollingError::PollOrigin)?;
+    if original.origin() != operation.origin()
+        || !operation.username().is_empty()
+        || operation.password().is_some()
+    {
+        return Err(OcrPollingError::PollOrigin.into());
+    }
+    let bytes =
+        crate::ocr::client::read_response_bytes(response, connection.max_response_bytes).await?;
+    crate::ocr::handler::post_call(hooks, &bytes).await?;
+    poll_operation(http_client, operation, headers, connection, native, hooks).await
+}
+
+async fn poll_operation(
+    http_client: &reqwest::Client,
+    url: Url,
+    headers: &[(String, String)],
+    connection: &OcrConnection,
+    native: bool,
+    hooks: &Arc<dyn OcrHooks>,
+) -> Result<DecodedOcrResponse<AzureDocumentIntelligenceOperation>, OcrError> {
+    let deadline = Instant::now()
+        .checked_add(connection.poll_timeout)
+        .ok_or(OcrPollingError::PollTimeout)?;
+    loop {
+        let remaining = deadline
+            .checked_duration_since(Instant::now())
+            .filter(|remaining| !remaining.is_zero())
+            .ok_or(OcrPollingError::PollTimeout)?;
+        let builder = http_client
+            .get(url.clone())
+            .timeout(remaining.min(connection.timeout));
+        let builder = crate::http_utils::with_headers(
+            builder,
+            headers,
+            crate::http_utils::HeaderPolicy::Only(&[AZURE_DI_SUBSCRIPTION_HEADER, "authorization"]),
+        );
+        let response = tokio::time::timeout_at(deadline, crate::http_utils::http_request(builder))
+            .await
+            .map_err(|_| OcrPollingError::PollTimeout)?
+            .map_err(crate::error::TransportError::from)?;
+        let retry = response
+            .headers()
+            .get(reqwest::header::RETRY_AFTER)
+            .and_then(|value| value.to_str().ok())
+            .and_then(|value| value.parse::<u64>().ok())
+            .unwrap_or(OCR_POLL_RETRY_SECS)
+            .max(1);
+        let decoded = tokio::time::timeout_at(
+            deadline,
+            read_json_response::<AzureDocumentIntelligenceOperation>(
+                response,
+                native,
+                connection.max_response_bytes,
+            ),
+        )
+        .await
+        .map_err(|_| OcrPollingError::PollTimeout)??;
+        match &decoded.data.status {
+            Some(OperationStatus::Succeeded) => {
+                crate::ocr::handler::post_call(hooks, decoded.text.as_bytes()).await?;
+                return Ok(decoded);
+            }
+            Some(OperationStatus::Running | OperationStatus::NotStarted) => {
+                tokio::time::timeout_at(deadline, tokio::time::sleep(Duration::from_secs(retry)))
+                    .await
+                    .map_err(|_| OcrPollingError::PollTimeout)?;
+            }
+            status => {
+                return Err(OcrResponseError::OperationStatus(
+                    status
+                        .as_ref()
+                        .map(ToString::to_string)
+                        .unwrap_or_else(|| "None".into()),
+                )
+                .into());
+            }
+        }
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/azure/mistral.rs b/litellm-rust/crates/core/src/ocr/adapters/azure/mistral.rs
new file mode 100644
index 00000000000..8639590b05c
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/azure/mistral.rs
@@ -0,0 +1,229 @@
+use super::super::OcrAdapter;
+use crate::Error;
+use crate::auth::{InputSource, Sourced};
+use crate::constants::AZURE_AI_OCR_PATH;
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::mistral::{self, MistralOcrParams, MistralOcrResponse};
+use crate::ocr::document::{inline_remote_document, validate_inline_document};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, credential_env, transform_request_body,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrConnection};
+use crate::providers::azure_ai::auth::AzureAuthInputs;
+use crate::url_utils::ApiUrl;
+
+const AZURE_AI_API_KEY_ENV: &str = "AZURE_AI_API_KEY";
+const AZURE_AI_API_BASE_ENV: &str = "AZURE_AI_API_BASE";
+
+#[derive(Clone, Debug)]
+pub(crate) struct AzureMistralAdapter;
+
+impl OcrAdapter for AzureMistralAdapter {
+    type ProviderResponse = MistralOcrResponse;
+    const PROVIDER: OcrProvider = OcrProvider::AzureAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let ParsedProviderParams {
+            known: params,
+            extra_params: _extra_params,
+        } = _prepare_ocr_request::<MistralOcrParams>(request)?;
+        let mut config = AzureAuthInputs::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        config.azure_ad_token_provider = request.azure_ad_token_provider.clone();
+        let url = get_complete_url(request.connection.api_base.as_deref(), &credential_env)?;
+        let headers = validate_environment(&request.connection, &config, &credential_env).await?;
+        let retains_document = !request.document.source().starts_with("http://")
+            && !request.document.source().starts_with("https://");
+        let document = inline_remote_document(
+            client.document_fetcher(),
+            request.document.clone(),
+            &request.connection,
+        )
+        .await?;
+        let body = mistral::transform_ocr_request(&request.model, document, &params)?;
+        transform_request_body(
+            client,
+            request,
+            &url,
+            &headers,
+            retains_document,
+            body,
+            |body| validate_inline_document(&body.document),
+        )
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        mistral::transform_ocr_response(&request.model, response)
+    }
+}
+
+fn get_complete_url(
+    api_base: Option<&str>,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<String, OcrError> {
+    let base = nonblank(api_base.map(str::to_string))
+        .or_else(|| nonblank(env_lookup(AZURE_AI_API_BASE_ENV)))
+        .ok_or_else(|| Error::Auth(
+            "Missing Azure AI API Base - Set AZURE_AI_API_BASE environment variable or pass api_base parameter".into(),
+        ))?;
+    let path: Vec<&str> = AZURE_AI_OCR_PATH.trim_matches('/').split('/').collect();
+    ApiUrl::parse(&base)
+        .and_then(|url| url.complete_path(&path))
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+pub(in crate::ocr::adapters) async fn validate_environment(
+    connection: &OcrConnection,
+    config: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Vec<(String, String)>, OcrError> {
+    if crate::http_utils::has_header(&connection.extra_headers, "authorization") {
+        if config.azure_ad_token_provider.is_some() {
+            super::resolve_entra(config, env_lookup).await?;
+        }
+        super::validate_destination(connection, connection.extra_headers_source)?;
+        return Ok(connection.extra_headers.clone());
+    }
+    let key = nonblank(connection.api_key.clone())
+        .map(|value| Sourced::new(value, connection.api_key_source))
+        .or_else(|| {
+            nonblank(env_lookup(AZURE_AI_API_KEY_ENV))
+                .map(|value| Sourced::new(value, InputSource::Environment))
+        });
+    if let Some(key) = key {
+        super::validate_destination(connection, key.source())?;
+        return Ok(bearer_headers(connection, key.value()));
+    }
+    let key = super::resolve_entra(config, env_lookup)
+        .await?
+        .ok_or(Error::MissingAzureAiCredentials)?;
+    super::validate_destination(connection, key.source())?;
+    Ok(bearer_headers(connection, key.value()))
+}
+
+fn bearer_headers(connection: &OcrConnection, key: &str) -> Vec<(String, String)> {
+    std::iter::once(("Authorization".into(), format!("Bearer {key}")))
+        .chain(connection.extra_headers.clone())
+        .collect()
+}
+
+fn nonblank(value: Option<String>) -> Option<String> {
+    value
+        .map(|value| value.trim().to_string())
+        .filter(|value| !value.is_empty())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn completes_azure_path_and_preserves_query() {
+        assert_eq!(
+            get_complete_url(Some("https://example.com/?tenant=a"), &|_| None).unwrap(),
+            "https://example.com/providers/mistral/azure/ocr?tenant=a"
+        );
+        assert_eq!(
+            get_complete_url(
+                Some("https://example.com/providers/mistral/azure/ocr"),
+                &|_| None
+            )
+            .unwrap(),
+            "https://example.com/providers/mistral/azure/ocr"
+        );
+    }
+
+    #[tokio::test]
+    async fn supplied_authorization_precedes_keys() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            extra_headers: vec![("authorization".into(), "Bearer prepared".into())],
+            ..Default::default()
+        };
+        assert_eq!(
+            validate_environment(&connection, &Default::default(), &|_| {
+                Some("environment-key".into())
+            })
+            .await
+            .unwrap(),
+            connection.extra_headers
+        );
+    }
+
+    #[tokio::test]
+    async fn request_key_precedes_environment_key() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            ..Default::default()
+        };
+        assert_eq!(
+            validate_environment(&connection, &Default::default(), &|_| {
+                Some("environment-key".into())
+            })
+            .await
+            .unwrap()[0],
+            ("Authorization".into(), "Bearer request-key".into())
+        );
+    }
+
+    #[tokio::test]
+    async fn request_endpoint_cannot_receive_environment_key() {
+        let connection = OcrConnection {
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let error = validate_environment(&connection, &Default::default(), &|name| {
+            (name == AZURE_AI_API_KEY_ENV).then(|| "environment-key".into())
+        })
+        .await
+        .unwrap_err();
+
+        assert!(
+            error
+                .to_string()
+                .contains("request-controlled Azure endpoint")
+        );
+    }
+
+    #[tokio::test]
+    async fn request_endpoint_accepts_request_owned_key() {
+        let connection = OcrConnection {
+            api_key: Some("request-key".into()),
+            api_key_source: InputSource::Request,
+            api_base: Some("https://request.example".into()),
+            api_base_source: InputSource::Request,
+            ..Default::default()
+        };
+
+        let headers = validate_environment(&connection, &Default::default(), &|_| None)
+            .await
+            .unwrap();
+
+        assert_eq!(
+            headers[0],
+            ("Authorization".into(), "Bearer request-key".into())
+        );
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/azure/mod.rs b/litellm-rust/crates/core/src/ocr/adapters/azure/mod.rs
new file mode 100644
index 00000000000..3d30ae6d6bd
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/azure/mod.rs
@@ -0,0 +1,56 @@
+mod cohere;
+mod document_intelligence;
+mod mistral;
+
+use std::sync::OnceLock;
+
+use crate::Error;
+use crate::auth::error::AuthConfigurationError;
+use crate::auth::{InputSource, Sourced};
+use crate::ocr::error::OcrError;
+use crate::ocr::types::OcrConnection;
+use crate::providers::azure_ai::auth::{AzureAuthInputs, AzureAuthService};
+
+pub(crate) use cohere::AzureCohereAdapter;
+pub(crate) use document_intelligence::AzureDocumentIntelligenceAdapter;
+pub(crate) use mistral::AzureMistralAdapter;
+pub(super) use mistral::validate_environment as validate_ai_environment;
+
+async fn resolve_entra(
+    config: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Option<Sourced<String>>, Error> {
+    static SERVICE: OnceLock<AzureAuthService> = OnceLock::new();
+    SERVICE
+        .get_or_init(AzureAuthService::default)
+        .get_azure_ad_token(config, env_lookup)
+        .await
+        .or_else(|error| match error {
+            crate::AuthError::EmptyAzureToken => Ok(None),
+            other => Err(other),
+        })
+        .map(|credential| {
+            credential.map(|credential| {
+                let source = credential.source();
+                let value = credential.value().secret().expose().to_string();
+                Sourced::new(value, source)
+            })
+        })
+        .map_err(Error::from)
+}
+
+fn validate_destination(
+    connection: &OcrConnection,
+    credential_source: InputSource,
+) -> Result<(), OcrError> {
+    if connection.api_base.is_some()
+        && connection.api_base_source == InputSource::Request
+        && credential_source != InputSource::Request
+    {
+        return Err(Error::from(crate::AuthError::Configuration(
+            AuthConfigurationError::RequestAzureCredentialDestination,
+        ))
+        .into());
+    }
+    Ok(())
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/cohere.rs b/litellm-rust/crates/core/src/ocr/adapters/cohere.rs
new file mode 100644
index 00000000000..933ead7f7f7
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/cohere.rs
@@ -0,0 +1,123 @@
+use super::OcrAdapter;
+use crate::Error;
+use crate::constants::{COHERE_API_KEY_ENV, COHERE_PARSE_API_BASE};
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::cohere::{
+    CohereParams, CohereResponse, transform_request, transform_response, validate_document,
+};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{credential_env, transform_request_body};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrConnection};
+use crate::url_utils::ApiUrl;
+
+pub(crate) struct CohereAdapter;
+
+impl OcrAdapter for CohereAdapter {
+    type ProviderResponse = CohereResponse;
+    const PROVIDER: OcrProvider = OcrProvider::Cohere;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let params = super::super::wire::decode_request_value::<CohereParams>(
+            serde_json::Value::Object(request.optional_params.clone()),
+            "optional_params",
+        )?;
+        let headers = validate_environment(&request.connection, &credential_env)?;
+        let url = complete_url(
+            request
+                .connection
+                .api_base
+                .as_deref()
+                .unwrap_or(COHERE_PARSE_API_BASE),
+        )?;
+        let body = transform_request(&request.model, request.document.clone(), params)?;
+        transform_request_body(client, request, &url, &headers, true, body, |body| {
+            validate_document(&body.document)
+        })
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        transform_response(&request.model, response)
+    }
+}
+
+fn complete_url(base: &str) -> Result<String, OcrError> {
+    let parsed = reqwest::Url::parse(base).map_err(|_| invalid_api_base())?;
+    if !matches!(parsed.scheme(), "http" | "https") {
+        return Err(invalid_api_base().into());
+    }
+    ApiUrl::parse(base)
+        .and_then(|url| url.complete_path(&["v2", "parse"]))
+        .map(|url| url.into_string())
+        .map_err(|_| invalid_api_base().into())
+}
+
+fn invalid_api_base() -> OcrRequestError {
+    OcrRequestError::RequestField {
+        path: "api_base".into(),
+    }
+}
+
+fn validate_environment(
+    connection: &OcrConnection,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Vec<(String, String)>, OcrError> {
+    if crate::http_utils::has_header(&connection.extra_headers, "authorization") {
+        return Ok(connection.extra_headers.clone());
+    }
+    let key = connection
+        .api_key
+        .as_deref()
+        .map(str::trim)
+        .filter(|key| !key.is_empty())
+        .map(str::to_string)
+        .or_else(|| env_lookup(COHERE_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
+        .ok_or_else(|| {
+            Error::Auth("Missing COHERE_API_KEY - set it in the environment or pass api_key".into())
+        })?;
+    Ok(
+        std::iter::once(("Authorization".into(), format!("Bearer {key}")))
+            .chain(connection.extra_headers.clone())
+            .collect(),
+    )
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn completes_provider_urls_without_duplicate_paths_and_preserves_queries() {
+        for suffix in ["", "/v2", "/v2/parse"] {
+            assert_eq!(
+                complete_url(&format!("https://example.com{suffix}?tenant=a")).unwrap(),
+                "https://example.com/v2/parse?tenant=a"
+            );
+        }
+    }
+
+    #[test]
+    fn rejects_invalid_urls_and_blank_keys() {
+        assert!(complete_url("relative/path").is_err());
+        assert!(complete_url("ftp://example.com").is_err());
+        assert!(matches!(
+            validate_environment(
+                &OcrConnection {
+                    api_key: Some("  ".into()),
+                    ..Default::default()
+                },
+                &|_| None,
+            ),
+            Err(OcrError::Public(Error::Auth(_)))
+        ));
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/mistral.rs b/litellm-rust/crates/core/src/ocr/adapters/mistral.rs
index ea569ffb34f..cdbc2c3effc 100644
--- a/litellm-rust/crates/core/src/ocr/adapters/mistral.rs
+++ b/litellm-rust/crates/core/src/ocr/adapters/mistral.rs
@@ -33,7 +33,7 @@ impl OcrAdapter for MistralAdapter {
         let url = get_complete_url(request.connection.api_base.as_deref())?;
         let body =
             mistral::transform_ocr_request(&request.model, request.document.clone(), &params)?;
-        transform_request_body(client, request, &url, &headers, body, |_| Ok(())).await
+        transform_request_body(client, request, &url, &headers, true, body, |_| Ok(())).await
     }
 
     fn transform_ocr_response(
diff --git a/litellm-rust/crates/core/src/ocr/adapters/mod.rs b/litellm-rust/crates/core/src/ocr/adapters/mod.rs
index 7dfb08b4dc2..d473fcad280 100644
--- a/litellm-rust/crates/core/src/ocr/adapters/mod.rs
+++ b/litellm-rust/crates/core/src/ocr/adapters/mod.rs
@@ -5,12 +5,19 @@ use serde::de::DeserializeOwned;
 use super::OcrClient;
 use super::error::{OcrError, OcrResponseError};
 use super::registry::OcrProvider;
-use super::types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrResponseFormat};
-use super::wire::DecodedOcrResponse;
+use super::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
 
+mod azure;
+mod cohere;
 mod mistral;
+mod reducto;
+mod vertex;
 
+pub(crate) use azure::{AzureCohereAdapter, AzureDocumentIntelligenceAdapter, AzureMistralAdapter};
+pub(crate) use cohere::CohereAdapter;
 pub(crate) use mistral::MistralAdapter;
+pub(crate) use reducto::{ReductoLegacyAdapter, ReductoV3Adapter};
+pub(crate) use vertex::{VertexDeepSeekAdapter, VertexMistralAdapter};
 
 /// Converts a complete LiteLLM OCR call to provider HTTP and normalizes its response.
 pub(crate) trait OcrAdapter: Send + Sync + Sized + 'static {
@@ -49,19 +56,34 @@ pub(crate) trait OcrAdapter: Send + Sync + Sized + 'static {
         _url: &str,
         _headers: &[(String, String)],
         request: &LiteLLMOcrRequest,
-    ) -> impl Future<Output = Result<DecodedOcrResponse<Self::ProviderResponse>, OcrError>> + Send
-    {
-        let retain_native = request
-            .response_format()
-            .map(|format| format == OcrResponseFormat::Native);
-        async move { super::client::read_json_response(response, retain_native?).await }
+    ) -> impl Future<
+        Output = Result<super::wire::DecodedOcrResponse<Self::ProviderResponse>, OcrError>,
+    > + Send {
+        async move {
+            let bytes =
+                super::client::read_response_bytes(response, request.connection.max_response_bytes)
+                    .await?;
+            super::handler::post_call(&request.hooks, &bytes).await?;
+            Ok(super::wire::decode_response(
+                &bytes,
+                request.response_format()? == super::types::OcrResponseFormat::Native,
+            )?)
+        }
     }
 }
 
 macro_rules! for_each_ocr_adapter {
     ($callback:ident) => {
         $callback! {
+            Cohere, $crate::ocr::adapters::CohereAdapter, $crate::ocr::adapters::CohereAdapter, Cohere;
+            AzureCohere, $crate::ocr::adapters::AzureCohereAdapter, $crate::ocr::adapters::AzureCohereAdapter, AzureAi;
             Mistral, $crate::ocr::adapters::MistralAdapter, $crate::ocr::adapters::MistralAdapter, Mistral;
+            AzureMistral, $crate::ocr::adapters::AzureMistralAdapter, $crate::ocr::adapters::AzureMistralAdapter, AzureAi;
+            AzureDocumentIntelligence, $crate::ocr::adapters::AzureDocumentIntelligenceAdapter, $crate::ocr::adapters::AzureDocumentIntelligenceAdapter, AzureAi;
+            ReductoLegacy, $crate::ocr::adapters::ReductoLegacyAdapter, $crate::ocr::adapters::ReductoLegacyAdapter, Reducto;
+            ReductoV3, $crate::ocr::adapters::ReductoV3Adapter, $crate::ocr::adapters::ReductoV3Adapter, Reducto;
+            VertexMistral, $crate::ocr::adapters::VertexMistralAdapter, $crate::ocr::adapters::VertexMistralAdapter, VertexAi;
+            VertexDeepSeek, $crate::ocr::adapters::VertexDeepSeekAdapter, $crate::ocr::adapters::VertexDeepSeekAdapter, VertexAi;
         }
     };
 }
diff --git a/litellm-rust/crates/core/src/ocr/adapters/reducto/legacy.rs b/litellm-rust/crates/core/src/ocr/adapters/reducto/legacy.rs
new file mode 100644
index 00000000000..8889bcd1b45
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/reducto/legacy.rs
@@ -0,0 +1,45 @@
+use super::super::OcrAdapter;
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::reducto::{self, ReductoLegacyParams, ReductoResponse};
+use crate::ocr::error::{OcrError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, build_http_request, credential_env,
+    guardrail_document, merge_extra_params,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+
+#[derive(Clone, Debug)]
+pub(crate) struct ReductoLegacyAdapter;
+
+impl OcrAdapter for ReductoLegacyAdapter {
+    type ProviderResponse = ReductoResponse;
+    const PROVIDER: OcrProvider = OcrProvider::Reducto;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let ParsedProviderParams {
+            known: params,
+            extra_params,
+        } = _prepare_ocr_request::<ReductoLegacyParams>(request)?;
+        let headers = super::validate_environment(&request.connection, &credential_env)?;
+        let url = super::get_complete_url(request.connection.api_base.as_deref(), "parse")?;
+        let (document, headers) = guardrail_document(request, &url, &headers).await?;
+        let document =
+            super::prepare_document(client, document, &request.connection, &headers).await?;
+        let body = reducto::transform_legacy_ocr_request(&request.model, document, &params)?;
+        let body = merge_extra_params(&body, extra_params)?;
+        build_http_request(client, request, &url, &headers, &body)
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        reducto::transform_ocr_response(&request.model, response)
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/reducto/mod.rs b/litellm-rust/crates/core/src/ocr/adapters/reducto/mod.rs
new file mode 100644
index 00000000000..2dafe291674
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/reducto/mod.rs
@@ -0,0 +1,148 @@
+mod legacy;
+mod v3;
+
+use crate::Error;
+use crate::constants::{REDUCTO_API_BASE, REDUCTO_API_KEY_ENV, REDUCTO_ID_PREFIX};
+use crate::ocr::document::InlineDocument;
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::types::{OcrConnection, OcrDocument};
+use crate::url_utils::ApiUrl;
+
+pub(crate) use legacy::ReductoLegacyAdapter;
+pub(crate) use v3::ReductoV3Adapter;
+
+pub(super) fn get_complete_url(api_base: Option<&str>, path: &str) -> Result<String, OcrError> {
+    let base = api_base
+        .map(str::trim)
+        .filter(|base| !base.is_empty())
+        .unwrap_or(REDUCTO_API_BASE);
+    ApiUrl::parse(base)
+        .and_then(|url| url.complete_path(&[path]))
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+pub(super) fn validate_environment(
+    connection: &OcrConnection,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+) -> Result<Vec<(String, String)>, OcrError> {
+    if crate::http_utils::has_header(&connection.extra_headers, "authorization") {
+        return Ok(connection.extra_headers.clone());
+    }
+    let api_key = connection
+        .api_key
+        .as_deref()
+        .map(str::trim)
+        .filter(|key| !key.is_empty())
+        .map(str::to_string)
+        .or_else(|| {
+            env_lookup(REDUCTO_API_KEY_ENV)
+                .map(|key| key.trim().to_string())
+                .filter(|key| !key.is_empty())
+        })
+        .ok_or(Error::MissingReductoApiKey)?;
+    Ok(
+        std::iter::once(("Authorization".into(), format!("Bearer {api_key}")))
+            .chain(connection.extra_headers.clone())
+            .collect(),
+    )
+}
+
+pub(super) async fn prepare_document(
+    client: &crate::ocr::OcrClient,
+    document: OcrDocument,
+    connection: &OcrConnection,
+    headers: &[(String, String)],
+) -> Result<OcrDocument, OcrError> {
+    if document.source().starts_with(REDUCTO_ID_PREFIX) {
+        if document.source()[REDUCTO_ID_PREFIX.len()..]
+            .trim()
+            .is_empty()
+        {
+            return Err(OcrRequestError::RequestField {
+                path: "document file id".into(),
+            }
+            .into());
+        }
+        return Ok(document);
+    }
+    let inline = InlineDocument::parse(document.source())?.ok_or(OcrRequestError::ReductoSource)?;
+    let mime = inline.mime_type().to_string();
+    let bytes = inline.decode(crate::constants::OCR_INLINE_MAX_BYTES)?;
+    let part = reqwest::multipart::Part::bytes(bytes)
+        .file_name("document")
+        .mime_str(&mime)
+        .map_err(|_| OcrRequestError::InvalidDataUri)?;
+    let builder = client
+        .provider_http()
+        .post(get_complete_url(connection.api_base.as_deref(), "upload")?)
+        .multipart(reqwest::multipart::Form::new().part("file", part))
+        .timeout(connection.timeout);
+    let builder = crate::http_utils::with_headers(
+        builder,
+        headers,
+        crate::http_utils::HeaderPolicy::Except(&["content-type", "content-length"]),
+    );
+    let response = crate::http_utils::http_request(builder)
+        .await
+        .map_err(crate::error::TransportError::from)?;
+    let uploaded = crate::ocr::client::read_json_response::<
+        crate::ocr::codecs::reducto::ReductoUploadResponse,
+    >(response, false, connection.max_response_bytes)
+    .await?
+    .data;
+    let file_id = uploaded
+        .file_id
+        .as_deref()
+        .map(str::trim)
+        .filter(|id| !id.is_empty());
+    let Some(file_id) = file_id else {
+        return Err(OcrResponseError::ResponseField {
+            path: "file_id".into(),
+        }
+        .into());
+    };
+    Ok(document.with_source(file_id.to_string()))
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn explicit_key_precedes_environment_key() {
+        let connection = OcrConnection {
+            api_key: Some("passed-key".into()),
+            ..Default::default()
+        };
+        let headers = validate_environment(&connection, &|_| Some("env-key".into())).unwrap();
+        assert_eq!(headers[0].1, "Bearer passed-key");
+    }
+
+    #[test]
+    fn blank_explicit_key_uses_environment_key() {
+        let connection = OcrConnection {
+            api_key: Some(" ".into()),
+            ..Default::default()
+        };
+        let headers = validate_environment(&connection, &|_| Some(" env-key ".into())).unwrap();
+        assert_eq!(headers[0].1, "Bearer env-key");
+    }
+
+    #[test]
+    fn existing_authorization_skips_key_lookup() {
+        let connection = OcrConnection {
+            extra_headers: vec![("authorization".into(), "Bearer existing".into())],
+            ..Default::default()
+        };
+        assert_eq!(
+            validate_environment(&connection, &|_| None).unwrap(),
+            connection.extra_headers
+        );
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/reducto/v3.rs b/litellm-rust/crates/core/src/ocr/adapters/reducto/v3.rs
new file mode 100644
index 00000000000..c272d31b67e
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/reducto/v3.rs
@@ -0,0 +1,45 @@
+use super::super::OcrAdapter;
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::reducto::{self, ReductoResponse, ReductoV3Params};
+use crate::ocr::error::{OcrError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, build_http_request, credential_env,
+    guardrail_document, merge_extra_params,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+
+#[derive(Clone, Debug)]
+pub(crate) struct ReductoV3Adapter;
+
+impl OcrAdapter for ReductoV3Adapter {
+    type ProviderResponse = ReductoResponse;
+    const PROVIDER: OcrProvider = OcrProvider::Reducto;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        let ParsedProviderParams {
+            known: params,
+            extra_params,
+        } = _prepare_ocr_request::<ReductoV3Params>(request)?;
+        let headers = super::validate_environment(&request.connection, &credential_env)?;
+        let url = super::get_complete_url(request.connection.api_base.as_deref(), "parse")?;
+        let (document, headers) = guardrail_document(request, &url, &headers).await?;
+        let document =
+            super::prepare_document(client, document, &request.connection, &headers).await?;
+        let body = reducto::transform_v3_ocr_request(&request.model, document, &params)?;
+        let body = merge_extra_params(&body, extra_params)?;
+        build_http_request(client, request, &url, &headers, &body)
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        reducto::transform_ocr_response(&request.model, response)
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/vertex/deepseek.rs b/litellm-rust/crates/core/src/ocr/adapters/vertex/deepseek.rs
new file mode 100644
index 00000000000..d16b3e7f386
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/vertex/deepseek.rs
@@ -0,0 +1,140 @@
+use super::super::OcrAdapter;
+use super::validate_destination;
+use crate::Error;
+use crate::auth::vertex::{self, VertexConfig};
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::deepseek::{self, DeepSeekOcrParams, DeepSeekOcrResponse};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, credential_env, transform_request_body,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+use crate::url_utils::ApiUrl;
+const DEFAULT_API_BASE: &str = "https://aiplatform.googleapis.com";
+const MODEL_NAMESPACE: &str = "deepseek-ai";
+const DEFAULT_LOCATION: &str = "us-central1";
+
+#[derive(Clone, Debug)]
+pub(crate) struct VertexDeepSeekAdapter;
+
+impl OcrAdapter for VertexDeepSeekAdapter {
+    type ProviderResponse = DeepSeekOcrResponse;
+    const PROVIDER: OcrProvider = OcrProvider::VertexAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        validate_destination(&request.connection)?;
+        let ParsedProviderParams {
+            known: params,
+            extra_params: _extra_params,
+        } = _prepare_ocr_request::<DeepSeekOcrParams>(request)?;
+        let config = VertexConfig::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        let authentication = client
+            .vertex_auth()
+            .validate_environment(
+                request.connection.extra_headers.clone(),
+                request.connection.api_key.as_deref(),
+                &config,
+                &credential_env,
+            )
+            .await
+            .map_err(Error::from)?;
+        let location = vertex::get_vertex_ai_location(&config, &credential_env)
+            .unwrap_or_else(|| DEFAULT_LOCATION.to_string());
+        let url = get_complete_url(
+            request.connection.api_base.as_deref(),
+            &authentication.project_id,
+            &location,
+        )?;
+        let document = request.document.clone();
+        let body =
+            deepseek::transform_ocr_request(&provider_model(&request.model), document, &params)?;
+        transform_request_body(
+            client,
+            request,
+            &url,
+            &authentication.headers,
+            false,
+            body,
+            |_| Ok(()),
+        )
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        deepseek::transform_ocr_response(&request.model, response)
+    }
+}
+
+fn provider_model(model: &str) -> String {
+    if model.starts_with(&format!("{MODEL_NAMESPACE}/")) {
+        model.to_string()
+    } else {
+        format!("{MODEL_NAMESPACE}/{model}")
+    }
+}
+
+fn get_complete_url(
+    api_base: Option<&str>,
+    project: &str,
+    location: &str,
+) -> Result<String, OcrError> {
+    let base = api_base
+        .map(str::trim)
+        .filter(|base| !base.is_empty())
+        .unwrap_or(DEFAULT_API_BASE);
+    ApiUrl::parse(base)
+        .and_then(|url| {
+            url.complete_path(&[
+                "v1",
+                "projects",
+                project,
+                "locations",
+                location,
+                "endpoints",
+                "openapi",
+                "chat",
+                "completions",
+            ])
+        })
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+#[cfg(test)]
+mod tests {
+    use super::{get_complete_url, provider_model};
+
+    #[test]
+    fn adapter_owns_model_namespace_and_endpoint() {
+        assert_eq!(
+            provider_model("deepseek-ocr-maas"),
+            "deepseek-ai/deepseek-ocr-maas"
+        );
+        assert_eq!(
+            provider_model("deepseek-ai/deepseek-ocr-maas"),
+            "deepseek-ai/deepseek-ocr-maas"
+        );
+        assert_eq!(
+            get_complete_url(None, "proj-1", "europe-west4").unwrap(),
+            "https://aiplatform.googleapis.com/v1/projects/proj-1/locations/europe-west4/endpoints/openapi/chat/completions"
+        );
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/vertex/mistral.rs b/litellm-rust/crates/core/src/ocr/adapters/vertex/mistral.rs
new file mode 100644
index 00000000000..88c61725cee
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/vertex/mistral.rs
@@ -0,0 +1,157 @@
+use super::super::OcrAdapter;
+use super::validate_destination;
+use crate::Error;
+use crate::auth::vertex::{self, VertexConfig};
+use crate::ocr::OcrClient;
+use crate::ocr::codecs::mistral::{self, MistralOcrParams, MistralOcrResponse};
+use crate::ocr::document::{inline_remote_document, validate_inline_document};
+use crate::ocr::error::{OcrError, OcrRequestError, OcrResponseError};
+use crate::ocr::prepare::{
+    _prepare_ocr_request, ParsedProviderParams, credential_env, transform_request_body,
+};
+use crate::ocr::registry::OcrProvider;
+use crate::ocr::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
+use crate::url_utils::ApiUrl;
+const DEFAULT_LOCATION: &str = "us-central1";
+
+#[derive(Clone, Debug)]
+pub(crate) struct VertexMistralAdapter;
+
+impl OcrAdapter for VertexMistralAdapter {
+    type ProviderResponse = MistralOcrResponse;
+    const PROVIDER: OcrProvider = OcrProvider::VertexAi;
+
+    async fn prepare_request(
+        &self,
+        request: &LiteLLMOcrRequest,
+        client: &OcrClient,
+    ) -> Result<reqwest::Request, OcrError> {
+        validate_destination(&request.connection)?;
+        let ParsedProviderParams {
+            known: params,
+            extra_params: _extra_params,
+        } = _prepare_ocr_request::<MistralOcrParams>(request)?;
+        let config = VertexConfig::from_sourced_optional_params(
+            &request.optional_params,
+            &request.input_sources,
+        )
+        .map_err(Error::from)?;
+        let authentication = client
+            .vertex_auth()
+            .validate_environment(
+                request.connection.extra_headers.clone(),
+                request.connection.api_key.as_deref(),
+                &config,
+                &credential_env,
+            )
+            .await
+            .map_err(Error::from)?;
+        let location = vertex::get_vertex_ai_location(&config, &credential_env)
+            .unwrap_or_else(|| DEFAULT_LOCATION.to_string());
+        let url = get_complete_url(
+            request.connection.api_base.as_deref(),
+            &authentication.project_id,
+            &location,
+            &request.model,
+        )?;
+        let retains_document = !request.document.source().starts_with("http://")
+            && !request.document.source().starts_with("https://");
+        let document = inline_remote_document(
+            client.document_fetcher(),
+            request.document.clone(),
+            &request.connection,
+        )
+        .await?;
+        let body = mistral::transform_ocr_request(&request.model, document, &params)?;
+        transform_request_body(
+            client,
+            request,
+            &url,
+            &authentication.headers,
+            retains_document,
+            body,
+            |body| validate_inline_document(&body.document),
+        )
+        .await
+    }
+
+    fn transform_ocr_response(
+        &self,
+        request: &LiteLLMOcrRequest,
+        response: Self::ProviderResponse,
+    ) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+        mistral::transform_ocr_response(&request.model, response)
+    }
+}
+
+fn get_complete_url(
+    api_base: Option<&str>,
+    project: &str,
+    location: &str,
+    model: &str,
+) -> Result<String, OcrError> {
+    validate_location(location)?;
+    let default_base = format!("https://{location}-aiplatform.googleapis.com");
+    let base = api_base
+        .map(str::trim)
+        .filter(|base| !base.is_empty())
+        .unwrap_or(&default_base);
+    let prediction = format!("{model}:rawPredict");
+    ApiUrl::parse(base)
+        .and_then(|url| {
+            url.complete_path(&[
+                "v1",
+                "projects",
+                project,
+                "locations",
+                location,
+                "publishers",
+                "mistralai",
+                "models",
+                &prediction,
+            ])
+        })
+        .map(|url| url.into_string())
+        .map_err(|_| {
+            OcrRequestError::RequestField {
+                path: "api_base".into(),
+            }
+            .into()
+        })
+}
+
+fn validate_location(location: &str) -> Result<(), OcrError> {
+    let valid = !location.is_empty()
+        && location
+            .bytes()
+            .all(|value| value.is_ascii_lowercase() || value.is_ascii_digit() || value == b'-')
+        && location
+            .as_bytes()
+            .first()
+            .is_some_and(u8::is_ascii_alphanumeric)
+        && location
+            .as_bytes()
+            .last()
+            .is_some_and(u8::is_ascii_alphanumeric);
+    if valid {
+        return Ok(());
+    }
+    Err(OcrRequestError::RequestField {
+        path: "vertex_location".into(),
+    }
+    .into())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::get_complete_url;
+
+    #[test]
+    fn endpoint_uses_location_project_and_model() {
+        assert_eq!(
+            get_complete_url(None, "proj-1", "europe-west4", "mistral-ocr-maas").unwrap(),
+            "https://europe-west4-aiplatform.googleapis.com/v1/projects/proj-1/locations/europe-west4/publishers/mistralai/models/mistral-ocr-maas:rawPredict"
+        );
+        assert!(get_complete_url(None, "proj-1", "attacker.example/path", "model").is_err());
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/adapters/vertex/mod.rs b/litellm-rust/crates/core/src/ocr/adapters/vertex/mod.rs
new file mode 100644
index 00000000000..270c41e647d
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/adapters/vertex/mod.rs
@@ -0,0 +1,21 @@
+mod deepseek;
+mod mistral;
+
+use crate::Error;
+use crate::auth::InputSource;
+use crate::auth::error::AuthConfigurationError;
+use crate::ocr::error::OcrError;
+use crate::ocr::types::OcrConnection;
+
+pub(crate) use deepseek::VertexDeepSeekAdapter;
+pub(crate) use mistral::VertexMistralAdapter;
+
+fn validate_destination(connection: &OcrConnection) -> Result<(), OcrError> {
+    if connection.api_base.is_some() && connection.api_base_source == InputSource::Request {
+        return Err(Error::from(crate::AuthError::Configuration(
+            AuthConfigurationError::RequestVertexCredentialDestination,
+        ))
+        .into());
+    }
+    Ok(())
+}
diff --git a/litellm-rust/crates/core/src/ocr/client.rs b/litellm-rust/crates/core/src/ocr/client.rs
index 36bfc036bae..394ca778d2f 100644
--- a/litellm-rust/crates/core/src/ocr/client.rs
+++ b/litellm-rust/crates/core/src/ocr/client.rs
@@ -1,24 +1,39 @@
 use std::sync::OnceLock;
 use std::time::Duration;
 
+use bytes::{Bytes, BytesMut};
 use serde::de::DeserializeOwned;
 
-use super::error::OcrError;
-use super::handler::perform_ocr_request;
+use super::error::{OcrError, OcrResponseError};
 use super::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
 use super::wire::{DecodedOcrResponse, decode_response};
 use crate::Error;
+use crate::auth::vertex::VertexAuth;
 use crate::constants::OCR_CONNECT_TIMEOUT_SECS;
 use crate::error::TransportError;
+use crate::media::MediaFetcher;
 
 #[derive(Clone)]
 pub struct OcrClient {
     provider_http: reqwest::Client,
+    polling_http: reqwest::Client,
+    document_fetcher: MediaFetcher,
+    vertex_auth: VertexAuth,
 }
 
 impl OcrClient {
     pub fn new(provider_http: reqwest::Client) -> Result<Self, TransportError> {
-        Ok(Self { provider_http })
+        let document_fetcher = MediaFetcher::new().map_err(TransportError::from)?;
+        Ok(Self {
+            provider_http,
+            polling_http: no_redirect_http()?,
+            document_fetcher,
+            vertex_auth: VertexAuth::default(),
+        })
+    }
+
+    pub fn shared() -> Result<Self, Error> {
+        shared_client()
     }
 
     #[tracing::instrument(
@@ -28,20 +43,72 @@ impl OcrClient {
         skip_all
     )]
     pub async fn perform(&self, request: LiteLLMOcrRequest) -> Result<LiteLLMOcrResponse, Error> {
-        perform_ocr_request(self, request).await
+        use super::{
+            NativeOutcome, OcrAdmission, OcrCall, OcrCallStep, OcrHookHost, OcrHost,
+            OcrHostOperation, OcrHostResult,
+        };
+
+        let host = OcrHookHost::new(request.hooks.clone());
+        let mut request = Some(request);
+        let NativeOutcome::Completed(mut call) = OcrCall::admit(self.clone(), OcrAdmission::all())
+        else {
+            return Err(Error::InvalidRequest(
+                "native OCR host admission declined".into(),
+            ));
+        };
+        let mut result = None;
+        loop {
+            match call.resume(result.take()).await? {
+                OcrCallStep::Host(OcrHostOperation::ProjectRequest) => {
+                    result = Some(OcrHostResult::Request(Ok((
+                        Box::new(request.take().ok_or_else(|| {
+                            Error::InvalidRequest("OCR request was already projected".into())
+                        })?),
+                        false,
+                    ))))
+                }
+                OcrCallStep::Host(operation) => result = Some(host.invoke(operation).await),
+                OcrCallStep::Complete(response) => return Ok(response),
+            }
+        }
     }
 
     pub(crate) fn provider_http(&self) -> &reqwest::Client {
         &self.provider_http
     }
 
+    pub(crate) fn polling_http(&self) -> &reqwest::Client {
+        &self.polling_http
+    }
+
+    pub(crate) fn document_fetcher(&self) -> &MediaFetcher {
+        &self.document_fetcher
+    }
+
+    pub(crate) fn vertex_auth(&self) -> &VertexAuth {
+        &self.vertex_auth
+    }
+
     #[cfg(test)]
-    pub(crate) fn for_test(provider_http: reqwest::Client) -> Self {
-        Self { provider_http }
+    pub(crate) fn for_test(provider_http: reqwest::Client, document_http: reqwest::Client) -> Self {
+        Self {
+            provider_http,
+            polling_http: no_redirect_http().expect("test polling client builds"),
+            document_fetcher: MediaFetcher::for_test(document_http),
+            vertex_auth: VertexAuth::default(),
+        }
     }
 }
 
-pub async fn ocr(request: LiteLLMOcrRequest) -> Result<LiteLLMOcrResponse, Error> {
+fn no_redirect_http() -> Result<reqwest::Client, TransportError> {
+    reqwest::Client::builder()
+        .connect_timeout(Duration::from_secs(OCR_CONNECT_TIMEOUT_SECS))
+        .redirect(reqwest::redirect::Policy::none())
+        .build()
+        .map_err(TransportError::from)
+}
+
+pub(crate) fn shared_client() -> Result<OcrClient, Error> {
     static CLIENT: OnceLock<Result<OcrClient, TransportError>> = OnceLock::new();
     let client = CLIENT
         .get_or_init(|| {
@@ -52,18 +119,50 @@ pub async fn ocr(request: LiteLLMOcrRequest) -> Result<LiteLLMOcrResponse, Error
                 .and_then(OcrClient::new)
         })
         .clone()?;
-    client.perform(request).await
+    Ok(client)
+}
+
+pub async fn ocr(request: LiteLLMOcrRequest) -> Result<LiteLLMOcrResponse, Error> {
+    shared_client()?.perform(request).await
 }
 
 pub async fn read_json_response<T: DeserializeOwned>(
     response: reqwest::Response,
     native: bool,
+    max_response_bytes: usize,
 ) -> Result<DecodedOcrResponse<T>, OcrError> {
+    let bytes = read_response_bytes(response, max_response_bytes).await?;
+    Ok(decode_response(&bytes, native)?)
+}
+
+pub(crate) async fn read_response_bytes(
+    mut response: reqwest::Response,
+    max_response_bytes: usize,
+) -> Result<Bytes, OcrError> {
     let status = response.status();
-    let bytes = response
-        .bytes()
-        .await
-        .map_err(crate::error::TransportError::from)?;
+    let limit = if status.is_success() {
+        max_response_bytes
+    } else {
+        max_response_bytes.min(4 * (crate::constants::UPSTREAM_ERROR_BODY_MAX_CHARS + 1))
+    };
+    if status.is_success()
+        && response
+            .content_length()
+            .is_some_and(|length| length > limit as u64)
+    {
+        return Err(OcrResponseError::TooLarge { limit }.into());
+    }
+    let mut bytes = BytesMut::new();
+    while let Some(chunk) = response.chunk().await.map_err(transport_error)? {
+        let remaining = limit.saturating_sub(bytes.len());
+        if status.is_success() && chunk.len() > remaining {
+            return Err(OcrResponseError::TooLarge { limit }.into());
+        }
+        bytes.extend_from_slice(&chunk[..chunk.len().min(remaining)]);
+        if !status.is_success() && bytes.len() == limit {
+            break;
+        }
+    }
     if !status.is_success() {
         return Err(crate::error::TransportError::Http {
             status: status.as_u16(),
@@ -71,5 +170,41 @@ pub async fn read_json_response<T: DeserializeOwned>(
         }
         .into());
     }
-    Ok(decode_response(&bytes, native)?)
+    Ok(bytes.freeze())
+}
+
+pub(crate) fn transport_error(error: reqwest::Error) -> Error {
+    if error.is_timeout() {
+        return Error::Http {
+            status: 408,
+            body: "OCR request timed out".into(),
+        };
+    }
+    crate::error::TransportError::from(error).into()
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[tokio::test]
+    async fn request_timeout_has_an_http_408_status() {
+        let listener = tokio::net::TcpListener::bind("127.0.0.1:0").await.unwrap();
+        let address = listener.local_addr().unwrap();
+        let server = tokio::spawn(async move {
+            let _connection = listener.accept().await.unwrap();
+            tokio::time::sleep(Duration::from_secs(1)).await;
+        });
+        let error = reqwest::Client::new()
+            .get(format!("http://{address}"))
+            .timeout(Duration::from_millis(10))
+            .send()
+            .await
+            .unwrap_err();
+        assert!(matches!(
+            transport_error(error),
+            Error::Http { status: 408, .. }
+        ));
+        server.abort();
+    }
 }
diff --git a/litellm-rust/crates/core/src/ocr/codecs/cohere.rs b/litellm-rust/crates/core/src/ocr/codecs/cohere.rs
new file mode 100644
index 00000000000..649432f39d3
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/cohere.rs
@@ -0,0 +1,254 @@
+use serde::{Deserialize, Serialize};
+use serde_json::{Map, Value, json};
+
+use crate::ocr::document::InlineDocument;
+use crate::ocr::error::{OcrRequestError, OcrResponseError};
+use crate::ocr::types::{LiteLLMOcrResponse, OcrDocument};
+
+#[derive(Clone, Copy, Debug, Default, Deserialize, Serialize)]
+#[serde(rename_all = "lowercase")]
+pub(crate) enum OutputFormat {
+    #[default]
+    Markdown,
+    Blocks,
+}
+
+#[derive(Deserialize)]
+pub(crate) struct CohereParams {
+    #[serde(default)]
+    pub output_format: OutputFormat,
+}
+
+#[derive(Deserialize, Serialize)]
+pub(crate) struct CohereRequest {
+    pub model: String,
+    pub document: OcrDocument,
+    pub output_format: OutputFormat,
+}
+
+pub(crate) fn validate_document(document: &OcrDocument) -> Result<(), OcrRequestError> {
+    let OcrDocument::ImageUrl { image_url, .. } = document else {
+        return Err(OcrRequestError::CohereImageOnly);
+    };
+    if image_url.is_empty() {
+        return Err(OcrRequestError::CohereImageOnly);
+    }
+    if let Some(inline) = InlineDocument::parse(image_url)? {
+        if !inline.mime_type().type_.eq_ignore_ascii_case("image") {
+            return Err(OcrRequestError::CohereImageOnly);
+        }
+        inline.decode(crate::constants::OCR_INLINE_MAX_BYTES)?;
+    }
+    Ok(())
+}
+
+#[derive(Deserialize)]
+pub(crate) struct CohereResponse {
+    #[serde(default)]
+    pages: Vec<CoherePage>,
+    meta: Option<CohereMeta>,
+}
+
+#[derive(Deserialize)]
+struct CoherePage {
+    index: Option<i64>,
+    markdown: Option<CohereMarkdown>,
+    blocks: Option<Vec<Map<String, Value>>>,
+}
+
+#[derive(Deserialize)]
+struct CohereMarkdown {
+    #[serde(default)]
+    content: String,
+    images: Option<Vec<Map<String, Value>>>,
+}
+
+#[derive(Deserialize)]
+struct CohereMeta {
+    billed_units: Option<CohereBilledUnits>,
+}
+
+#[derive(Deserialize)]
+struct CohereBilledUnits {
+    pages: Option<i64>,
+}
+
+pub(crate) fn transform_response(
+    model: &str,
+    response: CohereResponse,
+) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+    let pages_processed = response
+        .meta
+        .and_then(|meta| meta.billed_units)
+        .and_then(|units| units.pages)
+        .map(Ok)
+        .unwrap_or_else(|| {
+            i64::try_from(response.pages.len()).map_err(|_| OcrResponseError::NumericRange("pages"))
+        })?;
+    let pages = response
+        .pages
+        .into_iter()
+        .enumerate()
+        .map(|(position, page)| {
+            let index = page.index.map(Ok).unwrap_or_else(|| {
+                i64::try_from(position).map_err(|_| OcrResponseError::NumericRange("page index"))
+            })?;
+            let (content, images) = page
+                .markdown
+                .map(|markdown| {
+                    let images =
+                        markdown
+                            .images
+                            .filter(|images| !images.is_empty())
+                            .map(|images| {
+                                images
+                                    .into_iter()
+                                    .map(|mut image| {
+                                        if let Some(Value::Object(bbox)) =
+                                            image.get("bounding_box").cloned()
+                                        {
+                                            image.insert("bbox".into(), Value::Object(bbox));
+                                        }
+                                        Value::Object(image)
+                                    })
+                                    .collect::<Vec<_>>()
+                            });
+                    (markdown.content, images)
+                })
+                .unwrap_or_default();
+            let mut normalized = json!({"index": index, "markdown": content, "images": images});
+            if let Some(blocks) = page.blocks {
+                normalized["blocks"] = json!(blocks);
+            }
+            Ok(normalized)
+        })
+        .collect::<Result<Vec<_>, OcrResponseError>>()?;
+    Ok(LiteLLMOcrResponse {
+        pages,
+        model: model.into(),
+        document_annotation: None,
+        usage_info: Some(json!({"pages_processed": pages_processed})),
+        object: "ocr".into(),
+        extra_fields: Map::new(),
+        provider_native_response: None,
+    })
+}
+
+pub(crate) fn transform_request(
+    model: &str,
+    document: OcrDocument,
+    params: CohereParams,
+) -> Result<CohereRequest, OcrRequestError> {
+    validate_document(&document)?;
+    Ok(CohereRequest {
+        model: model.into(),
+        document,
+        output_format: params.output_format,
+    })
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn response_normalizes_markdown_images_blocks_and_billed_pages() {
+        let response = serde_json::from_value(json!({
+            "pages": [
+                {
+                    "type":"markdown",
+                    "index":4,
+                    "markdown":{
+                        "content":"receipt",
+                        "images":[{
+                            "id":"image",
+                            "bounding_box":{"top_left_x":1,"bottom_right_x":48},
+                            "bounding_box_normalized":{"top_left_x":0.04,"bottom_right_x":0.15},
+                            "description":"scan",
+                            "category":"logo"
+                        }]
+                    }
+                },
+                {"type":"blocks","blocks":[{"type":"text","text":{"content":"total"}}]}
+            ],
+            "meta":{"api_version":{"version":"2"},"billed_units":{"pages":3}}
+        }))
+        .unwrap();
+        let normalized = transform_response("parse-v5.0", response).unwrap();
+        assert_eq!(normalized.pages[0]["index"], 4);
+        assert_eq!(normalized.pages[0]["markdown"], "receipt");
+        assert_eq!(normalized.pages[0]["images"][0]["bbox"]["top_left_x"], 1);
+        assert_eq!(
+            normalized.pages[0]["images"][0]["bounding_box_normalized"]["bottom_right_x"],
+            0.15
+        );
+        assert_eq!(normalized.pages[0]["images"][0]["description"], "scan");
+        assert_eq!(normalized.pages[0]["images"][0]["category"], "logo");
+        assert_eq!(normalized.pages[1]["index"], 1);
+        assert_eq!(normalized.pages[1]["markdown"], "");
+        assert_eq!(normalized.pages[1]["blocks"][0]["text"]["content"], "total");
+        assert_eq!(normalized.usage_info.unwrap()["pages_processed"], 3);
+    }
+
+    #[test]
+    fn response_defaults_and_invalid_fields() {
+        for value in [
+            json!({}),
+            json!({"meta":null}),
+            json!({"pages":[],"meta":{"billed_units":null}}),
+        ] {
+            let normalized =
+                transform_response("parse", serde_json::from_value(value).unwrap()).unwrap();
+            assert!(normalized.pages.is_empty());
+            assert_eq!(normalized.usage_info.unwrap()["pages_processed"], 0);
+        }
+        for value in [
+            json!({"pages":null}),
+            json!({"pages":[{"markdown":"text"}]}),
+            json!({"pages":[{"index":"bad"}]}),
+        ] {
+            assert!(serde_json::from_value::<CohereResponse>(value).is_err());
+        }
+        let normalized = transform_response(
+            "parse",
+            serde_json::from_value(json!({"pages":[{"markdown":null}]})).unwrap(),
+        )
+        .unwrap();
+        assert_eq!(normalized.usage_info.unwrap()["pages_processed"], 1);
+        assert!(normalized.pages[0]["images"].is_null());
+    }
+
+    #[test]
+    fn request_requires_image_and_supported_output_format() {
+        for value in [
+            json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
+            json!({"type":"image_url","image_url":""}),
+            json!({"type":"image_url","image_url":"data:application/pdf;base64,YQ=="}),
+        ] {
+            assert_eq!(
+                validate_document(&serde_json::from_value(value).unwrap()),
+                Err(OcrRequestError::CohereImageOnly)
+            );
+        }
+        assert!(serde_json::from_value::<CohereParams>(json!({"output_format":"html"})).is_err());
+        for format in ["markdown", "blocks"] {
+            assert!(
+                serde_json::from_value::<CohereParams>(json!({"output_format":format})).is_ok()
+            );
+        }
+        let request = transform_request(
+            "parse-v5.0",
+            serde_json::from_value(json!({
+                "type":"image_url",
+                "image_url":"https://example.com/image.png"
+            }))
+            .unwrap(),
+            serde_json::from_value(json!({})).unwrap(),
+        )
+        .unwrap();
+        assert_eq!(
+            serde_json::to_value(request).unwrap()["output_format"],
+            "markdown"
+        );
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/codecs/deepseek/mod.rs b/litellm-rust/crates/core/src/ocr/codecs/deepseek/mod.rs
new file mode 100644
index 00000000000..682b3addde7
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/deepseek/mod.rs
@@ -0,0 +1,5 @@
+mod transformation;
+mod types;
+
+pub(crate) use transformation::{transform_ocr_request, transform_ocr_response};
+pub(crate) use types::{DeepSeekOcrParams, DeepSeekOcrResponse};
diff --git a/litellm-rust/crates/core/src/ocr/codecs/deepseek/transformation.rs b/litellm-rust/crates/core/src/ocr/codecs/deepseek/transformation.rs
new file mode 100644
index 00000000000..7e8ce63b379
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/deepseek/transformation.rs
@@ -0,0 +1,102 @@
+use serde::de::IntoDeserializer;
+use serde_json::{Value, json};
+
+use super::types::*;
+use crate::ocr::error::{OcrRequestError, OcrResponseError};
+use crate::ocr::types::{LiteLLMOcrResponse, OcrDocument};
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub(crate) fn transform_ocr_request(
+    provider_model: &str,
+    document: OcrDocument,
+    params: &DeepSeekOcrParams,
+) -> Result<DeepSeekOcrRequest, OcrRequestError> {
+    if document.source().is_empty() {
+        return Err(OcrRequestError::MissingDocumentUrl);
+    }
+    let content = OcrDocument::ImageUrl {
+        image_url: document.source().to_string(),
+        extra_fields: serde_json::Map::new(),
+    };
+    Ok(DeepSeekOcrRequest {
+        model: provider_model.to_string(),
+        messages: vec![DeepSeekOcrMessage {
+            role: UserRole::User,
+            content: vec![content],
+        }],
+        params: params.clone(),
+    })
+}
+
+pub(crate) fn transform_ocr_response(
+    model: &str,
+    response: DeepSeekOcrResponse,
+) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+    let content = response
+        .choices
+        .into_iter()
+        .next()
+        .and_then(|choice| choice.message.content)
+        .ok_or(OcrResponseError::EmptyContent)?;
+    let decoded = decode_content(content)?;
+    let pages = match decoded.result.pages {
+        Some(pages) if !pages.is_empty() => pages
+            .into_iter()
+            .map(|page| serde_json::to_value(page).expect("DeepSeek page serializes"))
+            .collect(),
+        _ => vec![json!({
+            "index":0,
+            "markdown":decoded.fallback_markdown,
+            "images":null
+        })],
+    };
+    Ok(LiteLLMOcrResponse {
+        pages,
+        model: decoded.result.model.unwrap_or_else(|| model.to_string()),
+        document_annotation: decoded.result.document_annotation,
+        usage_info: decoded.result.usage_info.or(response.usage),
+        object: "ocr".into(),
+        extra_fields: decoded.result.extra_fields,
+        provider_native_response: None,
+    })
+}
+
+struct DecodedContent {
+    result: DeepSeekOcrResult,
+    fallback_markdown: String,
+}
+
+fn decode_content(content: DeepSeekContent) -> Result<DecodedContent, OcrResponseError> {
+    let (result, fallback_markdown) = match content {
+        DeepSeekContent::Text(text) if text.is_empty() => {
+            return Err(OcrResponseError::EmptyContent);
+        }
+        DeepSeekContent::Text(text) => (decode_json_content(&text)?, text),
+        DeepSeekContent::Object(object) => {
+            let fallback =
+                serde_json::to_string(&object).map_err(|_| OcrResponseError::ResponseField {
+                    path: "choices[0].message.content".into(),
+                })?;
+            (Some(object), fallback)
+        }
+    };
+    Ok(DecodedContent {
+        result: result.unwrap_or_default(),
+        fallback_markdown,
+    })
+}
+
+fn decode_json_content(text: &str) -> Result<Option<DeepSeekOcrResult>, OcrResponseError> {
+    if !text.trim_start().starts_with('{') {
+        return Ok(None);
+    }
+    let value = match serde_json::from_str::<Value>(text) {
+        Ok(value) => value,
+        Err(_) => return Ok(None),
+    };
+    serde_path_to_error::deserialize(value.into_deserializer())
+        .map(Some)
+        .map_err(|error| OcrResponseError::ResponseField {
+            path: format!("choices[0].message.content.{}", error.path()),
+        })
+}
diff --git a/litellm-rust/crates/core/src/ocr/codecs/deepseek/types.rs b/litellm-rust/crates/core/src/ocr/codecs/deepseek/types.rs
new file mode 100644
index 00000000000..0ce2d9913f7
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/deepseek/types.rs
@@ -0,0 +1,95 @@
+use serde::{Deserialize, Serialize};
+use serde_json::{Map, Value};
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrParams {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub stream: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub temperature: Option<f64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub max_tokens: Option<i64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub top_p: Option<f64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub n: Option<i64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub stop: Option<StopSequences>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum StopSequences {
+    One(String),
+    Many(Vec<String>),
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrRequest {
+    pub model: String,
+    pub messages: Vec<DeepSeekOcrMessage>,
+    #[serde(flatten)]
+    pub params: DeepSeekOcrParams,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrMessage {
+    pub role: UserRole,
+    pub content: Vec<crate::ocr::types::OcrDocument>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+#[serde(rename_all = "lowercase")]
+pub(crate) enum UserRole {
+    User,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct DeepSeekOcrResponse {
+    #[serde(default)]
+    pub choices: Vec<DeepSeekChoice>,
+    pub usage: Option<Value>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct DeepSeekChoice {
+    pub message: DeepSeekResponseMessage,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct DeepSeekResponseMessage {
+    pub content: Option<DeepSeekContent>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum DeepSeekContent {
+    Text(String),
+    Object(DeepSeekOcrResult),
+}
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct DeepSeekOcrResult {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub pages: Option<Vec<DeepSeekPage>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub model: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub usage_info: Option<Value>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub document_annotation: Option<Value>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct DeepSeekPage {
+    #[serde(default)]
+    pub index: i64,
+    #[serde(default)]
+    pub markdown: String,
+    pub images: Option<Value>,
+    pub dimensions: Option<Value>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}
diff --git a/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/mod.rs b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/mod.rs
new file mode 100644
index 00000000000..8031f2124a3
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/mod.rs
@@ -0,0 +1,9 @@
+mod params;
+mod transformation;
+mod types;
+
+pub(crate) use params::{decode_input_params, map_ocr_params};
+pub(crate) use transformation::{transform_ocr_request, transform_ocr_response};
+pub(crate) use types::{
+    AzureDocumentIntelligenceOperation, DocumentIntelligenceParams, OperationStatus,
+};
diff --git a/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/params.rs b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/params.rs
new file mode 100644
index 00000000000..9389f93b8e3
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/params.rs
@@ -0,0 +1,219 @@
+use std::collections::BTreeSet;
+
+use serde_json::{Map, Value};
+
+use super::types::{
+    DocumentIntelligenceInputParams, DocumentIntelligenceParams, FeaturesInput, PagesInput,
+};
+use crate::ocr::error::OcrRequestError;
+use crate::ocr::prepare::ParsedProviderParams;
+
+pub(crate) fn decode_input_params(
+    params: Map<String, Value>,
+    prefix: &str,
+) -> Result<ParsedProviderParams<DocumentIntelligenceInputParams>, OcrRequestError> {
+    if let Some(Value::Array(pages)) = params.get("pages") {
+        if pages.iter().any(Value::is_boolean) {
+            return Err(OcrRequestError::Pages("boolean page index".into()));
+        }
+        if pages
+            .iter()
+            .any(|page| page.is_number() && page.as_i64().is_none())
+        {
+            return Err(OcrRequestError::Pages("page index is out of range".into()));
+        }
+        if !pages.iter().all(Value::is_i64) && !pages.iter().all(Value::is_string) {
+            return Err(OcrRequestError::Pages("mixed page element types".into()));
+        }
+    }
+    crate::ocr::wire::decode_request_value(Value::Object(params), prefix)
+}
+
+pub(crate) fn map_ocr_params(
+    params: DocumentIntelligenceInputParams,
+) -> Result<DocumentIntelligenceParams, OcrRequestError> {
+    Ok(DocumentIntelligenceParams {
+        pages: params.pages.map(normalize_pages).transpose()?.flatten(),
+        features: params
+            .features
+            .map(normalize_features)
+            .transpose()?
+            .flatten(),
+    })
+}
+
+fn normalize_pages(pages: PagesInput) -> Result<Option<String>, OcrRequestError> {
+    let normalized = match pages {
+        PagesInput::ZeroBasedIndices(indices) => {
+            if indices.is_empty() {
+                return Ok(None);
+            }
+            indices
+                .into_iter()
+                .map(|page| {
+                    if page < 0 {
+                        return Err(OcrRequestError::Pages("negative page index".into()));
+                    }
+                    page.checked_add(1)
+                        .ok_or_else(|| OcrRequestError::Pages("page index is out of range".into()))
+                })
+                .collect::<Result<BTreeSet<_>, _>>()?
+                .into_iter()
+                .map(|page| page.to_string())
+                .collect::<Vec<_>>()
+                .join(",")
+        }
+        PagesInput::NativeTokens(tokens) => {
+            if tokens.is_empty() {
+                return Ok(None);
+            }
+            tokens
+                .iter()
+                .map(|token| token.trim())
+                .collect::<Vec<_>>()
+                .join(",")
+        }
+        PagesInput::NativeRange(range) => range
+            .split(',')
+            .map(str::trim)
+            .collect::<Vec<_>>()
+            .join(","),
+    };
+    if !normalized.split(',').all(valid_page_token) {
+        return Err(OcrRequestError::Pages("invalid native page range".into()));
+    }
+    Ok(Some(normalized))
+}
+
+fn valid_page_token(token: &str) -> bool {
+    let mut parts = token.split('-');
+    let start = parts.next().unwrap_or_default();
+    if start.is_empty() || !start.chars().all(|character| character.is_ascii_digit()) {
+        return false;
+    }
+    match parts.next() {
+        None => true,
+        Some(end) => {
+            !end.is_empty()
+                && end.chars().all(|character| character.is_ascii_digit())
+                && parts.next().is_none()
+        }
+    }
+}
+
+fn normalize_features(features: FeaturesInput) -> Result<Option<String>, OcrRequestError> {
+    let tokens = match features {
+        FeaturesInput::Names(names) => names,
+        FeaturesInput::CommaSeparated(names) => names.split(',').map(str::to_string).collect(),
+    };
+    if tokens.is_empty() {
+        return Ok(None);
+    }
+    let normalized = tokens.iter().map(|token| token.trim()).collect::<Vec<_>>();
+    if !normalized.iter().all(|token| {
+        let Some((first, rest)) = token.as_bytes().split_first() else {
+            return false;
+        };
+        first.is_ascii_alphabetic() && rest.iter().all(u8::is_ascii_alphanumeric)
+    }) {
+        return Err(OcrRequestError::Features);
+    }
+    Ok(Some(normalized.join(",")))
+}
+
+#[cfg(test)]
+mod tests {
+    use rstest::rstest;
+    use serde_json::{Value, json};
+
+    use super::*;
+
+    fn map(value: Value) -> Result<DocumentIntelligenceParams, OcrRequestError> {
+        let fields = value.as_object().unwrap().clone();
+        map_ocr_params(decode_input_params(fields, "optional_params")?.known)
+    }
+
+    #[test]
+    fn input_params_retain_unknown_fields() {
+        let parsed = decode_input_params(
+            json!({
+                "pages": [0],
+                "future_ocr_option": true,
+                "extra_body": {"provider_option": "value"}
+            })
+            .as_object()
+            .unwrap()
+            .clone(),
+            "optional_params",
+        )
+        .unwrap();
+
+        assert_eq!(
+            parsed.known.pages,
+            Some(PagesInput::ZeroBasedIndices(vec![0]))
+        );
+        assert_eq!(parsed.extra_params["future_ocr_option"], true);
+        assert_eq!(
+            parsed.extra_params["extra_body"],
+            json!({"provider_option": "value"})
+        );
+        assert_eq!(
+            serde_json::to_value(map_ocr_params(parsed.known).unwrap()).unwrap(),
+            json!({"pages": "1", "features": null})
+        );
+    }
+
+    #[rstest]
+    #[case(json!([0, 1, 2]), Some("1,2,3"))]
+    #[case(json!([2, 0, 0, 1]), Some("1,2,3"))]
+    #[case(json!([]), None)]
+    #[case(json!("3-9"), Some("3-9"))]
+    #[case(json!("1-3, 5"), Some("1-3,5"))]
+    #[case(json!(["1", "3-5"]), Some("1,3-5"))]
+    fn page_mapping_matches_python(#[case] input: Value, #[case] expected: Option<&str>) {
+        assert_eq!(
+            map(json!({"pages": input})).unwrap().pages.as_deref(),
+            expected
+        );
+    }
+
+    #[rstest]
+    #[case(json!("a,b"))]
+    #[case(json!([-1]))]
+    #[case(json!([true, false]))]
+    #[case(json!([1, "2"]))]
+    #[case(json!(5))]
+    fn invalid_page_mapping_matches_python(#[case] input: Value) {
+        assert!(map(json!({"pages": input})).is_err());
+    }
+
+    #[rstest]
+    #[case(json!(["keyValuePairs"]), "keyValuePairs")]
+    #[case(json!(["keyValuePairs", "languages"]), "keyValuePairs,languages")]
+    #[case(json!("keyValuePairs"), "keyValuePairs")]
+    #[case(json!("keyValuePairs,languages"), "keyValuePairs,languages")]
+    #[case(json!("keyValuePairs, languages"), "keyValuePairs,languages")]
+    fn feature_mapping_matches_python(#[case] input: Value, #[case] expected: &str) {
+        assert_eq!(
+            map(json!({"features": input})).unwrap().features.as_deref(),
+            Some(expected)
+        );
+    }
+
+    #[rstest]
+    #[case(json!("keyValuePairs&pages=9"))]
+    #[case(json!("key value pairs"))]
+    #[case(json!(""))]
+    #[case(json!([1, 2]))]
+    #[case(json!([["keyValuePairs"]]))]
+    #[case(json!({"feature":"keyValuePairs"}))]
+    #[case(json!(5))]
+    fn invalid_feature_mapping_matches_python(#[case] input: Value) {
+        assert!(map(json!({"features": input})).is_err());
+    }
+
+    #[test]
+    fn empty_feature_list_is_omitted() {
+        assert_eq!(map(json!({"features": []})).unwrap().features, None);
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/transformation.rs b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/transformation.rs
new file mode 100644
index 00000000000..f76a7c2b232
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/transformation.rs
@@ -0,0 +1,108 @@
+use base64::{Engine, engine::general_purpose::STANDARD};
+use serde_json::{Map, Value, json};
+
+use super::types::*;
+use crate::constants::{AZURE_DI_DEFAULT_DPI, AZURE_DI_DEFAULT_HEIGHT, AZURE_DI_DEFAULT_WIDTH};
+use crate::ocr::document::InlineDocument;
+use crate::ocr::error::{OcrRequestError, OcrResponseError};
+use crate::ocr::types::{LiteLLMOcrResponse, OcrDocument};
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub(crate) fn transform_ocr_request(
+    document: OcrDocument,
+) -> Result<DocumentIntelligenceRequest, OcrRequestError> {
+    let source = document.source();
+    if source.is_empty() {
+        return Err(OcrRequestError::MissingDocumentUrl);
+    }
+    Ok(if let Some(document) = InlineDocument::parse(source)? {
+        DocumentIntelligenceRequest::Base64Source(
+            STANDARD.encode(document.decode(crate::constants::OCR_INLINE_MAX_BYTES)?),
+        )
+    } else {
+        DocumentIntelligenceRequest::UrlSource(source.to_string())
+    })
+}
+
+pub(crate) fn transform_ocr_response(
+    model: &str,
+    response: AzureDocumentIntelligenceOperation,
+) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+    if response.status != Some(OperationStatus::Succeeded) {
+        return Err(OcrResponseError::OperationStatus(
+            response
+                .status
+                .map(|status| status.to_string())
+                .unwrap_or_else(|| "None".into()),
+        ));
+    }
+    let result = response.analyze_result.unwrap_or_default();
+    let pages = result
+        .pages
+        .into_iter()
+        .map(normalize_page)
+        .collect::<Result<Vec<_>, _>>()?;
+    let pages_processed = pages.len();
+    let mut extra_fields = Map::new();
+    extra_fields.insert("content".into(), option_value(result.content));
+    extra_fields.insert("tables".into(), option_value(result.tables));
+    extra_fields.insert("keyValuePairs".into(), option_value(result.key_value_pairs));
+    Ok(LiteLLMOcrResponse {
+        pages,
+        model: model.into(),
+        document_annotation: None,
+        usage_info: Some(json!({"pages_processed":pages_processed})),
+        object: "ocr".into(),
+        extra_fields,
+        provider_native_response: None,
+    })
+}
+
+fn normalize_page(page: AzureDocumentIntelligencePage) -> Result<Value, OcrResponseError> {
+    let index = page
+        .page_number
+        .unwrap_or(1)
+        .checked_sub(1)
+        .ok_or(OcrResponseError::NumericRange("page.pageNumber"))?;
+    let scale = if page.unit.as_deref().unwrap_or("inch") == "inch" {
+        AZURE_DI_DEFAULT_DPI as f64
+    } else {
+        1.0
+    };
+    let width = pixel_dimension(
+        page.width.unwrap_or(AZURE_DI_DEFAULT_WIDTH),
+        scale,
+        "page.width",
+    )?;
+    let height = pixel_dimension(
+        page.height.unwrap_or(AZURE_DI_DEFAULT_HEIGHT),
+        scale,
+        "page.height",
+    )?;
+    let markdown = page
+        .lines
+        .iter()
+        .map(|line| line.content.as_deref().unwrap_or_default())
+        .collect::<Vec<_>>()
+        .join("\n");
+    Ok(json!({
+        "index":index,
+        "markdown":markdown,
+        "images":null,
+        "dimensions":{"width":width,"height":height,"dpi":AZURE_DI_DEFAULT_DPI}
+    }))
+}
+
+fn pixel_dimension(value: f64, scale: f64, field: &'static str) -> Result<i64, OcrResponseError> {
+    let value = value * scale;
+    if !value.is_finite() || value < i64::MIN as f64 || value > i64::MAX as f64 {
+        return Err(OcrResponseError::NumericRange(field));
+    }
+    Ok(value.trunc() as i64)
+}
+
+fn option_value<T: serde::Serialize>(value: Option<T>) -> Value {
+    value
+        .and_then(|value| serde_json::to_value(value).ok())
+        .unwrap_or(Value::Null)
+}
diff --git a/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/types.rs b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/types.rs
new file mode 100644
index 00000000000..793f4547e99
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/document_intelligence/types.rs
@@ -0,0 +1,138 @@
+use serde::{Deserialize, Deserializer, Serialize};
+use serde_json::{Map, Value};
+
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum PagesInput {
+    ZeroBasedIndices(Vec<i64>),
+    NativeTokens(Vec<String>),
+    NativeRange(String),
+}
+
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum FeaturesInput {
+    Names(Vec<String>),
+    CommaSeparated(String),
+}
+
+#[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)]
+pub(crate) struct DocumentIntelligenceInputParams {
+    pub pages: Option<PagesInput>,
+    pub features: Option<FeaturesInput>,
+}
+
+#[derive(Clone, Debug, PartialEq, Serialize)]
+pub(crate) struct DocumentIntelligenceParams {
+    pub pages: Option<String>,
+    pub features: Option<String>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) enum DocumentIntelligenceRequest {
+    #[serde(rename = "urlSource")]
+    UrlSource(String),
+    #[serde(rename = "base64Source")]
+    Base64Source(String),
+}
+
+#[derive(Clone, Debug, PartialEq)]
+pub(crate) enum OperationStatus {
+    Succeeded,
+    Running,
+    NotStarted,
+    Failed,
+    Unknown(String),
+}
+
+impl<'de> Deserialize<'de> for OperationStatus {
+    fn deserialize<D: Deserializer<'de>>(deserializer: D) -> Result<Self, D::Error> {
+        Ok(match String::deserialize(deserializer)?.as_str() {
+            "succeeded" => Self::Succeeded,
+            "running" => Self::Running,
+            "notStarted" => Self::NotStarted,
+            "failed" => Self::Failed,
+            value => Self::Unknown(value.to_string()),
+        })
+    }
+}
+
+impl std::fmt::Display for OperationStatus {
+    fn fmt(&self, formatter: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        formatter.write_str(match self {
+            Self::Succeeded => "succeeded",
+            Self::Running => "running",
+            Self::NotStarted => "notStarted",
+            Self::Failed => "failed",
+            Self::Unknown(value) => value,
+        })
+    }
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct AzureDocumentIntelligenceOperation {
+    pub status: Option<OperationStatus>,
+    #[serde(rename = "analyzeResult")]
+    pub analyze_result: Option<AzureDocumentIntelligenceAnalyzeResult>,
+}
+
+#[derive(Clone, Debug, Default, Deserialize)]
+pub(crate) struct AzureDocumentIntelligenceAnalyzeResult {
+    pub content: Option<String>,
+    #[serde(default)]
+    pub pages: Vec<AzureDocumentIntelligencePage>,
+    pub tables: Option<Vec<Map<String, Value>>>,
+    #[serde(rename = "keyValuePairs")]
+    pub key_value_pairs: Option<Vec<Map<String, Value>>>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct AzureDocumentIntelligencePage {
+    #[serde(rename = "pageNumber", default, deserialize_with = "optional_i64")]
+    pub page_number: Option<i64>,
+    #[serde(default, deserialize_with = "optional_f64")]
+    pub width: Option<f64>,
+    #[serde(default, deserialize_with = "optional_f64")]
+    pub height: Option<f64>,
+    pub unit: Option<String>,
+    #[serde(default)]
+    pub lines: Vec<AzureDocumentIntelligenceLine>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct AzureDocumentIntelligenceLine {
+    pub content: Option<String>,
+}
+
+fn optional_i64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<i64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_i64()
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected an integer")),
+        Some(Value::String(value)) => value
+            .parse::<i64>()
+            .map(Some)
+            .map_err(|_| serde::de::Error::custom("expected an integer")),
+        Some(_) => Err(serde::de::Error::custom("expected an integer")),
+    }
+}
+
+fn optional_f64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<f64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_f64()
+            .filter(|value| value.is_finite())
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected a finite number")),
+        Some(Value::String(value)) => value
+            .parse::<f64>()
+            .ok()
+            .filter(|value| value.is_finite())
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected a finite number")),
+        Some(_) => Err(serde::de::Error::custom("expected a number")),
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/codecs/mistral/transformation.rs b/litellm-rust/crates/core/src/ocr/codecs/mistral/transformation.rs
index cd0a1dc6b17..e60f1f5d3d6 100644
--- a/litellm-rust/crates/core/src/ocr/codecs/mistral/transformation.rs
+++ b/litellm-rust/crates/core/src/ocr/codecs/mistral/transformation.rs
@@ -36,8 +36,105 @@ mod tests {
     use rstest::rstest;
     use serde_json::{Value, json};
 
+    fn mapped_params(value: Value) -> Value {
+        serde_json::to_value(serde_json::from_value::<MistralOcrParams>(value).unwrap()).unwrap()
+    }
+
+    fn document() -> OcrDocument {
+        serde_json::from_value(
+            json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
+        )
+        .unwrap()
+    }
+
+    #[rstest]
+    fn extract_header_is_a_supported_ocr_param() {
+        assert_eq!(
+            mapped_params(json!({"extract_header":true}))["extract_header"],
+            true
+        );
+    }
+
+    #[rstest]
+    fn extract_footer_is_a_supported_ocr_param() {
+        assert_eq!(
+            mapped_params(json!({"extract_footer":false}))["extract_footer"],
+            false
+        );
+    }
+
+    #[rstest]
+    fn existing_ocr_params_remain_supported() {
+        let mapped = mapped_params(json!({
+            "pages":[0,2],
+            "include_image_base64":true,
+            "image_limit":2,
+            "image_min_size":100,
+            "bbox_annotation_format":{"type":"json_schema"},
+            "document_annotation_format":{"type":"json_schema"}
+        }));
+        assert_eq!(mapped["pages"], json!([0, 2]));
+        assert_eq!(mapped["include_image_base64"], true);
+        assert_eq!(mapped["image_limit"], 2);
+        assert_eq!(mapped["image_min_size"], 100);
+        assert_eq!(mapped["bbox_annotation_format"]["type"], "json_schema");
+        assert_eq!(mapped["document_annotation_format"]["type"], "json_schema");
+    }
+
+    #[rstest]
+    fn map_ocr_params_forwards_extract_header() {
+        assert_eq!(
+            mapped_params(json!({"extract_header":true}))["extract_header"],
+            true
+        );
+    }
+
+    #[rstest]
+    fn map_ocr_params_forwards_extract_footer() {
+        assert_eq!(
+            mapped_params(json!({"extract_footer":true}))["extract_footer"],
+            true
+        );
+    }
+
+    #[rstest]
+    fn map_ocr_params_forwards_extract_header_and_footer() {
+        let mapped = mapped_params(json!({"extract_header":true,"extract_footer":false}));
+        assert_eq!(mapped["extract_header"], true);
+        assert_eq!(mapped["extract_footer"], false);
+    }
+
+    #[rstest]
+    fn map_ocr_params_drops_unknown_params() {
+        let mapped = mapped_params(json!({"extract_header":true,"unsupported_param":"value"}));
+        assert_eq!(mapped["extract_header"], true);
+        assert!(mapped.get("unsupported_param").is_none());
+    }
+
+    #[rstest]
+    #[case("table_format", json!("html"))]
+    #[case("confidence_scores_granularity", json!("word"))]
+    #[case("confidence_scores_granularity", json!("block"))]
+    #[case("document_annotation_prompt", json!("extract"))]
+    #[case("include_blocks", json!(true))]
+    #[case("id", json!("req-123"))]
+    fn new_ocr_params_are_supported(#[case] name: &str, #[case] value: Value) {
+        assert_eq!(mapped_params(json!({name:value.clone()}))[name], value);
+    }
+
+    #[rstest]
+    #[case("table_format", json!("html"))]
+    #[case("confidence_scores_granularity", json!("word"))]
+    #[case("document_annotation_prompt", json!("extract"))]
+    #[case("include_blocks", json!(true))]
+    #[case("id", json!("req-123"))]
+    fn map_ocr_params_forwards_new_ocr_params(#[case] name: &str, #[case] value: Value) {
+        assert_eq!(mapped_params(json!({name:value.clone()}))[name], value);
+    }
+
     #[rstest]
     #[case("pages", json!([0, 2]))]
+    #[case("pages", json!("0,2-4"))]
     #[case("include_image_base64", json!(true))]
     #[case("image_limit", json!(2))]
     #[case("image_min_size", json!(100))]
@@ -53,50 +150,102 @@ mod tests {
     fn request_mapping_matches_python(#[case] name: &str, #[case] value: Value) {
         let params: MistralOcrParams =
             serde_json::from_value(json!({name: value.clone()})).unwrap();
-        let document: OcrDocument = serde_json::from_value(
-            json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
-        )
-        .unwrap();
         let result =
-            serde_json::to_value(transform_ocr_request("model", document, &params).unwrap())
+            serde_json::to_value(transform_ocr_request("model", document(), &params).unwrap())
                 .unwrap();
         assert_eq!(result["model"], "model");
         assert_eq!(result[name], value);
     }
 
-    #[test]
-    fn request_mapping_filters_unknown_fields() {
-        let params: MistralOcrParams = serde_json::from_value(json!({"unknown": true})).unwrap();
-        let document: OcrDocument = serde_json::from_value(
-            json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
+    #[rstest]
+    #[case("table_format", json!("html"))]
+    #[case("confidence_scores_granularity", json!("word"))]
+    #[case("document_annotation_prompt", json!("extract"))]
+    #[case("id", json!("req-123"))]
+    #[case("extract_header", json!(true))]
+    #[case("include_blocks", json!(true))]
+    #[case("pages", json!([0,1]))]
+    fn transform_ocr_request_includes_each_optional_param(
+        #[case] name: &str,
+        #[case] value: Value,
+    ) {
+        let params: MistralOcrParams = serde_json::from_value(json!({name:value.clone()})).unwrap();
+        let result = serde_json::to_value(
+            transform_ocr_request("mistral-ocr-latest", document(), &params).unwrap(),
         )
         .unwrap();
-        let result =
-            serde_json::to_value(transform_ocr_request("model", document, &params).unwrap())
-                .unwrap();
-        assert!(result.get("unknown").is_none());
+        assert_eq!(result[name], value);
+        assert_eq!(result["model"], "mistral-ocr-latest");
     }
 
-    #[test]
-    fn response_preserves_provider_fields() {
+    #[rstest]
+    fn transform_ocr_request_includes_multiple_new_params() {
+        let params: MistralOcrParams = serde_json::from_value(json!({
+            "table_format":"html",
+            "confidence_scores_granularity":"page",
+            "extract_header":true
+        }))
+        .unwrap();
+        let result = serde_json::to_value(
+            transform_ocr_request("mistral-ocr-latest", document(), &params).unwrap(),
+        )
+        .unwrap();
+        assert_eq!(result["table_format"], "html");
+        assert_eq!(result["confidence_scores_granularity"], "page");
+        assert_eq!(result["extract_header"], true);
+    }
+
+    #[rstest]
+    fn transform_ocr_response_preserves_blocks_and_confidence_scores() {
         let response: MistralOcrResponse = serde_json::from_value(json!({
-            "pages":[{"index":0,"markdown":"hello","header":"head","confidence_scores":{"mean":0.99}}],
+            "pages":[{
+                "index":0,
+                "markdown":"hello",
+                "images":[{"id":"img-0","image_base64":"data:image/png;base64,AA=="}],
+                "dimensions":{"width":612,"height":792,"dpi":72},
+                "blocks":[{"type":"title","bbox":{"x":1},"confidence_scores":{"mean":0.98}}],
+                "confidence_scores":{"average_page_confidence_score":0.99,"minimum_page_confidence_score":0.97}
+            }],
             "model":"returned-model",
-            "usage_info":{"pages_processed":1,"future_counter":5},
-            "future_response_field":"kept"
+            "document_annotation":"{\"language\":\"en\"}",
+            "usage_info":{"pages_processed":1}
         }))
         .unwrap();
         let result = transform_ocr_response("model", response)
             .unwrap()
             .into_json();
-        assert_eq!(result["pages"][0]["header"], "head");
-        assert_eq!(result["usage_info"]["future_counter"], 5);
-        assert_eq!(result["future_response_field"], "kept");
+        assert_eq!(result["pages"][0]["blocks"][0]["type"], "title");
+        assert_eq!(result["pages"][0]["blocks"][0]["bbox"]["x"], 1);
+        assert_eq!(
+            result["pages"][0]["blocks"][0]["confidence_scores"]["mean"],
+            0.98
+        );
+        assert_eq!(
+            result["pages"][0]["confidence_scores"]["average_page_confidence_score"],
+            0.99
+        );
+        assert_eq!(result["pages"][0]["images"][0]["id"], "img-0");
+        assert_eq!(result["pages"][0]["dimensions"]["dpi"], 72);
         assert_eq!(result["model"], "returned-model");
+        assert_eq!(result["document_annotation"], "{\"language\":\"en\"}");
+        assert_eq!(result["usage_info"]["pages_processed"], 1);
     }
 
-    #[test]
-    fn response_rejects_null_pages() {
-        assert!(serde_json::from_value::<MistralOcrResponse>(json!({"pages":null})).is_err());
+    #[rstest]
+    fn transform_ocr_response_preserves_ocr4_page_fields() {
+        let page = json!({
+            "index":0,
+            "markdown":"table page",
+            "tables":[{"rows":2,"cols":3}],
+            "hyperlinks":["https://example.com"],
+            "header":"header",
+            "footer":"footer"
+        });
+        let response: MistralOcrResponse =
+            serde_json::from_value(json!({"pages":[page.clone()]})).unwrap();
+        let result = transform_ocr_response("model", response)
+            .unwrap()
+            .into_json();
+        assert_eq!(result["pages"][0], page);
     }
 }
diff --git a/litellm-rust/crates/core/src/ocr/codecs/mistral/types.rs b/litellm-rust/crates/core/src/ocr/codecs/mistral/types.rs
index 0e601cd8319..e0bc8a267d2 100644
--- a/litellm-rust/crates/core/src/ocr/codecs/mistral/types.rs
+++ b/litellm-rust/crates/core/src/ocr/codecs/mistral/types.rs
@@ -3,10 +3,17 @@ use serde_json::{Map, Value};
 
 use crate::ocr::types::OcrDocument;
 
+#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
+#[serde(untagged)]
+pub(crate) enum MistralOcrPages {
+    Range(String),
+    Indices(Vec<i64>),
+}
+
 #[derive(Clone, Debug, Default, PartialEq, Serialize, Deserialize)]
 pub(crate) struct MistralOcrParams {
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub pages: Option<Vec<i64>>,
+    pub pages: Option<MistralOcrPages>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub include_image_base64: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
diff --git a/litellm-rust/crates/core/src/ocr/codecs/mod.rs b/litellm-rust/crates/core/src/ocr/codecs/mod.rs
index 170ef5f68a7..639b985b9ae 100644
--- a/litellm-rust/crates/core/src/ocr/codecs/mod.rs
+++ b/litellm-rust/crates/core/src/ocr/codecs/mod.rs
@@ -1 +1,5 @@
+pub(crate) mod cohere;
+pub(crate) mod deepseek;
+pub(crate) mod document_intelligence;
 pub(crate) mod mistral;
+pub(crate) mod reducto;
diff --git a/litellm-rust/crates/core/src/ocr/codecs/reducto/mod.rs b/litellm-rust/crates/core/src/ocr/codecs/reducto/mod.rs
new file mode 100644
index 00000000000..3fff40451c6
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/reducto/mod.rs
@@ -0,0 +1,9 @@
+mod transformation;
+mod types;
+
+pub(crate) use transformation::{
+    transform_legacy_ocr_request, transform_ocr_response, transform_v3_ocr_request,
+};
+pub(crate) use types::{
+    ReductoLegacyParams, ReductoResponse, ReductoUploadResponse, ReductoV3Params,
+};
diff --git a/litellm-rust/crates/core/src/ocr/codecs/reducto/transformation.rs b/litellm-rust/crates/core/src/ocr/codecs/reducto/transformation.rs
new file mode 100644
index 00000000000..7073643f6b6
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/reducto/transformation.rs
@@ -0,0 +1,115 @@
+use std::collections::BTreeMap;
+
+use serde_json::{Value, json};
+
+use super::types::*;
+use crate::ocr::error::{OcrRequestError, OcrResponseError};
+use crate::ocr::types::{LiteLLMOcrResponse, OcrDocument};
+
+#[tracing::instrument(
+    name = "transform_ocr_request",
+    target = "litellm::function_trace",
+    level = "trace",
+    skip_all
+)]
+pub(crate) fn transform_v3_ocr_request(
+    _model: &str,
+    document: OcrDocument,
+    params: &ReductoV3Params,
+) -> Result<ReductoV3Request, OcrRequestError> {
+    Ok(ReductoV3Request {
+        input: document.source().to_string(),
+        params: params.clone(),
+    })
+}
+
+#[tracing::instrument(
+    name = "transform_ocr_request",
+    target = "litellm::function_trace",
+    level = "trace",
+    skip_all
+)]
+pub(crate) fn transform_legacy_ocr_request(
+    _model: &str,
+    document: OcrDocument,
+    params: &ReductoLegacyParams,
+) -> Result<ReductoLegacyRequest, OcrRequestError> {
+    Ok(ReductoLegacyRequest {
+        document_url: document.source().to_string(),
+        options: params.enhance.as_ref().map(|_| params.clone()),
+    })
+}
+
+pub(crate) fn transform_ocr_response(
+    model: &str,
+    response: ReductoResponse,
+) -> Result<LiteLLMOcrResponse, OcrResponseError> {
+    let result = match response.result {
+        Some(result) => result.unwrap_or_default(),
+        None => ReductoResult {
+            chunks: response.chunks,
+        },
+    };
+    let usage = response.usage.unwrap_or_default();
+    Ok(LiteLLMOcrResponse {
+        pages: build_pages(result.chunks.unwrap_or_default()),
+        model: model.to_string(),
+        document_annotation: None,
+        usage_info: Some(json!({
+            "pages_processed": usage.num_pages,
+            "credits": usage.credits,
+        })),
+        object: "ocr".to_string(),
+        extra_fields: serde_json::Map::new(),
+        provider_native_response: None,
+    })
+}
+
+fn build_pages(chunks: Vec<ReductoChunk>) -> Vec<Value> {
+    let blocks_by_page = chunks
+        .iter()
+        .flat_map(|chunk| chunk.blocks.iter().flatten())
+        .filter_map(|block| block.bbox.as_ref()?.page.map(|page| (page, block)))
+        .fold(
+            BTreeMap::<i64, Vec<&ReductoBlock>>::new(),
+            |mut pages, (page, block)| {
+                pages.entry(page).or_default().push(block);
+                pages
+            },
+        );
+    if blocks_by_page.is_empty() {
+        let markdown = join_content(chunks.iter().map(|chunk| chunk.content.as_deref()));
+        return if markdown.is_empty() {
+            Vec::new()
+        } else {
+            vec![page(0, markdown, None)]
+        };
+    }
+    blocks_by_page
+        .into_iter()
+        .map(|(index, blocks)| {
+            let markdown = join_content(blocks.iter().map(|block| block.content.as_deref()));
+            page(
+                index.saturating_sub(1).max(0),
+                markdown,
+                Some(json!(blocks)),
+            )
+        })
+        .collect()
+}
+
+fn join_content<'a>(content: impl Iterator<Item = Option<&'a str>>) -> String {
+    content
+        .flatten()
+        .filter(|text| !text.is_empty())
+        .collect::<Vec<_>>()
+        .join("\n\n")
+}
+
+fn page(index: i64, markdown: String, blocks: Option<Value>) -> Value {
+    let mut result = json!({"index":index,"markdown":markdown,"images":null});
+    if let (Value::Object(fields), Some(blocks)) = (&mut result, blocks) {
+        fields.insert("blocks".into(), blocks);
+    }
+    result
+}
diff --git a/litellm-rust/crates/core/src/ocr/codecs/reducto/types.rs b/litellm-rust/crates/core/src/ocr/codecs/reducto/types.rs
new file mode 100644
index 00000000000..c03720cc8ae
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/codecs/reducto/types.rs
@@ -0,0 +1,128 @@
+use serde::{Deserialize, Deserializer, Serialize};
+use serde_json::{Map, Value};
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct ReductoV3Params {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub formatting: Option<Map<String, Value>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub retrieval: Option<Map<String, Value>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub settings: Option<Map<String, Value>>,
+}
+
+#[derive(Clone, Debug, Default, Serialize, Deserialize)]
+pub(crate) struct ReductoLegacyParams {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub enhance: Option<Map<String, Value>>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoV3Request {
+    pub input: String,
+    #[serde(flatten)]
+    pub params: ReductoV3Params,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoLegacyRequest {
+    pub document_url: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub options: Option<ReductoLegacyParams>,
+}
+
+#[derive(Deserialize)]
+pub(crate) struct ReductoUploadResponse {
+    pub file_id: Option<String>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct ReductoResponse {
+    #[serde(default, deserialize_with = "present_nullable")]
+    pub result: Option<Option<ReductoResult>>,
+    pub usage: Option<ReductoUsage>,
+    #[serde(default)]
+    pub chunks: Option<Vec<ReductoChunk>>,
+}
+
+fn present_nullable<'de, D: Deserializer<'de>, T: Deserialize<'de>>(
+    deserializer: D,
+) -> Result<Option<Option<T>>, D::Error> {
+    Option::<T>::deserialize(deserializer).map(Some)
+}
+
+#[derive(Clone, Debug, Default, Deserialize)]
+pub(crate) struct ReductoResult {
+    pub chunks: Option<Vec<ReductoChunk>>,
+}
+
+#[derive(Clone, Debug, Default, Deserialize)]
+pub(crate) struct ReductoUsage {
+    #[serde(default, deserialize_with = "optional_i64")]
+    pub num_pages: Option<i64>,
+    #[serde(default, deserialize_with = "optional_f64")]
+    pub credits: Option<f64>,
+}
+
+#[derive(Clone, Debug, Deserialize)]
+pub(crate) struct ReductoChunk {
+    pub content: Option<String>,
+    pub blocks: Option<Vec<ReductoBlock>>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoBlock {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub content: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub bbox: Option<ReductoBoundingBox>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}
+
+#[derive(Clone, Debug, Serialize, Deserialize)]
+pub(crate) struct ReductoBoundingBox {
+    #[serde(default, deserialize_with = "optional_i64")]
+    pub page: Option<i64>,
+    #[serde(flatten)]
+    pub extra_fields: Map<String, Value>,
+}
+
+fn optional_i64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<i64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_i64()
+            .or_else(|| number.as_f64().and_then(checked_truncated_i64))
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected an integer")),
+        Some(Value::String(value)) => value
+            .trim()
+            .parse::<i64>()
+            .map(Some)
+            .map_err(|_| serde::de::Error::custom("expected an integer")),
+        Some(Value::Bool(value)) => Ok(Some(i64::from(value))),
+        Some(_) => Ok(None),
+    }
+}
+
+fn optional_f64<'de, D: Deserializer<'de>>(deserializer: D) -> Result<Option<f64>, D::Error> {
+    match Option::<Value>::deserialize(deserializer)? {
+        None | Some(Value::Null) => Ok(None),
+        Some(Value::Number(number)) => number
+            .as_f64()
+            .map(Some)
+            .ok_or_else(|| serde::de::Error::custom("expected a number")),
+        Some(Value::String(value)) => value
+            .trim()
+            .parse::<f64>()
+            .map(Some)
+            .map_err(|_| serde::de::Error::custom("expected a number")),
+        Some(_) => Ok(None),
+    }
+}
+
+fn checked_truncated_i64(value: f64) -> Option<i64> {
+    (value.is_finite() && value >= i64::MIN as f64 && value <= i64::MAX as f64)
+        .then(|| value.trunc() as i64)
+}
diff --git a/litellm-rust/crates/core/src/ocr/document.rs b/litellm-rust/crates/core/src/ocr/document.rs
new file mode 100644
index 00000000000..82a32ac1ab5
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/document.rs
@@ -0,0 +1,375 @@
+use base64::{Engine, engine::general_purpose::STANDARD};
+use data_url::mime::Mime;
+use data_url::{DataUrl, DataUrlError, forgiving_base64::DecodeError};
+use reqwest::Url;
+use serde_json::Map;
+
+use super::error::{OcrError, OcrRequestError, OcrResponseError};
+use super::types::{OcrConnection, OcrDocument};
+use crate::constants::{OCR_INLINE_MAX_BYTES, OCR_MAX_FETCH_REDIRECTS};
+use crate::error::{MediaError, TransportError};
+use crate::media::{DownloadPolicy, MediaFetcher};
+
+pub fn encode_file_document(
+    bytes: &[u8],
+    file_name: Option<&str>,
+    mime_type: Option<&str>,
+) -> Result<OcrDocument, OcrRequestError> {
+    if bytes.is_empty() {
+        return Err(OcrRequestError::EmptyFile);
+    }
+    if bytes.len() > OCR_INLINE_MAX_BYTES {
+        return Err(OcrRequestError::InlineDocumentTooLarge);
+    }
+    if let Some(value) = mime_type
+        && !valid_mime_type(value)
+    {
+        return Err(OcrRequestError::InvalidMimeType(value.into()));
+    }
+    let mime_type = mime_type
+        .map(str::to_string)
+        .or_else(|| file_name.map(|name| mime_type_for_name(name).to_string()))
+        .unwrap_or_else(|| "application/octet-stream".into());
+    let source = format!("data:{mime_type};base64,{}", STANDARD.encode(bytes));
+    Ok(if mime_type.starts_with("image/") {
+        OcrDocument::ImageUrl {
+            image_url: source,
+            extra_fields: Map::new(),
+        }
+    } else {
+        OcrDocument::DocumentUrl {
+            document_url: source,
+            extra_fields: Map::new(),
+        }
+    })
+}
+
+fn valid_mime_type(value: &str) -> bool {
+    let Some((kind, subtype)) = value.split_once('/') else {
+        return false;
+    };
+    !kind.is_empty()
+        && !subtype.is_empty()
+        && kind.chars().chain(subtype.chars()).all(|character| {
+            character.is_alphanumeric() || matches!(character, '.' | '+' | '-' | '_')
+        })
+}
+
+pub fn mime_type_for_name(name: &str) -> &'static str {
+    let extension = std::path::Path::new(name)
+        .extension()
+        .and_then(|value| value.to_str())
+        .unwrap_or_default();
+    match extension.to_ascii_lowercase().as_str() {
+        "pdf" => "application/pdf",
+        "png" => "image/png",
+        "jpg" | "jpeg" => "image/jpeg",
+        "gif" => "image/gif",
+        "webp" => "image/webp",
+        "tiff" | "tif" => "image/tiff",
+        "bmp" => "image/bmp",
+        _ => mime_guess::from_path(name)
+            .first_raw()
+            .unwrap_or("application/octet-stream"),
+    }
+}
+
+pub fn upload_mime_type<'a>(file_name: Option<&str>, content_type: Option<&'a str>) -> &'a str {
+    match content_type
+        .and_then(|value| value.split(';').next())
+        .map(str::trim)
+    {
+        Some(value) if !value.is_empty() && value != "application/octet-stream" => value,
+        _ => file_name
+            .map(mime_type_for_name)
+            .unwrap_or("application/octet-stream"),
+    }
+}
+
+pub(crate) struct InlineDocument<'a>(DataUrl<'a>);
+
+impl<'a> InlineDocument<'a> {
+    pub(crate) fn parse(source: &'a str) -> Result<Option<Self>, OcrRequestError> {
+        match DataUrl::process(source) {
+            Ok(url) => Ok(Some(Self(url))),
+            Err(DataUrlError::NotADataUrl) => Ok(None),
+            Err(DataUrlError::NoComma) => Err(OcrRequestError::InvalidDataUri),
+        }
+    }
+
+    pub(crate) fn mime_type(&self) -> &Mime {
+        self.0.mime_type()
+    }
+
+    pub(crate) fn decode(&self, max_bytes: usize) -> Result<Vec<u8>, OcrRequestError> {
+        let mut body = Vec::new();
+        self.0
+            .decode(|bytes| {
+                if bytes.len() > max_bytes.saturating_sub(body.len()) {
+                    return Err(OcrRequestError::InlineDocumentTooLarge);
+                }
+                body.extend_from_slice(bytes);
+                Ok(())
+            })
+            .map_err(|error| match error {
+                DecodeError::InvalidBase64(_) => OcrRequestError::InvalidDataUri,
+                DecodeError::WriteError(error) => error,
+            })?;
+        Ok(body)
+    }
+}
+
+pub(crate) fn validate_inline_document(document: &OcrDocument) -> Result<(), OcrRequestError> {
+    let inline =
+        InlineDocument::parse(document.source())?.ok_or(OcrRequestError::InvalidDataUri)?;
+    inline.decode(crate::constants::OCR_INLINE_MAX_BYTES)?;
+    Ok(())
+}
+
+pub(crate) async fn inline_remote_document(
+    fetcher: &MediaFetcher,
+    document: OcrDocument,
+    connection: &OcrConnection,
+) -> Result<OcrDocument, OcrError> {
+    let source = document.source();
+    if !source.starts_with("http://") && !source.starts_with("https://") {
+        validate_inline_document(&document)?;
+        return Ok(document);
+    }
+    let url = Url::parse(source).map_err(|_| OcrRequestError::RequestField {
+        path: "document URL".into(),
+    })?;
+    let downloaded = fetcher
+        .fetch(
+            url,
+            DownloadPolicy {
+                timeout: connection.timeout,
+                max_bytes: connection.max_download_bytes,
+                max_redirects: OCR_MAX_FETCH_REDIRECTS,
+            },
+        )
+        .await
+        .map_err(map_media_error)?;
+    let result = document.with_source(format!(
+        "data:{};base64,{}",
+        downloaded.content_type,
+        STANDARD.encode(downloaded.bytes)
+    ));
+    validate_inline_document(&result)?;
+    Ok(result)
+}
+
+fn map_media_error(error: MediaError) -> OcrError {
+    match error {
+        MediaError::BlockedUrl => OcrRequestError::BlockedDocumentUrl.into(),
+        MediaError::DownloadDisabled => OcrRequestError::DownloadDisabled.into(),
+        MediaError::DownloadTooLarge => OcrRequestError::DownloadTooLarge.into(),
+        MediaError::TooManyRedirects => OcrRequestError::TooManyRedirects.into(),
+        MediaError::MissingRedirectLocation => OcrResponseError::MissingRedirectLocation.into(),
+        MediaError::InvalidRedirect => OcrResponseError::InvalidRedirect.into(),
+        MediaError::Http(status) => TransportError::Http {
+            status,
+            body: "OCR document download failed".into(),
+        }
+        .into(),
+        MediaError::Timeout => TransportError::Http {
+            status: 408,
+            body: "OCR document download timed out".into(),
+        }
+        .into(),
+        MediaError::Transport(error) => error.into(),
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use serde_json::Map;
+
+    fn document(source: &str) -> OcrDocument {
+        OcrDocument::DocumentUrl {
+            document_url: source.into(),
+            extra_fields: Map::new(),
+        }
+    }
+
+    #[test]
+    fn file_bytes_are_encoded_with_core_owned_mime_policy() {
+        assert_eq!(
+            encode_file_document(b"abc", Some("scan.png"), None).unwrap(),
+            OcrDocument::ImageUrl {
+                image_url: "data:image/png;base64,YWJj".into(),
+                extra_fields: Map::new(),
+            }
+        );
+        assert_eq!(
+            encode_file_document(b"abc", None, Some("application/pdf")).unwrap(),
+            document("data:application/pdf;base64,YWJj")
+        );
+    }
+
+    #[test]
+    fn file_name_mime_mapping_matches_python() {
+        for (name, expected) in [
+            ("document.pdf", "application/pdf"),
+            ("image.png", "image/png"),
+            ("photo.jpg", "image/jpeg"),
+            ("photo.jpeg", "image/jpeg"),
+            ("animation.gif", "image/gif"),
+            ("image.webp", "image/webp"),
+            ("scan.tiff", "image/tiff"),
+            ("scan.tif", "image/tiff"),
+            ("bitmap.bmp", "image/bmp"),
+            ("DOCUMENT.PDF", "application/pdf"),
+            ("IMAGE.PNG", "image/png"),
+            ("file.unknown-extension", "application/octet-stream"),
+        ] {
+            assert_eq!(mime_type_for_name(name), expected);
+        }
+    }
+
+    #[test]
+    fn upload_mime_mapping_matches_python() {
+        assert_eq!(
+            upload_mime_type(Some("report.pdf"), Some("application/octet-stream")),
+            "application/pdf"
+        );
+        assert_eq!(upload_mime_type(Some("image.png"), None), "image/png");
+        assert_eq!(upload_mime_type(None, None), "application/octet-stream");
+        assert_eq!(
+            upload_mime_type(Some("doc.pdf"), Some("application/pdf; charset=utf-8")),
+            "application/pdf"
+        );
+        assert_eq!(
+            upload_mime_type(
+                Some("img.png"),
+                Some("image/png; charset=utf-8; boundary=something")
+            ),
+            "image/png"
+        );
+    }
+
+    #[test]
+    fn file_encoding_enforces_decoded_size_limit() {
+        let bytes = vec![b'a'; OCR_INLINE_MAX_BYTES + 1];
+        assert_eq!(
+            encode_file_document(&bytes, None, None),
+            Err(OcrRequestError::InlineDocumentTooLarge)
+        );
+        let document = encode_file_document(&bytes[..OCR_INLINE_MAX_BYTES], None, None).unwrap();
+        let inline = InlineDocument::parse(document.source()).unwrap().unwrap();
+        assert_eq!(
+            inline.decode(OCR_INLINE_MAX_BYTES).unwrap(),
+            bytes[..OCR_INLINE_MAX_BYTES]
+        );
+    }
+
+    #[test]
+    fn file_encoding_rejects_empty_bytes_and_invalid_explicit_mime() {
+        assert!(encode_file_document(b"", None, None).is_err());
+        for mime in [
+            "text/plain;bad",
+            "text/plain/extra",
+            " text/plain",
+            "text/plain\n",
+        ] {
+            assert!(encode_file_document(b"abc", None, Some(mime)).is_err());
+        }
+    }
+
+    #[test]
+    fn decodes_data_urls_and_limits_decoded_size() {
+        for (source, expected) in [
+            ("data:application/pdf;base64,YWJj", b"abc".as_slice()),
+            ("DATA:application/pdf;BASE64,YWI", b"ab".as_slice()),
+            ("data:,a%20b%00%FF", b"a b\0\xff".as_slice()),
+        ] {
+            let inline = InlineDocument::parse(source).unwrap().unwrap();
+            assert_eq!(inline.decode(expected.len()).unwrap(), expected);
+            assert_eq!(
+                inline.decode(expected.len() - 1),
+                Err(OcrRequestError::InlineDocumentTooLarge)
+            );
+        }
+    }
+
+    #[test]
+    fn preserves_mime_parameters_and_standard_default() {
+        let inline = InlineDocument::parse("data:application/pdf;version=1.7;base64,YQ==")
+            .unwrap()
+            .unwrap();
+        assert!(inline.mime_type().matches("application", "pdf"));
+        assert_eq!(inline.mime_type().get_parameter("version"), Some("1.7"));
+        let default = InlineDocument::parse("data:,a").unwrap().unwrap();
+        assert!(default.mime_type().matches("text", "plain"));
+        assert_eq!(
+            default.mime_type().get_parameter("charset"),
+            Some("US-ASCII")
+        );
+    }
+
+    #[test]
+    fn rejects_invalid_inline_documents() {
+        for source in [
+            "https://example.com/document.pdf",
+            "data:application/pdf;base64",
+            "data:application/pdf;base64,INVALID!",
+        ] {
+            assert!(validate_inline_document(&document(source)).is_err());
+        }
+    }
+
+    #[tokio::test]
+    async fn remote_conversion_preserves_kind_and_isolates_provider_credentials() {
+        use tokio::io::{AsyncReadExt, AsyncWriteExt};
+        use tokio::net::TcpListener;
+
+        let listener = TcpListener::bind("127.0.0.1:0").await.unwrap();
+        let address = listener.local_addr().unwrap();
+        let server = tokio::spawn(async move {
+            let (mut socket, _) = listener.accept().await.unwrap();
+            let mut request = vec![0_u8; 2048];
+            let count = socket.read(&mut request).await.unwrap();
+            socket
+                .write_all(b"HTTP/1.1 200 OK\r\nContent-Type: image/png; charset=binary\r\nContent-Length: 3\r\nConnection: close\r\n\r\nabc")
+                .await
+                .unwrap();
+            String::from_utf8_lossy(&request[..count]).into_owned()
+        });
+        let mut provider_headers = reqwest::header::HeaderMap::new();
+        provider_headers.insert(
+            reqwest::header::AUTHORIZATION,
+            reqwest::header::HeaderValue::from_static("Bearer provider-secret"),
+        );
+        let provider_http = reqwest::Client::builder()
+            .default_headers(provider_headers)
+            .build()
+            .unwrap();
+        let document_http = reqwest::Client::builder()
+            .redirect(reqwest::redirect::Policy::none())
+            .build()
+            .unwrap();
+        let client = super::super::OcrClient::for_test(provider_http, document_http);
+        let converted = inline_remote_document(
+            client.document_fetcher(),
+            OcrDocument::ImageUrl {
+                image_url: format!("http://{address}/image"),
+                extra_fields: Map::from_iter([("detail".into(), serde_json::json!("high"))]),
+            },
+            &OcrConnection::default(),
+        )
+        .await
+        .unwrap();
+        let request = server.await.unwrap();
+
+        assert_eq!(
+            converted,
+            OcrDocument::ImageUrl {
+                image_url: "data:image/png;base64,YWJj".into(),
+                extra_fields: Map::from_iter([("detail".into(), serde_json::json!("high"))]),
+            }
+        );
+        assert!(!request.to_ascii_lowercase().contains("authorization"));
+        assert!(!request.contains("provider-secret"));
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/error.rs b/litellm-rust/crates/core/src/ocr/error.rs
index 50793aad566..55ea2cbcdae 100644
--- a/litellm-rust/crates/core/src/ocr/error.rs
+++ b/litellm-rust/crates/core/src/ocr/error.rs
@@ -4,18 +4,72 @@ use crate::error::TransportError;
 
 #[derive(Debug, Clone, PartialEq, Eq, Error)]
 pub enum OcrRequestError {
+    #[error("File is empty or could not be read")]
+    EmptyFile,
+    #[error("Invalid MIME type: {0}")]
+    InvalidMimeType(String),
+    #[error(
+        "Cohere Parse only accepts `image_url` documents; document_url and PDF inputs are not supported"
+    )]
+    CohereImageOnly,
     #[error("Invalid `req_format`. Expected 'native' or 'litellm'.")]
     RequestFormat,
     #[error("invalid OCR request field: {path}")]
     RequestField { path: String },
     #[error("missing required field: {0}")]
     MissingField(&'static str),
+    #[error("Document URL is required")]
+    MissingDocumentUrl,
+    #[error("invalid OCR document data URI")]
+    InvalidDataUri,
+    #[error(
+        "Reducto requires a reducto:// id or a data URI; plain HTTP URLs are not supported, upload the file first"
+    )]
+    ReductoSource,
+    #[error("inline OCR document exceeds the size limit")]
+    InlineDocumentTooLarge,
+    #[error("OCR document URL is blocked by network policy")]
+    BlockedDocumentUrl,
+    #[error("OCR document downloads are disabled")]
+    DownloadDisabled,
+    #[error("OCR document download exceeds the size limit")]
+    DownloadTooLarge,
+    #[error("OCR document download exceeded the redirect limit")]
+    TooManyRedirects,
+    #[error("invalid OCR pages: {0}")]
+    Pages(String),
+    #[error("invalid OCR features")]
+    Features,
+    #[error("OCR model cannot be a dot segment")]
+    DotModel,
 }
 
 #[derive(Debug, Clone, PartialEq, Eq, Error)]
 pub enum OcrResponseError {
+    #[error("OCR response exceeds the size limit of {limit} bytes")]
+    TooLarge { limit: usize },
     #[error("invalid OCR response field: {path}")]
     ResponseField { path: String },
+    #[error("OCR response is missing non-empty content")]
+    EmptyContent,
+    #[error("OCR document redirect is missing a location")]
+    MissingRedirectLocation,
+    #[error("OCR document redirect location is invalid")]
+    InvalidRedirect,
+    #[error("OCR operation ended with status {0}")]
+    OperationStatus(String),
+    #[error("OCR response numeric value is out of range: {0}")]
+    NumericRange(&'static str),
+}
+
+#[derive(Debug, Clone, PartialEq, Eq, Error)]
+pub enum OcrPollingError {
+    #[error("OCR accepted response is missing a valid operation-location")]
+    PollLocation,
+    #[error("OCR operation-location must use the submission origin without credentials")]
+    PollOrigin,
+    #[error("OCR polling timed out")]
+    PollTimeout,
 }
 
 #[derive(Debug, Error)]
@@ -27,6 +81,8 @@ pub enum OcrError {
     #[error("{0}")]
     Transport(#[from] TransportError),
     #[error("{0}")]
+    Polling(#[from] OcrPollingError),
+    #[error("{0}")]
     Public(#[from] crate::Error),
 }
 
@@ -36,6 +92,7 @@ impl From<OcrError> for crate::Error {
             OcrError::Request(error) => error.into(),
             OcrError::Response(error) => error.into(),
             OcrError::Transport(error) => error.into(),
+            OcrError::Polling(error) => crate::Error::InvalidResponse(error.to_string()),
             OcrError::Public(error) => error,
         }
     }
diff --git a/litellm-rust/crates/core/src/ocr/handler.rs b/litellm-rust/crates/core/src/ocr/handler.rs
index 0b04319d966..cd1d538aaa8 100644
--- a/litellm-rust/crates/core/src/ocr/handler.rs
+++ b/litellm-rust/crates/core/src/ocr/handler.rs
@@ -1,15 +1,17 @@
 use super::OcrClient;
 use super::adapters::OcrAdapter;
-use super::hooks::OcrLifecycleHooks;
+use super::hooks::{OcrHooks, OcrLifecycleHooks, OcrPostCallRequest};
 use super::registry::OcrAdapterKind;
 use super::types::{LiteLLMOcrRequest, LiteLLMOcrResponse};
 use crate::Error;
 use crate::call_lifecycle::{CallLifecycle, CallLifecycleContext};
+use std::sync::Arc;
 
 pub(crate) async fn perform_ocr_request(
     client: &OcrClient,
     request: LiteLLMOcrRequest,
 ) -> Result<LiteLLMOcrResponse, Error> {
+    request.response_format()?;
     let context = CallLifecycleContext::new(
         "ocr",
         request.model.clone(),
@@ -23,27 +25,71 @@ pub(crate) async fn perform_ocr_request(
         hooks: request.hooks.clone(),
         provider_name: context.custom_llm_provider.clone(),
     };
-    CallLifecycle::default().run(context, request, &hooks, |request| async move {
-        macro_rules! execute_selected_adapter {
+    CallLifecycle::default()
+        .run(context, request, &hooks, |request| async move {
+            PreparedOcrCall::prepare(client.clone(), request)
+                .await?
+                .execute()
+                .await?
+                .normalize()
+        })
+        .await
+}
+
+pub(crate) struct PreparedOcrCall {
+    client: OcrClient,
+    request: LiteLLMOcrRequest,
+    http: reqwest::Request,
+}
+
+impl PreparedOcrCall {
+    pub(crate) async fn prepare(
+        client: OcrClient,
+        request: LiteLLMOcrRequest,
+    ) -> Result<Self, Error> {
+        macro_rules! prepare_adapter {
             ($( $variant:ident, $adapter:ty, $instance:expr, $provider:ident; )+) => {
                 match request.adapter {
-                    $( OcrAdapterKind::$variant => execute_ocr_provider_call(client, &$instance, request).await, )+
+                    $( OcrAdapterKind::$variant => $instance.prepare_request(&request, &client).await?, )+
                 }
             };
         }
-        super::adapters::for_each_ocr_adapter!(execute_selected_adapter)
-    }).await
+        let http = super::adapters::for_each_ocr_adapter!(prepare_adapter);
+        Ok(Self {
+            client,
+            request,
+            http,
+        })
+    }
+
+    pub(crate) async fn execute(self) -> Result<OcrProviderResponse, Error> {
+        let url = self.http.url().to_string();
+        let headers = request_headers(&self.http)?;
+        let response = crate::http_utils::http_request(reqwest::RequestBuilder::from_parts(
+            self.client.provider_http().clone(),
+            self.http,
+        ))
+        .await
+        .map_err(super::client::transport_error)?;
+        macro_rules! read_adapter {
+            ($( $variant:ident, $adapter:ty, $instance:expr, $provider:ident; )+) => {
+                match self.request.adapter {
+                    $( OcrAdapterKind::$variant => {
+                        let decoded = $instance.read_response(&self.client, response, &url, &headers, &self.request).await?;
+                        Ok(OcrProviderResponse {
+                            request: self.request,
+                            data: OcrProviderData::$variant(decoded),
+                        })
+                    }, )+
+                }
+            };
+        }
+        super::adapters::for_each_ocr_adapter!(read_adapter)
+    }
 }
 
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-async fn execute_ocr_provider_call<A: OcrAdapter>(
-    client: &OcrClient,
-    adapter: &A,
-    request: LiteLLMOcrRequest,
-) -> Result<LiteLLMOcrResponse, Error> {
-    let provider_request = adapter.prepare_request(&request, client).await?;
-    let url = provider_request.url().to_string();
-    let headers = provider_request
+fn request_headers(request: &reqwest::Request) -> Result<Vec<(String, String)>, Error> {
+    request
         .headers()
         .iter()
         .map(|(name, value)| {
@@ -53,20 +99,41 @@ async fn execute_ocr_provider_call<A: OcrAdapter>(
                 .map_err(|_| super::error::OcrRequestError::RequestField {
                     path: "headers".into(),
                 })
+                .map_err(Error::from)
         })
-        .collect::<Result<Vec<_>, _>>()?;
-    let response = crate::http_utils::http_request(reqwest::RequestBuilder::from_parts(
-        client.provider_http().clone(),
-        provider_request,
-    ))
-    .await
-    .map_err(crate::error::TransportError::from)?;
-    let decoded = adapter
-        .read_response(client, response, &url, &headers, &request)
-        .await?;
-    let response = adapter.transform_ocr_response(&request, decoded.data)?;
-    Ok(LiteLLMOcrResponse {
-        provider_native_response: decoded.native,
-        ..response
-    })
+        .collect()
 }
+
+macro_rules! provider_data {
+    ($( $variant:ident, $adapter:ty, $instance:expr, $provider:ident; )+) => {
+        enum OcrProviderData {
+            $( $variant(super::wire::DecodedOcrResponse<<$adapter as OcrAdapter>::ProviderResponse>), )+
+        }
+
+        impl OcrProviderResponse {
+            pub(crate) fn normalize(self) -> Result<LiteLLMOcrResponse, Error> {
+                match self.data {
+                    $( OcrProviderData::$variant(decoded) => {
+                        let response = $instance.transform_ocr_response(&self.request, decoded.data)?;
+                        Ok(LiteLLMOcrResponse { provider_native_response: decoded.native, ..response })
+                    }, )+
+                }
+            }
+        }
+    };
+}
+
+pub(crate) struct OcrProviderResponse {
+    request: LiteLLMOcrRequest,
+    data: OcrProviderData,
+}
+
+pub(crate) async fn post_call(hooks: &Arc<dyn OcrHooks>, bytes: &[u8]) -> Result<(), Error> {
+    let original_response = serde_json::Value::String(String::from_utf8_lossy(bytes).into_owned());
+    hooks
+        .post_call(OcrPostCallRequest { original_response })
+        .await?;
+    Ok(())
+}
+
+super::adapters::for_each_ocr_adapter!(provider_data);
diff --git a/litellm-rust/crates/core/src/ocr/hooks.rs b/litellm-rust/crates/core/src/ocr/hooks.rs
index 7dd3c6bf8b2..3e7507e9ed5 100644
--- a/litellm-rust/crates/core/src/ocr/hooks.rs
+++ b/litellm-rust/crates/core/src/ocr/hooks.rs
@@ -24,11 +24,19 @@ pub struct OcrDuringCallRequest {
     pub model: String,
     pub custom_llm_provider: String,
     pub url: String,
+    pub headers: Vec<(String, String)>,
     pub body: Value,
+    #[serde(skip)]
+    pub retained_fields: Vec<String>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct OcrPostCallRequest {
+    pub original_response: Value,
 }
 
 pub trait OcrHooks: Send + Sync {
-    fn has_guardrails(&self) -> bool {
+    fn intercepts_requests(&self) -> bool {
         false
     }
     fn pre_call(&self, request: OcrPreCallRequest) -> OcrHookFuture<'_, OcrPreCallRequest> {
@@ -40,6 +48,9 @@ pub trait OcrHooks: Send + Sync {
     ) -> OcrHookFuture<'_, OcrDuringCallRequest> {
         Box::pin(async move { Ok(request) })
     }
+    fn post_call(&self, request: OcrPostCallRequest) -> OcrHookFuture<'_, OcrPostCallRequest> {
+        Box::pin(async move { Ok(request) })
+    }
     fn success<'a>(
         &'a self,
         _context: &'a CallLifecycleContext,
@@ -80,7 +91,7 @@ impl CallLifecycleHooks<LiteLLMOcrRequest, LiteLLMOcrRequest, LiteLLMOcrResponse
         request: LiteLLMOcrRequest,
     ) -> Self::PreCallFuture<'a> {
         Box::pin(async move {
-            if !self.hooks.has_guardrails() {
+            if !self.hooks.intercepts_requests() {
                 return Ok(request);
             }
             let changed = self
diff --git a/litellm-rust/crates/core/src/ocr/lifecycle.rs b/litellm-rust/crates/core/src/ocr/lifecycle.rs
new file mode 100644
index 00000000000..92c9d4b717c
--- /dev/null
+++ b/litellm-rust/crates/core/src/ocr/lifecycle.rs
@@ -0,0 +1,640 @@
+use std::future::Future;
+use std::pin::Pin;
+use std::sync::Arc;
+
+use tokio::sync::{mpsc, oneshot};
+
+use super::handler::perform_ocr_request;
+use super::hooks::{
+    OcrDuringCallRequest, OcrHookFuture, OcrHooks, OcrLogFuture, OcrPostCallRequest,
+    OcrPreCallRequest,
+};
+use super::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrClient};
+use crate::AuthError;
+use crate::Error;
+use crate::auth::{ResolvedCredential, TokenFuture, TokenProvider, TokenProviderHandle};
+use crate::call_lifecycle::host::{
+    HostCall, HostCallFuture, HostCallStep, HostFailure, HostLifecycle, HostPhase,
+};
+use crate::call_lifecycle::{CallLifecycleContext, CallLifecycleTiming};
+
+pub type NativeResult<T> = Result<NativeOutcome<T>, Error>;
+
+#[derive(Debug, PartialEq, Eq)]
+pub enum NativeOutcome<T> {
+    Completed(T),
+    Declined(OcrDecline),
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum OcrDecline {
+    ProviderWorkflow,
+    HostOperations,
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub struct OcrAdmission {
+    pub provider_workflow: bool,
+    pub host_operations: bool,
+    pub asynchronous: bool,
+}
+
+impl OcrAdmission {
+    pub const fn all() -> Self {
+        Self {
+            provider_workflow: true,
+            host_operations: true,
+            asynchronous: false,
+        }
+    }
+}
+
+#[derive(Clone, Debug)]
+pub enum OcrHostOperation {
+    ProjectRequest,
+    Lifecycle(HostPhase),
+    ConstructResponse(Arc<LiteLLMOcrResponse>),
+    MapFailure(Error),
+    Success {
+        context: CallLifecycleContext,
+        response: Arc<LiteLLMOcrResponse>,
+        timing: CallLifecycleTiming,
+    },
+    Failure {
+        context: CallLifecycleContext,
+        error: Error,
+        timing: CallLifecycleTiming,
+    },
+    AcquireAzureAdToken,
+    PreCall(OcrPreCallRequest),
+    DuringCall(OcrDuringCallRequest),
+    PostCall(OcrPostCallRequest),
+}
+
+impl OcrHostOperation {
+    pub const fn phase(&self) -> Option<HostPhase> {
+        match self {
+            Self::Lifecycle(phase) => Some(*phase),
+            Self::Success { .. } => Some(HostPhase::Success),
+            Self::Failure { .. } => Some(HostPhase::Failure),
+            _ => None,
+        }
+    }
+}
+
+pub enum OcrHostResult {
+    Request(Result<(Box<LiteLLMOcrRequest>, bool), Error>),
+    Lifecycle(Result<(), HostFailure>),
+    AzureAdToken(Result<ResolvedCredential, AuthError>),
+    PreCall(Result<OcrPreCallRequest, Error>),
+    DuringCall(Result<OcrDuringCallRequest, Error>),
+    PostCall(Result<OcrPostCallRequest, Error>),
+}
+
+pub type OcrCallStep = HostCallStep<OcrHostOperation, LiteLLMOcrResponse>;
+
+pub struct OcrCall {
+    lifecycle: HostLifecycle,
+    execution: OcrExecution,
+    response: Option<Arc<LiteLLMOcrResponse>>,
+    error: Option<Error>,
+    pending: bool,
+    completed: bool,
+    projecting: bool,
+}
+
+impl OcrCall {
+    pub fn admit(client: OcrClient, admission: OcrAdmission) -> NativeOutcome<Self> {
+        if !admission.provider_workflow {
+            return NativeOutcome::Declined(OcrDecline::ProviderWorkflow);
+        }
+        if !admission.host_operations {
+            return NativeOutcome::Declined(OcrDecline::HostOperations);
+        }
+        NativeOutcome::Completed(Self {
+            lifecycle: HostLifecycle::new(admission.asynchronous),
+            execution: OcrExecution::new(client),
+            response: None,
+            error: None,
+            pending: false,
+            completed: false,
+            projecting: false,
+        })
+    }
+
+    pub async fn resume(&mut self, result: Option<OcrHostResult>) -> Result<OcrCallStep, Error> {
+        if self.completed {
+            return Err(Error::InvalidRequest(
+                "OCR call cannot be resumed after completion".into(),
+            ));
+        }
+        if self.pending != result.is_some() {
+            return Err(Error::InvalidRequest(
+                "OCR host operation result does not match pending state".into(),
+            ));
+        }
+        match &result {
+            Some(OcrHostResult::Lifecycle(Ok(())))
+                if self.lifecycle.phase() == HostPhase::Execute =>
+            {
+                return Err(Error::InvalidRequest(
+                    "OCR provider operation requires a typed result".into(),
+                ));
+            }
+            Some(result)
+                if !matches!(result, OcrHostResult::Lifecycle(_))
+                    && self.lifecycle.phase() != HostPhase::Execute =>
+            {
+                return Err(Error::InvalidRequest(
+                    "unexpected OCR provider operation result".into(),
+                ));
+            }
+            _ => {}
+        }
+        self.pending = false;
+        let provider_result = match result {
+            Some(OcrHostResult::Request(result)) if self.projecting => {
+                self.projecting = false;
+                match result {
+                    Ok((request, azure_ad_token_provider)) => {
+                        self.execution.request = Some(*request);
+                        self.execution.azure_ad_token_provider = azure_ad_token_provider;
+                    }
+                    Err(error) => self.accept(Err(HostFailure::Error(error))),
+                }
+                None
+            }
+            Some(OcrHostResult::Request(_)) => {
+                return Err(Error::InvalidRequest(
+                    "unexpected OCR request projection".into(),
+                ));
+            }
+            Some(OcrHostResult::Lifecycle(result)) => {
+                self.accept(result);
+                None
+            }
+            result => result,
+        };
+        if self.lifecycle.phase() == HostPhase::Execute {
+            if self.execution.request.is_none()
+                && self.execution.execution.is_none()
+                && !self.execution.completed
+            {
+                self.projecting = true;
+                return Ok(self.host_step(OcrHostOperation::ProjectRequest));
+            }
+            match self.execution.resume(provider_result).await {
+                Ok(OcrCallStep::Host(operation)) => return Ok(self.host_step(operation)),
+                Ok(OcrCallStep::Complete(response)) => {
+                    self.response = Some(Arc::new(response));
+                    self.accept(Ok(()));
+                }
+                Err(error) => self.accept(Err(HostFailure::Error(error))),
+            }
+        }
+        if self.error.is_some() {
+            self.execution.stop().await;
+        }
+        let operation = match self.lifecycle.phase() {
+            HostPhase::Complete => {
+                self.completed = true;
+                return match self.error.take() {
+                    Some(error) => Err(error),
+                    None => self
+                        .response
+                        .take()
+                        .map(Arc::unwrap_or_clone)
+                        .map(OcrCallStep::Complete)
+                        .ok_or_else(|| {
+                            Error::InvalidRequest("OCR completed without a response".into())
+                        }),
+                };
+            }
+            HostPhase::ConstructResponse => OcrHostOperation::ConstructResponse(
+                self.response
+                    .as_ref()
+                    .ok_or_else(|| Error::InvalidRequest("missing OCR response".into()))?
+                    .clone(),
+            ),
+            HostPhase::MapFailure => OcrHostOperation::MapFailure(
+                self.error
+                    .as_ref()
+                    .ok_or_else(|| Error::InvalidRequest("missing OCR failure".into()))?
+                    .clone(),
+            ),
+            HostPhase::Success | HostPhase::Failure => {
+                let snapshot = self
+                    .execution
+                    .terminal
+                    .lock()
+                    .unwrap_or_else(|error| error.into_inner())
+                    .clone();
+                match (self.lifecycle.phase(), snapshot) {
+                    (HostPhase::Success, Some((context, timing))) => OcrHostOperation::Success {
+                        context,
+                        response: self
+                            .response
+                            .as_ref()
+                            .ok_or_else(|| Error::InvalidRequest("missing OCR response".into()))?
+                            .clone(),
+                        timing,
+                    },
+                    (HostPhase::Failure, Some((context, timing))) => OcrHostOperation::Failure {
+                        context,
+                        error: self
+                            .error
+                            .as_ref()
+                            .ok_or_else(|| Error::InvalidRequest("missing OCR failure".into()))?
+                            .clone(),
+                        timing,
+                    },
+                    (phase, _) => OcrHostOperation::Lifecycle(phase),
+                }
+            }
+            phase => OcrHostOperation::Lifecycle(phase),
+        };
+        Ok(self.host_step(operation))
+    }
+
+    fn accept(&mut self, result: Result<(), HostFailure>) {
+        let cancelled = matches!(&result, Err(HostFailure::Cancelled(_)));
+        if let Some(error) = self.lifecycle.accept(result) {
+            if cancelled {
+                self.error = Some(error);
+            } else {
+                self.error.get_or_insert(error);
+            }
+            self.execution.cancel();
+        }
+    }
+
+    pub async fn interrupt(&mut self, failure: HostFailure) -> Result<OcrCallStep, Error> {
+        if self.completed {
+            return Err(Error::InvalidRequest(
+                "OCR call cannot be interrupted after completion".into(),
+            ));
+        }
+        self.pending = false;
+        self.accept(Err(failure));
+        self.resume(None).await
+    }
+
+    fn host_step(&mut self, operation: OcrHostOperation) -> OcrCallStep {
+        self.pending = true;
+        OcrCallStep::Host(operation)
+    }
+}
+
+impl HostCall for OcrCall {
+    type Operation = OcrHostOperation;
+    type Result = OcrHostResult;
+    type Complete = LiteLLMOcrResponse;
+
+    fn resume(
+        &mut self,
+        result: Option<Self::Result>,
+    ) -> HostCallFuture<'_, Self::Operation, Self::Complete> {
+        Box::pin(OcrCall::resume(self, result))
+    }
+
+    fn interrupt(
+        &mut self,
+        failure: HostFailure,
+    ) -> HostCallFuture<'_, Self::Operation, Self::Complete> {
+        Box::pin(OcrCall::interrupt(self, failure))
+    }
+}
+
+struct PendingOperation {
+    operation: OcrHostOperation,
+    result: oneshot::Sender<OcrHostResult>,
+}
+
+struct OcrExecution {
+    client: Option<OcrClient>,
+    request: Option<LiteLLMOcrRequest>,
+    operations_tx: mpsc::UnboundedSender<PendingOperation>,
+    operations_rx: mpsc::UnboundedReceiver<PendingOperation>,
+    pending_result: Option<oneshot::Sender<OcrHostResult>>,
+    execution: Option<tokio::task::JoinHandle<Result<LiteLLMOcrResponse, Error>>>,
+    completed: bool,
+    azure_ad_token_provider: bool,
+    terminal: Arc<std::sync::Mutex<Option<(CallLifecycleContext, CallLifecycleTiming)>>>,
+}
+
+impl OcrExecution {
+    fn new(client: OcrClient) -> Self {
+        let (operations_tx, operations_rx) = mpsc::unbounded_channel();
+        Self {
+            client: Some(client),
+            request: None,
+            operations_tx,
+            operations_rx,
+            pending_result: None,
+            execution: None,
+            completed: false,
+            azure_ad_token_provider: false,
+            terminal: Arc::default(),
+        }
+    }
+
+    pub async fn resume(&mut self, result: Option<OcrHostResult>) -> Result<OcrCallStep, Error> {
+        if self.completed {
+            return Err(Error::InvalidRequest(
+                "OCR call cannot be resumed after completion".into(),
+            ));
+        }
+        match (self.pending_result.take(), result) {
+            (Some(sender), Some(result)) => sender
+                .send(result)
+                .map_err(|_| Error::InvalidRequest("OCR host operation was abandoned".into()))?,
+            (None, None) if self.execution.is_none() => self.start(),
+            (Some(sender), None) => {
+                self.pending_result = Some(sender);
+                return Err(Error::InvalidRequest(
+                    "OCR host operation result is required".into(),
+                ));
+            }
+            (None, Some(_)) => {
+                return Err(Error::InvalidRequest(
+                    "unexpected OCR host operation result".into(),
+                ));
+            }
+            (None, None) => {}
+        }
+
+        let execution = self.execution.as_mut().ok_or_else(|| {
+            Error::InvalidRequest("OCR call cannot be resumed after completion".into())
+        })?;
+        tokio::select! {
+            operation = self.operations_rx.recv() => {
+                let operation = operation.ok_or_else(|| Error::InvalidRequest("OCR operation channel closed".into()))?;
+                self.pending_result = Some(operation.result);
+                Ok(OcrCallStep::Host(operation.operation))
+            }
+            result = execution => {
+                self.execution = None;
+                self.completed = true;
+                result
+                    .map_err(|error| Error::Network(format!("OCR execution task failed: {error}")))?
+                    .map(OcrCallStep::Complete)
+            }
+        }
+    }
+
+    fn start(&mut self) {
+        let client = self.client.take().expect("admitted OCR call has a client");
+        let mut request = self
+            .request
+            .take()
+            .expect("admitted OCR call has a request");
+        let intercepts_requests = request.hooks.intercepts_requests();
+        if self.azure_ad_token_provider {
+            request.azure_ad_token_provider = Some(TokenProviderHandle::new(Arc::new(
+                OcrAzureAdTokenProvider {
+                    operations: self.operations_tx.clone(),
+                },
+            )));
+        }
+        request.hooks = Arc::new(ProtocolHooks {
+            operations: self.operations_tx.clone(),
+            intercepts_requests,
+            terminal: self.terminal.clone(),
+        });
+        self.execution = Some(tokio::spawn(async move {
+            perform_ocr_request(&client, request).await
+        }));
+    }
+
+    fn cancel(&mut self) {
+        self.pending_result = None;
+        if let Some(execution) = &self.execution {
+            execution.abort();
+        }
+    }
+
+    async fn stop(&mut self) {
+        self.cancel();
+        if let Some(execution) = self.execution.as_mut() {
+            let _ = execution.await;
+        }
+        self.execution = None;
+    }
+}
+
+impl Drop for OcrExecution {
+    fn drop(&mut self) {
+        if let Some(execution) = &self.execution {
+            execution.abort();
+        }
+    }
+}
+
+struct ProtocolHooks {
+    operations: mpsc::UnboundedSender<PendingOperation>,
+    intercepts_requests: bool,
+    terminal: Arc<std::sync::Mutex<Option<(CallLifecycleContext, CallLifecycleTiming)>>>,
+}
+
+#[derive(Debug)]
+struct OcrAzureAdTokenProvider {
+    operations: mpsc::UnboundedSender<PendingOperation>,
+}
+
+impl TokenProvider for OcrAzureAdTokenProvider {
+    fn acquire(&self) -> TokenFuture<'_> {
+        Box::pin(async move {
+            let (result, receiver) = oneshot::channel();
+            self.operations
+                .send(PendingOperation {
+                    operation: OcrHostOperation::AcquireAzureAdToken,
+                    result,
+                })
+                .map_err(|_| {
+                    AuthError::AzureTokenAcquisition("OCR host driver was abandoned".into())
+                })?;
+            match receiver.await.map_err(|_| {
+                AuthError::AzureTokenAcquisition(
+                    "OCR token provider operation was abandoned".into(),
+                )
+            })? {
+                OcrHostResult::AzureAdToken(result) => result,
+                _ => Err(AuthError::AzureTokenAcquisition(
+                    "invalid OCR token provider host result".into(),
+                )),
+            }
+        })
+    }
+}
+
+impl ProtocolHooks {
+    async fn invoke(&self, operation: OcrHostOperation) -> Result<OcrHostResult, Error> {
+        let (result, receiver) = oneshot::channel();
+        self.operations
+            .send(PendingOperation { operation, result })
+            .map_err(|_| Error::InvalidRequest("OCR host driver was abandoned".into()))?;
+        receiver
+            .await
+            .map_err(|_| Error::InvalidRequest("OCR host operation was abandoned".into()))
+    }
+}
+
+impl OcrHooks for ProtocolHooks {
+    fn intercepts_requests(&self) -> bool {
+        self.intercepts_requests
+    }
+
+    fn pre_call(&self, request: OcrPreCallRequest) -> OcrHookFuture<'_, OcrPreCallRequest> {
+        Box::pin(async move {
+            match self.invoke(OcrHostOperation::PreCall(request)).await? {
+                OcrHostResult::PreCall(result) => result,
+                _ => Err(Error::InvalidRequest(
+                    "invalid OCR pre-call host result".into(),
+                )),
+            }
+        })
+    }
+
+    fn during_call(
+        &self,
+        request: OcrDuringCallRequest,
+    ) -> OcrHookFuture<'_, OcrDuringCallRequest> {
+        Box::pin(async move {
+            match self.invoke(OcrHostOperation::DuringCall(request)).await? {
+                OcrHostResult::DuringCall(result) => result,
+                _ => Err(Error::InvalidRequest(
+                    "invalid OCR during-call host result".into(),
+                )),
+            }
+        })
+    }
+
+    fn post_call(&self, request: OcrPostCallRequest) -> OcrHookFuture<'_, OcrPostCallRequest> {
+        Box::pin(async move {
+            match self.invoke(OcrHostOperation::PostCall(request)).await? {
+                OcrHostResult::PostCall(result) => result,
+                _ => Err(Error::InvalidRequest(
+                    "invalid OCR post-call host result".into(),
+                )),
+            }
+        })
+    }
+
+    fn success<'a>(
+        &'a self,
+        context: &'a CallLifecycleContext,
+        _response: &'a LiteLLMOcrResponse,
+        timing: &'a CallLifecycleTiming,
+    ) -> OcrLogFuture<'a> {
+        Box::pin(async move {
+            *self
+                .terminal
+                .lock()
+                .unwrap_or_else(|error| error.into_inner()) =
+                Some((context.clone(), timing.clone()));
+        })
+    }
+
+    fn failure<'a>(
+        &'a self,
+        context: &'a CallLifecycleContext,
+        _error: &'a Error,
+        timing: &'a CallLifecycleTiming,
+    ) -> OcrLogFuture<'a> {
+        Box::pin(async move {
+            *self
+                .terminal
+                .lock()
+                .unwrap_or_else(|error| error.into_inner()) =
+                Some((context.clone(), timing.clone()));
+        })
+    }
+}
+
+pub type OcrHostFuture<'a> = Pin<Box<dyn Future<Output = OcrHostResult> + Send + 'a>>;
+
+pub trait OcrHost: Send + Sync {
+    fn invoke(&self, operation: OcrHostOperation) -> OcrHostFuture<'_>;
+}
+
+pub struct NoopOcrHost;
+
+impl OcrHost for NoopOcrHost {
+    fn invoke(&self, operation: OcrHostOperation) -> OcrHostFuture<'_> {
+        Box::pin(async move {
+            match operation {
+                OcrHostOperation::ProjectRequest => OcrHostResult::Request(Err(
+                    Error::InvalidRequest("OCR host has no request projection".into()),
+                )),
+                OcrHostOperation::Lifecycle(_)
+                | OcrHostOperation::ConstructResponse(_)
+                | OcrHostOperation::MapFailure(_)
+                | OcrHostOperation::Success { .. }
+                | OcrHostOperation::Failure { .. } => OcrHostResult::Lifecycle(Ok(())),
+                OcrHostOperation::AcquireAzureAdToken => {
+                    OcrHostResult::AzureAdToken(Err(AuthError::AzureTokenAcquisition(
+                        "OCR host has no Azure AD token provider".into(),
+                    )))
+                }
+                OcrHostOperation::PreCall(request) => OcrHostResult::PreCall(Ok(request)),
+                OcrHostOperation::DuringCall(request) => OcrHostResult::DuringCall(Ok(request)),
+                OcrHostOperation::PostCall(request) => OcrHostResult::PostCall(Ok(request)),
+            }
+        })
+    }
+}
+
+pub struct OcrHookHost {
+    hooks: Arc<dyn OcrHooks>,
+}
+
+impl OcrHookHost {
+    pub fn new(hooks: Arc<dyn OcrHooks>) -> Self {
+        Self { hooks }
+    }
+}
+
+impl OcrHost for OcrHookHost {
+    fn invoke(&self, operation: OcrHostOperation) -> OcrHostFuture<'_> {
+        Box::pin(async move {
+            match operation {
+                OcrHostOperation::ProjectRequest => OcrHostResult::Request(Err(
+                    Error::InvalidRequest("OCR hook host has no request projection".into()),
+                )),
+                OcrHostOperation::Success {
+                    context,
+                    response,
+                    timing,
+                } => {
+                    self.hooks.success(&context, &response, &timing).await;
+                    OcrHostResult::Lifecycle(Ok(()))
+                }
+                OcrHostOperation::Failure {
+                    context,
+                    error,
+                    timing,
+                } => {
+                    self.hooks.failure(&context, &error, &timing).await;
+                    OcrHostResult::Lifecycle(Ok(()))
+                }
+                OcrHostOperation::Lifecycle(_)
+                | OcrHostOperation::ConstructResponse(_)
+                | OcrHostOperation::MapFailure(_) => OcrHostResult::Lifecycle(Ok(())),
+                OcrHostOperation::AcquireAzureAdToken => {
+                    OcrHostResult::AzureAdToken(Err(AuthError::AzureTokenAcquisition(
+                        "OCR hook host has no Azure AD token provider".into(),
+                    )))
+                }
+                OcrHostOperation::PreCall(request) => {
+                    OcrHostResult::PreCall(self.hooks.pre_call(request).await)
+                }
+                OcrHostOperation::DuringCall(request) => {
+                    OcrHostResult::DuringCall(self.hooks.during_call(request).await)
+                }
+                OcrHostOperation::PostCall(request) => {
+                    OcrHostResult::PostCall(self.hooks.post_call(request).await)
+                }
+            }
+        })
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/mod.rs b/litellm-rust/crates/core/src/ocr/mod.rs
index 78c86aeaa0e..e29fd6ac572 100644
--- a/litellm-rust/crates/core/src/ocr/mod.rs
+++ b/litellm-rust/crates/core/src/ocr/mod.rs
@@ -1,21 +1,45 @@
 mod adapters;
 pub mod client;
 mod codecs;
+mod document;
 pub mod error;
 mod handler;
 pub mod hooks;
+mod lifecycle;
 mod prepare;
 mod registry;
-pub mod transformation;
 pub mod types;
 pub mod wire;
 
 pub use client::{OcrClient, ocr};
+pub use document::{encode_file_document, mime_type_for_name, upload_mime_type};
+pub use lifecycle::{
+    NativeOutcome, NativeResult, NoopOcrHost, OcrAdmission, OcrCall, OcrCallStep, OcrDecline,
+    OcrHookHost, OcrHost, OcrHostOperation, OcrHostResult,
+};
 pub use types::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrConnection, OcrDocument};
 
+#[cfg(test)]
+#[path = "../../tests/azure_ai_ocr.rs"]
+mod azure_ai_tests;
+#[cfg(test)]
+#[path = "../../tests/azure_document_intelligence_ocr.rs"]
+mod azure_document_intelligence_tests;
+#[cfg(test)]
+#[path = "../../tests/deepseek_ocr.rs"]
+mod deepseek_tests;
+#[cfg(test)]
+#[path = "../../tests/reducto_ocr.rs"]
+mod reducto_tests;
 #[cfg(test)]
 #[path = "../../tests/ocr/support.rs"]
 pub(crate) mod test_support;
 #[cfg(test)]
 #[path = "../../tests/ocr.rs"]
 pub(crate) mod tests;
+#[cfg(test)]
+#[path = "../../tests/vertex_ai_deepseek_ocr.rs"]
+mod vertex_ai_deepseek_tests;
+#[cfg(test)]
+#[path = "../../tests/vertex_ai_ocr.rs"]
+mod vertex_ai_tests;
diff --git a/litellm-rust/crates/core/src/ocr/prepare.rs b/litellm-rust/crates/core/src/ocr/prepare.rs
index cff40b7de50..9934a1d9a14 100644
--- a/litellm-rust/crates/core/src/ocr/prepare.rs
+++ b/litellm-rust/crates/core/src/ocr/prepare.rs
@@ -4,7 +4,7 @@ use serde_json::{Map, Value};
 use super::OcrClient;
 use super::error::{OcrError, OcrRequestError};
 use super::hooks::OcrDuringCallRequest;
-use super::types::LiteLLMOcrRequest;
+use super::types::{LiteLLMOcrRequest, OcrDocument};
 
 #[derive(Debug, Deserialize)]
 pub(crate) struct ParsedProviderParams<T> {
@@ -24,39 +24,86 @@ pub(crate) fn _prepare_ocr_request<T: DeserializeOwned>(
     )
 }
 
+pub(crate) fn merge_extra_params<B: Serialize>(
+    body: &B,
+    extra_params: Map<String, Value>,
+) -> Result<Value, OcrRequestError> {
+    let Value::Object(fields) =
+        serde_json::to_value(body).map_err(|_| OcrRequestError::RequestField {
+            path: "body".into(),
+        })?
+    else {
+        return Err(OcrRequestError::RequestField {
+            path: "body".into(),
+        });
+    };
+    let extra_body = extra_params
+        .get("extra_body")
+        .and_then(Value::as_object)
+        .cloned()
+        .unwrap_or_default()
+        .into_iter()
+        .collect::<Map<String, Value>>();
+    Ok(Value::Object(
+        fields
+            .into_iter()
+            .chain(
+                extra_params
+                    .into_iter()
+                    .filter(|(name, _)| name != "extra_body"),
+            )
+            .chain(extra_body)
+            .collect(),
+    ))
+}
+
 pub(crate) async fn transform_request_body<B>(
     client: &OcrClient,
     request: &LiteLLMOcrRequest,
     url: &str,
     headers: &[(String, String)],
+    retains_document: bool,
     body: B,
     validate: impl FnOnce(&B) -> Result<(), OcrRequestError>,
 ) -> Result<reqwest::Request, OcrError>
 where
     B: Serialize + DeserializeOwned,
 {
-    let body = if request.hooks.has_guardrails() {
+    let (body, headers) = if request.hooks.intercepts_requests() {
+        let body = serde_json::to_value(body).map_err(|_| OcrRequestError::RequestField {
+            path: "body".into(),
+        })?;
+        let retained_fields = request
+            .optional_params
+            .keys()
+            .filter(|name| body.get(*name).is_some())
+            .cloned()
+            .chain(retains_document.then(|| "document".to_string()))
+            .collect();
         let changed = request
             .hooks
             .during_call(OcrDuringCallRequest {
                 model: request.model.clone(),
                 custom_llm_provider: request.adapter.provider().as_str().into(),
                 url: url.into(),
-                body: serde_json::to_value(body).map_err(|_| OcrRequestError::RequestField {
-                    path: "body".into(),
-                })?,
+                headers: headers.to_vec(),
+                body,
+                retained_fields,
             })
             .await?;
         let body = OcrWireBody::<B>::decode(changed.body)?;
         validate(&body.body)?;
-        body
+        (body, changed.headers)
     } else {
-        OcrWireBody {
-            body,
-            extra: Map::new(),
-        }
+        (
+            OcrWireBody {
+                body,
+                extra: Map::new(),
+            },
+            headers.to_vec(),
+        )
     };
-    build_http_request(client, request, url, headers, &body)
+    build_http_request(client, request, url, &headers, &body)
 }
 
 pub(crate) fn build_http_request<B: Serialize>(
@@ -77,6 +124,33 @@ pub(crate) fn build_http_request<B: Serialize>(
         .map_err(OcrError::from)
 }
 
+pub(crate) async fn guardrail_document(
+    request: &LiteLLMOcrRequest,
+    url: &str,
+    headers: &[(String, String)],
+) -> Result<(OcrDocument, Vec<(String, String)>), OcrError> {
+    if !request.hooks.intercepts_requests() {
+        return Ok((request.document.clone(), headers.to_vec()));
+    }
+    let changed = request
+        .hooks
+        .during_call(OcrDuringCallRequest {
+            model: request.model.clone(),
+            custom_llm_provider: request.adapter.provider().as_str().into(),
+            url: url.into(),
+            headers: headers.to_vec(),
+            body: serde_json::to_value(&request.document).map_err(|_| {
+                OcrRequestError::RequestField {
+                    path: "document".into(),
+                }
+            })?,
+            retained_fields: Vec::new(),
+        })
+        .await?;
+    let document = super::wire::decode_request_value(changed.body, "guardrail.document")?;
+    Ok((document, changed.headers))
+}
+
 #[derive(Serialize)]
 struct OcrWireBody<B> {
     #[serde(flatten)]
@@ -107,7 +181,6 @@ impl<B: Serialize + DeserializeOwned> OcrWireBody<B> {
 pub(crate) fn credential_env(name: &str) -> Option<String> {
     std::env::var(name).ok()
 }
-
 #[cfg(test)]
 mod tests {
     use serde_json::json;
diff --git a/litellm-rust/crates/core/src/ocr/registry.rs b/litellm-rust/crates/core/src/ocr/registry.rs
index 9bae8153ee8..ed7d4fd5cf2 100644
--- a/litellm-rust/crates/core/src/ocr/registry.rs
+++ b/litellm-rust/crates/core/src/ocr/registry.rs
@@ -23,13 +23,21 @@ super::adapters::for_each_ocr_adapter!(define_adapter_types);
 
 #[derive(Clone, Copy, Debug, PartialEq, Eq)]
 pub(crate) enum OcrProvider {
+    Cohere,
     Mistral,
+    AzureAi,
+    Reducto,
+    VertexAi,
 }
 
 impl OcrProvider {
     pub(crate) const fn as_str(self) -> &'static str {
         match self {
+            Self::Cohere => "cohere",
             Self::Mistral => "mistral",
+            Self::AzureAi => "azure_ai",
+            Self::Reducto => "reducto",
+            Self::VertexAi => "vertex_ai",
         }
     }
 }
@@ -44,10 +52,81 @@ pub(crate) fn resolve_wire_adapter(
             custom_llm_provider: OcrProvider::Mistral.as_str(),
         });
     let typed_provider = match provider.custom_llm_provider {
+        "cohere" => OcrProvider::Cohere,
         "mistral" => OcrProvider::Mistral,
+        "azure_ai" => OcrProvider::AzureAi,
+        "reducto" => OcrProvider::Reducto,
+        "vertex_ai" => OcrProvider::VertexAi,
         value => return Err(Error::InvalidProvider(value.to_string())),
     };
-    match typed_provider {
-        OcrProvider::Mistral => Ok((provider.model.to_string(), OcrAdapterKind::Mistral)),
+    let adapter = match typed_provider {
+        OcrProvider::Cohere => OcrAdapterKind::Cohere,
+        OcrProvider::Mistral => OcrAdapterKind::Mistral,
+        OcrProvider::AzureAi if is_document_intelligence_model(provider.model) => {
+            OcrAdapterKind::AzureDocumentIntelligence
+        }
+        OcrProvider::AzureAi
+            if provider.model.to_ascii_lowercase().contains("cohere")
+                && provider.model.to_ascii_lowercase().contains("parse") =>
+        {
+            OcrAdapterKind::AzureCohere
+        }
+        OcrProvider::AzureAi => OcrAdapterKind::AzureMistral,
+        OcrProvider::Reducto if provider.model.eq_ignore_ascii_case("parse-legacy") => {
+            OcrAdapterKind::ReductoLegacy
+        }
+        OcrProvider::Reducto if provider.model.eq_ignore_ascii_case("parse-v3") => {
+            OcrAdapterKind::ReductoV3
+        }
+        OcrProvider::Reducto => OcrAdapterKind::ReductoV3,
+        OcrProvider::VertexAi if provider.model.to_ascii_lowercase().contains("deepseek") => {
+            OcrAdapterKind::VertexDeepSeek
+        }
+        OcrProvider::VertexAi => OcrAdapterKind::VertexMistral,
+    };
+    Ok((provider.model.to_string(), adapter))
+}
+
+fn is_document_intelligence_model(model: &str) -> bool {
+    let model = model.to_ascii_lowercase();
+    model.contains("doc-intelligence") || model.contains("documentintelligence")
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn provider_models_are_preserved_without_a_local_allowlist() {
+        let cases = [
+            ("mistral/future-ocr-model", OcrAdapterKind::Mistral),
+            ("azure_ai/future-ocr-model", OcrAdapterKind::AzureMistral),
+        ];
+
+        for (qualified_model, expected_adapter) in cases {
+            let expected_model = qualified_model.split_once('/').unwrap().1;
+            let (model, adapter) = resolve_wire_adapter(qualified_model, None).unwrap();
+            assert_eq!(model, expected_model);
+            assert_eq!(adapter, expected_adapter);
+        }
+    }
+
+    #[test]
+    fn unknown_reducto_models_use_the_current_protocol() {
+        let (model, adapter) = resolve_wire_adapter("reducto/future-parse-model", None).unwrap();
+        assert_eq!(model, "future-parse-model");
+        assert_eq!(adapter, OcrAdapterKind::ReductoV3);
+    }
+
+    #[test]
+    fn known_protocol_models_still_select_specialized_adapters() {
+        let (model, adapter) = resolve_wire_adapter("reducto/parse-legacy", None).unwrap();
+        assert_eq!(model, "parse-legacy");
+        assert_eq!(adapter, OcrAdapterKind::ReductoLegacy);
+
+        let (model, adapter) =
+            resolve_wire_adapter("azure_ai/doc-intelligence/prebuilt-layout", None).unwrap();
+        assert_eq!(model, "doc-intelligence/prebuilt-layout");
+        assert_eq!(adapter, OcrAdapterKind::AzureDocumentIntelligence);
     }
 }
diff --git a/litellm-rust/crates/core/src/ocr/transformation.rs b/litellm-rust/crates/core/src/ocr/transformation.rs
deleted file mode 100644
index ac4f10bf15b..00000000000
--- a/litellm-rust/crates/core/src/ocr/transformation.rs
+++ /dev/null
@@ -1,107 +0,0 @@
-use crate::Error;
-use serde_json::{Map, Value};
-
-use super::types::{LiteLLMOcrResponse, OcrRequestData};
-
-#[derive(Clone, Copy, Debug, PartialEq, Eq)]
-pub enum OcrAuthStrategy {
-    Bearer,
-    Header(&'static str),
-}
-
-impl OcrAuthStrategy {
-    pub fn header_name(self) -> &'static str {
-        match self {
-            Self::Bearer => "authorization",
-            Self::Header(header_name) => header_name,
-        }
-    }
-}
-
-#[derive(Clone, Copy, Debug, PartialEq, Eq)]
-pub enum OcrResponseHandling {
-    Json,
-    AzureDocumentIntelligencePoll,
-}
-
-pub trait OcrProviderConfig: Sync {
-    fn supported_ocr_params(&self) -> &'static [&'static str];
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
-        let mut mapped_params = Map::new();
-        for (param, value) in non_default_params {
-            if self.supported_ocr_params().contains(&param.as_str()) {
-                mapped_params.insert(param.clone(), value.clone());
-            }
-        }
-        mapped_params
-    }
-
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error>;
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error>;
-
-    fn transform_ocr_response_with_params(
-        &self,
-        model: &str,
-        response_json: Value,
-        _optional_params: &Map<String, Value>,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        self.transform_ocr_response(model, response_json)
-    }
-
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        model: &str,
-        optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error>;
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error>;
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn validate_environment(
-        &self,
-        headers: Vec<(String, String)>,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<Vec<(String, String)>, Error> {
-        let strategy = self.auth_strategy();
-        if crate::http_utils::has_header(&headers, strategy.header_name()) {
-            return Ok(headers);
-        }
-        let api_key = self.resolve_api_key(api_key, env_lookup)?;
-        let auth_header = match strategy {
-            OcrAuthStrategy::Bearer => ("Authorization".to_string(), format!("Bearer {api_key}")),
-            OcrAuthStrategy::Header(name) => (name.to_string(), api_key),
-        };
-        Ok(std::iter::once(auth_header).chain(headers).collect())
-    }
-
-    fn auth_strategy(&self) -> OcrAuthStrategy {
-        OcrAuthStrategy::Bearer
-    }
-
-    fn requires_data_uri_document(&self) -> bool {
-        false
-    }
-
-    fn response_handling(&self) -> OcrResponseHandling {
-        OcrResponseHandling::Json
-    }
-}
diff --git a/litellm-rust/crates/core/src/ocr/types.rs b/litellm-rust/crates/core/src/ocr/types.rs
index 02b5330188c..76df8b42806 100644
--- a/litellm-rust/crates/core/src/ocr/types.rs
+++ b/litellm-rust/crates/core/src/ocr/types.rs
@@ -1,3 +1,4 @@
+use std::collections::BTreeMap;
 use std::sync::Arc;
 use std::time::Duration;
 
@@ -7,14 +8,9 @@ use serde_json::{Map, Value};
 use super::hooks::{NoopOcrHooks, OcrHooks};
 use super::registry::{OcrAdapterKind, resolve_wire_adapter};
 use crate::Error;
+use crate::auth::{InputSource, TokenProviderHandle};
 use crate::constants::OCR_HTTP_TIMEOUT_SECS;
 
-#[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
-pub struct OcrRequestData {
-    pub data: Value,
-    pub files: Option<Value>,
-}
-
 #[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
 #[serde(tag = "type")]
 pub enum OcrDocument {
@@ -32,6 +28,28 @@ pub enum OcrDocument {
     },
 }
 
+impl OcrDocument {
+    pub(crate) fn source(&self) -> &str {
+        match self {
+            Self::DocumentUrl { document_url, .. } => document_url,
+            Self::ImageUrl { image_url, .. } => image_url,
+        }
+    }
+
+    pub(crate) fn with_source(self, source: String) -> Self {
+        match self {
+            Self::DocumentUrl { extra_fields, .. } => Self::DocumentUrl {
+                document_url: source,
+                extra_fields,
+            },
+            Self::ImageUrl { extra_fields, .. } => Self::ImageUrl {
+                image_url: source,
+                extra_fields,
+            },
+        }
+    }
+}
+
 #[derive(Clone, Copy, Debug, Default, PartialEq, Eq, Serialize, Deserialize)]
 #[serde(rename_all = "lowercase")]
 pub enum OcrResponseFormat {
@@ -43,18 +61,30 @@ pub enum OcrResponseFormat {
 #[derive(Clone)]
 pub struct OcrConnection {
     pub api_key: Option<String>,
+    pub api_key_source: InputSource,
     pub api_base: Option<String>,
+    pub api_base_source: InputSource,
     pub extra_headers: Vec<(String, String)>,
+    pub extra_headers_source: InputSource,
     pub timeout: Duration,
+    pub max_download_bytes: u64,
+    pub max_response_bytes: usize,
+    pub poll_timeout: Duration,
 }
 
 impl Default for OcrConnection {
     fn default() -> Self {
         Self {
             api_key: None,
+            api_key_source: InputSource::Deployment,
             api_base: None,
+            api_base_source: InputSource::Deployment,
             extra_headers: Vec::new(),
+            extra_headers_source: InputSource::Deployment,
             timeout: Duration::from_secs(OCR_HTTP_TIMEOUT_SECS),
+            max_download_bytes: crate::constants::OCR_DOWNLOAD_MAX_BYTES,
+            max_response_bytes: crate::constants::OCR_RESPONSE_MAX_BYTES,
+            poll_timeout: Duration::from_secs(crate::constants::OCR_POLL_TIMEOUT_SECS),
         }
     }
 }
@@ -66,6 +96,8 @@ pub struct LiteLLMOcrRequest {
     pub hooks: Arc<dyn OcrHooks>,
     pub litellm_call_id: Option<String>,
     pub optional_params: Map<String, Value>,
+    pub input_sources: BTreeMap<String, InputSource>,
+    pub azure_ad_token_provider: Option<TokenProviderHandle>,
     pub(crate) adapter: OcrAdapterKind,
 }
 
@@ -85,6 +117,8 @@ impl LiteLLMOcrRequest {
             hooks: Arc::new(NoopOcrHooks),
             litellm_call_id: None,
             optional_params,
+            input_sources: BTreeMap::new(),
+            azure_ad_token_provider: None,
             adapter: adapter_kind,
         })
     }
@@ -102,6 +136,10 @@ impl LiteLLMOcrRequest {
             .map(|format| format.unwrap_or_default())
     }
 
+    pub fn provider_name(&self) -> &'static str {
+        self.adapter.provider().as_str()
+    }
+
     pub fn with_host_hooks(
         self,
         hooks: Arc<dyn OcrHooks>,
@@ -139,6 +177,47 @@ mod tests {
     use super::*;
     use serde_json::json;
 
+    #[test]
+    fn document_variants_preserve_provider_fields_when_rewriting_sources() {
+        for (value, original, replacement, expected) in [
+            (
+                json!({
+                    "type":"document_url",
+                    "document_url":"https://example.com/input.pdf",
+                    "document_name":"input.pdf"
+                }),
+                "https://example.com/input.pdf",
+                "data:application/pdf;base64,AA==",
+                json!({
+                    "type":"document_url",
+                    "document_url":"data:application/pdf;base64,AA==",
+                    "document_name":"input.pdf"
+                }),
+            ),
+            (
+                json!({
+                    "type":"image_url",
+                    "image_url":"https://example.com/input.png",
+                    "detail":"high"
+                }),
+                "https://example.com/input.png",
+                "data:image/png;base64,AA==",
+                json!({
+                    "type":"image_url",
+                    "image_url":"data:image/png;base64,AA==",
+                    "detail":"high"
+                }),
+            ),
+        ] {
+            let document: OcrDocument = serde_json::from_value(value).unwrap();
+            assert_eq!(document.source(), original);
+            assert_eq!(
+                serde_json::to_value(document.with_source(replacement.into())).unwrap(),
+                expected
+            );
+        }
+    }
+
     #[test]
     fn response_serialization_flattens_extra_fields_and_omits_absent_native_response() {
         let response = LiteLLMOcrResponse {
diff --git a/litellm-rust/crates/core/src/ocr/wire.rs b/litellm-rust/crates/core/src/ocr/wire.rs
index f37c06a01ac..6dc6b34b73d 100644
--- a/litellm-rust/crates/core/src/ocr/wire.rs
+++ b/litellm-rust/crates/core/src/ocr/wire.rs
@@ -1,20 +1,69 @@
 use crate::ocr::error::OcrRequestError;
 use crate::ocr::error::OcrResponseError;
+use std::collections::BTreeMap;
 use std::time::Duration;
 
-use super::hooks::{OcrDuringCallRequest, OcrPreCallRequest};
 use super::types::{LiteLLMOcrRequest, OcrConnection, OcrDocument};
 use crate::Error;
+use crate::auth::InputSource;
 use serde::{
     Deserialize,
     de::{DeserializeOwned, IntoDeserializer},
 };
 use serde_json::{Map, Value};
 
+const COMMON_OPTION_FIELDS: &[&str] = &["req_format", "extra_body", "max_response_bytes"];
+const MISTRAL_OPTION_FIELDS: &[&str] = &[
+    "pages",
+    "include_image_base64",
+    "image_limit",
+    "image_min_size",
+    "bbox_annotation_format",
+    "document_annotation_format",
+    "document_annotation_prompt",
+    "extract_header",
+    "extract_footer",
+    "table_format",
+    "confidence_scores_granularity",
+    "include_blocks",
+    "id",
+];
+const DEEPSEEK_OPTION_FIELDS: &[&str] =
+    &["stream", "temperature", "max_tokens", "top_p", "n", "stop"];
+const DOCUMENT_INTELLIGENCE_OPTION_FIELDS: &[&str] = &["pages", "features"];
+const REDUCTO_V3_OPTION_FIELDS: &[&str] = &["formatting", "retrieval", "settings"];
+const REDUCTO_LEGACY_OPTION_FIELDS: &[&str] = &["enhance"];
+const AZURE_AUTH_OPTION_FIELDS: &[&str] = &[
+    "azure_ad_token",
+    "tenant_id",
+    "client_id",
+    "client_secret",
+    "azure_scope",
+    "azure_authority_host",
+    "azure_credential",
+    "azure_federated_token_file",
+    "enable_azure_ad_token_refresh",
+];
+const VERTEX_AUTH_OPTION_FIELDS: &[&str] = &[
+    "vertex_credentials",
+    "vertex_ai_credentials",
+    "vertex_project",
+    "vertex_ai_project",
+    "vertex_location",
+    "vertex_ai_location",
+];
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub struct OptionalParamSpec {
+    pub name: &'static str,
+    pub secret: bool,
+}
+
 #[derive(Debug)]
 pub struct DecodedOcrResponse<T> {
     pub data: T,
     pub native: Option<Value>,
+    pub text: String,
 }
 
 #[derive(Deserialize)]
@@ -28,6 +77,8 @@ pub struct OcrWireRequest {
     pub extra_headers: Option<Map<String, Value>>,
     #[serde(default)]
     pub optional_params: Map<String, Value>,
+    #[serde(default)]
+    pub input_sources: BTreeMap<String, InputSource>,
     pub timeout_seconds: Option<f64>,
 }
 
@@ -35,8 +86,65 @@ pub fn is_supported_request(model: &str, custom_llm_provider: Option<&str>) -> b
     super::registry::resolve_wire_adapter(model, custom_llm_provider).is_ok()
 }
 
+pub fn consumed_optional_param_names(
+    model: &str,
+    custom_llm_provider: Option<&str>,
+) -> Result<Vec<&'static str>, Error> {
+    use super::registry::OcrAdapterKind;
+
+    let (_, adapter) = super::registry::resolve_wire_adapter(model, custom_llm_provider)?;
+    let provider_fields: &[&str] = match adapter {
+        OcrAdapterKind::Cohere | OcrAdapterKind::AzureCohere => &["output_format"],
+        OcrAdapterKind::Mistral | OcrAdapterKind::AzureMistral | OcrAdapterKind::VertexMistral => {
+            MISTRAL_OPTION_FIELDS
+        }
+        OcrAdapterKind::AzureDocumentIntelligence => DOCUMENT_INTELLIGENCE_OPTION_FIELDS,
+        OcrAdapterKind::ReductoV3 => REDUCTO_V3_OPTION_FIELDS,
+        OcrAdapterKind::ReductoLegacy => REDUCTO_LEGACY_OPTION_FIELDS,
+        OcrAdapterKind::VertexDeepSeek => DEEPSEEK_OPTION_FIELDS,
+    };
+    let auth_fields: &[&str] = match adapter {
+        OcrAdapterKind::AzureMistral
+        | OcrAdapterKind::AzureDocumentIntelligence
+        | OcrAdapterKind::AzureCohere => AZURE_AUTH_OPTION_FIELDS,
+        OcrAdapterKind::VertexMistral | OcrAdapterKind::VertexDeepSeek => VERTEX_AUTH_OPTION_FIELDS,
+        _ => &[],
+    };
+    Ok(COMMON_OPTION_FIELDS
+        .iter()
+        .chain(provider_fields)
+        .chain(auth_fields)
+        .copied()
+        .collect())
+}
+
+pub fn consumed_optional_params(
+    model: &str,
+    custom_llm_provider: Option<&str>,
+) -> Result<Vec<OptionalParamSpec>, Error> {
+    consumed_optional_param_names(model, custom_llm_provider).map(|names| {
+        names
+            .into_iter()
+            .map(|name| OptionalParamSpec {
+                name,
+                secret: matches!(
+                    name,
+                    "azure_ad_token"
+                        | "client_secret"
+                        | "azure_federated_token_file"
+                        | "vertex_credentials"
+                        | "vertex_ai_credentials"
+                ),
+            })
+            .collect()
+    })
+}
+
 pub fn decode_request(wire: OcrWireRequest) -> Result<LiteLLMOcrRequest, Error> {
-    let document = decode_request_value(wire.document, "document")?;
+    let api_key_source = source_for(&wire.input_sources, "api_key");
+    let api_base_source = source_for(&wire.input_sources, "api_base");
+    let extra_headers_source = source_for(&wire.input_sources, "extra_headers");
+    let document = decode_document(wire.document)?;
     let headers = wire
         .extra_headers
         .unwrap_or_default()
@@ -59,24 +167,62 @@ pub fn decode_request(wire: OcrWireRequest) -> Result<LiteLLMOcrRequest, Error>
         })
         .transpose()?;
     let defaults = OcrConnection::default();
+    let max_response_bytes = wire
+        .optional_params
+        .get("max_response_bytes")
+        .map(|value| {
+            value
+                .as_u64()
+                .and_then(|value| usize::try_from(value).ok())
+                .filter(|value| *value > 0 && *value <= defaults.max_response_bytes)
+                .ok_or_else(|| OcrRequestError::RequestField {
+                    path: "max_response_bytes".into(),
+                })
+        })
+        .transpose()?
+        .unwrap_or(defaults.max_response_bytes);
     let request = LiteLLMOcrRequest::new(
         wire.model,
         document,
         wire.custom_llm_provider.as_deref(),
-        wire.optional_params,
+        wire.optional_params
+            .into_iter()
+            .filter(|(name, _)| name != "max_response_bytes")
+            .collect(),
     )?;
     let connection = OcrConnection {
         api_key: nonblank(wire.api_key),
+        api_key_source,
         api_base: nonblank(wire.api_base),
+        api_base_source,
         extra_headers: headers,
+        extra_headers_source,
         timeout: timeout.unwrap_or(defaults.timeout),
+        max_download_bytes: defaults.max_download_bytes,
+        max_response_bytes,
+        poll_timeout: defaults.poll_timeout,
     };
     Ok(LiteLLMOcrRequest {
         connection,
+        input_sources: wire.input_sources,
         ..request
     })
 }
 
+fn decode_document(value: Value) -> Result<OcrDocument, OcrRequestError> {
+    let kind = value.get("type").and_then(Value::as_str);
+    let missing_url = matches!(kind, Some("document_url")) && value.get("document_url").is_none()
+        || matches!(kind, Some("image_url")) && value.get("image_url").is_none();
+    if missing_url {
+        return Err(OcrRequestError::MissingDocumentUrl);
+    }
+    decode_request_value(value, "document")
+}
+
+fn source_for(sources: &BTreeMap<String, InputSource>, name: &str) -> InputSource {
+    sources.get(name).copied().unwrap_or_default()
+}
+
 fn nonblank(value: Option<String>) -> Option<String> {
     value
         .map(|s| s.trim().to_string())
@@ -117,38 +263,81 @@ pub fn decode_response<T: DeserializeOwned>(
     } else {
         None
     };
-    Ok(DecodedOcrResponse { data, native })
-}
-
-pub fn decode_pre_call_result(
-    original: OcrPreCallRequest,
-    value: Value,
-) -> Result<OcrPreCallRequest, OcrRequestError> {
-    #[derive(Deserialize)]
-    struct Changed {
-        document: OcrDocument,
-        #[serde(default)]
-        optional_params: Map<String, Value>,
-    }
-    let changed: Changed = decode_request_value(value, "guardrail")?;
-    Ok(OcrPreCallRequest {
-        document: changed.document,
-        optional_params: Value::Object(changed.optional_params),
-        ..original
+    Ok(DecodedOcrResponse {
+        data,
+        native,
+        text: String::from_utf8_lossy(bytes).into_owned(),
     })
 }
 
-pub fn decode_during_call_result(
-    original: OcrDuringCallRequest,
-    value: Value,
-) -> Result<OcrDuringCallRequest, OcrRequestError> {
-    #[derive(Deserialize)]
-    struct Changed {
-        body: Value,
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn option_projection_is_provider_specific_and_excludes_opaque_fields() {
+        let mistral = consumed_optional_param_names("mistral/model", None).unwrap();
+        assert!(mistral.contains(&"pages"));
+        assert!(mistral.contains(&"req_format"));
+        assert!(!mistral.contains(&"vertex_project"));
+        assert!(!mistral.contains(&"opaque_extension"));
+
+        let vertex = consumed_optional_param_names("vertex_ai/deepseek-ocr", None).unwrap();
+        assert!(vertex.contains(&"temperature"));
+        assert!(vertex.contains(&"vertex_credentials"));
+        assert!(!vertex.contains(&"pages"));
+    }
+
+    #[test]
+    fn optional_param_metadata_marks_only_credentials_as_secret() {
+        let azure = consumed_optional_params("model", Some("azure_ai")).unwrap();
+        assert!(
+            azure
+                .iter()
+                .any(|spec| spec.name == "client_secret" && spec.secret)
+        );
+        assert!(
+            azure
+                .iter()
+                .any(|spec| spec.name == "tenant_id" && !spec.secret)
+        );
+        let vertex = consumed_optional_params("deepseek-ocr", Some("vertex_ai")).unwrap();
+        assert!(
+            vertex
+                .iter()
+                .any(|spec| spec.name == "vertex_credentials" && spec.secret)
+        );
+        assert!(
+            vertex
+                .iter()
+                .any(|spec| spec.name == "vertex_project" && !spec.secret)
+        );
+    }
+
+    #[test]
+    fn activation_includes_migrated_providers() {
+        assert!(is_supported_request("model", Some("mistral")));
+        assert!(is_supported_request("pixtral-12b", Some("azure_ai")));
+        assert!(is_supported_request(
+            "documentintelligence/prebuilt-read",
+            Some("azure_ai")
+        ));
+        assert!(is_supported_request("parse-v3", Some("reducto")));
+        assert!(is_supported_request("parse-legacy", Some("reducto")));
+        assert!(is_supported_request("mistral-ocr", Some("vertex_ai")));
+        assert!(is_supported_request("deepseek-ocr", Some("vertex_ai")));
+    }
+
+    #[test]
+    fn missing_document_source_has_a_typed_public_error() {
+        for document in [
+            serde_json::json!({"type": "document_url"}),
+            serde_json::json!({"type": "image_url"}),
+        ] {
+            assert_eq!(
+                decode_document(document),
+                Err(OcrRequestError::MissingDocumentUrl)
+            );
+        }
     }
-    let changed: Changed = decode_request_value(value, "guardrail")?;
-    Ok(OcrDuringCallRequest {
-        body: changed.body,
-        ..original
-    })
 }
diff --git a/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs b/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs
index f31b961e78a..3ed00b7cc5f 100644
--- a/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs
@@ -1,3 +1,4 @@
+use crate::auth::error::MissingCredential;
 use crate::error::Error;
 use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy};
 
@@ -21,13 +22,7 @@ pub fn resolve_anthropic_api_key(
     non_empty(api_key)
         .map(str::to_string)
         .or_else(|| env_lookup(ANTHROPIC_API_KEY_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Anthropic API Key - Set `api_key` or the ANTHROPIC_API_KEY \
-                 environment variable"
-                    .to_string(),
-            )
-        })
+        .ok_or_else(|| Error::from(crate::AuthError::from(MissingCredential::AnthropicApiKey)))
 }
 
 pub fn complete_anthropic_url(
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/auth/credential_provider_cache.rs b/litellm-rust/crates/core/src/providers/azure_ai/auth/credential_provider_cache.rs
new file mode 100644
index 00000000000..297e4cc6502
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/azure_ai/auth/credential_provider_cache.rs
@@ -0,0 +1,43 @@
+use std::future::Future;
+use std::sync::Arc;
+
+use azure_core::credentials::TokenCredential;
+use moka::future::Cache;
+
+use crate::AuthError;
+
+#[derive(Clone, Debug, PartialEq, Eq, Hash)]
+pub(crate) struct AzureCredentialProviderCacheKey {
+    pub(crate) mechanism: &'static str,
+    pub(crate) authority: String,
+    pub(crate) tenant_id: String,
+    pub(crate) client_id: String,
+    pub(crate) scope: String,
+    pub(crate) secret_identity: String,
+}
+
+pub(crate) struct AzureCredentialProviderCache {
+    entries: Cache<AzureCredentialProviderCacheKey, Arc<dyn TokenCredential>>,
+}
+
+impl AzureCredentialProviderCache {
+    pub(crate) fn new(capacity: u64) -> Self {
+        Self {
+            entries: Cache::builder().max_capacity(capacity).build(),
+        }
+    }
+
+    pub(crate) async fn get_or_create<F>(
+        &self,
+        key: AzureCredentialProviderCacheKey,
+        create: F,
+    ) -> Result<Arc<dyn TokenCredential>, AuthError>
+    where
+        F: Future<Output = Result<Arc<dyn TokenCredential>, AuthError>>,
+    {
+        self.entries
+            .try_get_with(key, create)
+            .await
+            .map_err(|error| (*error).clone())
+    }
+}
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/auth/mod.rs b/litellm-rust/crates/core/src/providers/azure_ai/auth/mod.rs
new file mode 100644
index 00000000000..33d007c1945
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/azure_ai/auth/mod.rs
@@ -0,0 +1,7 @@
+mod credential_provider_cache;
+mod native;
+mod resolve;
+mod types;
+
+pub(crate) use resolve::AzureAuthService;
+pub(crate) use types::AzureAuthInputs;
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/auth/native.rs b/litellm-rust/crates/core/src/providers/azure_ai/auth/native.rs
new file mode 100644
index 00000000000..b8f19818d16
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/azure_ai/auth/native.rs
@@ -0,0 +1,702 @@
+use crate::auth::error::AuthConfigurationError;
+use std::sync::Arc;
+use std::time::{Duration, UNIX_EPOCH};
+
+use azure_core::cloud::{CloudConfiguration, CustomConfiguration};
+use azure_core::credentials::{Secret, TokenCredential};
+use azure_core::http::ClientOptions;
+use azure_identity::{
+    ClientAssertion, ClientAssertionCredential, ClientAssertionCredentialOptions,
+    ClientSecretCredential, ClientSecretCredentialOptions, DeveloperToolsCredential,
+    ManagedIdentityCredential, ManagedIdentityCredentialOptions, UserAssignedId,
+    WorkloadIdentityCredential, WorkloadIdentityCredentialOptions,
+};
+use sha2::{Digest, Sha256};
+
+use crate::AuthError;
+use crate::auth::{InputSource, ResolvedCredential, SecretValue, Sourced};
+
+use super::credential_provider_cache::{
+    AzureCredentialProviderCache, AzureCredentialProviderCacheKey,
+};
+
+#[derive(Clone, Debug)]
+pub(crate) enum NativeAzureRequest {
+    ClientSecret {
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        client_secret: Sourced<SecretValue>,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    ClientAssertion {
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        assertion: Sourced<SecretValue>,
+        assertion_identity: String,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    WorkloadIdentity {
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        token_file_path: Sourced<String>,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    ManagedIdentity {
+        client_id: Option<Sourced<String>>,
+        scope: Sourced<String>,
+        selection_source: InputSource,
+    },
+    DeveloperTools {
+        scope: Sourced<String>,
+        selection_source: InputSource,
+    },
+}
+
+#[derive(Clone, Debug)]
+pub(crate) struct ValidatedAzureRequest {
+    request: NativeAzureRequest,
+    credential_source: InputSource,
+}
+
+impl ValidatedAzureRequest {
+    pub(crate) fn new(request: NativeAzureRequest) -> Result<Self, AuthError> {
+        validate_authority(&request)?;
+        let credential_source = validate_sources(&request)?;
+        Ok(Self {
+            request,
+            credential_source,
+        })
+    }
+
+    pub(crate) fn credential_source(&self) -> InputSource {
+        self.credential_source
+    }
+
+    #[cfg(test)]
+    pub(super) fn kind(&self) -> &'static str {
+        match self.request {
+            NativeAzureRequest::ClientSecret { .. } => "client-secret",
+            NativeAzureRequest::ClientAssertion { .. } => "client-assertion",
+            NativeAzureRequest::WorkloadIdentity { .. } => "workload-identity",
+            NativeAzureRequest::ManagedIdentity { .. } => "managed-identity",
+            NativeAzureRequest::DeveloperTools { .. } => "developer-tools",
+        }
+    }
+}
+
+pub(crate) struct NativeAzureTokenAcquirer {
+    cache: AzureCredentialProviderCache,
+    transport: Option<azure_core::http::Transport>,
+}
+
+impl Default for NativeAzureTokenAcquirer {
+    fn default() -> Self {
+        Self::new(64)
+    }
+}
+
+impl NativeAzureTokenAcquirer {
+    pub(crate) fn new(cache_capacity: u64) -> Self {
+        Self {
+            cache: AzureCredentialProviderCache::new(cache_capacity),
+            transport: None,
+        }
+    }
+
+    #[cfg(test)]
+    pub(super) fn with_transport(
+        cache_capacity: u64,
+        transport: azure_core::http::Transport,
+    ) -> Self {
+        Self {
+            cache: AzureCredentialProviderCache::new(cache_capacity),
+            transport: Some(transport),
+        }
+    }
+
+    pub(crate) async fn acquire(
+        &self,
+        request: ValidatedAzureRequest,
+    ) -> Result<ResolvedCredential, AuthError> {
+        let scope = request.request.scope().to_string();
+        let key = request.request.cache_key();
+        let transport = self.transport.clone();
+        let credential = self
+            .cache
+            .get_or_create(
+                key,
+                async move { build_credential(request.request, transport) },
+            )
+            .await?;
+        let token = credential
+            .get_token(&[scope.as_str()], None)
+            .await
+            .map_err(|error| AuthError::AzureTokenAcquisition(error.to_string()))?;
+        let expires_on = u64::try_from(token.expires_on.unix_timestamp())
+            .ok()
+            .map(|seconds| UNIX_EPOCH + Duration::from_secs(seconds));
+
+        Ok(ResolvedCredential::AccessToken {
+            token: SecretValue::new(token.token.secret()),
+            expires_on,
+        })
+    }
+}
+
+impl NativeAzureRequest {
+    fn scope(&self) -> &str {
+        match self {
+            Self::ClientSecret { scope, .. }
+            | Self::ClientAssertion { scope, .. }
+            | Self::WorkloadIdentity { scope, .. }
+            | Self::ManagedIdentity { scope, .. }
+            | Self::DeveloperTools { scope, .. } => scope.value(),
+        }
+    }
+
+    fn cache_key(&self) -> AzureCredentialProviderCacheKey {
+        match self {
+            Self::ClientSecret {
+                tenant_id,
+                client_id,
+                client_secret,
+                scope,
+                authority,
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "client-secret",
+                authority: authority
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                tenant_id: tenant_id.value().clone(),
+                client_id: client_id.value().clone(),
+                scope: scope.value().clone(),
+                secret_identity: secret_digest(client_secret.value().expose()),
+            },
+            Self::ClientAssertion {
+                tenant_id,
+                client_id,
+                assertion,
+                assertion_identity,
+                scope,
+                authority,
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "client-assertion",
+                authority: authority
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                tenant_id: tenant_id.value().clone(),
+                client_id: client_id.value().clone(),
+                scope: scope.value().clone(),
+                secret_identity: format!(
+                    "{assertion_identity}:{}",
+                    secret_digest(assertion.value().expose())
+                ),
+            },
+            Self::WorkloadIdentity {
+                tenant_id,
+                client_id,
+                token_file_path,
+                scope,
+                authority,
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "workload-identity",
+                authority: authority
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                tenant_id: tenant_id.value().clone(),
+                client_id: client_id.value().clone(),
+                scope: scope.value().clone(),
+                secret_identity: token_file_path.value().clone(),
+            },
+            Self::ManagedIdentity {
+                client_id, scope, ..
+            } => AzureCredentialProviderCacheKey {
+                mechanism: "managed-identity",
+                authority: String::new(),
+                tenant_id: String::new(),
+                client_id: client_id
+                    .as_ref()
+                    .map(|value| value.value().clone())
+                    .unwrap_or_default(),
+                scope: scope.value().clone(),
+                secret_identity: String::new(),
+            },
+            Self::DeveloperTools { scope, .. } => AzureCredentialProviderCacheKey {
+                mechanism: "developer-tools",
+                authority: String::new(),
+                tenant_id: String::new(),
+                client_id: String::new(),
+                scope: scope.value().clone(),
+                secret_identity: String::new(),
+            },
+        }
+    }
+}
+
+fn validate_authority(request: &NativeAzureRequest) -> Result<(), AuthError> {
+    let authority = match request {
+        NativeAzureRequest::ClientSecret { authority, .. }
+        | NativeAzureRequest::ClientAssertion { authority, .. }
+        | NativeAzureRequest::WorkloadIdentity { authority, .. } => authority.as_ref(),
+        NativeAzureRequest::ManagedIdentity { .. } | NativeAzureRequest::DeveloperTools { .. } => {
+            None
+        }
+    };
+    let Some(authority) = authority else {
+        return Ok(());
+    };
+    let url = url::Url::parse(authority.value())
+        .map_err(|_| AuthError::Configuration(AuthConfigurationError::InvalidAzureAuthority))?;
+    if url.scheme() != "https"
+        || url.host_str().is_none()
+        || !url.username().is_empty()
+        || url.password().is_some()
+        || url.query().is_some()
+        || url.fragment().is_some()
+        || !matches!(url.path(), "" | "/")
+    {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::InvalidAzureAuthority,
+        ));
+    }
+    Ok(())
+}
+
+fn validate_sources(request: &NativeAzureRequest) -> Result<InputSource, AuthError> {
+    match request {
+        NativeAzureRequest::ClientSecret {
+            tenant_id,
+            client_id,
+            client_secret,
+            scope,
+            authority,
+        } => {
+            let identity_sources = [
+                tenant_id.source(),
+                client_id.source(),
+                client_secret.source(),
+            ];
+            let request_identity = identity_sources.contains(&InputSource::Request);
+            if request_identity
+                && !identity_sources
+                    .iter()
+                    .all(|source| *source == InputSource::Request)
+            {
+                return mixed_sources();
+            }
+            if !request_identity && is_request_controlled(scope, authority.as_ref()) {
+                return mixed_sources();
+            }
+            Ok(if request_identity {
+                InputSource::Request
+            } else {
+                trusted_source(&identity_sources)
+            })
+        }
+        NativeAzureRequest::ClientAssertion {
+            tenant_id,
+            client_id,
+            assertion,
+            scope,
+            authority,
+            ..
+        } => trusted_only(&[
+            tenant_id.source(),
+            client_id.source(),
+            assertion.source(),
+            scope.source(),
+            authority
+                .as_ref()
+                .map(Sourced::source)
+                .unwrap_or(InputSource::Environment),
+        ]),
+        NativeAzureRequest::WorkloadIdentity {
+            tenant_id,
+            client_id,
+            token_file_path,
+            scope,
+            authority,
+        } => trusted_only(&[
+            tenant_id.source(),
+            client_id.source(),
+            token_file_path.source(),
+            scope.source(),
+            authority
+                .as_ref()
+                .map(Sourced::source)
+                .unwrap_or(InputSource::Environment),
+        ]),
+        NativeAzureRequest::ManagedIdentity {
+            client_id,
+            scope,
+            selection_source,
+        } => trusted_only(&[
+            client_id
+                .as_ref()
+                .map(Sourced::source)
+                .unwrap_or(InputSource::Environment),
+            scope.source(),
+            *selection_source,
+        ]),
+        NativeAzureRequest::DeveloperTools {
+            scope,
+            selection_source,
+        } => trusted_only(&[scope.source(), *selection_source]),
+    }
+}
+
+fn is_request_controlled<T>(value: &Sourced<T>, optional: Option<&Sourced<String>>) -> bool {
+    value.source() == InputSource::Request
+        || optional.is_some_and(|value| value.source() == InputSource::Request)
+}
+
+fn trusted_only(sources: &[InputSource]) -> Result<InputSource, AuthError> {
+    if sources.contains(&InputSource::Request) {
+        return mixed_sources();
+    }
+    Ok(trusted_source(sources))
+}
+
+fn trusted_source(sources: &[InputSource]) -> InputSource {
+    if sources.contains(&InputSource::Deployment) {
+        InputSource::Deployment
+    } else {
+        InputSource::Environment
+    }
+}
+
+fn mixed_sources<T>() -> Result<T, AuthError> {
+    Err(AuthError::Configuration(
+        AuthConfigurationError::MixedAzureCredentialSources,
+    ))
+}
+
+fn build_credential(
+    request: NativeAzureRequest,
+    transport: Option<azure_core::http::Transport>,
+) -> Result<Arc<dyn TokenCredential>, AuthError> {
+    match request {
+        NativeAzureRequest::ClientSecret {
+            tenant_id,
+            client_id,
+            client_secret,
+            authority,
+            ..
+        } => ClientSecretCredential::new(
+            tenant_id.value(),
+            client_id.into_value(),
+            Secret::new(client_secret.value().expose().to_string()),
+            Some(ClientSecretCredentialOptions {
+                client_options: client_options(authority.map(Sourced::into_value), transport),
+            }),
+        )
+        .map(|credential| credential as Arc<dyn TokenCredential>),
+        NativeAzureRequest::ClientAssertion {
+            tenant_id,
+            client_id,
+            assertion,
+            authority,
+            ..
+        } => ClientAssertionCredential::new(
+            tenant_id.into_value(),
+            client_id.into_value(),
+            StaticAssertion(assertion.into_value()),
+            Some(ClientAssertionCredentialOptions {
+                client_options: client_options(authority.map(Sourced::into_value), transport),
+            }),
+        )
+        .map(|credential| credential as Arc<dyn TokenCredential>),
+        NativeAzureRequest::WorkloadIdentity {
+            tenant_id,
+            client_id,
+            token_file_path,
+            authority,
+            ..
+        } => WorkloadIdentityCredential::new(Some(WorkloadIdentityCredentialOptions {
+            credential_options: azure_identity::ClientAssertionCredentialOptions {
+                client_options: client_options(authority.map(Sourced::into_value), transport),
+            },
+            client_id: Some(client_id.into_value()),
+            tenant_id: Some(tenant_id.into_value()),
+            token_file_path: Some(token_file_path.into_value().into()),
+        }))
+        .map(|credential| credential as Arc<dyn TokenCredential>),
+        NativeAzureRequest::ManagedIdentity { client_id, .. } => {
+            ManagedIdentityCredential::new(Some(ManagedIdentityCredentialOptions {
+                user_assigned_id: client_id
+                    .map(Sourced::into_value)
+                    .map(UserAssignedId::ClientId),
+                client_options: client_options(None, transport),
+            }))
+            .map(|credential| credential as Arc<dyn TokenCredential>)
+        }
+        NativeAzureRequest::DeveloperTools { .. } => DeveloperToolsCredential::new(None)
+            .map(|credential| credential as Arc<dyn TokenCredential>),
+    }
+    .map_err(|error| {
+        AuthError::Configuration(AuthConfigurationError::AzureCredentialInitialization(
+            error.to_string(),
+        ))
+    })
+}
+
+fn client_options(
+    authority: Option<String>,
+    transport: Option<azure_core::http::Transport>,
+) -> ClientOptions {
+    let cloud = authority.map(|authority_host| {
+        let mut custom = CustomConfiguration::default();
+        custom.authority_host = authority_host;
+        Arc::new(CloudConfiguration::from(custom))
+    });
+    ClientOptions {
+        cloud,
+        transport,
+        ..Default::default()
+    }
+}
+
+fn secret_digest(secret: &str) -> String {
+    format!("{:x}", Sha256::digest(secret.as_bytes()))
+}
+
+#[derive(Debug)]
+struct StaticAssertion(SecretValue);
+
+impl ClientAssertion for StaticAssertion {
+    fn secret<'life0, 'life1, 'async_trait>(
+        &'life0 self,
+        _options: Option<azure_core::http::ClientMethodOptions<'life1>>,
+    ) -> std::pin::Pin<
+        Box<dyn std::future::Future<Output = azure_core::Result<String>> + Send + 'async_trait>,
+    >
+    where
+        'life0: 'async_trait,
+        'life1: 'async_trait,
+        Self: 'async_trait,
+    {
+        Box::pin(async move { Ok(self.0.expose().to_string()) })
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::{Arc, Mutex};
+
+    use azure_core::http::headers::Headers;
+    use azure_core::http::{AsyncRawResponse, HttpClient, Request, StatusCode, Transport};
+    use azure_core::{Bytes, Result};
+
+    use super::{NativeAzureRequest, NativeAzureTokenAcquirer, ValidatedAzureRequest};
+    use crate::auth::{InputSource, SecretValue, Sourced};
+
+    fn deployment<T>(value: T) -> Sourced<T> {
+        Sourced::new(value, InputSource::Deployment)
+    }
+
+    fn sourced_client_secret(
+        credential_source: InputSource,
+        authority_source: InputSource,
+        authority: &str,
+    ) -> NativeAzureRequest {
+        NativeAzureRequest::ClientSecret {
+            tenant_id: Sourced::new("tenant".to_string(), credential_source),
+            client_id: Sourced::new("client".to_string(), credential_source),
+            client_secret: Sourced::new(SecretValue::new("secret"), credential_source),
+            scope: Sourced::new("scope".to_string(), InputSource::Environment),
+            authority: Some(Sourced::new(authority.to_string(), authority_source)),
+        }
+    }
+
+    fn client_secret_request(
+        tenant: &str,
+        client: &str,
+        secret: &str,
+        scope: &str,
+        authority: &str,
+    ) -> ValidatedAzureRequest {
+        ValidatedAzureRequest::new(NativeAzureRequest::ClientSecret {
+            tenant_id: deployment(tenant.to_string()),
+            client_id: deployment(client.to_string()),
+            client_secret: deployment(SecretValue::new(secret)),
+            scope: deployment(scope.to_string()),
+            authority: Some(deployment(authority.to_string())),
+        })
+        .unwrap()
+    }
+
+    #[derive(Debug, Default)]
+    struct RecordingTokenClient {
+        requests: Mutex<Vec<(String, String)>>,
+    }
+
+    impl HttpClient for RecordingTokenClient {
+        fn execute_request<'life0, 'life1, 'async_trait>(
+            &'life0 self,
+            request: &'life1 Request,
+        ) -> std::pin::Pin<
+            Box<dyn std::future::Future<Output = Result<AsyncRawResponse>> + Send + 'async_trait>,
+        >
+        where
+            'life0: 'async_trait,
+            'life1: 'async_trait,
+            Self: 'async_trait,
+        {
+            Box::pin(async move {
+                let body = Bytes::from(request.body());
+                self.requests.lock().unwrap().push((
+                    request.url().to_string(),
+                    String::from_utf8(body.to_vec()).unwrap(),
+                ));
+                Ok(AsyncRawResponse::from_bytes(
+                    StatusCode::Ok,
+                    Headers::new(),
+                    r#"{"token_type":"Bearer","expires_in":3600,"ext_expires_in":3600,"access_token":"native-token"}"#,
+                ))
+            })
+        }
+    }
+
+    #[tokio::test]
+    async fn client_secret_uses_sdk_protocol_and_reuses_cached_credential() {
+        let transport = Arc::new(RecordingTokenClient::default());
+        let acquirer =
+            NativeAzureTokenAcquirer::with_transport(4, Transport::new(transport.clone()));
+        let request = client_secret_request(
+            "tenant",
+            "client",
+            "secret",
+            "https://service.test/.default",
+            "https://login.test",
+        );
+
+        let first = acquirer.acquire(request.clone()).await.unwrap();
+        let second = acquirer.acquire(request).await.unwrap();
+
+        assert_eq!(first.secret().expose(), "native-token");
+        assert_eq!(second.secret().expose(), "native-token");
+        let requests = transport.requests.lock().unwrap();
+        assert_eq!(requests.len(), 1);
+        assert_eq!(requests[0].0, "https://login.test/tenant/oauth2/v2.0/token");
+        assert!(requests[0].1.contains("client_id=client"));
+        assert!(requests[0].1.contains("client_secret=secret"));
+        assert!(
+            requests[0]
+                .1
+                .contains("scope=https%3A%2F%2Fservice.test%2F.default")
+        );
+    }
+
+    #[tokio::test]
+    async fn credential_provider_cache_isolates_every_client_secret_identity_field() {
+        let transport = Arc::new(RecordingTokenClient::default());
+        let acquirer =
+            NativeAzureTokenAcquirer::with_transport(16, Transport::new(transport.clone()));
+        let request = client_secret_request;
+        let base = request("tenant", "client", "secret", "scope", "https://login.test");
+        let variants = [
+            base.clone(),
+            request(
+                "other-tenant",
+                "client",
+                "secret",
+                "scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "other-client",
+                "secret",
+                "scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "client",
+                "other-secret",
+                "scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "client",
+                "secret",
+                "other-scope",
+                "https://login.test",
+            ),
+            request(
+                "tenant",
+                "client",
+                "secret",
+                "scope",
+                "https://other-login.test",
+            ),
+        ];
+
+        acquirer.acquire(base.clone()).await.unwrap();
+        acquirer.acquire(base).await.unwrap();
+        for request in variants.into_iter().skip(1) {
+            acquirer.acquire(request).await.unwrap();
+        }
+
+        assert_eq!(transport.requests.lock().unwrap().len(), 6);
+    }
+
+    #[test]
+    fn request_authority_requires_request_owned_client_secret_identity() {
+        let error = ValidatedAzureRequest::new(sourced_client_secret(
+            InputSource::Deployment,
+            InputSource::Request,
+            "https://login.example",
+        ))
+        .unwrap_err();
+
+        assert!(matches!(
+            error,
+            crate::AuthError::Configuration(
+                crate::auth::error::AuthConfigurationError::MixedAzureCredentialSources
+            )
+        ));
+    }
+
+    #[test]
+    fn request_owned_client_secret_identity_can_select_custom_authority() {
+        let request = ValidatedAzureRequest::new(sourced_client_secret(
+            InputSource::Request,
+            InputSource::Request,
+            "https://login.example",
+        ))
+        .unwrap();
+
+        assert_eq!(request.credential_source(), InputSource::Request);
+    }
+
+    #[test]
+    fn authority_is_restricted_to_an_https_origin() {
+        for authority in [
+            "http://login.example",
+            "https://user@login.example",
+            "https://login.example/tenant",
+            "https://login.example?target=other",
+        ] {
+            let error = ValidatedAzureRequest::new(sourced_client_secret(
+                InputSource::Deployment,
+                InputSource::Deployment,
+                authority,
+            ))
+            .unwrap_err();
+            assert!(matches!(
+                error,
+                crate::AuthError::Configuration(
+                    crate::auth::error::AuthConfigurationError::InvalidAzureAuthority
+                )
+            ));
+        }
+    }
+}
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/auth/resolve.rs b/litellm-rust/crates/core/src/providers/azure_ai/auth/resolve.rs
new file mode 100644
index 00000000000..025dd4f8740
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/azure_ai/auth/resolve.rs
@@ -0,0 +1,683 @@
+use crate::AuthError;
+use crate::auth::error::AuthConfigurationError;
+use crate::auth::{
+    CredentialFileRef, CredentialLookup, CredentialRef, InputSource, ResolvedCredential,
+    SecretValue, Sourced, TokenProviderHandle,
+};
+use std::future::Future;
+use std::pin::Pin;
+use std::sync::Arc;
+
+use super::native::{NativeAzureRequest, NativeAzureTokenAcquirer, ValidatedAzureRequest};
+use super::types::{AzureAuthInputs, AzureCredentialType, ConfigValue, DEFAULT_AZURE_SCOPE};
+
+const AZURE_AD_TOKEN_ENV: &str = "AZURE_AD_TOKEN";
+const AZURE_TENANT_ID_ENV: &str = "AZURE_TENANT_ID";
+const AZURE_CLIENT_ID_ENV: &str = "AZURE_CLIENT_ID";
+const AZURE_CLIENT_SECRET_ENV: &str = "AZURE_CLIENT_SECRET";
+const AZURE_SCOPE_ENV: &str = "AZURE_SCOPE";
+const AZURE_AUTHORITY_HOST_ENV: &str = "AZURE_AUTHORITY_HOST";
+const AZURE_CREDENTIAL_ENV: &str = "AZURE_CREDENTIAL";
+const AZURE_FEDERATED_TOKEN_FILE_ENV: &str = "AZURE_FEDERATED_TOKEN_FILE";
+
+#[derive(Clone, Debug)]
+pub(crate) enum AzureCredentialPlan {
+    Supplied(Sourced<ResolvedCredential>),
+    Caller(TokenProviderHandle),
+    Oidc {
+        reference: Sourced<CredentialRef>,
+        tenant_id: Sourced<String>,
+        client_id: Sourced<String>,
+        scope: Sourced<String>,
+        authority: Option<Sourced<String>>,
+    },
+    Native(ValidatedAzureRequest),
+    Chain(Vec<ValidatedAzureRequest>),
+    Missing,
+}
+
+/// Rust counterpart to Python's `get_azure_ad_token`, not `BaseAzureLLM`.
+pub(crate) struct AzureAuthService {
+    native: Arc<dyn AzureTokenAcquirer>,
+}
+
+trait AzureTokenAcquirer: Send + Sync {
+    fn acquire(
+        &self,
+        request: ValidatedAzureRequest,
+    ) -> Pin<Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + '_>>;
+}
+
+impl AzureTokenAcquirer for NativeAzureTokenAcquirer {
+    fn acquire(
+        &self,
+        request: ValidatedAzureRequest,
+    ) -> Pin<Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + '_>> {
+        Box::pin(NativeAzureTokenAcquirer::acquire(self, request))
+    }
+}
+
+impl Default for AzureAuthService {
+    fn default() -> Self {
+        Self {
+            native: Arc::new(NativeAzureTokenAcquirer::default()),
+        }
+    }
+}
+
+impl AzureAuthService {
+    #[cfg(test)]
+    fn with_acquirer(native: Arc<dyn AzureTokenAcquirer>) -> Self {
+        Self { native }
+    }
+
+    pub(crate) async fn get_azure_ad_token(
+        &self,
+        inputs: &AzureAuthInputs,
+        env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    ) -> Result<Option<Sourced<ResolvedCredential>>, AuthError> {
+        match select_auth_plan(inputs, env_lookup)? {
+            AzureCredentialPlan::Supplied(credential) => Ok(Some(credential)),
+            AzureCredentialPlan::Caller(caller) => {
+                let credential = caller.acquire().await?;
+                if credential.secret().expose().is_empty() {
+                    return Err(AuthError::EmptyAzureToken);
+                }
+                Ok(Some(Sourced::new(credential, InputSource::Deployment)))
+            }
+            AzureCredentialPlan::Oidc {
+                reference,
+                tenant_id,
+                client_id,
+                scope,
+                authority,
+            } => {
+                let assertion = resolve_reference(inputs, env_lookup, reference.value())
+                    .await?
+                    .ok_or(AuthError::UnresolvedOidcReference)?;
+                let request = ValidatedAzureRequest::new(NativeAzureRequest::ClientAssertion {
+                    tenant_id,
+                    client_id,
+                    assertion: Sourced::new(assertion, reference.source()),
+                    assertion_identity: format!("{:?}", reference.value()),
+                    scope,
+                    authority,
+                })?;
+                let source = request.credential_source();
+                self.native
+                    .acquire(request)
+                    .await
+                    .map(|credential| Sourced::new(credential, source))
+                    .map(Some)
+            }
+            AzureCredentialPlan::Native(request) => {
+                let source = request.credential_source();
+                self.native
+                    .acquire(request)
+                    .await
+                    .map(|credential| Some(Sourced::new(credential, source)))
+            }
+            AzureCredentialPlan::Chain(requests) => {
+                let mut failures = Vec::new();
+                for request in requests {
+                    let source = request.credential_source();
+                    match self.native.acquire(request).await {
+                        Ok(credential) => return Ok(Some(Sourced::new(credential, source))),
+                        Err(error) => failures.push(error),
+                    }
+                }
+                Err(AuthError::CredentialChain(failures))
+            }
+            AzureCredentialPlan::Missing => Ok(None),
+        }
+    }
+}
+
+pub(crate) fn select_auth_plan(
+    inputs: &AzureAuthInputs,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<AzureCredentialPlan, AuthError> {
+    let token = configured_secret(&inputs.azure_ad_token, AZURE_AD_TOKEN_ENV, env_lookup);
+    let tenant_id = configured_string(&inputs.tenant_id, AZURE_TENANT_ID_ENV, env_lookup);
+    let client_id = configured_string(&inputs.client_id, AZURE_CLIENT_ID_ENV, env_lookup);
+    let client_secret =
+        configured_secret(&inputs.client_secret, AZURE_CLIENT_SECRET_ENV, env_lookup);
+    let scope = configured_string(&inputs.azure_scope, AZURE_SCOPE_ENV, env_lookup)
+        .unwrap_or_else(|| Sourced::new(DEFAULT_AZURE_SCOPE.to_string(), InputSource::Environment));
+    let authority = configured_string(
+        &inputs.azure_authority_host,
+        AZURE_AUTHORITY_HOST_ENV,
+        env_lookup,
+    );
+    let selector = configured_string(&inputs.azure_credential, AZURE_CREDENTIAL_ENV, env_lookup)
+        .map(|value| {
+            value
+                .value()
+                .parse::<AzureCredentialType>()
+                .map(|selector| Sourced::new(selector, value.source()))
+        })
+        .transpose()
+        .map_err(|_| AuthError::Configuration(AuthConfigurationError::InvalidAzureSelector))?;
+    let federated_token_file = configured_string(
+        &inputs.federated_token_file,
+        AZURE_FEDERATED_TOKEN_FILE_ENV,
+        env_lookup,
+    );
+
+    if inputs.azure_ad_token_provider.is_none()
+        && let (Some(tenant_id), Some(client_id), Some(client_secret)) =
+            (tenant_id.clone(), client_id.clone(), client_secret)
+    {
+        return Ok(AzureCredentialPlan::Native(ValidatedAzureRequest::new(
+            NativeAzureRequest::ClientSecret {
+                tenant_id,
+                client_id,
+                client_secret,
+                scope,
+                authority,
+            },
+        )?));
+    }
+
+    if let (Some(reference), Some(tenant_id), Some(client_id)) = (
+        oidc_reference(&token)?,
+        tenant_id.clone(),
+        client_id.clone(),
+    ) {
+        return Ok(AzureCredentialPlan::Oidc {
+            reference,
+            tenant_id,
+            client_id,
+            scope,
+            authority,
+        });
+    }
+
+    if let Some(caller) = &inputs.azure_ad_token_provider {
+        return Ok(AzureCredentialPlan::Caller(caller.clone()));
+    }
+
+    if let Some(token) = token {
+        return Ok(AzureCredentialPlan::Supplied(token.map(|token| {
+            ResolvedCredential::AccessToken {
+                token,
+                expires_on: None,
+            }
+        })));
+    }
+
+    if !*inputs.enable_azure_ad_token_refresh.value() && selector.is_none() {
+        return Ok(AzureCredentialPlan::Missing);
+    }
+
+    select_native_plan(
+        selector,
+        tenant_id,
+        client_id,
+        federated_token_file,
+        scope,
+        authority,
+        inputs.enable_azure_ad_token_refresh.source(),
+    )
+}
+
+fn select_native_plan(
+    selector: Option<Sourced<AzureCredentialType>>,
+    tenant_id: Option<Sourced<String>>,
+    client_id: Option<Sourced<String>>,
+    federated_token_file: Option<Sourced<String>>,
+    scope: Sourced<String>,
+    authority: Option<Sourced<String>>,
+    refresh_source: InputSource,
+) -> Result<AzureCredentialPlan, AuthError> {
+    let selected = selector.unwrap_or_else(|| {
+        Sourced::new(
+            {
+                if federated_token_file.is_some() {
+                    AzureCredentialType::DefaultAzureCredential
+                } else if client_id.is_some() {
+                    AzureCredentialType::ManagedIdentityCredential
+                } else {
+                    AzureCredentialType::DefaultAzureCredential
+                }
+            },
+            refresh_source,
+        )
+    });
+    let selection_source = selected.source();
+
+    match selected.into_value() {
+        AzureCredentialType::ClientSecretCredential => Err(AuthError::Configuration(
+            AuthConfigurationError::MissingClientSecretFields,
+        )),
+        AzureCredentialType::WorkloadIdentityCredential => {
+            Ok(AzureCredentialPlan::Native(ValidatedAzureRequest::new(
+                workload_request(tenant_id, client_id, federated_token_file, scope, authority)?,
+            )?))
+        }
+        AzureCredentialType::ManagedIdentityCredential => Ok(AzureCredentialPlan::Native(
+            ValidatedAzureRequest::new(NativeAzureRequest::ManagedIdentity {
+                client_id,
+                scope,
+                selection_source,
+            })?,
+        )),
+        AzureCredentialType::DefaultAzureCredential => {
+            let workload = match (tenant_id, client_id.clone(), federated_token_file) {
+                (Some(tenant_id), Some(client_id), Some(token_file_path)) => {
+                    Some(NativeAzureRequest::WorkloadIdentity {
+                        tenant_id,
+                        client_id,
+                        token_file_path,
+                        scope: scope.clone(),
+                        authority,
+                    })
+                }
+                _ => None,
+            };
+            Ok(AzureCredentialPlan::Chain(
+                workload
+                    .into_iter()
+                    .chain(std::iter::once(NativeAzureRequest::ManagedIdentity {
+                        client_id,
+                        scope: scope.clone(),
+                        selection_source,
+                    }))
+                    .chain(std::iter::once(NativeAzureRequest::DeveloperTools {
+                        scope,
+                        selection_source,
+                    }))
+                    .map(ValidatedAzureRequest::new)
+                    .collect::<Result<Vec<_>, _>>()?,
+            ))
+        }
+        AzureCredentialType::DeploymentIdentityCredential => {
+            let workload = match (tenant_id, client_id.clone(), federated_token_file) {
+                (Some(tenant_id), Some(client_id), Some(token_file_path)) => {
+                    Some(NativeAzureRequest::WorkloadIdentity {
+                        tenant_id,
+                        client_id,
+                        token_file_path,
+                        scope: scope.clone(),
+                        authority,
+                    })
+                }
+                _ => None,
+            };
+            let user_assigned = client_id.map(|client_id| NativeAzureRequest::ManagedIdentity {
+                client_id: Some(client_id),
+                scope: scope.clone(),
+                selection_source,
+            });
+            Ok(AzureCredentialPlan::Chain(
+                workload
+                    .into_iter()
+                    .chain(user_assigned)
+                    .chain(std::iter::once(NativeAzureRequest::ManagedIdentity {
+                        client_id: None,
+                        scope,
+                        selection_source,
+                    }))
+                    .map(ValidatedAzureRequest::new)
+                    .collect::<Result<Vec<_>, _>>()?,
+            ))
+        }
+    }
+}
+
+fn workload_request(
+    tenant_id: Option<Sourced<String>>,
+    client_id: Option<Sourced<String>>,
+    token_file_path: Option<Sourced<String>>,
+    scope: Sourced<String>,
+    authority: Option<Sourced<String>>,
+) -> Result<NativeAzureRequest, AuthError> {
+    Ok(NativeAzureRequest::WorkloadIdentity {
+        tenant_id: tenant_id.ok_or(AuthError::Configuration(
+            AuthConfigurationError::MissingWorkloadTenant,
+        ))?,
+        client_id: client_id.ok_or(AuthError::Configuration(
+            AuthConfigurationError::MissingWorkloadClient,
+        ))?,
+        token_file_path: token_file_path.ok_or(AuthError::Configuration(
+            AuthConfigurationError::MissingWorkloadTokenFile,
+        ))?,
+        scope,
+        authority,
+    })
+}
+
+fn configured_string(
+    configured: &ConfigValue<String>,
+    environment_name: &str,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<Sourced<String>> {
+    configured
+        .as_value()
+        .filter(|value| !value.value().is_empty())
+        .cloned()
+        .or_else(|| {
+            env_lookup(environment_name)
+                .filter(|value| !value.is_empty())
+                .map(|value| Sourced::new(value, InputSource::Environment))
+        })
+}
+
+fn configured_secret(
+    configured: &ConfigValue<SecretValue>,
+    environment_name: &str,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Option<Sourced<SecretValue>> {
+    configured
+        .as_value()
+        .filter(|value| !value.value().expose().is_empty())
+        .cloned()
+        .or_else(|| {
+            env_lookup(environment_name)
+                .filter(|value| !value.is_empty())
+                .map(|value| Sourced::new(SecretValue::new(value), InputSource::Environment))
+        })
+}
+
+async fn resolve_reference(
+    inputs: &AzureAuthInputs,
+    env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
+    reference: &CredentialRef,
+) -> Result<Option<SecretValue>, AuthError> {
+    let lookup = match reference {
+        CredentialRef::Explicit(secret) => return Ok(Some(secret.clone())),
+        CredentialRef::Env(name) => env_lookup(name)
+            .filter(|value| !value.is_empty())
+            .map(SecretValue::new)
+            .map_or(CredentialLookup::Missing, CredentialLookup::Found),
+        CredentialRef::None => return Ok(None),
+        CredentialRef::File(_) | CredentialRef::Request(_) | CredentialRef::Host(_) => {
+            let resolver = inputs
+                .credential_resolver
+                .as_ref()
+                .ok_or(AuthError::Configuration(
+                    AuthConfigurationError::MissingHostResolver,
+                ))?;
+            resolver.resolve(reference).await?
+        }
+    };
+    Ok(match lookup {
+        CredentialLookup::Found(secret) => Some(secret),
+        CredentialLookup::Missing | CredentialLookup::Declined => None,
+    })
+}
+
+fn oidc_reference(
+    token: &Option<Sourced<SecretValue>>,
+) -> Result<Option<Sourced<CredentialRef>>, AuthError> {
+    let Some(token) = token.as_ref() else {
+        return Ok(None);
+    };
+    let value = token.value().expose();
+    if token.source() == InputSource::Request && value.starts_with("oidc/") {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::RequestAzureCredentialReference,
+        ));
+    }
+    if let Some(name) = value.strip_prefix("oidc/env/") {
+        return non_empty_reference(name, "OIDC environment reference")
+            .map(CredentialRef::Env)
+            .map(|reference| Sourced::new(reference, token.source()))
+            .map(Some);
+    }
+    if let Some(name) = value.strip_prefix("oidc/env_path/") {
+        return non_empty_reference(name, "OIDC environment path reference")
+            .map(|name| CredentialRef::File(CredentialFileRef::EnvironmentVariable(name)))
+            .map(|reference| Sourced::new(reference, token.source()))
+            .map(Some);
+    }
+    if let Some(path) = value.strip_prefix("oidc/file/") {
+        let path = non_empty_reference(path, "OIDC file reference")?;
+        return Ok(Some(Sourced::new(
+            CredentialRef::File(CredentialFileRef::Path(path.into())),
+            token.source(),
+        )));
+    }
+    if value.starts_with("oidc/") {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::UnsupportedOidcReference,
+        ));
+    }
+    Ok(None)
+}
+
+fn non_empty_reference(value: &str, kind: &str) -> Result<String, AuthError> {
+    if value.is_empty() {
+        return Err(AuthError::Configuration(
+            AuthConfigurationError::EmptyReference(kind.to_string()),
+        ));
+    }
+    Ok(value.to_string())
+}
+
+#[cfg(test)]
+mod tests {
+    use std::future::Future;
+    use std::sync::{Arc, Mutex};
+
+    use serde_json::json;
+
+    use super::{
+        AzureAuthService, AzureCredentialPlan, AzureTokenAcquirer, oidc_reference,
+        resolve_reference, select_auth_plan,
+    };
+    use crate::AuthError;
+    use crate::auth::ResolvedCredential;
+    use crate::auth::{
+        CredentialFileRef, CredentialLookup, CredentialLookupFuture, CredentialRef,
+        CredentialResolver, CredentialResolverHandle, InputSource, SecretValue, Sourced,
+    };
+    use crate::providers::azure_ai::auth::native::ValidatedAzureRequest;
+    use crate::providers::azure_ai::auth::types::AzureAuthInputs;
+
+    #[derive(Debug)]
+    struct FileResolver;
+
+    struct ChainAcquirer {
+        requests: Mutex<Vec<&'static str>>,
+        succeed_on: Option<&'static str>,
+    }
+
+    impl AzureTokenAcquirer for ChainAcquirer {
+        fn acquire(
+            &self,
+            request: ValidatedAzureRequest,
+        ) -> std::pin::Pin<
+            Box<dyn Future<Output = Result<ResolvedCredential, AuthError>> + Send + '_>,
+        > {
+            let kind = request.kind();
+            self.requests.lock().unwrap().push(kind);
+            Box::pin(async move {
+                if self.succeed_on == Some(kind) {
+                    Ok(ResolvedCredential::AccessToken {
+                        token: SecretValue::new("chain-token"),
+                        expires_on: None,
+                    })
+                } else {
+                    Err(AuthError::AzureTokenAcquisition(format!("{kind} failed")))
+                }
+            })
+        }
+    }
+
+    impl CredentialResolver for FileResolver {
+        fn resolve<'a>(&'a self, reference: &'a CredentialRef) -> CredentialLookupFuture<'a> {
+            Box::pin(async move {
+                Ok(match reference {
+                    CredentialRef::File(CredentialFileRef::Path(path))
+                        if path == std::path::Path::new("/run/secrets/assertion") =>
+                    {
+                        CredentialLookup::Found(SecretValue::new("rotated-assertion"))
+                    }
+                    _ => CredentialLookup::Declined,
+                })
+            })
+        }
+    }
+
+    #[test]
+    fn null_and_empty_values_fall_back_to_environment() {
+        let params = json!({"tenant_id": null, "client_id": "", "client_secret": null});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+        let plan = select_auth_plan(&inputs, &|name| match name {
+            "AZURE_TENANT_ID" => Some("tenant".to_string()),
+            "AZURE_CLIENT_ID" => Some("client".to_string()),
+            "AZURE_CLIENT_SECRET" => Some("secret".to_string()),
+            _ => None,
+        })
+        .unwrap();
+
+        assert!(matches!(plan, AzureCredentialPlan::Native(_)));
+    }
+
+    #[test]
+    fn supplied_token_does_not_require_refresh() {
+        let params = json!({"azure_ad_token": "token"});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+
+        assert!(matches!(
+            select_auth_plan(&inputs, &|_| None).unwrap(),
+            AzureCredentialPlan::Supplied(_)
+        ));
+    }
+
+    #[test]
+    fn oidc_reference_is_deferred() {
+        let params = json!({
+            "azure_ad_token": "oidc/env/ASSERTION",
+            "tenant_id": "tenant",
+            "client_id": "client"
+        });
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+
+        assert!(matches!(
+            select_auth_plan(&inputs, &|_| None).unwrap(),
+            AzureCredentialPlan::Oidc {
+                reference,
+                ..
+            } if reference.value() == &CredentialRef::Env("ASSERTION".to_string())
+        ));
+    }
+
+    #[test]
+    fn oidc_file_location_is_typed_before_resolution() {
+        assert_eq!(
+            oidc_reference(&Some(Sourced::new(
+                SecretValue::new("oidc/file//run/secrets/assertion"),
+                InputSource::Deployment,
+            )))
+            .unwrap()
+            .map(Sourced::into_value),
+            Some(CredentialRef::File(CredentialFileRef::Path(
+                "/run/secrets/assertion".into()
+            )))
+        );
+    }
+
+    #[test]
+    fn unsupported_oidc_reference_is_rejected_during_plan_creation() {
+        let error = oidc_reference(&Some(Sourced::new(
+            SecretValue::new("oidc/vault/assertion"),
+            InputSource::Deployment,
+        )))
+        .expect_err("unsupported backend must fail validation");
+
+        assert!(error.to_string().contains("unsupported OIDC reference"));
+    }
+
+    #[test]
+    fn request_oidc_reference_is_rejected_before_lookup() {
+        let params = json!({
+            "azure_ad_token": "oidc/env/ASSERTION",
+            "tenant_id": "tenant",
+            "client_id": "client"
+        });
+        let sources = std::collections::BTreeMap::from([
+            ("azure_ad_token".to_string(), InputSource::Request),
+            ("tenant_id".to_string(), InputSource::Request),
+            ("client_id".to_string(), InputSource::Request),
+        ]);
+        let inputs =
+            AzureAuthInputs::from_sourced_optional_params(params.as_object().unwrap(), &sources)
+                .unwrap();
+
+        let error = select_auth_plan(&inputs, &|name| {
+            assert_ne!(name, "ASSERTION");
+            None
+        })
+        .unwrap_err();
+
+        assert!(matches!(
+            error,
+            AuthError::Configuration(
+                crate::auth::error::AuthConfigurationError::RequestAzureCredentialReference
+            )
+        ));
+    }
+
+    #[tokio::test]
+    async fn host_resolver_owns_file_access() {
+        let inputs = AzureAuthInputs {
+            credential_resolver: Some(CredentialResolverHandle::new(Arc::new(FileResolver))),
+            ..AzureAuthInputs::default()
+        };
+        let reference =
+            CredentialRef::File(CredentialFileRef::Path("/run/secrets/assertion".into()));
+
+        let resolved = resolve_reference(&inputs, &|_| None, &reference)
+            .await
+            .unwrap();
+
+        assert_eq!(resolved, Some(SecretValue::new("rotated-assertion")));
+    }
+
+    #[tokio::test]
+    async fn default_chain_uses_declared_order_and_stops_after_success() {
+        let acquirer = Arc::new(ChainAcquirer {
+            requests: Mutex::new(Vec::new()),
+            succeed_on: Some("developer-tools"),
+        });
+        let service = AzureAuthService::with_acquirer(acquirer.clone());
+        let inputs = AzureAuthInputs {
+            enable_azure_ad_token_refresh: Sourced::new(true, InputSource::Deployment),
+            ..Default::default()
+        };
+
+        let credential = service
+            .get_azure_ad_token(&inputs, &|_| None)
+            .await
+            .unwrap()
+            .unwrap();
+
+        assert_eq!(credential.value().secret().expose(), "chain-token");
+        assert_eq!(
+            *acquirer.requests.lock().unwrap(),
+            ["managed-identity", "developer-tools"]
+        );
+    }
+
+    #[tokio::test]
+    async fn chain_reports_each_acquisition_failure() {
+        let acquirer = Arc::new(ChainAcquirer {
+            requests: Mutex::new(Vec::new()),
+            succeed_on: None,
+        });
+        let service = AzureAuthService::with_acquirer(acquirer);
+        let inputs = AzureAuthInputs {
+            enable_azure_ad_token_refresh: Sourced::new(true, InputSource::Deployment),
+            ..Default::default()
+        };
+
+        let error = service
+            .get_azure_ad_token(&inputs, &|_| None)
+            .await
+            .unwrap_err();
+
+        assert!(matches!(error, AuthError::CredentialChain(errors) if errors.len() == 2));
+    }
+}
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/auth/types.rs b/litellm-rust/crates/core/src/providers/azure_ai/auth/types.rs
new file mode 100644
index 00000000000..f15d526d945
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/azure_ai/auth/types.rs
@@ -0,0 +1,195 @@
+use crate::auth::error::AuthConfigurationError;
+use serde_json::{Map, Value};
+use std::collections::BTreeMap;
+use strum::EnumString;
+
+use crate::AuthError;
+use crate::auth::{
+    CredentialResolverHandle, InputSource, SecretValue, Sourced, TokenProviderHandle,
+};
+
+pub const DEFAULT_AZURE_SCOPE: &str = "https://cognitiveservices.azure.com/.default";
+
+#[derive(Clone, Debug, Default, PartialEq, Eq)]
+pub enum ConfigValue<T> {
+    #[default]
+    Absent,
+    ExplicitNone(InputSource),
+    Value(Sourced<T>),
+}
+
+impl<T> ConfigValue<T> {
+    pub fn as_value(&self) -> Option<&Sourced<T>> {
+        match self {
+            Self::Value(value) => Some(value),
+            Self::Absent | Self::ExplicitNone(_) => None,
+        }
+    }
+}
+
+#[derive(Clone, Copy, Debug, EnumString, PartialEq, Eq, Hash)]
+#[allow(clippy::enum_variant_names)]
+pub enum AzureCredentialType {
+    ClientSecretCredential,
+    ManagedIdentityCredential,
+    DefaultAzureCredential,
+    DeploymentIdentityCredential,
+    WorkloadIdentityCredential,
+}
+
+#[derive(Clone, Debug, Default)]
+pub struct AzureAuthInputs {
+    pub azure_ad_token: ConfigValue<SecretValue>,
+    pub azure_ad_token_provider: Option<TokenProviderHandle>,
+    pub credential_resolver: Option<CredentialResolverHandle>,
+    pub tenant_id: ConfigValue<String>,
+    pub client_id: ConfigValue<String>,
+    pub client_secret: ConfigValue<SecretValue>,
+    pub azure_scope: ConfigValue<String>,
+    pub azure_authority_host: ConfigValue<String>,
+    pub azure_credential: ConfigValue<String>,
+    pub federated_token_file: ConfigValue<String>,
+    pub enable_azure_ad_token_refresh: Sourced<bool>,
+}
+
+impl AzureAuthInputs {
+    #[cfg(test)]
+    pub fn from_optional_params(params: &Map<String, Value>) -> Result<Self, AuthError> {
+        Self::from_sourced_optional_params(params, &BTreeMap::new())
+    }
+
+    pub fn from_sourced_optional_params(
+        params: &Map<String, Value>,
+        sources: &BTreeMap<String, InputSource>,
+    ) -> Result<Self, AuthError> {
+        Ok(Self {
+            azure_ad_token: secret_config(params, sources, "azure_ad_token")?,
+            azure_ad_token_provider: None,
+            credential_resolver: None,
+            tenant_id: string_config(params, sources, "tenant_id")?,
+            client_id: string_config(params, sources, "client_id")?,
+            client_secret: secret_config(params, sources, "client_secret")?,
+            azure_scope: string_config(params, sources, "azure_scope")?,
+            azure_authority_host: string_config(params, sources, "azure_authority_host")?,
+            azure_credential: string_config(params, sources, "azure_credential")?,
+            federated_token_file: string_config(params, sources, "azure_federated_token_file")?,
+            enable_azure_ad_token_refresh: Sourced::new(
+                params
+                    .get("enable_azure_ad_token_refresh")
+                    .and_then(Value::as_bool)
+                    .unwrap_or(false),
+                source_for(sources, "enable_azure_ad_token_refresh"),
+            ),
+        })
+    }
+}
+
+fn string_config(
+    params: &Map<String, Value>,
+    sources: &BTreeMap<String, InputSource>,
+    name: &str,
+) -> Result<ConfigValue<String>, AuthError> {
+    let source = source_for(sources, name);
+    match params.get(name) {
+        None => Ok(ConfigValue::Absent),
+        Some(Value::Null) => Ok(ConfigValue::ExplicitNone(source)),
+        Some(Value::String(value)) => Ok(ConfigValue::Value(Sourced::new(value.clone(), source))),
+        Some(_) => Err(AuthError::Configuration(
+            AuthConfigurationError::InvalidFieldType(name.to_string()),
+        )),
+    }
+}
+
+fn secret_config(
+    params: &Map<String, Value>,
+    sources: &BTreeMap<String, InputSource>,
+    name: &str,
+) -> Result<ConfigValue<SecretValue>, AuthError> {
+    Ok(match string_config(params, sources, name)? {
+        ConfigValue::Absent => ConfigValue::Absent,
+        ConfigValue::ExplicitNone(source) => ConfigValue::ExplicitNone(source),
+        ConfigValue::Value(value) => ConfigValue::Value(value.map(SecretValue::new)),
+    })
+}
+
+fn source_for(sources: &BTreeMap<String, InputSource>, name: &str) -> InputSource {
+    sources.get(name).copied().unwrap_or_default()
+}
+
+#[cfg(test)]
+mod tests {
+    use serde_json::json;
+
+    use std::collections::BTreeMap;
+
+    use super::{AzureAuthInputs, AzureCredentialType, ConfigValue};
+    use crate::auth::{InputSource, Sourced};
+
+    #[test]
+    fn selector_parsing_is_exact() {
+        assert_eq!(
+            "ClientSecretCredential".parse::<AzureCredentialType>(),
+            Ok(AzureCredentialType::ClientSecretCredential)
+        );
+        assert!(
+            "clientsecretcredential"
+                .parse::<AzureCredentialType>()
+                .is_err()
+        );
+    }
+
+    #[test]
+    fn defaults_preserve_absence() {
+        let inputs = AzureAuthInputs::default();
+
+        assert_eq!(inputs.tenant_id, ConfigValue::Absent);
+        assert_eq!(inputs.azure_ad_token, ConfigValue::Absent);
+    }
+
+    #[test]
+    fn parsing_distinguishes_null_empty_and_absent() {
+        let params = json!({"tenant_id": null, "client_id": ""});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+
+        assert_eq!(
+            inputs.tenant_id,
+            ConfigValue::ExplicitNone(InputSource::Deployment)
+        );
+        assert_eq!(
+            inputs.client_id,
+            ConfigValue::Value(Sourced::new(String::new(), InputSource::Deployment))
+        );
+        assert_eq!(inputs.client_secret, ConfigValue::Absent);
+    }
+
+    #[test]
+    fn parsing_preserves_trusted_input_sources() {
+        let params = json!({"tenant_id": "tenant", "client_secret": null});
+        let sources = BTreeMap::from([
+            ("tenant_id".to_string(), InputSource::Request),
+            ("client_secret".to_string(), InputSource::Request),
+        ]);
+        let inputs =
+            AzureAuthInputs::from_sourced_optional_params(params.as_object().unwrap(), &sources)
+                .unwrap();
+
+        assert_eq!(
+            inputs.tenant_id,
+            ConfigValue::Value(Sourced::new("tenant".to_string(), InputSource::Request))
+        );
+        assert_eq!(
+            inputs.client_secret,
+            ConfigValue::ExplicitNone(InputSource::Request)
+        );
+    }
+
+    #[test]
+    fn debug_does_not_expose_secrets() {
+        let params = json!({"azure_ad_token": "token-value", "client_secret": "secret-value"});
+        let inputs = AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap();
+        let debug = format!("{inputs:?}");
+
+        assert!(!debug.contains("token-value"));
+        assert!(!debug.contains("secret-value"));
+    }
+}
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs b/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs
index b8ca10461fb..585b34f393f 100644
--- a/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs
@@ -1,3 +1,4 @@
+use crate::auth::error::MissingCredential;
 use crate::error::Error;
 use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy};
 use crate::messages::types::{
@@ -32,12 +33,7 @@ pub fn resolve_azure_api_key(
     non_empty(api_key)
         .map(str::to_string)
         .or_else(|| env_lookup(AZURE_API_KEY_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Azure API Key - Set `api_key` or the AZURE_API_KEY environment variable"
-                    .to_string(),
-            )
-        })
+        .ok_or_else(|| Error::from(crate::AuthError::from(MissingCredential::AzureApiKey)))
 }
 
 pub fn complete_azure_anthropic_url(
@@ -47,13 +43,7 @@ pub fn complete_azure_anthropic_url(
     let api_base = non_empty(api_base)
         .map(str::to_string)
         .or_else(|| env_lookup(AZURE_API_BASE_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Azure API Base - Set `api_base` or the AZURE_API_BASE environment variable. \
-                 Expected format: https://<resource-name>.services.ai.azure.com/anthropic"
-                    .to_string(),
-            )
-        })?;
+        .ok_or_else(|| Error::from(crate::AuthError::from(MissingCredential::AzureApiBase)))?;
 
     let api_base = api_base.trim_end_matches('/');
 
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/mod.rs b/litellm-rust/crates/core/src/providers/azure_ai/mod.rs
index 5d13fa93e00..4f41d1d6abb 100644
--- a/litellm-rust/crates/core/src/providers/azure_ai/mod.rs
+++ b/litellm-rust/crates/core/src/providers/azure_ai/mod.rs
@@ -1,2 +1,2 @@
+pub(crate) mod auth;
 pub mod messages;
-pub mod ocr;
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/ocr/mod.rs b/litellm-rust/crates/core/src/providers/azure_ai/ocr/mod.rs
deleted file mode 100644
index f239b6921fa..00000000000
--- a/litellm-rust/crates/core/src/providers/azure_ai/ocr/mod.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub mod transformation;
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
deleted file mode 100644
index 2af25a5639a..00000000000
--- a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
+++ /dev/null
@@ -1,1381 +0,0 @@
-use std::collections::BTreeSet;
-
-use crate::error::{Error, json_type_name};
-use crate::ocr::transformation::{OcrAuthStrategy, OcrProviderConfig, OcrResponseHandling};
-use crate::ocr::types::{LiteLLMOcrResponse, OcrRequestData};
-use serde_json::{Map, Value, json};
-
-use crate::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG;
-
-const AZURE_AI_API_KEY_ENV: &str = "AZURE_AI_API_KEY";
-const AZURE_AI_API_BASE_ENV: &str = "AZURE_AI_API_BASE";
-const AZURE_DOCUMENT_INTELLIGENCE_API_KEY_ENV: &str = "AZURE_DOCUMENT_INTELLIGENCE_API_KEY";
-const AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV: &str = "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT";
-const AZURE_DOCUMENT_INTELLIGENCE_API_VERSION: &str = "2024-11-30";
-const AZURE_DOCUMENT_INTELLIGENCE_DEFAULT_DPI: i64 = 96;
-
-const AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS: &[&str] =
-    &["pages", "features", "req_format"];
-
-pub struct AzureAiOcrConfig;
-pub struct AzureDocumentIntelligenceOcrConfig;
-
-pub const AZURE_AI_OCR_CONFIG: AzureAiOcrConfig = AzureAiOcrConfig;
-pub const AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG: AzureDocumentIntelligenceOcrConfig =
-    AzureDocumentIntelligenceOcrConfig;
-
-fn non_empty(value: Option<&str>) -> Option<&str> {
-    value.map(str::trim).filter(|value| !value.is_empty())
-}
-
-fn resolve_value(
-    explicit: Option<&str>,
-    env_name: &str,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-    missing_message: &str,
-) -> Result<String, Error> {
-    non_empty(explicit)
-        .map(str::to_string)
-        .or_else(|| env_lookup(env_name).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| Error::Auth(missing_message.to_string()))
-}
-
-pub fn resolve_azure_ai_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    resolve_value(
-        api_key,
-        AZURE_AI_API_KEY_ENV,
-        env_lookup,
-        "Missing Azure AI API Key - A call is being made to Azure AI but no key is set either in the environment variables or via params",
-    )
-}
-
-pub fn resolve_azure_ai_api_base(
-    api_base: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    resolve_value(
-        api_base,
-        AZURE_AI_API_BASE_ENV,
-        env_lookup,
-        "Missing Azure AI API Base - Set AZURE_AI_API_BASE environment variable or pass api_base parameter",
-    )
-}
-
-pub fn complete_azure_ai_url(
-    api_base: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    let base = resolve_azure_ai_api_base(api_base, env_lookup)?;
-    Ok(format!(
-        "{}/providers/mistral/azure/ocr",
-        base.trim_end_matches('/')
-    ))
-}
-
-pub fn resolve_document_intelligence_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    resolve_value(
-        api_key,
-        AZURE_DOCUMENT_INTELLIGENCE_API_KEY_ENV,
-        env_lookup,
-        "Missing Azure Document Intelligence API Key - Set AZURE_DOCUMENT_INTELLIGENCE_API_KEY environment variable or pass api_key parameter",
-    )
-}
-
-pub fn resolve_document_intelligence_endpoint(
-    api_base: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    resolve_value(
-        api_base,
-        AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV,
-        env_lookup,
-        "Missing Azure Document Intelligence Endpoint - Set AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT environment variable or pass api_base parameter",
-    )
-}
-
-fn prepend_auth_header(
-    headers: Vec<(String, String)>,
-    name: &str,
-    value: String,
-) -> Vec<(String, String)> {
-    std::iter::once((name.to_string(), value))
-        .chain(headers)
-        .collect()
-}
-
-pub fn validate_azure_ai_environment(
-    headers: Vec<(String, String)>,
-    api_key: Option<&str>,
-    azure_ad_token: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<Vec<(String, String)>, Error> {
-    if crate::http_utils::has_header(&headers, "Authorization")
-        || crate::http_utils::has_header(&headers, "Api-Key")
-    {
-        return Ok(headers);
-    }
-    if let Ok(api_key) = resolve_azure_ai_api_key(api_key, env_lookup) {
-        return Ok(prepend_auth_header(headers, "Api-Key", api_key));
-    }
-    non_empty(azure_ad_token)
-        .map(|token| prepend_auth_header(headers, "Authorization", format!("Bearer {token}")))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Azure AI credentials - set AZURE_AI_API_KEY or provide azure_ad_token"
-                    .to_string(),
-            )
-        })
-}
-
-pub fn validate_document_intelligence_environment(
-    headers: Vec<(String, String)>,
-    api_key: Option<&str>,
-    azure_ad_token: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<Vec<(String, String)>, Error> {
-    if crate::http_utils::has_header(&headers, "Authorization")
-        || crate::http_utils::has_header(&headers, "Ocp-Apim-Subscription-Key")
-    {
-        return Ok(headers);
-    }
-    if let Ok(api_key) = resolve_document_intelligence_api_key(api_key, env_lookup) {
-        return Ok(prepend_auth_header(
-            headers,
-            "Ocp-Apim-Subscription-Key",
-            api_key,
-        ));
-    }
-    non_empty(azure_ad_token)
-        .map(|token| prepend_auth_header(headers, "Authorization", format!("Bearer {token}")))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Azure Document Intelligence credentials - set AZURE_DOCUMENT_INTELLIGENCE_API_KEY or provide azure_ad_token"
-                    .to_string(),
-            )
-        })
-}
-
-fn encode_model_id(model: &str) -> Result<String, Error> {
-    let model_id = model.rsplit('/').next().unwrap_or(model);
-    if matches!(model_id, "." | "..") {
-        return Err(Error::InvalidRequest(
-            "model_id cannot be a dot path segment".to_string(),
-        ));
-    }
-    Ok(model_id
-        .bytes()
-        .flat_map(|byte| match byte {
-            b'A'..=b'Z' | b'a'..=b'z' | b'0'..=b'9' | b'-' | b'_' | b'.' | b'~' => {
-                vec![byte as char]
-            }
-            _ => format!("%{byte:02X}").chars().collect(),
-        })
-        .collect())
-}
-
-fn pages_token_is_valid(token: &str) -> bool {
-    let mut parts = token.split('-');
-    let Some(start) = parts.next() else {
-        return false;
-    };
-    if start.is_empty() || !start.chars().all(|ch| ch.is_ascii_digit()) {
-        return false;
-    }
-    match parts.next() {
-        None => true,
-        Some(end) => {
-            !end.is_empty() && end.chars().all(|ch| ch.is_ascii_digit()) && parts.next().is_none()
-        }
-    }
-}
-
-fn normalize_pages_param(pages: &Value) -> Result<Option<String>, Error> {
-    match pages {
-        Value::String(value) => {
-            let normalized = value
-                .split(',')
-                .map(str::trim)
-                .collect::<Vec<_>>()
-                .join(",");
-            if normalized.split(',').all(pages_token_is_valid) {
-                Ok(Some(normalized))
-            } else {
-                Err(Error::InvalidRequest(format!(
-                    "Invalid `pages` string for Azure Document Intelligence: {value:?}. Expected format like '1-3,5,7-9'."
-                )))
-            }
-        }
-        Value::Array(values) => {
-            if values.is_empty() {
-                return Ok(None);
-            }
-            if values.iter().any(Value::is_boolean) {
-                return Err(Error::InvalidRequest(
-                    "`pages` must be integers, not booleans".to_string(),
-                ));
-            }
-            if values.iter().all(Value::is_i64) {
-                let mut pages = BTreeSet::new();
-                for value in values {
-                    let page = value.as_i64().expect("checked is_i64");
-                    if page < 0 {
-                        return Err(Error::InvalidRequest(
-                            "`pages` integers must be >= 0 (Mistral 0-based indices)".to_string(),
-                        ));
-                    }
-                    pages.insert(page + 1);
-                }
-                return Ok(Some(
-                    pages
-                        .into_iter()
-                        .map(|page| page.to_string())
-                        .collect::<Vec<_>>()
-                        .join(","),
-                ));
-            }
-            if values.iter().all(Value::is_string) {
-                let normalized = values
-                    .iter()
-                    .filter_map(Value::as_str)
-                    .map(str::trim)
-                    .collect::<Vec<_>>()
-                    .join(",");
-                if normalized.split(',').all(pages_token_is_valid) {
-                    return Ok(Some(normalized));
-                }
-                return Err(Error::InvalidRequest(format!(
-                    "Invalid `pages` list for Azure Document Intelligence: {values:?}. Expected tokens like '1' or '3-5'."
-                )));
-            }
-            Err(Error::InvalidRequest(
-                "`pages` must be a list[int] (0-based, Mistral-style) or a string like '1-3,5,7-9'."
-                    .to_string(),
-            ))
-        }
-        _ => Err(Error::InvalidRequest(
-            "`pages` must be a list[int] (0-based, Mistral-style) or a string like '1-3,5,7-9'."
-                .to_string(),
-        )),
-    }
-}
-
-fn feature_token_is_valid(token: &str) -> bool {
-    let Some((first, rest)) = token.as_bytes().split_first() else {
-        return false;
-    };
-    first.is_ascii_alphabetic() && rest.iter().all(u8::is_ascii_alphanumeric)
-}
-
-fn invalid_features_error(features: &Value) -> Error {
-    Error::InvalidRequest(format!(
-        "Invalid `features` for Azure Document Intelligence: {features:?}. Expected a list of feature names or a comma-separated string like 'keyValuePairs' or 'keyValuePairs,languages'."
-    ))
-}
-
-fn normalize_features_param(features: &Value) -> Result<Option<String>, Error> {
-    let normalized = match features {
-        Value::String(value) => value
-            .split(',')
-            .map(str::trim)
-            .collect::<Vec<_>>()
-            .join(","),
-        Value::Array(values) if values.is_empty() => return Ok(None),
-        Value::Array(values) => values
-            .iter()
-            .map(Value::as_str)
-            .collect::<Option<Vec<_>>>()
-            .ok_or_else(|| invalid_features_error(features))?
-            .into_iter()
-            .map(str::trim)
-            .collect::<Vec<_>>()
-            .join(","),
-        _ => return Err(invalid_features_error(features)),
-    };
-
-    if normalized.split(',').all(feature_token_is_valid) {
-        Ok(Some(normalized))
-    } else {
-        Err(invalid_features_error(features))
-    }
-}
-
-fn normalize_req_format(req_format: &Value) -> Result<String, Error> {
-    match req_format.as_str() {
-        Some(value @ ("native" | "litellm")) => Ok(value.to_string()),
-        _ => Err(Error::InvalidRequest(format!(
-            "Invalid `req_format` for Azure Document Intelligence: {req_format:?}. Expected 'native' or 'litellm'."
-        ))),
-    }
-}
-
-pub fn map_document_intelligence_ocr_params(
-    non_default_params: &Map<String, Value>,
-) -> Result<Map<String, Value>, Error> {
-    let mut mapped = Map::new();
-    if let Some(pages) = non_default_params.get("pages")
-        && let Some(normalized) = normalize_pages_param(pages)?
-    {
-        mapped.insert("pages".to_string(), Value::String(normalized));
-    }
-    if let Some(features) = non_default_params.get("features")
-        && let Some(normalized) = normalize_features_param(features)?
-    {
-        mapped.insert("features".to_string(), Value::String(normalized));
-    }
-    if let Some(req_format) = non_default_params.get("req_format") {
-        mapped.insert(
-            "req_format".to_string(),
-            Value::String(normalize_req_format(req_format)?),
-        );
-    }
-    Ok(mapped)
-}
-
-pub fn complete_document_intelligence_url(
-    api_base: Option<&str>,
-    model: &str,
-    optional_params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    let endpoint = resolve_document_intelligence_endpoint(api_base, env_lookup)?;
-    let mut url = format!(
-        "{}/documentintelligence/documentModels/{}:analyze?api-version={}",
-        endpoint.trim_end_matches('/'),
-        encode_model_id(model)?,
-        AZURE_DOCUMENT_INTELLIGENCE_API_VERSION
-    );
-
-    if let Some(pages) = optional_params.get("pages")
-        && let Some(normalized) = normalize_pages_param(pages)?
-    {
-        url.push_str("&pages=");
-        url.push_str(&normalized);
-    }
-
-    if let Some(features) = optional_params.get("features")
-        && let Some(normalized) = normalize_features_param(features)?
-    {
-        url.push_str("&features=");
-        url.push_str(&normalized);
-    }
-
-    if let Some(req_format) = optional_params.get("req_format") {
-        normalize_req_format(req_format)?;
-    }
-
-    Ok(url)
-}
-
-fn document_url_from_mistral_document(document: &Value) -> Result<&str, Error> {
-    let object = document.as_object().ok_or_else(|| Error::InvalidType {
-        expected: "object",
-        actual: json_type_name(document),
-    })?;
-    let doc_type = object
-        .get("type")
-        .and_then(Value::as_str)
-        .ok_or(Error::MissingField("document.type"))?;
-    let field_name = match doc_type {
-        "document_url" => "document_url",
-        "image_url" => "image_url",
-        other => {
-            return Err(Error::InvalidRequest(format!(
-                "Invalid document type: {other}. Must be 'document_url' or 'image_url'"
-            )));
-        }
-    };
-    object
-        .get(field_name)
-        .and_then(Value::as_str)
-        .filter(|value| !value.is_empty())
-        .ok_or(Error::MissingField(field_name))
-}
-
-fn extract_base64_from_data_uri(data_uri: &str) -> &str {
-    data_uri
-        .split_once(',')
-        .map(|(_, data)| data)
-        .unwrap_or(data_uri)
-}
-
-fn page_markdown(page: &Map<String, Value>) -> String {
-    page.get("lines")
-        .and_then(Value::as_array)
-        .map(|lines| {
-            lines
-                .iter()
-                .filter_map(|line| line.get("content").and_then(Value::as_str))
-                .collect::<Vec<_>>()
-                .join("\n")
-        })
-        .unwrap_or_default()
-}
-
-fn page_dimensions(page: &Map<String, Value>) -> Value {
-    let width = page.get("width").and_then(Value::as_f64).unwrap_or(8.5);
-    let height = page.get("height").and_then(Value::as_f64).unwrap_or(11.0);
-    let unit = page.get("unit").and_then(Value::as_str).unwrap_or("inch");
-    let (width, height) = if unit == "inch" {
-        (
-            (width * AZURE_DOCUMENT_INTELLIGENCE_DEFAULT_DPI as f64) as i64,
-            (height * AZURE_DOCUMENT_INTELLIGENCE_DEFAULT_DPI as f64) as i64,
-        )
-    } else {
-        (width as i64, height as i64)
-    };
-    json!({
-        "width": width,
-        "height": height,
-        "dpi": AZURE_DOCUMENT_INTELLIGENCE_DEFAULT_DPI,
-    })
-}
-
-fn transform_document_intelligence_response(
-    model: &str,
-    response_json: Value,
-    preserve_native_response: bool,
-) -> Result<LiteLLMOcrResponse, Error> {
-    let response = response_json
-        .as_object()
-        .ok_or_else(|| Error::InvalidType {
-            expected: "object",
-            actual: json_type_name(&response_json),
-        })?;
-    let status = response
-        .get("status")
-        .and_then(Value::as_str)
-        .ok_or(Error::MissingField("status"))?;
-    if status != "succeeded" {
-        return Err(Error::InvalidResponse(format!(
-            "Azure Document Intelligence analysis failed with status: {status}"
-        )));
-    }
-
-    let analyze_result = response.get("analyzeResult").and_then(Value::as_object);
-    let azure_pages = analyze_result
-        .and_then(|result| result.get("pages"))
-        .and_then(Value::as_array)
-        .cloned()
-        .unwrap_or_default();
-    let pages = azure_pages
-        .iter()
-        .filter_map(Value::as_object)
-        .map(|page| {
-            let page_number = page.get("pageNumber").and_then(Value::as_i64).unwrap_or(1);
-            json!({
-                "index": page_number - 1,
-                "markdown": page_markdown(page),
-                "dimensions": page_dimensions(page),
-            })
-        })
-        .collect::<Vec<_>>();
-    let extra_fields = ["content", "tables", "keyValuePairs"]
-        .into_iter()
-        .map(|field| {
-            (
-                field.to_string(),
-                analyze_result
-                    .and_then(|result| result.get(field))
-                    .cloned()
-                    .unwrap_or(Value::Null),
-            )
-        })
-        .collect();
-
-    Ok(LiteLLMOcrResponse {
-        usage_info: Some(json!({
-            "pages_processed": pages.len(),
-            "doc_size_bytes": null,
-        })),
-        pages,
-        model: model.to_string(),
-        document_annotation: None,
-        object: "ocr".to_string(),
-        extra_fields,
-        provider_native_response: preserve_native_response.then_some(response_json),
-    })
-}
-
-impl OcrProviderConfig for AzureAiOcrConfig {
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        MISTRAL_OCR_CONFIG.supported_ocr_params()
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
-    }
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        _optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        complete_azure_ai_url(api_base, env_lookup)
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_azure_ai_api_key(api_key, env_lookup)
-    }
-
-    fn requires_data_uri_document(&self) -> bool {
-        true
-    }
-}
-
-impl OcrProviderConfig for AzureDocumentIntelligenceOcrConfig {
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
-        map_document_intelligence_ocr_params(non_default_params).unwrap_or_else(|_| {
-            non_default_params
-                .iter()
-                .filter(|(name, _)| {
-                    AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS.contains(&name.as_str())
-                })
-                .map(|(name, value)| (name.clone(), value.clone()))
-                .collect()
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        _model: &str,
-        document: Value,
-        _optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        let document_url = document_url_from_mistral_document(&document)?;
-        let mut data = Map::new();
-        if document_url.starts_with("data:") {
-            data.insert(
-                "base64Source".to_string(),
-                Value::String(extract_base64_from_data_uri(document_url).to_string()),
-            );
-        } else {
-            data.insert(
-                "urlSource".to_string(),
-                Value::String(document_url.to_string()),
-            );
-        }
-        Ok(OcrRequestData {
-            data: Value::Object(data),
-            files: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        transform_document_intelligence_response(model, response_json, false)
-    }
-
-    fn transform_ocr_response_with_params(
-        &self,
-        model: &str,
-        response_json: Value,
-        optional_params: &Map<String, Value>,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        transform_document_intelligence_response(
-            model,
-            response_json,
-            optional_params.get("req_format").and_then(Value::as_str) == Some("native"),
-        )
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        model: &str,
-        optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        complete_document_intelligence_url(api_base, model, optional_params, env_lookup)
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_document_intelligence_api_key(api_key, env_lookup)
-    }
-
-    fn auth_strategy(&self) -> OcrAuthStrategy {
-        OcrAuthStrategy::Header("Ocp-Apim-Subscription-Key")
-    }
-
-    fn response_handling(&self) -> OcrResponseHandling {
-        OcrResponseHandling::AzureDocumentIntelligencePoll
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-    use rstest::{fixture, rstest};
-
-    const ENDPOINT: &str = "https://example.cognitiveservices.azure.com";
-
-    #[fixture]
-    fn document_intelligence_config() -> AzureDocumentIntelligenceOcrConfig {
-        AzureDocumentIntelligenceOcrConfig
-    }
-
-    fn header_value<'a>(headers: &'a [(String, String)], name: &str) -> Option<&'a str> {
-        headers
-            .iter()
-            .find(|(header_name, _)| header_name.eq_ignore_ascii_case(name))
-            .map(|(_, value)| value.as_str())
-    }
-
-    #[fixture]
-    fn native_operation() -> Value {
-        json!({
-            "status": "succeeded",
-            "createdDateTime": "2026-07-02T00:00:00Z",
-            "lastUpdatedDateTime": "2026-07-02T00:00:05Z",
-            "analyzeResult": {
-                "content": "Invoice\nInvoice No: INV-12345\nTotal: $100.00",
-                "pages": [{
-                    "pageNumber": 1,
-                    "width": 8.5,
-                    "height": 11,
-                    "unit": "inch",
-                    "angle": 0.13,
-                    "lines": [
-                        {"content": "Invoice"},
-                        {"content": "Invoice No: INV-12345"},
-                        {"content": "Total: $100.00"}
-                    ],
-                    "words": [{"content": "Invoice", "confidence": 0.994}]
-                }],
-                "tables": [
-                    {
-                        "rowCount": 2,
-                        "columnCount": 2,
-                        "cells": [
-                            {"kind": "columnHeader", "rowIndex": 0, "columnIndex": 0, "content": "Item"},
-                            {"kind": "columnHeader", "rowIndex": 0, "columnIndex": 1, "content": "Price"},
-                            {"rowIndex": 1, "columnIndex": 0, "content": "Widget"},
-                            {"rowIndex": 1, "columnIndex": 1, "content": "$100.00"}
-                        ]
-                    },
-                    {
-                        "rowCount": 1,
-                        "columnCount": 1,
-                        "cells": [{"rowIndex": 0, "columnIndex": 0, "content": "Totals"}]
-                    }
-                ],
-                "keyValuePairs": [
-                    {
-                        "key": {"content": "Invoice No"},
-                        "value": {"content": "INV-12345"},
-                        "confidence": 0.98
-                    },
-                    {
-                        "key": {"content": "Total"},
-                        "value": {"content": "$100.00"},
-                        "confidence": 0.95
-                    }
-                ],
-                "paragraphs": [{"content": "Invoice"}]
-            }
-        })
-    }
-
-    fn assert_native_fields_preserved(response: &LiteLLMOcrResponse, operation: &Value) {
-        let analyze_result = &operation["analyzeResult"];
-
-        assert_eq!(response.extra_fields["content"], analyze_result["content"]);
-        assert_eq!(response.extra_fields["tables"], analyze_result["tables"]);
-        assert_eq!(
-            response.extra_fields["keyValuePairs"],
-            analyze_result["keyValuePairs"]
-        );
-        assert_eq!(response.object, "ocr");
-        assert_eq!(
-            response.usage_info,
-            Some(json!({"pages_processed": 1, "doc_size_bytes": null}))
-        );
-        assert_eq!(response.pages[0]["index"], 0);
-        assert_eq!(
-            response.pages[0]["markdown"],
-            "Invoice\nInvoice No: INV-12345\nTotal: $100.00"
-        );
-        assert_eq!(
-            response.pages[0]["dimensions"],
-            json!({"width": 816, "height": 1056, "dpi": 96})
-        );
-    }
-
-    #[test]
-    fn azure_ai_reuses_mistral_body_transform() {
-        let body = AZURE_AI_OCR_CONFIG
-            .transform_ocr_request(
-                "pixtral-12b-2409",
-                json!({"type": "document_url", "document_url": "data:application/pdf;base64,abc"}),
-                serde_json::Map::from_iter([("include_image_base64".to_string(), json!(true))]),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body["model"], "pixtral-12b-2409");
-        assert_eq!(body["include_image_base64"], true);
-        assert_eq!(
-            body["document"]["document_url"],
-            "data:application/pdf;base64,abc"
-        );
-    }
-
-    #[test]
-    fn document_intelligence_url_normalizes_zero_based_pages() {
-        let params = serde_json::Map::from_iter([("pages".to_string(), json!([2, 0, 2]))]);
-        let url = complete_document_intelligence_url(
-            Some("https://example.cognitiveservices.azure.com/"),
-            "azure_ai/doc-intelligence/prebuilt-layout",
-            &params,
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert_eq!(
-            url,
-            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30&pages=1,3"
-        );
-    }
-
-    #[test]
-    fn document_intelligence_url_normalizes_features() {
-        let params = serde_json::Map::from_iter([(
-            "features".to_string(),
-            json!("keyValuePairs, languages"),
-        )]);
-        let url = complete_document_intelligence_url(
-            Some("https://example.cognitiveservices.azure.com"),
-            "prebuilt-layout",
-            &params,
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert_eq!(
-            url,
-            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30&features=keyValuePairs,languages"
-        );
-    }
-
-    #[test]
-    fn document_intelligence_url_combines_pages_and_feature_list() {
-        let params = serde_json::Map::from_iter([
-            ("pages".to_string(), json!([0, 1, 2])),
-            (
-                "features".to_string(),
-                json!([" keyValuePairs ", "languages"]),
-            ),
-        ]);
-        let url = complete_document_intelligence_url(
-            Some("https://example.cognitiveservices.azure.com"),
-            "prebuilt-layout",
-            &params,
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert_eq!(
-            url,
-            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30&pages=1,2,3&features=keyValuePairs,languages"
-        );
-    }
-
-    #[test]
-    fn document_intelligence_url_omits_empty_feature_list() {
-        let params = serde_json::Map::from_iter([("features".to_string(), json!([]))]);
-        assert!(
-            map_document_intelligence_ocr_params(&params)
-                .expect("empty features map")
-                .is_empty()
-        );
-        let url = complete_document_intelligence_url(
-            Some("https://example.cognitiveservices.azure.com"),
-            "prebuilt-layout",
-            &params,
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert_eq!(
-            url,
-            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30"
-        );
-    }
-
-    #[rstest]
-    #[case::query_injection(json!("keyValuePairs&pages=9"))]
-    #[case::spaces(json!("key value pairs"))]
-    #[case::empty_string(json!(""))]
-    #[case::integer_list(json!([1, 2]))]
-    #[case::nested_list(json!([["keyValuePairs"]]))]
-    #[case::object(json!({"feature": "keyValuePairs"}))]
-    #[case::number(json!(5))]
-    fn document_intelligence_mapping_rejects_invalid_features(#[case] features: Value) {
-        let params = serde_json::Map::from_iter([("features".to_string(), features)]);
-        let error =
-            map_document_intelligence_ocr_params(&params).expect_err("invalid features must fail");
-
-        assert!(matches!(
-            error,
-            Error::InvalidRequest(message) if message.contains("Invalid `features`")
-        ));
-    }
-
-    #[rstest]
-    #[case::single_list(json!(["keyValuePairs"]), "keyValuePairs")]
-    #[case::multiple_list(
-        json!(["keyValuePairs", "languages"]),
-        "keyValuePairs,languages"
-    )]
-    #[case::single_string(json!("keyValuePairs"), "keyValuePairs")]
-    #[case::comma_separated(json!("keyValuePairs,languages"), "keyValuePairs,languages")]
-    #[case::spaces(json!("keyValuePairs, languages"), "keyValuePairs,languages")]
-    fn document_intelligence_maps_features(#[case] features: Value, #[case] expected: &str) {
-        let params = Map::from_iter([
-            ("features".to_string(), features),
-            ("unsupported".to_string(), json!(true)),
-        ]);
-
-        assert_eq!(
-            AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG.map_ocr_params(&params),
-            Map::from_iter([("features".to_string(), json!(expected))])
-        );
-    }
-
-    #[test]
-    fn document_intelligence_request_uses_base64_source_for_data_uri() {
-        let body = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_request(
-                "prebuilt-read",
-                json!({"type": "document_url", "document_url": "data:application/pdf;base64,abc123"}),
-                Map::new(),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body, json!({"base64Source": "abc123"}));
-    }
-
-    #[rstest]
-    fn document_intelligence_response_normalizes_pages(native_operation: Value) {
-        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_response("prebuilt-layout", native_operation.clone())
-            .expect("response transforms");
-
-        assert_native_fields_preserved(&response, &native_operation);
-    }
-
-    #[test]
-    fn azure_document_intelligence_model_id_is_encoded() {
-        let url = complete_document_intelligence_url(
-            Some(ENDPOINT),
-            "prebuilt-layout?x=1#frag",
-            &Map::new(),
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert_eq!(
-            url,
-            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout%3Fx%3D1%23frag:analyze?api-version=2024-11-30"
-        );
-    }
-
-    #[test]
-    fn azure_document_intelligence_dot_segment_model_id_is_rejected() {
-        let error = complete_document_intelligence_url(
-            Some(ENDPOINT),
-            "azure_ai/doc-intelligence/..",
-            &Map::new(),
-            &|_| None,
-        )
-        .expect_err("dot segment must fail");
-
-        assert_eq!(
-            error,
-            Error::InvalidRequest("model_id cannot be a dot path segment".to_string())
-        );
-    }
-
-    #[rstest]
-    fn document_intelligence_async_response_preserves_normalized_fields(native_operation: Value) {
-        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_response(
-                "azure_ai/doc-intelligence/prebuilt-layout",
-                native_operation.clone(),
-            )
-            .expect("response transforms");
-
-        assert_native_fields_preserved(&response, &native_operation);
-    }
-
-    #[test]
-    fn document_intelligence_response_tolerates_missing_native_fields() {
-        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_response(
-                "azure_ai/doc-intelligence/prebuilt-read",
-                json!({
-                    "status": "succeeded",
-                    "analyzeResult": {
-                        "pages": [{
-                            "pageNumber": 1,
-                            "width": 8.5,
-                            "height": 11,
-                            "unit": "inch",
-                            "lines": [{"content": "hello"}]
-                        }]
-                    }
-                }),
-            )
-            .expect("missing optional fields are allowed");
-
-        assert_eq!(response.pages[0]["markdown"], "hello");
-        assert_eq!(response.extra_fields["content"], Value::Null);
-        assert_eq!(response.extra_fields["tables"], Value::Null);
-        assert_eq!(response.extra_fields["keyValuePairs"], Value::Null);
-    }
-
-    #[test]
-    fn document_intelligence_non_succeeded_status_is_rejected() {
-        let error = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_response(
-                "azure_ai/doc-intelligence/prebuilt-layout",
-                json!({"status": "failed"}),
-            )
-            .expect_err("failed status must fail");
-
-        assert_eq!(
-            error,
-            Error::InvalidResponse(
-                "Azure Document Intelligence analysis failed with status: failed".to_string()
-            )
-        );
-    }
-
-    #[test]
-    fn document_intelligence_supported_params_include_features() {
-        assert_eq!(
-            AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG.supported_ocr_params(),
-            &["pages", "features", "req_format"]
-        );
-    }
-
-    #[rstest]
-    fn document_intelligence_native_format_carries_raw_operation(native_operation: Value) {
-        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_response_with_params(
-                "azure_ai/doc-intelligence/prebuilt-layout",
-                native_operation.clone(),
-                &Map::from_iter([("req_format".to_string(), json!("native"))]),
-            )
-            .expect("native response transforms");
-
-        assert_eq!(
-            response.provider_native_response,
-            Some(native_operation.clone())
-        );
-        assert_native_fields_preserved(&response, &native_operation);
-    }
-
-    #[rstest]
-    fn document_intelligence_async_native_format_carries_raw_operation(native_operation: Value) {
-        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_response_with_params(
-                "azure_ai/doc-intelligence/prebuilt-layout",
-                native_operation.clone(),
-                &Map::from_iter([("req_format".to_string(), json!("native"))]),
-            )
-            .expect("native response transforms");
-
-        assert_eq!(
-            response.provider_native_response,
-            Some(native_operation.clone())
-        );
-        assert_native_fields_preserved(&response, &native_operation);
-    }
-
-    #[rstest]
-    #[case::default(Map::new())]
-    #[case::litellm(Map::from_iter([("req_format".to_string(), json!("litellm"))]))]
-    fn document_intelligence_default_format_omits_raw_operation(
-        #[case] optional_params: Map<String, Value>,
-        native_operation: Value,
-    ) {
-        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_response_with_params(
-                "azure_ai/doc-intelligence/prebuilt-layout",
-                native_operation.clone(),
-                &optional_params,
-            )
-            .expect("response transforms");
-
-        assert_eq!(response.provider_native_response, None);
-        assert_native_fields_preserved(&response, &native_operation);
-    }
-
-    #[rstest]
-    #[case::native("native")]
-    #[case::litellm("litellm")]
-    fn document_intelligence_maps_req_format(#[case] req_format: &str) {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "req_format".to_string(),
-            json!(req_format),
-        )]))
-        .expect("req_format maps");
-
-        assert_eq!(
-            mapped,
-            Map::from_iter([("req_format".to_string(), json!(req_format))])
-        );
-    }
-
-    #[test]
-    fn document_intelligence_rejects_unknown_req_format() {
-        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "req_format".to_string(),
-            json!("azure"),
-        )]))
-        .expect_err("unknown req_format must fail");
-
-        assert!(
-            matches!(error, Error::InvalidRequest(message) if message.contains("Invalid `req_format`"))
-        );
-    }
-
-    #[test]
-    fn document_intelligence_url_omits_req_format() {
-        let url = complete_document_intelligence_url(
-            Some(ENDPOINT),
-            "prebuilt-layout",
-            &Map::from_iter([("req_format".to_string(), json!("native"))]),
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert!(!url.contains("req_format"));
-    }
-
-    #[test]
-    fn document_intelligence_validate_environment_uses_subscription_key() {
-        let headers =
-            validate_document_intelligence_environment(Vec::new(), Some("my-key"), None, &|_| None)
-                .expect("api key authenticates");
-
-        assert_eq!(
-            header_value(&headers, "Ocp-Apim-Subscription-Key"),
-            Some("my-key")
-        );
-    }
-
-    #[test]
-    fn document_intelligence_validate_environment_falls_back_to_entra_token() {
-        let headers = validate_document_intelligence_environment(
-            Vec::new(),
-            None,
-            Some("entra-token"),
-            &|_| None,
-        )
-        .expect("Entra token authenticates");
-
-        assert_eq!(
-            header_value(&headers, "Authorization"),
-            Some("Bearer entra-token")
-        );
-        assert_eq!(header_value(&headers, "Ocp-Apim-Subscription-Key"), None);
-    }
-
-    #[test]
-    fn document_intelligence_supported_params_include_pages_features_and_req_format() {
-        assert_eq!(
-            AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG.supported_ocr_params(),
-            &["pages", "features", "req_format"]
-        );
-    }
-
-    #[test]
-    fn document_intelligence_maps_zero_based_page_list() {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!([0, 1, 2]),
-        )]))
-        .expect("pages map");
-
-        assert_eq!(
-            mapped,
-            Map::from_iter([("pages".to_string(), json!("1,2,3"))])
-        );
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_dedupes_and_sorts() {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!([2, 0, 0, 1]),
-        )]))
-        .expect("pages map");
-
-        assert_eq!(mapped["pages"], "1,2,3");
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_omits_empty_list() {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!([]),
-        )]))
-        .expect("empty pages map");
-
-        assert!(mapped.is_empty());
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_accepts_native_range() {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!("3-9"),
-        )]))
-        .expect("range maps");
-
-        assert_eq!(mapped["pages"], "3-9");
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_strips_spaces() {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!("1-3, 5"),
-        )]))
-        .expect("range maps");
-
-        assert_eq!(mapped["pages"], "1-3,5");
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_accepts_string_tokens() {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!(["1", "3-5"]),
-        )]))
-        .expect("tokens map");
-
-        assert_eq!(mapped["pages"], "1,3-5");
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_rejects_invalid_string() {
-        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!("a,b"),
-        )]))
-        .expect_err("invalid pages must fail");
-
-        assert!(
-            matches!(error, Error::InvalidRequest(message) if message.contains("Invalid `pages` string"))
-        );
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_rejects_negative_index() {
-        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!([-1]),
-        )]))
-        .expect_err("negative pages must fail");
-
-        assert!(
-            matches!(error, Error::InvalidRequest(message) if message.contains("must be >= 0"))
-        );
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_rejects_bool_list() {
-        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!([true, false]),
-        )]))
-        .expect_err("boolean pages must fail");
-
-        assert!(
-            matches!(error, Error::InvalidRequest(message) if message.contains("integers, not booleans"))
-        );
-    }
-
-    #[test]
-    fn document_intelligence_page_mapping_rejects_unsupported_type() {
-        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!(5),
-        )]))
-        .expect_err("unsupported pages must fail");
-
-        assert!(
-            matches!(error, Error::InvalidRequest(message) if message.contains("Mistral-style"))
-        );
-    }
-
-    #[test]
-    fn document_intelligence_url_appends_pages_query() {
-        let url = complete_document_intelligence_url(
-            Some("https://example.cognitiveservices.azure.com/"),
-            "azure_ai/doc-intelligence/prebuilt-layout",
-            &Map::from_iter([("pages".to_string(), json!("1-3,5"))]),
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert!(url.contains("api-version=2024-11-30"));
-        assert!(url.contains("pages=1-3,5"));
-        assert!(url.contains("/documentintelligence/documentModels/prebuilt-layout:analyze"));
-    }
-
-    #[test]
-    fn document_intelligence_url_has_no_pages_when_params_are_empty() {
-        let url = complete_document_intelligence_url(
-            Some(ENDPOINT),
-            "prebuilt-layout",
-            &Map::new(),
-            &|_| None,
-        )
-        .expect("url builds");
-
-        assert!(!url.contains("pages="));
-    }
-
-    #[rstest]
-    fn document_intelligence_request_keeps_pages_out_of_body(
-        document_intelligence_config: AzureDocumentIntelligenceOcrConfig,
-    ) {
-        let request = document_intelligence_config
-            .transform_ocr_request(
-                "prebuilt-layout",
-                json!({"type": "document_url", "document_url": "https://example.com/x.pdf"}),
-                Map::from_iter([("pages".to_string(), json!("1,2,3"))]),
-            )
-            .expect("request transforms");
-
-        assert_eq!(
-            request.data,
-            json!({"urlSource": "https://example.com/x.pdf"})
-        );
-    }
-
-    #[test]
-    fn document_intelligence_mistral_pages_flow_to_query_only() {
-        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
-            "pages".to_string(),
-            json!([2, 3, 4, 5, 6, 7, 8]),
-        )]))
-        .expect("pages map");
-        let url =
-            complete_document_intelligence_url(Some(ENDPOINT), "prebuilt-layout", &mapped, &|_| {
-                None
-            })
-            .expect("url builds");
-        let request = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
-            .transform_ocr_request(
-                "prebuilt-layout",
-                json!({"type": "document_url", "document_url": "https://example.com/x.pdf"}),
-                mapped,
-            )
-            .expect("request transforms");
-
-        assert!(url.contains("pages=3,4,5,6,7,8,9"));
-        assert_eq!(
-            request.data,
-            json!({"urlSource": "https://example.com/x.pdf"})
-        );
-    }
-
-    #[test]
-    fn document_intelligence_endpoint_ignores_generic_azure_ai_base() {
-        let resolved = resolve_document_intelligence_endpoint(None, &|name| match name {
-            AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV => Some(ENDPOINT.to_string()),
-            AZURE_AI_API_BASE_ENV => Some("https://generic.example.com".to_string()),
-            _ => None,
-        })
-        .expect("endpoint resolves");
-
-        assert_eq!(resolved, ENDPOINT);
-    }
-
-    #[test]
-    fn document_intelligence_endpoint_honors_explicit_api_base() {
-        let resolved = resolve_document_intelligence_endpoint(
-            Some("https://my-di.cognitiveservices.azure.com"),
-            &|name| match name {
-                AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV => Some(ENDPOINT.to_string()),
-                AZURE_AI_API_BASE_ENV => Some("https://generic.example.com".to_string()),
-                _ => None,
-            },
-        )
-        .expect("endpoint resolves");
-
-        assert_eq!(resolved, "https://my-di.cognitiveservices.azure.com");
-    }
-
-    #[test]
-    fn azure_ai_mistral_ocr_uses_generic_api_base() {
-        let resolved = resolve_azure_ai_api_base(None, &|name| match name {
-            AZURE_AI_API_BASE_ENV => Some("https://generic-azure-ai.example.com".to_string()),
-            AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV => Some(ENDPOINT.to_string()),
-            _ => None,
-        })
-        .expect("api base resolves");
-
-        assert_eq!(resolved, "https://generic-azure-ai.example.com");
-    }
-
-    #[test]
-    fn azure_ai_ocr_authenticates_with_entra_token() {
-        let headers =
-            validate_azure_ai_environment(Vec::new(), None, Some("entra-token"), &|_| None)
-                .expect("Entra token authenticates");
-
-        assert_eq!(
-            header_value(&headers, "Authorization"),
-            Some("Bearer entra-token")
-        );
-    }
-}
diff --git a/litellm-rust/crates/core/src/providers/mistral/mod.rs b/litellm-rust/crates/core/src/providers/mistral/mod.rs
deleted file mode 100644
index 3621ff6a2fd..00000000000
--- a/litellm-rust/crates/core/src/providers/mistral/mod.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub mod ocr;
diff --git a/litellm-rust/crates/core/src/providers/mistral/ocr/mod.rs b/litellm-rust/crates/core/src/providers/mistral/ocr/mod.rs
deleted file mode 100644
index f239b6921fa..00000000000
--- a/litellm-rust/crates/core/src/providers/mistral/ocr/mod.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub mod transformation;
diff --git a/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs
deleted file mode 100644
index 044fc587c22..00000000000
--- a/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs
+++ /dev/null
@@ -1,436 +0,0 @@
-use crate::error::{Error, json_type_name};
-use crate::ocr::transformation::OcrProviderConfig;
-use crate::ocr::types::{LiteLLMOcrResponse, OcrRequestData};
-use serde_json::{Map, Value};
-
-const SUPPORTED_OCR_PARAMS: &[&str] = &[
-    "pages",
-    "include_image_base64",
-    "image_limit",
-    "image_min_size",
-    "bbox_annotation_format",
-    "document_annotation_format",
-    "document_annotation_prompt",
-    "extract_header",
-    "extract_footer",
-    "table_format",
-    "confidence_scores_granularity",
-    "include_blocks",
-    "id",
-];
-
-/// Default Mistral API base, used when the caller does not override `api_base`.
-pub const MISTRAL_DEFAULT_API_BASE: &str = "https://api.mistral.ai/v1";
-
-/// Environment variable holding the Mistral API key.
-pub const MISTRAL_API_KEY_ENV: &str = "MISTRAL_API_KEY";
-
-/// Error message raised when no Mistral API key can be resolved.
-pub const MISSING_KEY_MESSAGE: &str = "Missing Mistral API Key - A call is being made to Mistral but no key is set either in the environment variables or via params";
-
-/// Build the complete OCR endpoint URL, de-duplicating a trailing `/v1`.
-///
-/// Blank/whitespace `api_base` is treated as absent (guard at resolution time).
-pub fn complete_url(api_base: Option<&str>) -> String {
-    let base = api_base
-        .map(str::trim)
-        .filter(|base| !base.is_empty())
-        .unwrap_or(MISTRAL_DEFAULT_API_BASE)
-        .trim_end_matches('/');
-
-    if base.ends_with("/v1") {
-        format!("{base}/ocr")
-    } else {
-        format!("{base}/v1/ocr")
-    }
-}
-
-/// Resolve the Mistral API key from the explicit param or the environment.
-///
-/// Blank/whitespace values are treated as absent. Returns `Error::Auth`
-/// when no usable key is available.
-///
-/// Note: the env fallback only reads the process environment. Secret-manager
-/// backends (AWS/Azure/GCP/Vault) are resolved on the Python side and passed in
-/// via `api_key`; this fallback is a last resort for direct/standalone use.
-pub fn resolve_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    api_key
-        .map(str::trim)
-        .filter(|key| !key.is_empty())
-        .map(str::to_string)
-        .or_else(|| env_lookup(MISTRAL_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
-}
-
-pub struct MistralOcrConfig;
-
-pub const MISTRAL_OCR_CONFIG: MistralOcrConfig = MistralOcrConfig;
-
-impl OcrProviderConfig for MistralOcrConfig {
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        SUPPORTED_OCR_PARAMS
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        if !document.is_object() {
-            return Err(Error::InvalidType {
-                expected: "object",
-                actual: json_type_name(&document),
-            });
-        }
-
-        let mut data = Map::new();
-        data.insert("model".to_string(), Value::String(model.to_string()));
-        data.insert("document".to_string(), document);
-        for (param, value) in optional_params {
-            data.insert(param, value);
-        }
-
-        Ok(OcrRequestData {
-            data: Value::Object(data),
-            files: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        let response_object = response_json
-            .as_object()
-            .ok_or_else(|| Error::InvalidType {
-                expected: "object",
-                actual: json_type_name(&response_json),
-            })?;
-
-        let pages = response_object
-            .get("pages")
-            .and_then(Value::as_array)
-            .cloned()
-            .unwrap_or_default();
-        let model = response_object
-            .get("model")
-            .and_then(Value::as_str)
-            .unwrap_or(model)
-            .to_string();
-        let document_annotation = response_object.get("document_annotation").cloned();
-        let usage_info = response_object.get("usage_info").cloned();
-
-        Ok(LiteLLMOcrResponse {
-            pages,
-            model,
-            document_annotation,
-            usage_info,
-            object: "ocr".to_string(),
-            extra_fields: Map::new(),
-            provider_native_response: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        _optional_params: &Map<String, Value>,
-        _env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        Ok(complete_url(api_base))
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_api_key(api_key, env_lookup)
-    }
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub fn supported_ocr_params() -> &'static [&'static str] {
-    MISTRAL_OCR_CONFIG.supported_ocr_params()
-}
-
-pub fn map_ocr_params(non_default_params: &Map<String, Value>) -> Map<String, Value> {
-    MISTRAL_OCR_CONFIG.map_ocr_params(non_default_params)
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub fn transform_ocr_request(
-    model: &str,
-    document: Value,
-    optional_params: Map<String, Value>,
-) -> Result<OcrRequestData, Error> {
-    MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
-}
-
-#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-pub fn transform_ocr_response(
-    model: &str,
-    response_json: Value,
-) -> Result<LiteLLMOcrResponse, Error> {
-    MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-    use serde_json::json;
-
-    #[test]
-    fn extract_header_is_a_supported_ocr_param() {
-        assert!(supported_ocr_params().contains(&"extract_header"));
-    }
-
-    #[test]
-    fn extract_footer_is_a_supported_ocr_param() {
-        assert!(supported_ocr_params().contains(&"extract_footer"));
-    }
-
-    #[test]
-    fn existing_ocr_params_remain_supported() {
-        for param in [
-            "pages",
-            "include_image_base64",
-            "image_limit",
-            "image_min_size",
-            "bbox_annotation_format",
-            "document_annotation_format",
-        ] {
-            assert!(supported_ocr_params().contains(&param));
-        }
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_extract_header() {
-        let params = json!({"extract_header": true});
-        assert_eq!(
-            map_ocr_params(params.as_object().unwrap()),
-            params.as_object().unwrap().clone()
-        );
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_extract_footer() {
-        let params = json!({"extract_footer": true});
-        assert_eq!(
-            map_ocr_params(params.as_object().unwrap()),
-            params.as_object().unwrap().clone()
-        );
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_extract_header_and_footer() {
-        let params = json!({"extract_header": true, "extract_footer": false});
-        assert_eq!(
-            map_ocr_params(params.as_object().unwrap()),
-            params.as_object().unwrap().clone()
-        );
-    }
-
-    #[test]
-    fn map_ocr_params_drops_unknown_params() {
-        let params = json!({"extract_header": true, "unsupported_param": "value"});
-        let mapped = map_ocr_params(params.as_object().unwrap());
-        assert_eq!(mapped.get("extract_header"), Some(&json!(true)));
-        assert!(!mapped.contains_key("unsupported_param"));
-    }
-
-    #[test]
-    fn new_ocr_params_are_supported() {
-        for param in [
-            "table_format",
-            "confidence_scores_granularity",
-            "document_annotation_prompt",
-            "include_blocks",
-            "id",
-        ] {
-            assert!(supported_ocr_params().contains(&param));
-        }
-    }
-
-    #[test]
-    fn map_ocr_params_forwards_new_ocr_params() {
-        for (param, value) in [
-            ("table_format", json!("html")),
-            ("confidence_scores_granularity", json!("word")),
-            (
-                "document_annotation_prompt",
-                json!("Extract all invoice line items"),
-            ),
-            ("include_blocks", json!(true)),
-            ("id", json!("req-123")),
-        ] {
-            let params = json!({param: value});
-            assert_eq!(
-                map_ocr_params(params.as_object().unwrap()),
-                params.as_object().unwrap().clone()
-            );
-        }
-    }
-
-    #[test]
-    fn transform_ocr_request_includes_each_optional_param() {
-        let document = json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        });
-        for (param, value) in [
-            ("table_format", json!("html")),
-            ("confidence_scores_granularity", json!("word")),
-            (
-                "document_annotation_prompt",
-                json!("Extract all invoice line items"),
-            ),
-            ("id", json!("req-123")),
-            ("extract_header", json!(true)),
-            ("include_blocks", json!(true)),
-            ("pages", json!([0, 1])),
-        ] {
-            let result = transform_ocr_request(
-                "mistral-ocr-latest",
-                document.clone(),
-                json!({param: value}).as_object().unwrap().clone(),
-            )
-            .expect("request should transform");
-            assert_eq!(result.data.get(param), Some(&value));
-            assert_eq!(result.data.get("model"), Some(&json!("mistral-ocr-latest")));
-            assert_eq!(result.data.get("document"), Some(&document));
-            assert_eq!(result.files, None);
-        }
-    }
-
-    #[test]
-    fn transform_ocr_request_includes_multiple_new_params() {
-        let document = json!({
-            "type": "document_url",
-            "document_url": "https://example.com/doc.pdf"
-        });
-        let optional_params = json!({
-            "table_format": "html",
-            "confidence_scores_granularity": "page",
-            "extract_header": true
-        })
-        .as_object()
-        .unwrap()
-        .clone();
-        let result = transform_ocr_request("mistral-ocr-latest", document, optional_params)
-            .expect("request should transform");
-        assert_eq!(result.data.get("table_format"), Some(&json!("html")));
-        assert_eq!(
-            result.data.get("confidence_scores_granularity"),
-            Some(&json!("page"))
-        );
-        assert_eq!(result.data.get("extract_header"), Some(&json!(true)));
-    }
-
-    #[test]
-    fn transform_ocr_response_preserves_blocks_and_confidence_scores() {
-        let blocks = json!([{"type": "title", "content": "Invoice"}]);
-        let confidence_scores = json!({"page": 0.98});
-        let response = json!({
-            "pages": [{"index": 0, "markdown": "# Invoice", "blocks": blocks, "confidence_scores": confidence_scores}],
-            "model": "mistral-ocr-4-0",
-            "usage_info": {"pages_processed": 1}
-        });
-        let result =
-            transform_ocr_response("mistral-ocr-4-0", response).expect("response should transform");
-        assert_eq!(result.pages[0].get("blocks"), Some(&blocks));
-        assert_eq!(
-            result.pages[0].get("confidence_scores"),
-            Some(&confidence_scores)
-        );
-    }
-
-    #[test]
-    fn transform_ocr_response_preserves_ocr4_page_fields() {
-        let response = json!({
-            "pages": [{"index": 0, "markdown": "table page", "tables": [{"rows": 2, "cols": 3}], "hyperlinks": ["https://example.com"], "header": "Acme Corp", "footer": "Page 1"}],
-            "model": "mistral-ocr-4-0",
-            "usage_info": {"pages_processed": 1}
-        });
-        let result = transform_ocr_response("mistral-ocr-4-0", response.clone())
-            .expect("response should transform");
-        assert_eq!(result.pages[0], response["pages"][0]);
-    }
-
-    #[test]
-    fn transform_ocr_request_rejects_non_object_document() {
-        let err = transform_ocr_request("mistral-ocr-latest", json!("bad"), Map::new())
-            .expect_err("string document should be rejected");
-
-        assert_eq!(
-            err,
-            Error::InvalidType {
-                expected: "object",
-                actual: "string",
-            }
-        );
-    }
-
-    #[test]
-    fn transform_ocr_response_normalizes_mistral_json() {
-        let response = json!({
-            "pages": [{"index": 0, "markdown": "hello"}],
-            "model": "mistral-ocr-2505-completion",
-            "document_annotation": null,
-            "usage_info": {"pages_processed": 1}
-        });
-
-        let result = transform_ocr_response("mistral-ocr-latest", response)
-            .expect("response should transform");
-
-        assert_eq!(result.pages, vec![json!({"index": 0, "markdown": "hello"})]);
-        assert_eq!(result.model, "mistral-ocr-2505-completion");
-        assert_eq!(result.document_annotation, Some(Value::Null));
-        assert_eq!(result.usage_info, Some(json!({"pages_processed": 1})));
-        assert_eq!(result.object, "ocr");
-    }
-
-    #[test]
-    fn complete_url_defaults_and_dedupes_v1() {
-        assert_eq!(complete_url(None), "https://api.mistral.ai/v1/ocr");
-        assert_eq!(complete_url(Some("   ")), "https://api.mistral.ai/v1/ocr");
-        assert_eq!(
-            complete_url(Some("https://proxy.internal")),
-            "https://proxy.internal/v1/ocr"
-        );
-        assert_eq!(
-            complete_url(Some("https://proxy.internal/v1/")),
-            "https://proxy.internal/v1/ocr"
-        );
-    }
-
-    #[test]
-    fn resolve_api_key_prefers_param_then_env() {
-        let no_env = |_: &str| None;
-        assert_eq!(
-            resolve_api_key(Some("sk-param"), &no_env).unwrap(),
-            "sk-param"
-        );
-
-        let with_env = |key: &str| (key == MISTRAL_API_KEY_ENV).then(|| "sk-env".to_string());
-        assert_eq!(resolve_api_key(None, &with_env).unwrap(), "sk-env");
-        // Blank param falls through to the environment.
-        assert_eq!(resolve_api_key(Some("  "), &with_env).unwrap(), "sk-env");
-    }
-
-    #[test]
-    fn resolve_api_key_errors_when_absent() {
-        let err = resolve_api_key(None, &|_| None).expect_err("missing key should error");
-        assert_eq!(err, Error::Auth(MISSING_KEY_MESSAGE.to_string()));
-    }
-}
diff --git a/litellm-rust/crates/core/src/providers/mod.rs b/litellm-rust/crates/core/src/providers/mod.rs
index c0c2c69831b..1aeb75063d6 100644
--- a/litellm-rust/crates/core/src/providers/mod.rs
+++ b/litellm-rust/crates/core/src/providers/mod.rs
@@ -2,7 +2,4 @@ pub mod anthropic;
 pub mod azure_ai;
 #[cfg(feature = "bedrock-auth")]
 pub mod bedrock;
-pub mod mistral;
 pub mod openai;
-pub mod reducto;
-pub mod vertex_ai;
diff --git a/litellm-rust/crates/core/src/providers/reducto/mod.rs b/litellm-rust/crates/core/src/providers/reducto/mod.rs
deleted file mode 100644
index 3621ff6a2fd..00000000000
--- a/litellm-rust/crates/core/src/providers/reducto/mod.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub mod ocr;
diff --git a/litellm-rust/crates/core/src/providers/reducto/ocr/mod.rs b/litellm-rust/crates/core/src/providers/reducto/ocr/mod.rs
deleted file mode 100644
index 8acee8f770c..00000000000
--- a/litellm-rust/crates/core/src/providers/reducto/ocr/mod.rs
+++ /dev/null
@@ -1,4 +0,0 @@
-pub mod transformation;
-
-#[cfg(test)]
-mod tests;
diff --git a/litellm-rust/crates/core/src/providers/reducto/ocr/tests.rs b/litellm-rust/crates/core/src/providers/reducto/ocr/tests.rs
deleted file mode 100644
index 2b66d058b5d..00000000000
--- a/litellm-rust/crates/core/src/providers/reducto/ocr/tests.rs
+++ /dev/null
@@ -1,202 +0,0 @@
-use rstest::{fixture, rstest};
-use serde_json::{Value, json};
-
-use super::transformation::*;
-use crate::ocr::transformation::OcrProviderConfig;
-
-#[fixture]
-fn parse_response() -> Value {
-    json!({
-        "job_id": "job_123",
-        "usage": {"num_pages": 3, "credits": 3},
-        "result": {
-            "chunks": [
-                {
-                    "content": "Page 1 block A",
-                    "blocks": [{
-                        "content": "Page 1 block A",
-                        "bbox": {"page": 1},
-                        "kind": "text",
-                    }],
-                },
-                {
-                    "content": "Page 2 block A",
-                    "blocks": [{
-                        "content": "Page 2 block A",
-                        "bbox": {"page": 2},
-                        "kind": "table",
-                    }],
-                },
-                {
-                    "content": "Page 1 block B",
-                    "blocks": [{
-                        "content": "Page 1 block B",
-                        "bbox": {"page": 1},
-                        "kind": "text",
-                    }],
-                },
-                {
-                    "content": "Page 3 block A",
-                    "blocks": [{
-                        "content": "Page 3 block A",
-                        "bbox": {"page": 3},
-                        "kind": "figure",
-                    }],
-                },
-            ],
-        },
-    })
-}
-
-#[rstest]
-fn test_parse_v3_file_upload_and_response_mapping(parse_response: Value) {
-    let source = classify_document_source("data:application/pdf;base64,JVBERi0xLjQ=")
-        .expect("PDF data URI should be valid");
-    let upload = build_upload_request(
-        source,
-        "Bearer test-key",
-        Some("https://platform.reducto.ai"),
-    )
-    .expect("data URI should require upload");
-    assert_eq!(upload.url, "https://platform.reducto.ai/upload");
-    assert_eq!(upload.authorization, "Bearer test-key");
-    assert_eq!(upload.file_name, "document");
-    assert_eq!(upload.mime_type, "application/pdf");
-    assert_eq!(upload.bytes, b"%PDF-1.4");
-
-    let optional_params = json!({
-        "formatting": {"table_output_format": "html"},
-        "retrieval": {"chunk_mode": "section"},
-        "settings": {"ocr_system": "standard"},
-    })
-    .as_object()
-    .expect("params should be an object")
-    .clone();
-    let request = build_parse_v3_request("reducto://uploaded.pdf", optional_params);
-    assert_eq!(
-        request.data,
-        json!({
-            "input": "reducto://uploaded.pdf",
-            "formatting": {"table_output_format": "html"},
-            "retrieval": {"chunk_mode": "section"},
-            "settings": {"ocr_system": "standard"},
-        })
-    );
-
-    let transformed = transform_reducto_response("parse-v3", parse_response.clone())
-        .expect("response should transform");
-    assert_eq!(
-        transformed.usage_info,
-        Some(json!({"pages_processed": 3, "credits": 3}))
-    );
-    assert_eq!(transformed.pages.len(), 3);
-    assert_eq!(
-        transformed.pages[0],
-        json!({
-            "index": 0,
-            "markdown": "Page 1 block A\n\nPage 1 block B",
-            "blocks": [
-                {"content": "Page 1 block A", "bbox": {"page": 1}, "kind": "text"},
-                {"content": "Page 1 block B", "bbox": {"page": 1}, "kind": "text"},
-            ],
-        })
-    );
-    assert_eq!(transformed.pages[1]["markdown"], "Page 2 block A");
-    assert_eq!(transformed.pages[2]["markdown"], "Page 3 block A");
-    assert_eq!(transformed.provider_native_response, Some(parse_response));
-}
-
-#[rstest]
-fn test_parse_v3_reducto_id_passthrough_skips_upload(parse_response: Value) {
-    let document = json!({
-        "type": "document_url",
-        "document_url": "reducto://already-uploaded.pdf",
-    });
-    let source = extract_document_source(&document).expect("Reducto ID should be valid");
-    assert!(build_upload_request(source.clone(), "Bearer test-key", None).is_none());
-    assert_eq!(
-        source,
-        ReductoDocumentSource::FileId("reducto://already-uploaded.pdf".to_string())
-    );
-
-    let request = REDUCTO_PARSE_V3_CONFIG
-        .transform_ocr_request(
-            "parse-v3",
-            document,
-            json!({"retrieval": {"chunk_mode": "section"}})
-                .as_object()
-                .expect("params should be object")
-                .clone(),
-        )
-        .expect("direct ID should transform");
-    assert_eq!(request.data["input"], "reducto://already-uploaded.pdf");
-    assert_eq!(request.data["retrieval"]["chunk_mode"], "section");
-
-    let response = REDUCTO_PARSE_V3_CONFIG
-        .transform_ocr_response("parse-v3", parse_response)
-        .expect("response should transform");
-    assert!(
-        response.pages[0]["markdown"]
-            .as_str()
-            .expect("markdown should be string")
-            .starts_with("Page 1 block A")
-    );
-}
-
-#[rstest]
-fn test_parse_legacy_wraps_enhance_under_options() {
-    let request = build_parse_legacy_request(
-        "reducto://legacy.pdf",
-        json!({"enhance": {"agentic": [{"type": "table"}]}})
-            .as_object()
-            .expect("params should be object"),
-    );
-    assert_eq!(
-        request.data,
-        json!({
-            "document_url": "reducto://legacy.pdf",
-            "options": {"enhance": {"agentic": [{"type": "table"}]}},
-        })
-    );
-}
-
-#[rstest]
-fn test_parse_v3_image_data_uri_upload_uses_image_mime() {
-    let source = classify_document_source("data:image/png;base64,iVBORw0KGgo=")
-        .expect("PNG data URI should be valid");
-    let upload = build_upload_request(
-        source,
-        "Bearer programmatic-key",
-        Some("https://custom.reducto.test/"),
-    )
-    .expect("data URI should require upload");
-    assert_eq!(upload.url, "https://custom.reducto.test/upload");
-    assert_eq!(upload.authorization, "Bearer programmatic-key");
-    assert_eq!(upload.mime_type, "image/png");
-    assert_eq!(upload.bytes, b"\x89PNG\r\n\x1a\n");
-}
-
-#[rstest]
-#[case::http("http://example.com/document.pdf")]
-#[case::https("https://example.com/document.pdf")]
-fn test_parse_v3_rejects_plain_http_urls(#[case] source: &str) {
-    let error = classify_document_source(source).expect_err("plain URL should be rejected");
-    assert!(error.to_string().contains("upload the file first"));
-}
-
-#[rstest]
-fn test_parse_v3_uses_programmatic_api_key_over_env() {
-    let key = resolve_api_key(Some("passed-key"), &|_| Some("env-reducto-key".to_string()))
-        .expect("explicit key should resolve");
-    assert_eq!(key, "passed-key");
-
-    let headers = REDUCTO_PARSE_V3_CONFIG
-        .validate_environment(Vec::new(), Some("passed-key"), &|_| {
-            Some("env-reducto-key".to_string())
-        })
-        .expect("headers should validate");
-    assert_eq!(
-        headers,
-        vec![("Authorization".to_string(), "Bearer passed-key".to_string())]
-    );
-}
diff --git a/litellm-rust/crates/core/src/providers/reducto/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/reducto/ocr/transformation.rs
deleted file mode 100644
index f025887846f..00000000000
--- a/litellm-rust/crates/core/src/providers/reducto/ocr/transformation.rs
+++ /dev/null
@@ -1,407 +0,0 @@
-use std::collections::BTreeMap;
-
-use base64::Engine;
-use base64::engine::general_purpose::STANDARD as BASE64_STANDARD;
-use serde_json::{Map, Value, json};
-
-use crate::error::{Error, json_type_name};
-use crate::ocr::transformation::OcrProviderConfig;
-use crate::ocr::types::{LiteLLMOcrResponse, OcrRequestData};
-
-pub const REDUCTO_API_BASE: &str = "https://platform.reducto.ai";
-pub const REDUCTO_API_KEY_ENV: &str = "REDUCTO_API_KEY";
-pub const REDUCTO_ID_PREFIX: &str = "reducto://";
-
-const PARSE_V3_SUPPORTED_OCR_PARAMS: &[&str] = &["formatting", "retrieval", "settings"];
-const PARSE_LEGACY_SUPPORTED_OCR_PARAMS: &[&str] = &["enhance"];
-const MISSING_KEY_MESSAGE: &str = "Missing REDUCTO_API_KEY - set it in the environment or pass api_key to litellm.ocr()/litellm.aocr()";
-const DATA_URI_UPLOAD_REQUIRED: &str =
-    "Reducto data URI upload must complete before OCR request transformation";
-
-#[derive(Clone, Debug, PartialEq, Eq)]
-pub enum ReductoDocumentSource {
-    FileId(String),
-    Upload { bytes: Vec<u8>, mime_type: String },
-}
-
-#[derive(Clone, PartialEq, Eq)]
-pub struct ReductoUploadRequest {
-    pub url: String,
-    pub authorization: String,
-    pub file_name: &'static str,
-    pub bytes: Vec<u8>,
-    pub mime_type: String,
-}
-
-pub struct ReductoParseV3Config;
-pub struct ReductoParseLegacyConfig;
-
-pub const REDUCTO_PARSE_V3_CONFIG: ReductoParseV3Config = ReductoParseV3Config;
-pub const REDUCTO_PARSE_LEGACY_CONFIG: ReductoParseLegacyConfig = ReductoParseLegacyConfig;
-
-pub fn config_for_model(model: &str) -> Option<&'static dyn OcrProviderConfig> {
-    match model {
-        "parse-v3" => Some(&REDUCTO_PARSE_V3_CONFIG),
-        "parse-legacy" => Some(&REDUCTO_PARSE_LEGACY_CONFIG),
-        _ => None,
-    }
-}
-
-pub fn normalize_api_base(api_base: Option<&str>) -> String {
-    api_base
-        .map(str::trim)
-        .filter(|base| !base.is_empty())
-        .unwrap_or(REDUCTO_API_BASE)
-        .trim_end_matches('/')
-        .to_string()
-}
-
-pub fn parse_url(api_base: Option<&str>) -> String {
-    format!("{}/parse", normalize_api_base(api_base))
-}
-
-pub fn upload_url(api_base: Option<&str>) -> String {
-    format!("{}/upload", normalize_api_base(api_base))
-}
-
-pub fn resolve_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    api_key
-        .map(str::trim)
-        .filter(|key| !key.is_empty())
-        .map(str::to_string)
-        .or_else(|| {
-            env_lookup(REDUCTO_API_KEY_ENV)
-                .map(|key| key.trim().to_string())
-                .filter(|key| !key.is_empty())
-        })
-        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
-}
-
-pub fn extract_document_source(document: &Value) -> Result<ReductoDocumentSource, Error> {
-    let document = document.as_object().ok_or_else(|| Error::InvalidType {
-        expected: "object",
-        actual: json_type_name(document),
-    })?;
-    let source = document
-        .get("document_url")
-        .and_then(Value::as_str)
-        .filter(|source| !source.is_empty())
-        .or_else(|| document.get("image_url").and_then(Value::as_str))
-        .ok_or_else(|| {
-            Error::InvalidRequest(
-                "Reducto expected OCR preprocessing to produce document_url or image_url"
-                    .to_string(),
-            )
-        })?;
-    classify_document_source(source)
-}
-
-pub fn classify_document_source(source: &str) -> Result<ReductoDocumentSource, Error> {
-    if source.starts_with(REDUCTO_ID_PREFIX) {
-        return Ok(ReductoDocumentSource::FileId(source.to_string()));
-    }
-    if source.starts_with("http://") || source.starts_with("https://") {
-        return Err(Error::InvalidRequest(
-            "Reducto requires type='file' (auto-uploaded) or a reducto:// id. Plain http(s) URLs are not supported; upload the file first."
-                .to_string(),
-        ));
-    }
-    if !source.starts_with("data:") {
-        return Err(Error::InvalidRequest(
-            "Reducto requires a reducto:// id or a base64 data URI after OCR preprocessing."
-                .to_string(),
-        ));
-    }
-
-    let (header, encoded) = source
-        .split_once(',')
-        .ok_or_else(|| Error::InvalidRequest("Invalid Reducto data URI provided.".to_string()))?;
-    if !header.split(';').any(|part| part == "base64") {
-        return Err(Error::InvalidRequest(
-            "Reducto only supports base64-encoded data URIs.".to_string(),
-        ));
-    }
-
-    let mime_type = header
-        .strip_prefix("data:")
-        .and_then(|header| header.split(';').next())
-        .filter(|mime| !mime.is_empty())
-        .unwrap_or("application/octet-stream")
-        .to_string();
-    let bytes = BASE64_STANDARD.decode(encoded).map_err(|_| {
-        Error::InvalidRequest("Invalid Reducto base64 payload provided.".to_string())
-    })?;
-
-    Ok(ReductoDocumentSource::Upload { bytes, mime_type })
-}
-
-pub fn build_upload_request(
-    source: ReductoDocumentSource,
-    authorization: &str,
-    api_base: Option<&str>,
-) -> Option<ReductoUploadRequest> {
-    let ReductoDocumentSource::Upload { bytes, mime_type } = source else {
-        return None;
-    };
-
-    Some(ReductoUploadRequest {
-        url: upload_url(api_base),
-        authorization: authorization.to_string(),
-        file_name: "document",
-        bytes,
-        mime_type,
-    })
-}
-
-pub fn extract_upload_file_id(response_json: &Value) -> Result<&str, Error> {
-    response_json
-        .as_object()
-        .and_then(|response| response.get("file_id"))
-        .and_then(Value::as_str)
-        .filter(|file_id| !file_id.is_empty())
-        .ok_or_else(|| {
-            Error::InvalidResponse(format!(
-                "Reducto /upload returned 200 without a file_id; got payload={response_json}"
-            ))
-        })
-}
-
-pub fn build_parse_v3_request(
-    file_id: &str,
-    optional_params: Map<String, Value>,
-) -> OcrRequestData {
-    let data = std::iter::once(("input".to_string(), Value::String(file_id.to_string())))
-        .chain(optional_params)
-        .collect();
-    OcrRequestData {
-        data: Value::Object(data),
-        files: None,
-    }
-}
-
-pub fn build_parse_legacy_request(
-    file_id: &str,
-    optional_params: &Map<String, Value>,
-) -> OcrRequestData {
-    let options = optional_params
-        .get("enhance")
-        .filter(|enhance| !enhance.is_null())
-        .map(|enhance| json!({"options": {"enhance": enhance}}));
-    let data = match options {
-        Some(Value::Object(options)) => std::iter::once((
-            "document_url".to_string(),
-            Value::String(file_id.to_string()),
-        ))
-        .chain(options)
-        .collect(),
-        _ => Map::from_iter([(
-            "document_url".to_string(),
-            Value::String(file_id.to_string()),
-        )]),
-    };
-    OcrRequestData {
-        data: Value::Object(data),
-        files: None,
-    }
-}
-
-fn source_file_id(document: &Value) -> Result<String, Error> {
-    match extract_document_source(document)? {
-        ReductoDocumentSource::FileId(file_id) => Ok(file_id),
-        ReductoDocumentSource::Upload { .. } => Err(Error::Unsupported(DATA_URI_UPLOAD_REQUIRED)),
-    }
-}
-
-fn page_number(block: &Map<String, Value>) -> Option<i64> {
-    let page = block.get("bbox")?.as_object()?.get("page")?;
-    page.as_i64()
-        .or_else(|| page.as_u64().and_then(|page| i64::try_from(page).ok()))
-        .or_else(|| page.as_str().and_then(|page| page.parse().ok()))
-}
-
-fn chunks(result: &Map<String, Value>) -> &[Value] {
-    result
-        .get("chunks")
-        .and_then(Value::as_array)
-        .map(Vec::as_slice)
-        .unwrap_or_default()
-}
-
-fn build_pages(result: &Map<String, Value>) -> Vec<Value> {
-    let blocks_by_page = chunks(result)
-        .iter()
-        .filter_map(Value::as_object)
-        .filter_map(|chunk| chunk.get("blocks").and_then(Value::as_array))
-        .flatten()
-        .filter_map(|block| block.as_object().map(|object| (block, object)))
-        .filter_map(|(block, object)| page_number(object).map(|page| (page, block.clone())))
-        .fold(
-            BTreeMap::<i64, Vec<Value>>::new(),
-            |mut pages, (page, block)| {
-                pages.entry(page).or_default().push(block);
-                pages
-            },
-        );
-
-    if blocks_by_page.is_empty() {
-        let markdown = chunks(result)
-            .iter()
-            .filter_map(Value::as_object)
-            .filter_map(|chunk| chunk.get("content").and_then(Value::as_str))
-            .filter(|content| !content.is_empty())
-            .collect::<Vec<_>>()
-            .join("\n\n");
-        return if markdown.is_empty() {
-            Vec::new()
-        } else {
-            vec![json!({"index": 0, "markdown": markdown})]
-        };
-    }
-
-    blocks_by_page
-        .into_iter()
-        .map(|(page, blocks)| {
-            let markdown = blocks
-                .iter()
-                .filter_map(Value::as_object)
-                .filter_map(|block| block.get("content").and_then(Value::as_str))
-                .filter(|content| !content.is_empty())
-                .collect::<Vec<_>>()
-                .join("\n\n");
-            json!({
-                "index": page.saturating_sub(1).max(0),
-                "markdown": markdown,
-                "blocks": blocks,
-            })
-        })
-        .collect()
-}
-
-pub fn transform_reducto_response(
-    model: &str,
-    response_json: Value,
-) -> Result<LiteLLMOcrResponse, Error> {
-    let response = response_json
-        .as_object()
-        .ok_or_else(|| Error::InvalidType {
-            expected: "object",
-            actual: json_type_name(&response_json),
-        })?;
-    let empty_result = Map::new();
-    let result = match response.get("result") {
-        Some(Value::Object(result)) => result,
-        Some(Value::Null) => &empty_result,
-        Some(_) => {
-            return Err(Error::InvalidResponse(
-                "Reducto result must be an object".to_string(),
-            ));
-        }
-        None => response,
-    };
-    let usage = response
-        .get("usage")
-        .and_then(Value::as_object)
-        .cloned()
-        .unwrap_or_default();
-    let usage_info = Some(json!({
-        "pages_processed": usage.get("num_pages").cloned().unwrap_or(Value::Null),
-        "credits": usage.get("credits").cloned().unwrap_or(Value::Null),
-    }));
-
-    Ok(LiteLLMOcrResponse {
-        pages: build_pages(result),
-        model: model.to_string(),
-        document_annotation: None,
-        usage_info,
-        object: "ocr".to_string(),
-        extra_fields: Map::new(),
-        provider_native_response: Some(response_json),
-    })
-}
-
-impl OcrProviderConfig for ReductoParseV3Config {
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        PARSE_V3_SUPPORTED_OCR_PARAMS
-    }
-
-    fn transform_ocr_request(
-        &self,
-        _model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        let file_id = source_file_id(&document)?;
-        Ok(build_parse_v3_request(&file_id, optional_params))
-    }
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        transform_reducto_response(model, response_json)
-    }
-
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        _optional_params: &Map<String, Value>,
-        _env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        Ok(parse_url(api_base))
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_api_key(api_key, env_lookup)
-    }
-}
-
-impl OcrProviderConfig for ReductoParseLegacyConfig {
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        PARSE_LEGACY_SUPPORTED_OCR_PARAMS
-    }
-
-    fn transform_ocr_request(
-        &self,
-        _model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        let file_id = source_file_id(&document)?;
-        Ok(build_parse_legacy_request(&file_id, &optional_params))
-    }
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        transform_reducto_response(model, response_json)
-    }
-
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        _optional_params: &Map<String, Value>,
-        _env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        Ok(parse_url(api_base))
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_api_key(api_key, env_lookup)
-    }
-}
diff --git a/litellm-rust/crates/core/src/providers/vertex_ai/mod.rs b/litellm-rust/crates/core/src/providers/vertex_ai/mod.rs
deleted file mode 100644
index 3621ff6a2fd..00000000000
--- a/litellm-rust/crates/core/src/providers/vertex_ai/mod.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub mod ocr;
diff --git a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/mod.rs b/litellm-rust/crates/core/src/providers/vertex_ai/ocr/mod.rs
deleted file mode 100644
index f239b6921fa..00000000000
--- a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/mod.rs
+++ /dev/null
@@ -1 +0,0 @@
-pub mod transformation;
diff --git a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs
deleted file mode 100644
index b0e5a278d0b..00000000000
--- a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs
+++ /dev/null
@@ -1,467 +0,0 @@
-use crate::error::{Error, json_type_name};
-use crate::ocr::transformation::OcrProviderConfig;
-use crate::ocr::types::{LiteLLMOcrResponse, OcrRequestData};
-use serde_json::{Map, Value, json};
-
-use crate::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG;
-
-const VERTEX_DEFAULT_LOCATION: &str = "us-central1";
-const VERTEX_DEFAULT_DEEPSEEK_API_BASE: &str = "https://aiplatform.googleapis.com";
-const VERTEX_AI_API_KEY_ENV: &str = "VERTEX_AI_API_KEY";
-const VERTEXAI_API_KEY_ENV: &str = "VERTEXAI_API_KEY";
-const VERTEXAI_PROJECT_ENV: &str = "VERTEXAI_PROJECT";
-const VERTEXAI_LOCATION_ENV: &str = "VERTEXAI_LOCATION";
-const VERTEX_LOCATION_ENV: &str = "VERTEX_LOCATION";
-
-#[rustfmt::skip]
-const DEEPSEEK_SUPPORTED_OCR_PARAMS: &[&str] = &[
-    "stream",
-    "temperature",
-    "max_tokens",
-    "top_p",
-    "n",
-    "stop",
-];
-
-pub struct VertexAiOcrConfig;
-pub struct VertexAiDeepSeekOcrConfig;
-
-pub const VERTEX_AI_OCR_CONFIG: VertexAiOcrConfig = VertexAiOcrConfig;
-pub const VERTEX_AI_DEEPSEEK_OCR_CONFIG: VertexAiDeepSeekOcrConfig = VertexAiDeepSeekOcrConfig;
-
-fn string_param<'a>(params: &'a Map<String, Value>, keys: &[&str]) -> Option<&'a str> {
-    keys.iter()
-        .find_map(|key| params.get(*key).and_then(Value::as_str))
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-}
-
-pub fn is_deepseek_model(model: &str) -> bool {
-    model.to_ascii_lowercase().contains("deepseek")
-}
-
-pub fn resolve_vertex_api_key(
-    api_key: Option<&str>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    api_key
-        .map(str::trim)
-        .filter(|key| !key.is_empty())
-        .map(str::to_string)
-        .or_else(|| env_lookup(VERTEX_AI_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
-        .or_else(|| env_lookup(VERTEXAI_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::Auth(
-                "Missing Vertex AI access token - pass api_key or provide Authorization via extra_headers"
-                    .to_string(),
-            )
-        })
-}
-
-fn vertex_project(
-    params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    string_param(params, &["vertex_project", "vertex_ai_project"])
-        .map(str::to_string)
-        .or_else(|| env_lookup(VERTEXAI_PROJECT_ENV).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| {
-            Error::InvalidRequest(
-                "Missing vertex_project - Set VERTEXAI_PROJECT environment variable or pass vertex_project parameter"
-                    .to_string(),
-            )
-        })
-}
-
-fn vertex_location(
-    params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> String {
-    string_param(params, &["vertex_location", "vertex_ai_location"])
-        .map(str::to_string)
-        .or_else(|| env_lookup(VERTEXAI_LOCATION_ENV).filter(|value| !value.trim().is_empty()))
-        .or_else(|| env_lookup(VERTEX_LOCATION_ENV).filter(|value| !value.trim().is_empty()))
-        .unwrap_or_else(|| VERTEX_DEFAULT_LOCATION.to_string())
-}
-
-fn vertex_mistral_api_base(api_base: Option<&str>, location: &str) -> String {
-    api_base
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-        .map(str::to_string)
-        .unwrap_or_else(|| format!("https://{location}-aiplatform.googleapis.com"))
-        .trim_end_matches('/')
-        .to_string()
-}
-
-pub fn complete_vertex_mistral_url(
-    api_base: Option<&str>,
-    model: &str,
-    optional_params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    let project = vertex_project(optional_params, env_lookup)?;
-    let location = vertex_location(optional_params, env_lookup);
-    let base = vertex_mistral_api_base(api_base, &location);
-    Ok(format!(
-        "{base}/v1/projects/{project}/locations/{location}/publishers/mistralai/models/{model}:rawPredict"
-    ))
-}
-
-pub fn complete_vertex_deepseek_url(
-    api_base: Option<&str>,
-    optional_params: &Map<String, Value>,
-    env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> Result<String, Error> {
-    let project = vertex_project(optional_params, env_lookup)?;
-    let location = vertex_location(optional_params, env_lookup);
-    let base = api_base
-        .map(str::trim)
-        .filter(|value| !value.is_empty())
-        .unwrap_or(VERTEX_DEFAULT_DEEPSEEK_API_BASE)
-        .trim_end_matches('/');
-    Ok(format!(
-        "{base}/v1/projects/{project}/locations/{location}/endpoints/openapi/chat/completions"
-    ))
-}
-
-fn document_content_item(document: &Value) -> Result<Value, Error> {
-    let object = document.as_object().ok_or_else(|| Error::InvalidType {
-        expected: "object",
-        actual: json_type_name(document),
-    })?;
-    let doc_type = object
-        .get("type")
-        .and_then(Value::as_str)
-        .ok_or(Error::MissingField("document.type"))?;
-    let url_field = match doc_type {
-        "image_url" => "image_url",
-        "document_url" => "document_url",
-        other => {
-            return Err(Error::InvalidRequest(format!(
-                "Unsupported document type: {other}. Expected 'image_url' or 'document_url'"
-            )));
-        }
-    };
-    let url = object
-        .get(url_field)
-        .and_then(Value::as_str)
-        .filter(|value| !value.is_empty())
-        .ok_or(Error::MissingField(url_field))?;
-
-    Ok(json!({
-        "type": "image_url",
-        "image_url": url,
-    }))
-}
-
-fn deepseek_model_name(model: &str) -> String {
-    if model.starts_with("deepseek-ai/") {
-        model.to_string()
-    } else {
-        format!("deepseek-ai/{model}")
-    }
-}
-
-fn first_choice_content(response: &Value) -> Result<Value, Error> {
-    response
-        .get("choices")
-        .and_then(Value::as_array)
-        .and_then(|choices| choices.first())
-        .and_then(|choice| choice.get("message"))
-        .and_then(|message| message.get("content"))
-        .cloned()
-        .filter(|content| match content {
-            Value::String(value) => !value.is_empty(),
-            Value::Object(_) => true,
-            _ => false,
-        })
-        .ok_or_else(|| Error::InvalidResponse("No content in DeepSeek OCR response".to_string()))
-}
-
-fn ocr_data_from_content(content: Value, usage: Option<Value>, model: &str) -> Value {
-    match content {
-        Value::String(content) => {
-            if content.trim_start().starts_with('{') {
-                serde_json::from_str(&content).unwrap_or_else(|_| {
-                    json!({
-                        "pages": [{"index": 0, "markdown": content}],
-                        "model": model,
-                        "usage_info": usage.unwrap_or_else(|| json!({})),
-                    })
-                })
-            } else {
-                json!({
-                    "pages": [{"index": 0, "markdown": content}],
-                    "model": model,
-                    "usage_info": usage.unwrap_or_else(|| json!({})),
-                })
-            }
-        }
-        Value::Object(_) => content,
-        other => json!({
-            "pages": [{"index": 0, "markdown": other.to_string()}],
-            "model": model,
-            "usage_info": usage.unwrap_or_else(|| json!({})),
-        }),
-    }
-}
-
-impl OcrProviderConfig for VertexAiOcrConfig {
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        MISTRAL_OCR_CONFIG.supported_ocr_params()
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
-    }
-
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        model: &str,
-        optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        complete_vertex_mistral_url(api_base, model, optional_params, env_lookup)
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_vertex_api_key(api_key, env_lookup)
-    }
-
-    fn requires_data_uri_document(&self) -> bool {
-        true
-    }
-}
-
-impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn supported_ocr_params(&self) -> &'static [&'static str] {
-        DEEPSEEK_SUPPORTED_OCR_PARAMS
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
-        non_default_params
-            .iter()
-            .filter(|(name, _)| DEEPSEEK_SUPPORTED_OCR_PARAMS.contains(&name.as_str()))
-            .map(|(name, value)| (name.clone(), value.clone()))
-            .collect()
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_request(
-        &self,
-        model: &str,
-        document: Value,
-        optional_params: Map<String, Value>,
-    ) -> Result<OcrRequestData, Error> {
-        let mut data = Map::new();
-        data.insert(
-            "model".to_string(),
-            Value::String(deepseek_model_name(model)),
-        );
-        data.insert(
-            "messages".to_string(),
-            json!([{"role": "user", "content": [document_content_item(&document)?]}]),
-        );
-        for (key, value) in optional_params {
-            if DEEPSEEK_SUPPORTED_OCR_PARAMS.contains(&key.as_str()) {
-                data.insert(key, value);
-            }
-        }
-        Ok(OcrRequestData {
-            data: Value::Object(data),
-            files: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn transform_ocr_response(
-        &self,
-        model: &str,
-        response_json: Value,
-    ) -> Result<LiteLLMOcrResponse, Error> {
-        let response = response_json
-            .as_object()
-            .ok_or_else(|| Error::InvalidType {
-                expected: "object",
-                actual: json_type_name(&response_json),
-            })?;
-        let usage = response.get("usage").cloned();
-        let content = first_choice_content(&response_json)?;
-        let mut ocr_data = ocr_data_from_content(content.clone(), usage.clone(), model);
-
-        if !ocr_data.get("pages").is_some_and(Value::is_array) {
-            ocr_data = json!({
-                "pages": [{
-                    "index": 0,
-                    "markdown": match content {
-                        Value::String(value) => value,
-                        other => other.to_string(),
-                    }
-                }],
-                "model": ocr_data.get("model").and_then(Value::as_str).unwrap_or(model),
-                "usage_info": ocr_data.get("usage_info").cloned().or(usage).unwrap_or_else(|| json!({})),
-            });
-        }
-
-        let object = ocr_data.as_object().ok_or_else(|| Error::InvalidType {
-            expected: "object",
-            actual: json_type_name(&ocr_data),
-        })?;
-        let pages = object
-            .get("pages")
-            .and_then(Value::as_array)
-            .cloned()
-            .unwrap_or_default();
-        let usage_info = object
-            .get("usage_info")
-            .cloned()
-            .or_else(|| response.get("usage").cloned());
-        Ok(LiteLLMOcrResponse {
-            pages,
-            model: object
-                .get("model")
-                .and_then(Value::as_str)
-                .unwrap_or(model)
-                .to_string(),
-            document_annotation: object.get("document_annotation").cloned(),
-            usage_info,
-            object: "ocr".to_string(),
-            extra_fields: Map::new(),
-            provider_native_response: None,
-        })
-    }
-
-    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
-    fn complete_url(
-        &self,
-        api_base: Option<&str>,
-        _model: &str,
-        optional_params: &Map<String, Value>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        complete_vertex_deepseek_url(api_base, optional_params, env_lookup)
-    }
-
-    fn resolve_api_key(
-        &self,
-        api_key: Option<&str>,
-        env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> Result<String, Error> {
-        resolve_vertex_api_key(api_key, env_lookup)
-    }
-}
-
-#[cfg(test)]
-mod tests {
-    use super::*;
-    use rstest::rstest;
-
-    #[test]
-    fn vertex_mistral_url_uses_project_location_and_model() {
-        let params = Map::from_iter([
-            ("vertex_project".to_string(), json!("proj-1")),
-            ("vertex_location".to_string(), json!("europe-west4")),
-        ]);
-
-        let url = complete_vertex_mistral_url(None, "mistral-ocr-maas", &params, &|_| None)
-            .expect("url builds");
-
-        assert_eq!(
-            url,
-            "https://europe-west4-aiplatform.googleapis.com/v1/projects/proj-1/locations/europe-west4/publishers/mistralai/models/mistral-ocr-maas:rawPredict"
-        );
-    }
-
-    #[test]
-    fn vertex_mistral_reuses_mistral_body_transform() {
-        let body = VERTEX_AI_OCR_CONFIG
-            .transform_ocr_request(
-                "mistral-ocr-maas",
-                json!({"type": "image_url", "image_url": "data:image/png;base64,abc"}),
-                Map::new(),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body["model"], "mistral-ocr-maas");
-        assert_eq!(body["document"]["image_url"], "data:image/png;base64,abc");
-    }
-
-    #[test]
-    fn vertex_deepseek_request_uses_ocr_endpoint_shape() {
-        let body = VERTEX_AI_DEEPSEEK_OCR_CONFIG
-            .transform_ocr_request(
-                "deepseek-ocr-maas",
-                json!({"type": "document_url", "document_url": "gs://bucket/doc.pdf"}),
-                Map::from_iter([("temperature".to_string(), json!(0.1))]),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body["model"], "deepseek-ai/deepseek-ocr-maas");
-        assert_eq!(body["temperature"], 0.1);
-        assert_eq!(
-            body["messages"][0]["content"][0],
-            json!({"type": "image_url", "image_url": "gs://bucket/doc.pdf"})
-        );
-    }
-
-    #[rstest]
-    #[case::bare_model("deepseek-ocr-maas")]
-    #[case::namespaced_model("deepseek-ai/deepseek-ocr-maas")]
-    fn vertex_deepseek_request_uses_single_provider_namespace(#[case] model: &str) {
-        let body = VERTEX_AI_DEEPSEEK_OCR_CONFIG
-            .transform_ocr_request(
-                model,
-                json!({"type": "image_url", "image_url": "data:image/png;base64,AA=="}),
-                Map::new(),
-            )
-            .expect("request transforms")
-            .data;
-
-        assert_eq!(body["model"], "deepseek-ai/deepseek-ocr-maas");
-    }
-
-    #[test]
-    fn vertex_deepseek_response_wraps_markdown_content() {
-        let response = VERTEX_AI_DEEPSEEK_OCR_CONFIG
-            .transform_ocr_response(
-                "deepseek-ocr-maas",
-                json!({
-                    "choices": [{"message": {"content": "# OCR text"}}],
-                    "usage": {"prompt_tokens": 1}
-                }),
-            )
-            .expect("response transforms");
-
-        assert_eq!(
-            response.pages,
-            vec![json!({"index": 0, "markdown": "# OCR text"})]
-        );
-        assert_eq!(response.model, "deepseek-ocr-maas");
-        assert_eq!(response.usage_info, Some(json!({"prompt_tokens": 1})));
-    }
-}
diff --git a/litellm-rust/crates/core/src/responses/websocket.rs b/litellm-rust/crates/core/src/responses/websocket.rs
index 5d037e9cf1b..34213e5f6c4 100644
--- a/litellm-rust/crates/core/src/responses/websocket.rs
+++ b/litellm-rust/crates/core/src/responses/websocket.rs
@@ -1,3 +1,21 @@
+use std::collections::HashMap;
+use std::io;
+use std::sync::{Arc, OnceLock};
+use std::time::Duration;
+
+use futures_util::{SinkExt, StreamExt};
+use rustls::{ClientConfig, RootCertStore};
+use tokio::net::TcpStream;
+use tokio::sync::Mutex;
+use tokio_tungstenite::tungstenite::Message;
+use tokio_tungstenite::tungstenite::client::IntoClientRequest;
+use tokio_tungstenite::tungstenite::error::TlsError;
+use tokio_tungstenite::tungstenite::handshake::client::Response;
+use tokio_tungstenite::tungstenite::http::{HeaderName, HeaderValue};
+use tokio_tungstenite::{
+    Connector, MaybeTlsStream, WebSocketStream, connect_async_tls_with_config,
+};
+
 use crate::Error;
 use crate::constants::{OPENAI_RESPONSES_DEFAULT_API_BASE, OPENAI_RESPONSES_PATH};
 use crate::responses::types::{ResponsesWsEvent, ResponsesWsEventType, ResponsesWsTransformResult};
@@ -125,6 +143,137 @@ pub fn is_terminal_event(event_type: &ResponsesWsEventType) -> bool {
     )
 }
 
+pub type ResponsesUpstreamWs = WebSocketStream<MaybeTlsStream<TcpStream>>;
+
+static TLS_CONFIG: OnceLock<Arc<ClientConfig>> = OnceLock::new();
+
+fn build_tls_config() -> Result<ClientConfig, Box<tokio_tungstenite::tungstenite::Error>> {
+    let native = rustls_native_certs::load_native_certs();
+    let mut store = RootCertStore::empty();
+    let (added, _ignored) = store.add_parsable_certificates(native.certs);
+    if added == 0 {
+        return Err(Box::new(tokio_tungstenite::tungstenite::Error::Io(
+            io::Error::other(format!(
+                "no usable native root certificates: {:?}",
+                native.errors
+            )),
+        )));
+    }
+    ClientConfig::builder_with_provider(Arc::new(rustls::crypto::ring::default_provider()))
+        .with_safe_default_protocol_versions()
+        .map(|builder| builder.with_root_certificates(store).with_no_client_auth())
+        .map_err(|error| {
+            Box::new(tokio_tungstenite::tungstenite::Error::Tls(
+                TlsError::Rustls(error),
+            ))
+        })
+}
+
+fn tls_config() -> Result<Arc<ClientConfig>, Box<tokio_tungstenite::tungstenite::Error>> {
+    if let Some(config) = TLS_CONFIG.get() {
+        return Ok(Arc::clone(config));
+    }
+    let built = Arc::new(build_tls_config()?);
+    Ok(Arc::clone(TLS_CONFIG.get_or_init(|| built)))
+}
+
+pub async fn connect_upstream<R>(
+    request: R,
+) -> Result<(ResponsesUpstreamWs, Response), Box<tokio_tungstenite::tungstenite::Error>>
+where
+    R: IntoClientRequest + Unpin,
+{
+    let request = request.into_client_request().map_err(Box::new)?;
+    let connector = match request.uri().scheme_str() {
+        Some("wss") => Some(Connector::Rustls(tls_config()?)),
+        _ => None,
+    };
+    connect_async_tls_with_config(request, None, false, connector)
+        .await
+        .map_err(Box::new)
+}
+
+#[derive(Clone)]
+pub struct ResponsesWebSocketConnection {
+    socket: Arc<Mutex<Option<ResponsesUpstreamWs>>>,
+}
+
+impl ResponsesWebSocketConnection {
+    pub async fn connect_url(
+        url: &str,
+        headers: &HashMap<String, String>,
+        timeout: Option<Duration>,
+    ) -> Result<Self, Error> {
+        let mut request = url
+            .into_client_request()
+            .map_err(|error| Error::Network(error.to_string()))?;
+        for (name, value) in headers {
+            let header_name = name
+                .parse::<HeaderName>()
+                .map_err(|error| Error::InvalidRequest(error.to_string()))?;
+            let header_value = HeaderValue::from_str(value)
+                .map_err(|error| Error::InvalidRequest(error.to_string()))?;
+            request.headers_mut().insert(header_name, header_value);
+        }
+        let connect = connect_upstream(request);
+        let result = match timeout {
+            Some(timeout) => tokio::time::timeout(timeout, connect)
+                .await
+                .map_err(|_| Error::Network("Responses WebSocket connection timed out".into()))?,
+            None => connect.await,
+        };
+        let (socket, _) = result.map_err(|error| match *error {
+            tokio_tungstenite::tungstenite::Error::Http(response) => Error::Http {
+                status: response.status().as_u16(),
+                body: String::new(),
+            },
+            other => Error::Network(other.to_string()),
+        })?;
+        Ok(Self {
+            socket: Arc::new(Mutex::new(Some(socket))),
+        })
+    }
+
+    pub async fn send_text(&self, text: String) -> Result<(), Error> {
+        let mut socket = self.socket.lock().await;
+        let Some(socket) = socket.as_mut() else {
+            return Err(Error::Network("Responses WebSocket is closed".into()));
+        };
+        socket
+            .send(Message::Text(text))
+            .await
+            .map_err(|error| Error::Network(error.to_string()))
+    }
+
+    pub async fn recv_text(&self) -> Result<Option<String>, Error> {
+        let mut socket = self.socket.lock().await;
+        let Some(socket) = socket.as_mut() else {
+            return Ok(None);
+        };
+        match socket.next().await {
+            Some(Ok(Message::Text(text))) => Ok(Some(text)),
+            Some(Ok(Message::Binary(bytes))) => String::from_utf8(bytes.to_vec())
+                .map(Some)
+                .map_err(|error| Error::InvalidResponse(error.to_string())),
+            Some(Ok(Message::Close(_))) | None => Ok(None),
+            Some(Ok(_)) => Ok(None),
+            Some(Err(error)) => Err(Error::Network(error.to_string())),
+        }
+    }
+
+    pub async fn close(&self) -> Result<(), Error> {
+        let mut socket = self.socket.lock().await;
+        if let Some(socket) = socket.as_mut() {
+            socket
+                .close(None)
+                .await
+                .map_err(|error| Error::Network(error.to_string()))?;
+        }
+        *socket = None;
+        Ok(())
+    }
+}
+
 #[cfg(test)]
 mod tests {
     use super::*;
diff --git a/litellm-rust/crates/core/src/url_utils.rs b/litellm-rust/crates/core/src/url_utils.rs
index 982dca0dbe3..1150f93a5c7 100644
--- a/litellm-rust/crates/core/src/url_utils.rs
+++ b/litellm-rust/crates/core/src/url_utils.rs
@@ -60,6 +60,14 @@ impl ApiUrl<Base> {
 }
 
 impl ApiUrl<Complete> {
+    pub(crate) fn append_query_pairs<'a>(
+        mut self,
+        pairs: impl IntoIterator<Item = (&'a str, &'a str)>,
+    ) -> Self {
+        self.url.query_pairs_mut().extend_pairs(pairs);
+        self
+    }
+
     pub(crate) fn into_string(self) -> String {
         self.url.into()
     }
@@ -92,4 +100,19 @@ mod tests {
             .expect("url builds");
         assert_eq!(actual, "https://example.test/v1/ocr?tenant=a");
     }
+
+    #[test]
+    fn appended_query_pairs_are_encoded() {
+        let actual = ApiUrl::parse("https://example.test")
+            .and_then(|url| url.complete_path(&["analyze"]))
+            .map(|url| {
+                url.append_query_pairs([("model", "name with spaces")])
+                    .into_string()
+            })
+            .expect("url builds");
+        assert_eq!(
+            actual,
+            "https://example.test/analyze?model=name+with+spaces"
+        );
+    }
 }
diff --git a/litellm-rust/crates/core/tests/azure_ai_ocr.rs b/litellm-rust/crates/core/tests/azure_ai_ocr.rs
new file mode 100644
index 00000000000..b6dc8d90b93
--- /dev/null
+++ b/litellm-rust/crates/core/tests/azure_ai_ocr.rs
@@ -0,0 +1,97 @@
+use std::sync::Arc;
+
+use serde_json::{Value, json};
+
+use super::hooks::{OcrDuringCallRequest, OcrHookFuture, OcrHooks};
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+
+#[tokio::test]
+async fn facade_executes_azure_mistral_with_prepared_auth() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "pages":[{"index":0,"markdown":"hello"}],
+        "usage_info":{"pages_processed":1}
+    }))])
+    .await;
+    let mut request = wire_request(
+        "azure_ai/model",
+        &base,
+        json!({"include_image_base64":true}),
+    );
+    request.connection.api_key = None;
+    request.connection.extra_headers = vec![(
+        "Authorization".into(),
+        "Bearer python-prepared-token".into(),
+    )];
+
+    let result = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(result.pages[0]["markdown"], "hello");
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with("POST /providers/mistral/azure/ocr "));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer python-prepared-token\r\n")
+    );
+    let body: Value = serde_json::from_str(requests[0].split_once("\r\n\r\n").unwrap().1).unwrap();
+    assert_eq!(
+        body,
+        json!({
+            "model":"model",
+            "document":{"type":"document_url","document_url":"data:application/pdf;base64,YWJj"},
+            "include_image_base64":true
+        })
+    );
+}
+
+#[tokio::test]
+async fn facade_acquires_supplied_entra_token_for_final_request() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({"pages":[]}))]).await;
+    let mut request = wire_request(
+        "azure_ai/model",
+        &base,
+        json!({"azure_ad_token":"rust-owned-token"}),
+    );
+    request.connection.api_key = None;
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer rust-owned-token\r\n")
+    );
+}
+
+struct ReplaceBodyDocument;
+
+impl OcrHooks for ReplaceBodyDocument {
+    fn intercepts_requests(&self) -> bool {
+        true
+    }
+
+    fn during_call(
+        &self,
+        mut request: OcrDuringCallRequest,
+    ) -> OcrHookFuture<'_, OcrDuringCallRequest> {
+        Box::pin(async move {
+            request.body["document"] = json!({
+                "type":"document_url",
+                "document_url":"https://example.com/not-inline.pdf"
+            });
+            Ok(request)
+        })
+    }
+}
+
+#[tokio::test]
+async fn rejects_non_inline_body_after_guardrails() {
+    let mut request = wire_request("azure_ai/model", "http://127.0.0.1:1", json!({}));
+    request.hooks = Arc::new(ReplaceBodyDocument);
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(error.to_string().contains("data URI"));
+}
diff --git a/litellm-rust/crates/core/tests/azure_document_intelligence_ocr.rs b/litellm-rust/crates/core/tests/azure_document_intelligence_ocr.rs
new file mode 100644
index 00000000000..3fca59033cc
--- /dev/null
+++ b/litellm-rust/crates/core/tests/azure_document_intelligence_ocr.rs
@@ -0,0 +1,453 @@
+use serde_json::{Value, json};
+use std::sync::{Arc, Mutex};
+
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+use super::wire::{OcrWireRequest, decode_request};
+
+fn query_value(url: &str, key: &str) -> Option<String> {
+    url::Url::parse(url)
+        .unwrap()
+        .query_pairs()
+        .find_map(|(name, value)| (name == key).then(|| value.into_owned()))
+}
+
+#[tokio::test]
+async fn facade_maps_pages_features_and_url_document() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "status":"succeeded",
+        "analyzeResult":{"pages":[]}
+    }))])
+    .await;
+    let mut request = wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"pages":[2,0,0,1],"features":["keyValuePairs","languages"]}),
+    );
+    request.document = serde_json::from_value(json!({
+        "type":"document_url",
+        "document_url":"https://example.com/document.pdf"
+    }))
+    .unwrap();
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let request = &seen.lock().unwrap()[0];
+    let target = request.split_whitespace().nth(1).unwrap();
+    let url = format!("{base}{target}");
+    assert_eq!(query_value(&url, "pages").as_deref(), Some("1,2,3"));
+    assert_eq!(
+        query_value(&url, "features").as_deref(),
+        Some("keyValuePairs,languages")
+    );
+    let body: Value = serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap();
+    assert_eq!(
+        body,
+        json!({"urlSource":"https://example.com/document.pdf"})
+    );
+}
+
+#[tokio::test]
+async fn rejects_invalid_pages_features_and_format() {
+    for options in [
+        json!({"pages":[true]}),
+        json!({"pages":[1,"2"]}),
+        json!({"pages":[-1]}),
+        json!({"pages":"1&&features=bad"}),
+        json!({"features":"languages&pages=1"}),
+        json!({"req_format":"azure"}),
+    ] {
+        let result = decode_request(OcrWireRequest {
+            model: "azure_ai/doc-intelligence/prebuilt-read".into(),
+            document: json!({"type":"document_url","document_url":"https://example.com/a.pdf"}),
+            api_key: Some("key".into()),
+            api_base: Some("http://127.0.0.1:1".into()),
+            custom_llm_provider: None,
+            extra_headers: None,
+            optional_params: options.as_object().unwrap().clone(),
+            input_sources: Default::default(),
+            timeout_seconds: None,
+        });
+        let rejected = match result {
+            Ok(request) => perform_ocr(request).await.is_err(),
+            Err(_) => true,
+        };
+        assert!(rejected, "accepted {options}");
+    }
+}
+
+#[tokio::test]
+async fn inline_document_decodes_to_base64_source() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "status":"succeeded"
+    }))])
+    .await;
+    let request = wire_request("azure_ai/doc-intelligence/prebuilt-read", &base, json!({}));
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let request = &seen.lock().unwrap()[0];
+    let body: Value = serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap();
+    assert_eq!(body, json!({"base64Source":"YWJj"}));
+}
+
+#[tokio::test]
+async fn immediate_response_normalizes_pages_and_preserves_native() {
+    let operation = json!({
+        "status":"succeeded",
+        "operationExtension":42,
+        "analyzeResult":{
+            "content":"A\n\nB",
+            "tables":[{"cells":[]}],
+            "keyValuePairs":[{"key":{"content":"A"}}],
+            "pages":[{
+                "pageNumber":"2",
+                "width":"8.5",
+                "height":11,
+                "unit":"inch",
+                "lines":[{"content":"A"},{"content":null},{"content":"B"}]
+            }]
+        }
+    });
+    let (base, _, server) = mock_server(vec![MockResponse::json(operation.clone())]).await;
+    let result = perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"req_format":"native"}),
+    ))
+    .await
+    .unwrap();
+    server.await.unwrap();
+
+    assert_eq!(result.pages[0]["index"], 1);
+    assert_eq!(result.pages[0]["markdown"], "A\n\nB");
+    assert_eq!(
+        result.pages[0]["dimensions"],
+        json!({"width":816,"height":1056,"dpi":96})
+    );
+    assert_eq!(result.usage_info, Some(json!({"pages_processed":1})));
+    let serialized = result.clone().into_json();
+    assert_eq!(serialized["content"], "A\n\nB");
+    assert_eq!(serialized["tables"], json!([{"cells":[]}]));
+    assert_eq!(
+        serialized["keyValuePairs"],
+        json!([{"key":{"content":"A"}}])
+    );
+    assert!(serialized.get("key_value_pairs").is_none());
+    assert_eq!(result.provider_native_response, Some(operation));
+}
+
+#[tokio::test]
+async fn accepted_response_polls_to_success_with_only_credentials() {
+    let operation = json!({"status":"succeeded","analyzeResult":{"pages":[]}});
+    let (base, seen, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse {
+            status: 200,
+            headers: vec![("Retry-After", "0".into())],
+            body: json!({"status":"running"}),
+        },
+        MockResponse::json(operation.clone()),
+    ])
+    .await;
+    let mut request = wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"req_format":"native"}),
+    );
+    request
+        .connection
+        .extra_headers
+        .push(("X-Trace".into(), "initial-only".into()));
+
+    let result = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(result.provider_native_response, Some(operation));
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 3);
+    assert!(requests[0].to_ascii_lowercase().contains("x-trace:"));
+    for poll in &requests[1..] {
+        assert!(!poll.to_ascii_lowercase().contains("x-trace:"));
+        assert!(
+            poll.to_ascii_lowercase()
+                .contains("ocp-apim-subscription-key: test-key")
+        );
+    }
+}
+
+struct SubmissionBoundary {
+    request_count: Arc<Mutex<Vec<String>>>,
+}
+
+impl super::hooks::OcrHooks for SubmissionBoundary {
+    fn post_call(
+        &self,
+        request: super::hooks::OcrPostCallRequest,
+    ) -> super::hooks::OcrHookFuture<'_, super::hooks::OcrPostCallRequest> {
+        Box::pin(async move {
+            match self.request_count.lock().unwrap().len() {
+                1 => assert_eq!(request.original_response, json!(r#"{"submitted":true}"#)),
+                2 => assert!(
+                    request
+                        .original_response
+                        .as_str()
+                        .unwrap()
+                        .contains("succeeded")
+                ),
+                count => panic!("unexpected callback after {count} requests"),
+            }
+            Ok(request)
+        })
+    }
+}
+
+#[tokio::test]
+async fn accepted_response_runs_post_call_before_polling() {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({"submitted": true}),
+        },
+        MockResponse::json(json!({"status":"succeeded"})),
+    ])
+    .await;
+    let request = super::LiteLLMOcrRequest {
+        hooks: Arc::new(SubmissionBoundary {
+            request_count: seen.clone(),
+        }),
+        ..wire_request("azure_ai/doc-intelligence/prebuilt-read", &base, json!({}))
+    };
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(seen.lock().unwrap().len(), 2);
+}
+
+#[tokio::test]
+async fn polling_forwards_bearer_credentials() {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse::json(json!({"status":"succeeded"})),
+    ])
+    .await;
+    let mut request = wire_request("azure_ai/doc-intelligence/prebuilt-read", &base, json!({}));
+    request.connection.api_key = None;
+    request.connection.extra_headers = vec![("Authorization".into(), "Bearer token".into())];
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    assert!(
+        requests[1]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer token")
+    );
+}
+
+#[tokio::test]
+async fn polling_does_not_follow_redirects() {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse {
+            status: 302,
+            headers: vec![("Location", "{base}/redirected".into())],
+            body: json!({}),
+        },
+        MockResponse::json(json!({"status":"succeeded"})),
+    ])
+    .await;
+
+    let error = perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({}),
+    ))
+    .await
+    .unwrap_err();
+
+    assert!(error.to_string().contains("status 302"), "{error}");
+    assert_eq!(seen.lock().unwrap().len(), 2);
+    server.abort();
+}
+
+#[tokio::test]
+async fn polling_rejects_terminal_failure() {
+    let (base, _, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse::json(json!({"status":"failed"})),
+    ])
+    .await;
+
+    let error = perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({}),
+    ))
+    .await
+    .unwrap_err();
+    server.await.unwrap();
+    assert!(error.to_string().contains("status failed"));
+}
+
+#[tokio::test]
+async fn malformed_provider_pages_report_response_paths() {
+    for (analysis, path) in [
+        (json!({"pages":null}), "pages"),
+        (json!({"pages":[null]}), "pages[0]"),
+        (json!({"pages":[{"lines":null}]}), "lines"),
+        (json!({"pages":[{"width":"bad"}]}), "width"),
+    ] {
+        let (base, _, server) = mock_server(vec![MockResponse::json(json!({
+            "status":"succeeded",
+            "analyzeResult":analysis
+        }))])
+        .await;
+        let error = perform_ocr(wire_request(
+            "azure_ai/doc-intelligence/prebuilt-read",
+            &base,
+            json!({}),
+        ))
+        .await
+        .unwrap_err();
+        server.await.unwrap();
+        assert!(error.to_string().contains(path), "{error}");
+    }
+}
+
+#[tokio::test]
+async fn rejects_missing_invalid_and_cross_origin_operation_locations() {
+    for headers in [
+        Vec::new(),
+        vec![("Operation-Location", "/relative".into())],
+        vec![("Operation-Location", "http://example.com/operation".into())],
+        vec![(
+            "Operation-Location",
+            "http://user:password@127.0.0.1/operation".into(),
+        )],
+    ] {
+        let (base, _, server) = mock_server(vec![MockResponse {
+            status: 202,
+            headers,
+            body: json!({}),
+        }])
+        .await;
+        let error = perform_ocr(wire_request(
+            "azure_ai/doc-intelligence/prebuilt-read",
+            &base,
+            json!({}),
+        ))
+        .await
+        .unwrap_err();
+        server.await.unwrap();
+        assert!(error.to_string().contains("operation-location"));
+    }
+}
+
+#[tokio::test]
+async fn polling_deadline_bounds_retry_delay() {
+    let (base, _, server) = mock_server(vec![
+        MockResponse {
+            status: 202,
+            headers: vec![("Operation-Location", "{base}/operation".into())],
+            body: json!({}),
+        },
+        MockResponse {
+            status: 200,
+            headers: vec![("Retry-After", "9999".into())],
+            body: json!({"status":"notStarted"}),
+        },
+    ])
+    .await;
+    let mut request = wire_request("azure_ai/doc-intelligence/prebuilt-read", &base, json!({}));
+    request.connection.poll_timeout = std::time::Duration::from_millis(100);
+
+    let error = tokio::time::timeout(std::time::Duration::from_secs(1), perform_ocr(request))
+        .await
+        .unwrap()
+        .unwrap_err();
+    server.await.unwrap();
+    assert!(error.to_string().contains("timed out"));
+}
+
+#[tokio::test]
+async fn model_id_is_encoded_and_dot_segments_are_rejected() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "status":"succeeded"
+    }))])
+    .await;
+    perform_ocr(wire_request(
+        "azure_ai/doc-intelligence/a ?#é",
+        &base,
+        json!({}),
+    ))
+    .await
+    .unwrap();
+    server.await.unwrap();
+    assert!(seen.lock().unwrap()[0].contains("a%20%3F%23%C3%A9:analyze"));
+
+    for model in [
+        "azure_ai/doc-intelligence/.",
+        "azure_ai/doc-intelligence/..",
+    ] {
+        let error = perform_ocr(wire_request(model, "http://127.0.0.1:1", json!({})))
+            .await
+            .unwrap_err();
+        assert!(error.to_string().contains("dot segment"));
+    }
+}
+
+#[tokio::test]
+async fn pre_call_guardrail_receives_caller_pages_before_mapping() {
+    use crate::ocr::hooks::{OcrHookFuture, OcrHooks, OcrPreCallRequest};
+    use std::sync::Arc;
+
+    struct RewritePages;
+    impl OcrHooks for RewritePages {
+        fn intercepts_requests(&self) -> bool {
+            true
+        }
+
+        fn pre_call(&self, request: OcrPreCallRequest) -> OcrHookFuture<'_, OcrPreCallRequest> {
+            Box::pin(async move {
+                assert_eq!(request.optional_params["pages"], json!([0, 2]));
+                Ok(OcrPreCallRequest {
+                    optional_params: json!({"pages": [1]}),
+                    ..request
+                })
+            })
+        }
+    }
+    let (base, seen, server) =
+        mock_server(vec![MockResponse::json(json!({"status": "succeeded"}))]).await;
+    let request = wire_request(
+        "azure_ai/doc-intelligence/prebuilt-read",
+        &base,
+        json!({"pages": [0, 2]}),
+    )
+    .with_host_hooks(Arc::new(RewritePages), None);
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    let target = requests[0].split_whitespace().nth(1).unwrap();
+    assert_eq!(
+        query_value(&format!("{base}{target}"), "pages").as_deref(),
+        Some("2")
+    );
+    assert_eq!(requests.len(), 1);
+}
diff --git a/litellm-rust/crates/core/tests/deepseek_ocr.rs b/litellm-rust/crates/core/tests/deepseek_ocr.rs
new file mode 100644
index 00000000000..4ba39561dcd
--- /dev/null
+++ b/litellm-rust/crates/core/tests/deepseek_ocr.rs
@@ -0,0 +1,117 @@
+use rstest::rstest;
+use serde_json::{Value, json};
+
+use crate::ocr::codecs::deepseek::{
+    DeepSeekOcrParams, DeepSeekOcrResponse, transform_ocr_request, transform_ocr_response,
+};
+use crate::ocr::types::OcrDocument;
+
+fn document() -> OcrDocument {
+    serde_json::from_value(json!({"type":"image_url","image_url":"gs://bucket/a.png"})).unwrap()
+}
+
+#[rstest]
+#[case("stream", json!(true))]
+#[case("temperature", json!(0.1))]
+#[case("max_tokens", json!(1024))]
+#[case("top_p", json!(0.9))]
+#[case("n", json!(2))]
+#[case("stop", json!("done"))]
+#[case("stop", json!(["done", "stop"]))]
+fn request_mapping_matches_python(#[case] name: &str, #[case] value: Value) {
+    let params: DeepSeekOcrParams =
+        serde_json::from_value(json!({name: value.clone(), "ignored": true})).unwrap();
+    let result = serde_json::to_value(
+        transform_ocr_request("deepseek-ai/deepseek-ocr-maas", document(), &params).unwrap(),
+    )
+    .unwrap();
+    assert_eq!(result["model"], "deepseek-ai/deepseek-ocr-maas");
+    assert_eq!(
+        result["messages"][0]["content"][0],
+        json!({"type":"image_url","image_url":"gs://bucket/a.png"})
+    );
+    assert_eq!(result[name], value);
+    assert!(result.get("ignored").is_none());
+}
+
+#[rstest]
+#[case(json!({"type":"image_url","image_url":"data:image/png;base64,AA=="}))]
+#[case(json!({"type":"document_url","document_url":"data:application/pdf;base64,AA=="}))]
+fn request_maps_both_document_types_to_image_content(#[case] document: Value) {
+    let source = document
+        .get("image_url")
+        .or_else(|| document.get("document_url"))
+        .unwrap()
+        .clone();
+    let request = transform_ocr_request(
+        "deepseek-ai/deepseek-ocr-maas",
+        serde_json::from_value(document).unwrap(),
+        &DeepSeekOcrParams::default(),
+    )
+    .unwrap();
+    let result = serde_json::to_value(request).unwrap();
+    assert_eq!(
+        result["messages"][0]["content"][0],
+        json!({"type":"image_url","image_url":source})
+    );
+}
+
+#[rstest]
+#[case(json!("# hello"), "# hello")]
+#[case(json!("{broken"), "{broken")]
+#[case(json!(" {\"pages\":[]} "), " {\"pages\":[]} ")]
+#[case(json!({"pages":[]}), "{\"pages\":[]}")]
+#[case(json!({}), "{}")]
+#[case(json!("[]"), "[]")]
+#[case(json!("{\"pages\":[{\"markdown\":\"json text\"}]}"), "json text")]
+#[case(json!({"pages":[{"markdown":"object"}]}), "object")]
+fn response_codec_handles_text_json_and_objects(#[case] content: Value, #[case] expected: &str) {
+    let response: DeepSeekOcrResponse = serde_json::from_value(
+        json!({"choices":[{"message":{"content":content}}],"usage":{"prompt_tokens":1}}),
+    )
+    .unwrap();
+    let result = transform_ocr_response("model", response)
+        .unwrap()
+        .into_json();
+    assert_eq!(result["pages"][0]["markdown"], expected);
+    assert_eq!(result["pages"][0]["index"], 0);
+    assert_eq!(result["usage_info"]["prompt_tokens"], 1);
+}
+
+#[test]
+fn structured_result_maps_pages_usage_model_and_annotation() {
+    let response: DeepSeekOcrResponse = serde_json::from_value(json!({
+        "choices":[{"message":{"content":{
+            "pages":[{"index":2,"markdown":"page","images":[{"id":"one"}],"dimensions":{"width":10}}],
+            "model":"provider-model",
+            "usage_info":{"pages_processed":1},
+            "document_annotation":{"language":"en"},
+            "future":"kept"
+        }}}]
+    }))
+    .unwrap();
+    let result = transform_ocr_response("requested", response)
+        .unwrap()
+        .into_json();
+    assert_eq!(result["pages"][0]["index"], 2);
+    assert_eq!(result["pages"][0]["images"][0]["id"], "one");
+    assert_eq!(result["model"], "provider-model");
+    assert_eq!(result["usage_info"]["pages_processed"], 1);
+    assert_eq!(result["document_annotation"]["language"], "en");
+    assert_eq!(result["future"], "kept");
+}
+
+#[test]
+fn response_codec_rejects_missing_empty_and_malformed_content() {
+    for value in [
+        json!({"choices":[]}),
+        json!({"choices":[{"message":{"content":""}}]}),
+        json!({"choices":[{"message":{"content":"{\"pages\":[{\"markdown\":42}]}"}}]}),
+        json!({"choices":[{"message":{"content":{"pages":[{"markdown":42}]}}}]}),
+    ] {
+        let result = serde_json::from_value::<DeepSeekOcrResponse>(value)
+            .map_err(|_| ())
+            .and_then(|response| transform_ocr_response("model", response).map_err(|_| ()));
+        assert!(result.is_err());
+    }
+}
diff --git a/litellm-rust/crates/core/tests/host_lifecycle.rs b/litellm-rust/crates/core/tests/host_lifecycle.rs
new file mode 100644
index 00000000000..19fb946afde
--- /dev/null
+++ b/litellm-rust/crates/core/tests/host_lifecycle.rs
@@ -0,0 +1,116 @@
+use crate::Error;
+use crate::call_lifecycle::host::{HostFailure, HostLifecycle, HostPhase};
+
+fn run(fail_at: Option<HostPhase>, asynchronous: bool) -> (Vec<HostPhase>, Vec<Error>) {
+    let mut lifecycle = HostLifecycle::new(asynchronous);
+    let mut events = Vec::new();
+    let mut failures = Vec::new();
+    while lifecycle.phase() != HostPhase::Complete {
+        let phase = lifecycle.phase();
+        events.push(phase);
+        let result = if Some(phase) == fail_at {
+            Err(HostFailure::Error(Error::InvalidRequest(
+                "selected failure".into(),
+            )))
+        } else {
+            Ok(())
+        };
+        if let Some(error) = lifecycle.accept(result) {
+            failures.push(error);
+        }
+    }
+    (events, failures)
+}
+
+#[test]
+fn public_outcome_is_finalized_before_a_single_terminal_dispatch() {
+    for asynchronous in [false, true] {
+        let (events, failures) = run(None, asynchronous);
+        assert!(failures.is_empty());
+        assert_eq!(
+            &events[events.len() - 2..],
+            &[HostPhase::Finalize, HostPhase::Success]
+        );
+        assert_eq!(
+            events
+                .iter()
+                .filter(|phase| **phase == HostPhase::Execute)
+                .count(),
+            1
+        );
+        assert_eq!(
+            events.contains(&HostPhase::DeploymentPostCall),
+            asynchronous
+        );
+    }
+}
+
+#[test]
+fn only_provider_and_response_construction_failures_use_provider_mapping() {
+    for phase in [
+        HostPhase::Setup,
+        HostPhase::DeploymentPreCall,
+        HostPhase::Prepare,
+        HostPhase::Execute,
+        HostPhase::ConstructResponse,
+        HostPhase::DeploymentPostCall,
+        HostPhase::Finalize,
+    ] {
+        let (events, failures) = run(Some(phase), true);
+        assert_eq!(failures.len(), 1);
+        assert!(!events.contains(&HostPhase::Success));
+        let mapped = matches!(phase, HostPhase::Execute | HostPhase::ConstructResponse);
+        assert_eq!(events.contains(&HostPhase::MapFailure), mapped);
+        assert_eq!(events.contains(&HostPhase::DeploymentFailure), mapped);
+        assert_eq!(
+            &events[events.len() - 2..],
+            &[HostPhase::Failure, HostPhase::AsyncFailure]
+        );
+        assert!(
+            events
+                .iter()
+                .filter(|phase| **phase == HostPhase::Execute)
+                .count()
+                <= 1
+        );
+    }
+}
+
+#[test]
+fn failure_handler_errors_do_not_replace_selected_failure_or_suppress_async_dispatch() {
+    let mut lifecycle = HostLifecycle::new(true);
+    while lifecycle.phase() != HostPhase::Execute {
+        lifecycle.accept(Ok(()));
+    }
+    let selected = Error::InvalidRequest("provider".into());
+    assert_eq!(
+        lifecycle.accept(Err(HostFailure::Error(selected.clone()))),
+        Some(selected)
+    );
+    lifecycle.accept(Ok(()));
+    for phase in [
+        HostPhase::DeploymentFailure,
+        HostPhase::Failure,
+        HostPhase::AsyncFailure,
+    ] {
+        assert_eq!(lifecycle.phase(), phase);
+        assert_eq!(
+            lifecycle.accept(Err(HostFailure::Error(Error::InvalidRequest(
+                "callback".into()
+            )))),
+            None
+        );
+    }
+    assert_eq!(lifecycle.phase(), HostPhase::Complete);
+}
+
+#[test]
+fn cancellation_skips_terminal_dispatch() {
+    let mut lifecycle = HostLifecycle::new(true);
+    let error = Error::InvalidRequest("cancelled".into());
+    assert_eq!(
+        lifecycle.accept(Err(HostFailure::Cancelled(error.clone()))),
+        Some(error)
+    );
+    assert_eq!(lifecycle.phase(), HostPhase::Complete);
+}
diff --git a/litellm-rust/crates/core/tests/ocr.rs b/litellm-rust/crates/core/tests/ocr.rs
index d1828dfb816..55f8713d76e 100644
--- a/litellm-rust/crates/core/tests/ocr.rs
+++ b/litellm-rust/crates/core/tests/ocr.rs
@@ -3,9 +3,16 @@ use std::sync::{Arc, Mutex};
 use serde_json::{Value, json};
 
 use super::OcrClient;
-use super::hooks::{OcrHookFuture, OcrHooks, OcrLogFuture, OcrPreCallRequest};
+use super::hooks::{
+    OcrDuringCallRequest, OcrHookFuture, OcrHooks, OcrLogFuture, OcrPostCallRequest,
+    OcrPreCallRequest,
+};
 use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
 use super::wire::{OcrWireRequest, decode_request};
+use super::{
+    NativeOutcome, NoopOcrHost, OcrAdmission, OcrCall, OcrCallStep, OcrDecline, OcrHost,
+    OcrHostOperation, OcrHostResult,
+};
 use crate::call_lifecycle::{CallLifecycleContext, CallLifecycleTiming};
 
 #[test]
@@ -21,6 +28,7 @@ fn request_boundary_selects_mistral_and_rejects_unknown_providers() {
             .as_object()
             .unwrap()
             .clone(),
+        input_sources: Default::default(),
         timeout_seconds: None,
     };
     assert!(decode_request(request).is_ok());
@@ -33,6 +41,7 @@ fn request_boundary_selects_mistral_and_rejects_unknown_providers() {
             custom_llm_provider: Some("unknown".into()),
             extra_headers: None,
             optional_params: serde_json::Map::new(),
+            input_sources: Default::default(),
             timeout_seconds: None,
         })
         .is_err()
@@ -49,7 +58,7 @@ async fn facade_executes_direct_mistral_once() {
     let result = perform_ocr(wire_request(
         "mistral/model",
         &base,
-        json!({"extract_header":true,"unknown":"ignored"}),
+        json!({"pages":"0,2-4","extract_header":true,"unknown":"ignored"}),
     ))
     .await
     .unwrap();
@@ -70,6 +79,7 @@ async fn facade_executes_direct_mistral_once() {
         json!({
             "model":"model",
             "document":{"type":"document_url","document_url":"data:application/pdf;base64,YWJj"},
+            "pages":"0,2-4",
             "extract_header":true
         })
     );
@@ -122,7 +132,7 @@ struct RecordingHooks {
 }
 
 impl OcrHooks for RecordingHooks {
-    fn has_guardrails(&self) -> bool {
+    fn intercepts_requests(&self) -> bool {
         true
     }
 
@@ -146,6 +156,13 @@ impl OcrHooks for RecordingHooks {
         })
     }
 
+    fn post_call(&self, request: OcrPostCallRequest) -> OcrHookFuture<'_, OcrPostCallRequest> {
+        Box::pin(async move {
+            self.events.lock().unwrap().push("post");
+            Ok(request)
+        })
+    }
+
     fn success<'a>(
         &'a self,
         _context: &'a CallLifecycleContext,
@@ -169,6 +186,38 @@ impl OcrHooks for RecordingHooks {
     }
 }
 
+struct HeaderEditHooks;
+
+impl OcrHooks for HeaderEditHooks {
+    fn intercepts_requests(&self) -> bool {
+        true
+    }
+
+    fn during_call(
+        &self,
+        mut request: OcrDuringCallRequest,
+    ) -> OcrHookFuture<'_, OcrDuringCallRequest> {
+        request
+            .headers
+            .push(("x-core-callback".into(), "edited".into()));
+        Box::pin(async move { Ok(request) })
+    }
+}
+
+#[tokio::test]
+async fn lifecycle_sends_headers_returned_by_the_typed_during_call_operation() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({"pages":[]}))]).await;
+    let request = super::LiteLLMOcrRequest {
+        hooks: Arc::new(HeaderEditHooks),
+        ..wire_request("mistral/model", &base, json!({}))
+    };
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+
+    assert!(seen.lock().unwrap()[0].contains("x-core-callback: edited"));
+}
+
 #[tokio::test]
 async fn lifecycle_orders_hooks_and_emits_one_success() {
     let (base, seen, server) = mock_server(vec![MockResponse::json(json!({"pages":[]}))]).await;
@@ -183,7 +232,10 @@ async fn lifecycle_orders_hooks_and_emits_one_success() {
     };
     perform_ocr(request).await.unwrap();
     server.await.unwrap();
-    assert_eq!(*events.lock().unwrap(), ["pre", "during", "success"]);
+    assert_eq!(
+        *events.lock().unwrap(),
+        ["pre", "during", "post", "success"]
+    );
     assert_eq!(seen.lock().unwrap().len(), 1);
 }
 
@@ -225,3 +277,562 @@ async fn upstream_failure_emits_one_terminal_failure() {
     assert_eq!(*events.lock().unwrap(), ["pre", "during", "failure"]);
     assert_eq!(seen.lock().unwrap().len(), 1);
 }
+
+struct AdmissionSpy {
+    effects: Arc<Mutex<usize>>,
+}
+
+impl OcrHooks for AdmissionSpy {
+    fn intercepts_requests(&self) -> bool {
+        *self.effects.lock().unwrap() += 1;
+        true
+    }
+
+    fn pre_call(&self, request: OcrPreCallRequest) -> OcrHookFuture<'_, OcrPreCallRequest> {
+        *self.effects.lock().unwrap() += 1;
+        Box::pin(async move { Ok(request) })
+    }
+}
+
+#[test]
+fn admission_declines_without_invoking_hooks_or_transport() {
+    for (admission, expected) in [
+        (
+            OcrAdmission {
+                provider_workflow: false,
+                host_operations: true,
+                asynchronous: false,
+            },
+            OcrDecline::ProviderWorkflow,
+        ),
+        (
+            OcrAdmission {
+                provider_workflow: true,
+                host_operations: false,
+                asynchronous: false,
+            },
+            OcrDecline::HostOperations,
+        ),
+    ] {
+        let outcome = OcrCall::admit(super::test_support::ocr_client(), admission);
+        assert!(matches!(outcome, NativeOutcome::Declined(reason) if reason == expected));
+    }
+}
+
+#[tokio::test]
+async fn fallible_host_phases_do_not_replay_or_reach_transport() {
+    for failure_phase in ["pre", "during"] {
+        let request = super::LiteLLMOcrRequest {
+            hooks: Arc::new(AdmissionSpy {
+                effects: Arc::new(Mutex::new(0)),
+            }),
+            ..wire_request("mistral/model", "http://127.0.0.1:1", json!({}))
+        };
+        let NativeOutcome::Completed(mut call) =
+            OcrCall::admit(super::test_support::ocr_client(), OcrAdmission::all())
+        else {
+            panic!("supported call declined")
+        };
+        let mut request = Some(request);
+        let mut result = None;
+        let mut phases = Vec::new();
+        let error = loop {
+            match call.resume(result.take()).await {
+                Ok(OcrCallStep::Host(operation)) => match operation {
+                    OcrHostOperation::Lifecycle(_)
+                    | OcrHostOperation::ConstructResponse(_)
+                    | OcrHostOperation::MapFailure(_)
+                    | OcrHostOperation::Success { .. }
+                    | OcrHostOperation::Failure { .. } => {
+                        result = Some(OcrHostResult::Lifecycle(Ok(())))
+                    }
+                    OcrHostOperation::ProjectRequest => {
+                        result = Some(OcrHostResult::Request(Ok((
+                            Box::new(request.take().unwrap()),
+                            false,
+                        ))))
+                    }
+                    OcrHostOperation::AcquireAzureAdToken => {
+                        panic!("test request has no token provider")
+                    }
+                    OcrHostOperation::PreCall(request) => {
+                        phases.push("pre");
+                        result = Some(OcrHostResult::PreCall(if failure_phase == "pre" {
+                            Err(crate::Error::InvalidRequest("pre failed".into()))
+                        } else {
+                            Ok(request)
+                        }));
+                    }
+                    OcrHostOperation::DuringCall(request) => {
+                        phases.push("during");
+                        result = Some(OcrHostResult::DuringCall(if failure_phase == "during" {
+                            Err(crate::Error::InvalidRequest("during failed".into()))
+                        } else {
+                            Ok(request)
+                        }));
+                    }
+                    OcrHostOperation::PostCall(_) => panic!("transport should not be reached"),
+                },
+                Err(error) => break error,
+                Ok(OcrCallStep::Complete(_)) => panic!("failed call completed"),
+            }
+        };
+        assert!(matches!(error, crate::Error::InvalidRequest(_)));
+        assert_eq!(
+            phases
+                .iter()
+                .filter(|phase| **phase == failure_phase)
+                .count(),
+            1
+        );
+    }
+}
+
+#[tokio::test]
+async fn invalid_provider_response_runs_post_call_before_normalization_failure() {
+    let (base, seen, server) =
+        mock_server(vec![MockResponse::json(json!({"pages":"invalid"}))]).await;
+    let mut request = Some(wire_request("mistral/model", &base, json!({})));
+    let NativeOutcome::Completed(mut call) =
+        OcrCall::admit(super::test_support::ocr_client(), OcrAdmission::all())
+    else {
+        panic!("supported call declined")
+    };
+    let host = NoopOcrHost;
+    let mut result = None;
+    let mut post_calls = Vec::new();
+    let error = loop {
+        match call.resume(result.take()).await {
+            Ok(OcrCallStep::Host(OcrHostOperation::ProjectRequest)) => {
+                result = Some(OcrHostResult::Request(Ok((
+                    Box::new(request.take().unwrap()),
+                    false,
+                ))));
+            }
+            Ok(OcrCallStep::Host(operation)) => {
+                if let OcrHostOperation::PostCall(request) = &operation {
+                    post_calls.push(request.original_response.clone());
+                }
+                result = Some(host.invoke(operation).await);
+            }
+            Err(error) => break error,
+            Ok(OcrCallStep::Complete(_)) => panic!("invalid provider response completed"),
+        }
+    };
+    server.await.unwrap();
+    assert!(matches!(error, crate::Error::InvalidResponse(_)));
+    assert_eq!(seen.lock().unwrap().len(), 1);
+    assert_eq!(post_calls, [json!(r#"{"pages":"invalid"}"#)]);
+}
+
+#[tokio::test]
+async fn direct_native_host_drives_the_same_state_machine() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "pages":[{"index":0,"markdown":"native"}]
+    }))])
+    .await;
+    let request = super::LiteLLMOcrRequest {
+        hooks: Arc::new(AdmissionSpy {
+            effects: Arc::new(Mutex::new(0)),
+        }),
+        ..wire_request("mistral/model", &base, json!({}))
+    };
+    let NativeOutcome::Completed(mut call) = OcrCall::admit(
+        super::test_support::ocr_client(),
+        OcrAdmission {
+            asynchronous: true,
+            ..OcrAdmission::all()
+        },
+    ) else {
+        panic!("supported call declined")
+    };
+    let mut request = Some(request);
+    let host = NoopOcrHost;
+    let mut result = None;
+    let mut operations = Vec::new();
+    let response = loop {
+        match call.resume(result.take()).await.unwrap() {
+            OcrCallStep::Host(operation) => {
+                operations.push(match &operation {
+                    OcrHostOperation::ProjectRequest => "ProjectRequest".into(),
+                    OcrHostOperation::Lifecycle(phase) => format!("{phase:?}"),
+                    OcrHostOperation::PreCall(_) => "PreCall".into(),
+                    OcrHostOperation::DuringCall(_) => "DuringCall".into(),
+                    OcrHostOperation::PostCall(_) => "PostCall".into(),
+                    OcrHostOperation::ConstructResponse(_) => "ConstructResponse".into(),
+                    OcrHostOperation::Success { response, .. } => {
+                        assert_eq!(response.pages[0]["markdown"], "native");
+                        "Success".into()
+                    }
+                    _ => panic!("unexpected OCR operation"),
+                });
+                result = Some(match operation {
+                    OcrHostOperation::ProjectRequest => {
+                        OcrHostResult::Request(Ok((Box::new(request.take().unwrap()), false)))
+                    }
+                    operation => host.invoke(operation).await,
+                });
+            }
+            OcrCallStep::Complete(response) => break response,
+        }
+    };
+    server.await.unwrap();
+    assert_eq!(response.pages[0]["markdown"], "native");
+    assert_eq!(seen.lock().unwrap().len(), 1);
+    assert_eq!(
+        operations,
+        [
+            "Setup",
+            "DeploymentPreCall",
+            "Prepare",
+            "ProjectRequest",
+            "PreCall",
+            "DuringCall",
+            "PostCall",
+            "ConstructResponse",
+            "DeploymentPostCall",
+            "Finalize",
+            "Success",
+        ]
+    );
+    assert!(matches!(
+        call.resume(None).await,
+        Err(crate::Error::InvalidRequest(_))
+    ));
+}
+
+#[tokio::test]
+async fn public_finalization_failure_never_dispatches_success_or_replays_provider() {
+    use crate::call_lifecycle::host::{HostFailure, HostPhase};
+
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({"pages":[]}))]).await;
+    let mut request = Some(wire_request("mistral/model", &base, json!({})));
+    let NativeOutcome::Completed(mut call) = OcrCall::admit(
+        super::test_support::ocr_client(),
+        OcrAdmission {
+            asynchronous: true,
+            ..OcrAdmission::all()
+        },
+    ) else {
+        panic!("supported call declined")
+    };
+    let selected = crate::Error::InvalidRequest("public metadata failed".into());
+    let host = NoopOcrHost;
+    let mut result = None;
+    let mut failures = Vec::new();
+    let error = loop {
+        match call.resume(result.take()).await {
+            Ok(OcrCallStep::Host(operation)) => {
+                result = Some(match operation {
+                    OcrHostOperation::Lifecycle(HostPhase::Finalize) => {
+                        OcrHostResult::Lifecycle(Err(HostFailure::Error(selected.clone())))
+                    }
+                    OcrHostOperation::Failure { error, .. } => {
+                        assert_eq!(error, selected);
+                        failures.push("sync");
+                        OcrHostResult::Lifecycle(Err(HostFailure::Error(
+                            crate::Error::InvalidRequest("failure callback failed".into()),
+                        )))
+                    }
+                    OcrHostOperation::Lifecycle(HostPhase::AsyncFailure) => {
+                        failures.push("async");
+                        OcrHostResult::Lifecycle(Ok(()))
+                    }
+                    OcrHostOperation::Success { .. }
+                    | OcrHostOperation::MapFailure(_)
+                    | OcrHostOperation::Lifecycle(HostPhase::DeploymentFailure) => {
+                        panic!("finalization failure used provider/success dispatch")
+                    }
+                    OcrHostOperation::ProjectRequest => {
+                        OcrHostResult::Request(Ok((Box::new(request.take().unwrap()), false)))
+                    }
+                    operation => host.invoke(operation).await,
+                });
+            }
+            Ok(OcrCallStep::Complete(_)) => panic!("failed call completed successfully"),
+            Err(error) => break error,
+        }
+    };
+    server.await.unwrap();
+    assert_eq!(error, selected);
+    assert_eq!(failures, ["sync", "async"]);
+    assert_eq!(seen.lock().unwrap().len(), 1);
+}
+
+#[tokio::test]
+async fn cancellation_at_provider_hook_prevents_execution_and_further_resumption() {
+    use crate::call_lifecycle::host::HostFailure;
+
+    let request = super::LiteLLMOcrRequest {
+        hooks: Arc::new(AdmissionSpy {
+            effects: Arc::new(Mutex::new(0)),
+        }),
+        ..wire_request("mistral/model", "http://127.0.0.1:1", json!({}))
+    };
+    let NativeOutcome::Completed(mut call) =
+        OcrCall::admit(super::test_support::ocr_client(), OcrAdmission::all())
+    else {
+        panic!("supported call declined")
+    };
+    let mut request = Some(request);
+    let host = NoopOcrHost;
+    let mut result = None;
+    loop {
+        match call.resume(result.take()).await.unwrap() {
+            OcrCallStep::Host(OcrHostOperation::PreCall(_)) => break,
+            OcrCallStep::Host(OcrHostOperation::ProjectRequest) => {
+                result = Some(OcrHostResult::Request(Ok((
+                    Box::new(request.take().unwrap()),
+                    false,
+                ))))
+            }
+            OcrCallStep::Host(operation) => result = Some(host.invoke(operation).await),
+            OcrCallStep::Complete(_) => panic!("provider executed before pre-call result"),
+        }
+    }
+    let selected = crate::Error::InvalidRequest("cancelled".into());
+    assert!(matches!(
+        call.interrupt(HostFailure::Cancelled(selected.clone())).await,
+        Err(error) if error == selected
+    ));
+    assert!(
+        call.resume(Some(OcrHostResult::Lifecycle(Ok(()))))
+            .await
+            .is_err()
+    );
+}
+
+#[tokio::test]
+async fn missing_host_result_preserves_pending_operation() {
+    use crate::call_lifecycle::host::HostPhase;
+
+    let NativeOutcome::Completed(mut call) =
+        OcrCall::admit(super::test_support::ocr_client(), OcrAdmission::all())
+    else {
+        panic!("supported call declined")
+    };
+    assert!(matches!(
+        call.resume(None).await.unwrap(),
+        OcrCallStep::Host(OcrHostOperation::Lifecycle(HostPhase::Setup))
+    ));
+    assert!(call.resume(None).await.is_err());
+    assert!(matches!(
+        call.resume(Some(OcrHostResult::Lifecycle(Ok(()))))
+            .await
+            .unwrap(),
+        OcrCallStep::Host(OcrHostOperation::Lifecycle(HostPhase::Prepare))
+    ));
+}
+
+async fn read_bounded_response(
+    response: Vec<u8>,
+    limit: usize,
+) -> Result<bytes::Bytes, super::error::OcrError> {
+    use tokio::io::{AsyncReadExt, AsyncWriteExt};
+
+    let listener = tokio::net::TcpListener::bind("127.0.0.1:0").await.unwrap();
+    let address = listener.local_addr().unwrap();
+    let server = tokio::spawn(async move {
+        let (mut socket, _) = listener.accept().await.unwrap();
+        let mut request = [0; 4096];
+        assert!(socket.read(&mut request).await.unwrap() > 0);
+        socket.write_all(&response).await.unwrap();
+        std::future::pending::<()>().await;
+    });
+    let response = reqwest::Client::new()
+        .get(format!("http://{address}"))
+        .send()
+        .await
+        .unwrap();
+    let result = tokio::time::timeout(
+        std::time::Duration::from_secs(2),
+        super::client::read_response_bytes(response, limit),
+    )
+    .await;
+    server.abort();
+    let _ = server.await;
+    result.expect("bounded reads must finish without waiting for the rest of an oversized body")
+}
+
+#[tokio::test]
+async fn response_limit_accepts_exact_size_and_rejects_declared_and_chunked_overflow() {
+    use super::error::{OcrError, OcrResponseError};
+
+    for response in [
+        "HTTP/1.1 200 OK\r\nContent-Length: 8\r\n\r\nabcdefgh",
+        "HTTP/1.1 200 OK\r\nTransfer-Encoding: chunked\r\n\r\n4\r\nabcd\r\n4\r\nefgh\r\n0\r\n\r\n",
+    ] {
+        assert_eq!(
+            read_bounded_response(response.as_bytes().to_vec(), 8)
+                .await
+                .unwrap(),
+            "abcdefgh"
+        );
+    }
+    for response in [
+        "HTTP/1.1 200 OK\r\nContent-Length: 9\r\n\r\n",
+        "HTTP/1.1 200 OK\r\nTransfer-Encoding: chunked\r\n\r\n4\r\nabcd\r\n5\r\nefghi\r\n",
+    ] {
+        assert!(matches!(
+            read_bounded_response(response.as_bytes().to_vec(), 8).await,
+            Err(OcrError::Response(OcrResponseError::TooLarge { limit: 8 }))
+        ));
+    }
+}
+
+#[tokio::test]
+async fn oversized_error_retains_http_status_and_bounded_diagnostics_without_draining() {
+    let prefix = "x".repeat(4 * (crate::constants::UPSTREAM_ERROR_BODY_MAX_CHARS + 1));
+    for headers in ["Content-Length: 1000000", "Transfer-Encoding: chunked"] {
+        let body = if headers.starts_with("Transfer") {
+            format!("{:x}\r\n{prefix}\r\n", prefix.len())
+        } else {
+            prefix.clone()
+        };
+        let response = format!("HTTP/1.1 429 Too Many Requests\r\n{headers}\r\n\r\n{body}");
+        let error = read_bounded_response(response.into_bytes(), 4096)
+            .await
+            .unwrap_err();
+        match error {
+            super::error::OcrError::Transport(crate::error::TransportError::Http {
+                status,
+                body,
+            }) => {
+                assert_eq!(status, 429);
+                assert_eq!(
+                    body,
+                    format!(
+                        "{}... (truncated)",
+                        "x".repeat(crate::constants::UPSTREAM_ERROR_BODY_MAX_CHARS)
+                    )
+                );
+            }
+            error => panic!("unexpected error: {error}"),
+        }
+    }
+}
+
+#[test]
+fn response_limit_is_validated_and_not_forwarded_to_the_provider() {
+    let request = wire_request(
+        "mistral/model",
+        "http://localhost",
+        json!({"max_response_bytes": 123}),
+    );
+    assert_eq!(request.connection.max_response_bytes, 123);
+    assert!(!request.optional_params.contains_key("max_response_bytes"));
+    for value in [
+        json!(0),
+        json!(-1),
+        json!(true),
+        json!("123"),
+        json!(1.5),
+        json!(crate::constants::OCR_RESPONSE_MAX_BYTES + 1),
+        Value::Null,
+    ] {
+        let wire = serde_json::from_value(json!({
+            "model": "mistral/model", "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+            "optional_params": {"max_response_bytes": value}
+        })).unwrap();
+        let Err(error) = decode_request(wire) else {
+            panic!("invalid response limit accepted")
+        };
+        assert!(error.to_string().contains("max_response_bytes"));
+    }
+}
+
+#[derive(Debug)]
+struct PendingToken {
+    entered: Arc<tokio::sync::Notify>,
+    dropped: Arc<std::sync::atomic::AtomicBool>,
+}
+
+struct TokenFutureDrop(Arc<std::sync::atomic::AtomicBool>);
+
+impl Drop for TokenFutureDrop {
+    fn drop(&mut self) {
+        self.0.store(true, std::sync::atomic::Ordering::SeqCst);
+    }
+}
+
+impl crate::auth::TokenProvider for PendingToken {
+    fn acquire(&self) -> crate::auth::TokenFuture<'_> {
+        Box::pin(async move {
+            let _guard = TokenFutureDrop(self.dropped.clone());
+            self.entered.notify_one();
+            std::future::pending().await
+        })
+    }
+}
+
+#[tokio::test]
+async fn cancellation_waits_for_provider_capture_drop_even_when_acknowledgement_is_cancelled() {
+    use crate::call_lifecycle::host::HostFailure;
+    use std::future::Future;
+    use std::sync::atomic::{AtomicBool, Ordering};
+    use std::task::Poll;
+
+    for interrupt_acknowledgement in [false, true] {
+        let entered = Arc::new(tokio::sync::Notify::new());
+        let dropped = Arc::new(AtomicBool::new(false));
+        let request = wire_request("azure_ai/mistral-ocr", "https://example.invalid", json!({}));
+        let request = super::LiteLLMOcrRequest {
+            connection: super::OcrConnection {
+                extra_headers: vec![("authorization".into(), "Bearer test-key".into())],
+                ..request.connection
+            },
+            azure_ad_token_provider: Some(crate::auth::TokenProviderHandle::new(Arc::new(
+                PendingToken {
+                    entered: entered.clone(),
+                    dropped: dropped.clone(),
+                },
+            ))),
+            ..request
+        };
+        let NativeOutcome::Completed(mut call) =
+            OcrCall::admit(super::test_support::ocr_client(), OcrAdmission::all())
+        else {
+            panic!("supported call declined")
+        };
+        let mut request = Some(request);
+        let mut result = None;
+        tokio::time::timeout(std::time::Duration::from_secs(2), async {
+            loop {
+                tokio::select! {
+                    _ = entered.notified() => break,
+                    step = call.resume(result.take()) => {
+                        result = Some(match step.unwrap() {
+                            OcrCallStep::Host(OcrHostOperation::ProjectRequest) => OcrHostResult::Request(Ok((Box::new(request.take().unwrap()), false))),
+                            OcrCallStep::Host(operation) => NoopOcrHost.invoke(operation).await,
+                            OcrCallStep::Complete(_) => panic!("pending provider completed"),
+                        });
+                    }
+                }
+            }
+        }).await.unwrap();
+        assert!(!dropped.load(Ordering::SeqCst));
+        let selected = crate::Error::InvalidRequest("cancelled".into());
+        if interrupt_acknowledgement {
+            let mut acknowledgement =
+                Box::pin(call.interrupt(HostFailure::Cancelled(selected.clone())));
+            std::future::poll_fn(|cx| {
+                assert!(acknowledgement.as_mut().poll(cx).is_pending());
+                Poll::Ready(())
+            })
+            .await;
+            drop(acknowledgement);
+            assert!(!dropped.load(Ordering::SeqCst));
+        }
+        let result = tokio::time::timeout(
+            std::time::Duration::from_secs(2),
+            call.interrupt(HostFailure::Cancelled(selected.clone())),
+        )
+        .await
+        .unwrap();
+        assert!(matches!(result, Err(error) if error == selected));
+        assert!(
+            dropped.load(Ordering::SeqCst),
+            "cancellation returned while provider captures were still alive"
+        );
+    }
+}
diff --git a/litellm-rust/crates/core/tests/ocr/support.rs b/litellm-rust/crates/core/tests/ocr/support.rs
index d9720019419..a2e67dffc7d 100644
--- a/litellm-rust/crates/core/tests/ocr/support.rs
+++ b/litellm-rust/crates/core/tests/ocr/support.rs
@@ -8,7 +8,11 @@ use crate::ocr::wire::{OcrWireRequest, decode_request};
 use crate::ocr::{LiteLLMOcrRequest, LiteLLMOcrResponse, OcrClient};
 
 pub(crate) fn ocr_client() -> OcrClient {
-    OcrClient::for_test(reqwest::Client::new())
+    let document_http = reqwest::Client::builder()
+        .redirect(reqwest::redirect::Policy::none())
+        .build()
+        .expect("test document client builds");
+    OcrClient::for_test(reqwest::Client::new(), document_http)
 }
 
 pub(crate) async fn perform_ocr(
@@ -26,6 +30,7 @@ pub(crate) fn wire_request(model: &str, base: &str, options: Value) -> LiteLLMOc
         custom_llm_provider: None,
         extra_headers: None,
         optional_params: options.as_object().unwrap().clone(),
+        input_sources: Default::default(),
         timeout_seconds: Some(2.0),
     })
     .unwrap()
diff --git a/litellm-rust/crates/core/tests/reducto_ocr.rs b/litellm-rust/crates/core/tests/reducto_ocr.rs
new file mode 100644
index 00000000000..a15e9cae5b5
--- /dev/null
+++ b/litellm-rust/crates/core/tests/reducto_ocr.rs
@@ -0,0 +1,285 @@
+use std::sync::Arc;
+
+use rstest::rstest;
+use serde_json::{Value, json};
+
+use super::hooks::{OcrDuringCallRequest, OcrHookFuture, OcrHooks, OcrPostCallRequest};
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+
+fn request_body(request: &str) -> Value {
+    serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap()
+}
+
+#[rstest]
+#[case(
+    "reducto/parse-v3",
+    json!({
+        "formatting":{"table_output_format":"html"},
+        "retrieval":{"chunk_mode":"section"},
+        "settings":{"ocr_system":"standard"},
+        "future_ocr_option":true,
+        "extra_body":{"provider_option":"value"}
+    }),
+    "reducto://already.pdf",
+    json!({
+        "input":"reducto://already.pdf",
+        "formatting":{"table_output_format":"html"},
+        "retrieval":{"chunk_mode":"section"},
+        "settings":{"ocr_system":"standard"},
+        "future_ocr_option":true,
+        "provider_option":"value"
+    })
+)]
+#[case(
+    "reducto/parse-legacy",
+    json!({
+        "enhance":{"agentic":[{"type":"table"}]},
+        "future_ocr_option":true,
+        "extra_body":{"provider_option":"value"}
+    }),
+    "reducto://legacy.pdf",
+    json!({
+        "document_url":"reducto://legacy.pdf",
+        "options":{"enhance":{"agentic":[{"type":"table"}]}},
+        "future_ocr_option":true,
+        "provider_option":"value"
+    })
+)]
+#[tokio::test]
+async fn request_mapping_matches_python(
+    #[case] model: &str,
+    #[case] options: Value,
+    #[case] source: &str,
+    #[case] expected: Value,
+) {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "result":{"chunks":[]}
+    }))])
+    .await;
+    let mut request = wire_request(model, &base, options);
+    request.document = request.document.with_source(source.into());
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with("POST /parse "));
+    assert_eq!(request_body(&requests[0]), expected);
+}
+
+#[rstest]
+#[case("parse-v3")]
+#[case("parse-legacy")]
+#[tokio::test]
+async fn data_uri_upload_preserves_multipart_headers(#[case] model: &str) {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse::json(json!({"file_id":"reducto://uploaded.pdf"})),
+        MockResponse::json(json!({"result":{"chunks":[{"content":"hello"}]}})),
+    ])
+    .await;
+    let mut request = wire_request(&format!("reducto/{model}"), &base, json!({}));
+    request.connection.extra_headers = vec![
+        ("Content-Type".into(), "application/json".into()),
+        ("X-Trace".into(), "upload-test".into()),
+    ];
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.pages[0]["markdown"], "hello");
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 2);
+    assert!(requests[0].starts_with("POST /upload "));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("content-type: multipart/form-data; boundary=")
+    );
+    assert!(requests[0].contains("x-trace: upload-test"));
+    assert!(requests[0].contains("application/pdf"));
+    assert!(requests[0].contains("abc"));
+    assert!(requests[1].starts_with("POST /parse "));
+}
+
+struct ParseBoundary {
+    request_count: Arc<std::sync::Mutex<Vec<String>>>,
+}
+
+impl OcrHooks for ParseBoundary {
+    fn post_call(&self, request: OcrPostCallRequest) -> OcrHookFuture<'_, OcrPostCallRequest> {
+        Box::pin(async move {
+            assert_eq!(self.request_count.lock().unwrap().len(), 2);
+            assert_eq!(
+                request.original_response,
+                json!(r#"{"result":{"chunks":[]}}"#)
+            );
+            Ok(request)
+        })
+    }
+}
+
+#[tokio::test]
+async fn post_call_stays_after_reducto_upload_and_parse() {
+    let (base, seen, server) = mock_server(vec![
+        MockResponse::json(json!({"file_id":"reducto://uploaded.pdf"})),
+        MockResponse::json(json!({"result":{"chunks":[]}})),
+    ])
+    .await;
+    let request = super::LiteLLMOcrRequest {
+        hooks: Arc::new(ParseBoundary {
+            request_count: seen.clone(),
+        }),
+        ..wire_request("reducto/parse-v3", &base, json!({}))
+    };
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(seen.lock().unwrap().len(), 2);
+}
+
+#[rstest]
+#[case(json!({"file_id":""}))]
+#[case(json!({}))]
+#[case(json!({"file_id":null}))]
+#[tokio::test]
+async fn invalid_upload_ids_stop_before_parse(#[case] response: Value) {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(response)]).await;
+    let error = perform_ocr(wire_request("reducto/parse-v3", &base, json!({})))
+        .await
+        .unwrap_err();
+    server.await.unwrap();
+    assert!(error.to_string().contains("file_id"));
+    assert_eq!(seen.lock().unwrap().len(), 1);
+}
+
+#[tokio::test]
+async fn upload_failure_stops_before_parse() {
+    let (base, seen, server) = mock_server(vec![MockResponse {
+        status: 503,
+        headers: vec![],
+        body: json!({"error":"unavailable"}),
+    }])
+    .await;
+    assert!(
+        perform_ocr(wire_request("reducto/parse-v3", &base, json!({})))
+            .await
+            .is_err()
+    );
+    server.await.unwrap();
+    assert_eq!(seen.lock().unwrap().len(), 1);
+}
+
+#[rstest]
+#[case("https://example.com/a.pdf")]
+#[case("reducto://")]
+#[case("data:application/pdf;base64")]
+#[case("data:application/pdf;base64,INVALID!")]
+#[tokio::test]
+async fn rejects_invalid_document_sources_before_network(#[case] source: &str) {
+    let mut request = wire_request("reducto/parse-v3", "http://127.0.0.1:1", json!({}));
+    request.document = request.document.with_source(source.into());
+    assert!(perform_ocr(request).await.is_err());
+}
+
+#[test]
+fn response_normalization_groups_blocks_and_distinguishes_null_result() {
+    use crate::ocr::codecs::reducto::{ReductoResponse, transform_ocr_response};
+
+    let raw = json!({"usage":{"num_pages":"2","credits":"3"},"result":{"type":"full","chunks":[
+        {"blocks":[{
+            "type":"Table",
+            "content":"B",
+            "bbox":{"left":0.1,"top":0.2,"width":0.8,"height":0.3,"page":2,"original_page":4},
+            "confidence":"high",
+            "granular_confidence":{"parse_confidence":0.95,"extract_confidence":null},
+            "image_url":null
+        }]},
+        {"blocks":[{"content":"A","bbox":{"page":1},"type":"Text"},{"content":"C","bbox":{"page":1}}]}
+    ]}});
+    let response: ReductoResponse = serde_json::from_value(raw).unwrap();
+    let normalized = transform_ocr_response("parse-v3", response)
+        .unwrap()
+        .into_json();
+    assert_eq!(normalized["pages"][0]["markdown"], "A\n\nC");
+    assert_eq!(normalized["pages"][1]["markdown"], "B");
+    assert_eq!(normalized["pages"][1]["blocks"][0]["type"], "Table");
+    assert_eq!(
+        normalized["pages"][1]["blocks"][0]["bbox"],
+        json!({"left":0.1,"top":0.2,"width":0.8,"height":0.3,"page":2,"original_page":4})
+    );
+    assert_eq!(normalized["pages"][1]["blocks"][0]["confidence"], "high");
+    assert_eq!(
+        normalized["pages"][1]["blocks"][0]["granular_confidence"]["parse_confidence"],
+        0.95
+    );
+    assert!(normalized["pages"][1]["blocks"][0]["image_url"].is_null());
+    assert_eq!(normalized["usage_info"]["pages_processed"], 2);
+    assert_eq!(normalized["usage_info"]["credits"], 3.0);
+
+    let missing: ReductoResponse =
+        serde_json::from_value(json!({"chunks":[{"content":"text"}]})).unwrap();
+    let missing = transform_ocr_response("parse-v3", missing).unwrap();
+    assert_eq!(missing.pages[0]["markdown"], "text");
+    let null: ReductoResponse = serde_json::from_value(
+        json!({"result":null,"chunks":[{"content":"ignored"}],"usage":null}),
+    )
+    .unwrap();
+    let null = transform_ocr_response("parse-v3", null).unwrap();
+    assert!(null.pages.is_empty());
+}
+
+#[tokio::test]
+async fn facade_omits_native_response_by_default_and_preserves_auth_priority() {
+    let raw = json!({"job_id":"job-1","result":{"chunks":[]}});
+    let (base, seen, server) = mock_server(vec![MockResponse::json(raw)]).await;
+    let mut request = wire_request("reducto/parse-v3", &base, json!({}));
+    request.document = request.document.with_source("reducto://ready.pdf".into());
+    request.connection.extra_headers = vec![("authorization".into(), "Bearer existing".into())];
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.provider_native_response, None);
+    assert!(
+        seen.lock().unwrap()[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer existing")
+    );
+}
+
+struct RewriteDocument;
+
+impl OcrHooks for RewriteDocument {
+    fn intercepts_requests(&self) -> bool {
+        true
+    }
+
+    fn during_call(
+        &self,
+        request: OcrDuringCallRequest,
+    ) -> OcrHookFuture<'_, OcrDuringCallRequest> {
+        Box::pin(async move {
+            assert_eq!(
+                request.body["document_url"],
+                "data:application/pdf;base64,YWJj"
+            );
+            Ok(OcrDuringCallRequest {
+                body: json!({"type":"document_url","document_url":"reducto://guarded.pdf"}),
+                ..request
+            })
+        })
+    }
+}
+
+#[tokio::test]
+async fn guardrail_rewrites_document_before_upload() {
+    let (base, seen, server) =
+        mock_server(vec![MockResponse::json(json!({"result":{"chunks":[]}}))]).await;
+    let mut request = wire_request("reducto/parse-v3", &base, json!({}));
+    request.hooks = Arc::new(RewriteDocument);
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with("POST /parse "));
+    assert!(requests[0].contains("reducto://guarded.pdf"));
+}
diff --git a/litellm-rust/crates/core/tests/vertex_ai_deepseek_ocr.rs b/litellm-rust/crates/core/tests/vertex_ai_deepseek_ocr.rs
new file mode 100644
index 00000000000..676799eb2fe
--- /dev/null
+++ b/litellm-rust/crates/core/tests/vertex_ai_deepseek_ocr.rs
@@ -0,0 +1,83 @@
+use serde_json::{Value, json};
+
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+use crate::auth::InputSource;
+
+fn request_body(request: &str) -> Value {
+    serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap()
+}
+
+#[tokio::test]
+async fn facade_executes_vertex_deepseek_at_the_openai_endpoint() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "choices":[{"message":{"content":"recognized"}}],
+        "usage":{"prompt_tokens":1}
+    }))])
+    .await;
+    let mut request = wire_request(
+        "vertex_ai/deepseek-ocr-maas",
+        &base,
+        json!({
+            "vertex_project":"project-1",
+            "vertex_location":"europe-west4",
+            "temperature":0.1,
+            "future_ocr_option":true,
+            "extra_body":{"provider_option":"value"}
+        }),
+    );
+    request.document = request
+        .document
+        .with_source("gs://bucket/document.pdf".into());
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.pages[0]["markdown"], "recognized");
+    assert_eq!(response.usage_info.unwrap()["prompt_tokens"], 1);
+    let requests = seen.lock().unwrap();
+    assert!(requests[0].starts_with(
+        "POST /v1/projects/project-1/locations/europe-west4/endpoints/openapi/chat/completions "
+    ));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer test-key")
+    );
+    let body = request_body(&requests[0]);
+    assert_eq!(body["model"], "deepseek-ai/deepseek-ocr-maas");
+    assert_eq!(body["temperature"], 0.1);
+    assert!(body.get("future_ocr_option").is_none());
+    assert!(body.get("extra_body").is_none());
+    assert_eq!(
+        body["messages"][0]["content"][0],
+        json!({"type":"image_url","image_url":"gs://bucket/document.pdf"})
+    );
+}
+
+#[test]
+fn host_registration_selects_deepseek_without_affecting_mistral() {
+    assert!(crate::ocr::wire::is_supported_request(
+        "deepseek-ocr-maas",
+        Some("vertex_ai")
+    ));
+    assert!(crate::ocr::wire::is_supported_request(
+        "mistral-ocr-maas",
+        Some("vertex_ai")
+    ));
+}
+
+#[tokio::test]
+async fn request_controlled_api_base_is_rejected_before_vertex_auth() {
+    let mut request = wire_request(
+        "vertex_ai/deepseek-ocr-maas",
+        "https://caller.example",
+        json!({"vertex_project":"project-1"}),
+    );
+    request.connection.api_base_source = InputSource::Request;
+
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(
+        error
+            .to_string()
+            .contains("request-controlled Vertex AI endpoint")
+    );
+}
diff --git a/litellm-rust/crates/core/tests/vertex_ai_ocr.rs b/litellm-rust/crates/core/tests/vertex_ai_ocr.rs
new file mode 100644
index 00000000000..96a19dd62b4
--- /dev/null
+++ b/litellm-rust/crates/core/tests/vertex_ai_ocr.rs
@@ -0,0 +1,161 @@
+use serde_json::{Value, json};
+
+use super::test_support::{MockResponse, mock_server, perform_ocr, wire_request};
+use crate::auth::InputSource;
+
+fn request_body(request: &str) -> Value {
+    serde_json::from_str(request.split_once("\r\n\r\n").unwrap().1).unwrap()
+}
+
+#[tokio::test]
+async fn facade_executes_vertex_mistral_with_resolved_project_and_location() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({
+        "pages":[{"index":0,"markdown":"hello"}],
+        "usage_info":{"pages_processed":1}
+    }))])
+    .await;
+    let request = wire_request(
+        "vertex_ai/mistral-ocr-maas",
+        &base,
+        json!({
+            "vertex_project":"project-1",
+            "vertex_location":"europe-west4",
+            "extract_footer":true
+        }),
+    );
+
+    let response = perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert_eq!(response.pages[0]["markdown"], "hello");
+    let requests = seen.lock().unwrap();
+    assert_eq!(requests.len(), 1);
+    assert!(requests[0].starts_with(
+        "POST /v1/projects/project-1/locations/europe-west4/publishers/mistralai/models/mistral-ocr-maas:rawPredict "
+    ));
+    assert!(
+        requests[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer test-key")
+    );
+    assert_eq!(
+        request_body(&requests[0]),
+        json!({
+            "model":"mistral-ocr-maas",
+            "document":{"type":"document_url","document_url":"data:application/pdf;base64,YWJj"},
+            "extract_footer":true
+        })
+    );
+}
+
+#[tokio::test]
+async fn supplied_authorization_is_forwarded_without_a_static_token() {
+    let (base, seen, server) = mock_server(vec![MockResponse::json(json!({"pages":[]}))]).await;
+    let mut request = wire_request(
+        "vertex_ai/model",
+        &base,
+        json!({"vertex_project":"project-1"}),
+    );
+    request.connection.api_key = None;
+    request.connection.extra_headers = vec![("authorization".into(), "Bearer supplied".into())];
+
+    perform_ocr(request).await.unwrap();
+    server.await.unwrap();
+    assert!(
+        seen.lock().unwrap()[0]
+            .to_ascii_lowercase()
+            .contains("authorization: bearer supplied")
+    );
+}
+
+#[tokio::test]
+async fn invalid_credentials_fail_before_provider_http() {
+    let request = wire_request(
+        "vertex_ai/model",
+        "http://127.0.0.1:1",
+        json!({"vertex_credentials": true}),
+    );
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(error.to_string().contains("vertex_credentials"));
+}
+
+#[tokio::test]
+async fn request_controlled_api_base_is_rejected_before_vertex_auth() {
+    let mut request = wire_request(
+        "vertex_ai/mistral-ocr-maas",
+        "https://caller.example",
+        json!({"vertex_project":"project-1"}),
+    );
+    request.connection.api_base_source = InputSource::Request;
+
+    let error = perform_ocr(request).await.unwrap_err();
+    assert!(
+        error
+            .to_string()
+            .contains("request-controlled Vertex AI endpoint")
+    );
+}
+
+#[tokio::test]
+async fn adapters_build_complete_requests_and_share_mistral_normalization() {
+    use std::time::Duration;
+
+    use crate::ocr::adapters::{MistralAdapter, OcrAdapter, VertexMistralAdapter};
+    use crate::ocr::test_support::ocr_client;
+
+    let client = ocr_client();
+    let options = json!({
+        "pages": [0, 2],
+        "include_image_base64": true,
+        "vertex_project": "project-1",
+        "vertex_location": "us-central1",
+        "unknown": "ignored"
+    });
+    let direct = wire_request(
+        "mistral/mistral-ocr-maas",
+        "https://mistral.test",
+        options.clone(),
+    );
+    let vertex = wire_request("vertex_ai/mistral-ocr-maas", "https://vertex.test", options);
+    let direct_http = MistralAdapter
+        .prepare_request(&direct, &client)
+        .await
+        .unwrap();
+    let vertex_http = VertexMistralAdapter
+        .prepare_request(&vertex, &client)
+        .await
+        .unwrap();
+    assert_eq!(direct_http.url().as_str(), "https://mistral.test/v1/ocr");
+    assert_eq!(
+        vertex_http.url().as_str(),
+        "https://vertex.test/v1/projects/project-1/locations/us-central1/publishers/mistralai/models/mistral-ocr-maas:rawPredict"
+    );
+    for http in [&direct_http, &vertex_http] {
+        assert_eq!(http.method(), reqwest::Method::POST);
+        assert_eq!(http.headers()["authorization"], "Bearer test-key");
+        assert_eq!(http.headers()["content-type"], "application/json");
+        assert_eq!(http.timeout(), Some(&Duration::from_secs(2)));
+        let body: Value = serde_json::from_slice(http.body().unwrap().as_bytes().unwrap()).unwrap();
+        assert_eq!(
+            body,
+            json!({
+                "model": "mistral-ocr-maas",
+                "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+                "pages": [0, 2],
+                "include_image_base64": true
+            })
+        );
+    }
+    let payload = json!({"pages": [{"index": 0, "markdown": "hello"}], "extra": "preserved"});
+    let direct_response = MistralAdapter
+        .transform_ocr_response(&direct, serde_json::from_value(payload.clone()).unwrap())
+        .unwrap()
+        .into_json();
+    let vertex_response = VertexMistralAdapter
+        .transform_ocr_response(&vertex, serde_json::from_value(payload).unwrap())
+        .unwrap()
+        .into_json();
+    assert_eq!(direct_response, vertex_response);
+    assert_eq!(direct_response["model"], "mistral-ocr-maas");
+    assert_eq!(direct_response["object"], "ocr");
+    assert_eq!(direct_response["extra"], "preserved");
+}
diff --git a/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs b/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs
deleted file mode 100644
index e7739fe7312..00000000000
--- a/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs
+++ /dev/null
@@ -1,115 +0,0 @@
-//! Enforcement: the litellm-rust workspace has exactly six crates.
-//!
-//! `core` (the Rust SDK), `token-counter` (standalone input token counting),
-//! `config` (the config-loading boundary),
-//! `ai-gateway` (the HTTP/WebSocket host),
-//! `python-interop` (domain-neutral PyO3 primitives), and `python-bridge` (the
-//! PyO3 cdylib). Adding or removing a crate must be a
-//! deliberate act: this test fails until the allowlist here is updated, forcing
-//! whoever changes the crate set to justify the new crate per the rule that a
-//! crate is a layer needing independent compilation / its own deps / a separate
-//! artifact — and to keep `litellm-rust/AGENTS.md` in sync.
-//!
-//! Std-only (no toml crate): we scan the workspace manifest's `members = [...]`
-//! block and the `crates/` directory directly.
-
-use std::collections::BTreeSet;
-use std::fs;
-use std::path::{Path, PathBuf};
-
-/// The one true crate set. Update BOTH this and `litellm-rust/AGENTS.md` when the
-/// workspace legitimately gains or loses a crate.
-const EXPECTED_MEMBERS: &[&str] = &[
-    "crates/core",
-    "crates/token-counter",
-    "crates/config",
-    "crates/ai-gateway",
-    "crates/python-interop",
-    "crates/python-bridge",
-];
-
-/// The crate subdirectory names that must exist under `crates/`.
-const EXPECTED_CRATE_DIRS: &[&str] = &[
-    "core",
-    "token-counter",
-    "config",
-    "ai-gateway",
-    "python-interop",
-    "python-bridge",
-];
-
-const MISMATCH: &str = "litellm-rust crate set changed — update this allowlist AND litellm-rust/AGENTS.md, and justify the crate per the rule (crate = layer needing independent compilation / its own deps / a separate artifact).";
-
-/// Absolute path to the workspace root (`litellm-rust/`).
-fn workspace_root() -> PathBuf {
-    // CARGO_MANIFEST_DIR is `.../litellm-rust/crates/core`; the workspace root is
-    // two levels up.
-    Path::new(concat!(env!("CARGO_MANIFEST_DIR"), "/../.."))
-        .canonicalize()
-        .expect("workspace root should resolve")
-}
-
-/// Parse the `members = [ ... ]` array out of the workspace `[workspace]` table.
-///
-/// Minimal hand-rolled scan: find `members`, then collect every double-quoted
-/// string up to the closing `]`. Good enough for our fixed manifest shape and
-/// keeps this test dependency-free.
-fn parse_members(manifest: &str) -> BTreeSet<String> {
-    let after_members = manifest
-        .split_once("members")
-        .map(|(_, rest)| rest)
-        .expect("workspace manifest should declare members");
-    let open = after_members.find('[').expect("members should be an array");
-    let close = after_members[open..]
-        .find(']')
-        .map(|offset| open + offset)
-        .expect("members array should be closed");
-    let body = &after_members[open + 1..close];
-
-    let mut members = BTreeSet::new();
-    let mut rest = body;
-    while let Some(start) = rest.find('"') {
-        let after_quote = &rest[start + 1..];
-        let end = after_quote
-            .find('"')
-            .expect("opening quote should be matched");
-        members.insert(after_quote[..end].to_string());
-        rest = &after_quote[end + 1..];
-    }
-    members
-}
-
-/// The crate subdirectory names under `crates/`.
-///
-/// A directory counts as a crate only when it holds a `Cargo.toml`; non-crate
-/// directories (e.g. docs like `CODING_STANDARDS/`) are ignored so they can live
-/// under `crates/` without tripping the crate-proliferation guard.
-fn crate_dirs(root: &Path) -> BTreeSet<String> {
-    fs::read_dir(root.join("crates"))
-        .expect("crates/ directory should exist")
-        .filter_map(Result::ok)
-        .filter(|entry| entry.file_type().map(|ty| ty.is_dir()).unwrap_or(false))
-        .filter(|entry| entry.path().join("Cargo.toml").is_file())
-        .map(|entry| entry.file_name().to_string_lossy().into_owned())
-        .collect()
-}
-
-#[test]
-fn workspace_members_match_allowlist() {
-    let root = workspace_root();
-    let manifest = fs::read_to_string(root.join("Cargo.toml"))
-        .expect("workspace Cargo.toml should be readable");
-
-    let actual = parse_members(&manifest);
-    let expected: BTreeSet<String> = EXPECTED_MEMBERS.iter().map(|s| s.to_string()).collect();
-    assert_eq!(actual, expected, "{MISMATCH}");
-}
-
-#[test]
-fn crates_directory_matches_allowlist() {
-    let root = workspace_root();
-
-    let actual = crate_dirs(&root);
-    let expected: BTreeSet<String> = EXPECTED_CRATE_DIRS.iter().map(|s| s.to_string()).collect();
-    assert_eq!(actual, expected, "{MISMATCH}");
-}
diff --git a/litellm-rust/crates/python-bridge/AGENTS.md b/litellm-rust/crates/python-bridge/AGENTS.md
index 42282ca4da4..9262617156b 100644
--- a/litellm-rust/crates/python-bridge/AGENTS.md
+++ b/litellm-rust/crates/python-bridge/AGENTS.md
@@ -1,3 +1,42 @@
-litellm-python-bridge is the PyO3 cdylib that exposes LiteLLM Rust APIs to the Python SDK. Keep API registration, domain dependency wiring, request assembly, and Python exception mapping here. Put domain-neutral Python/Serde conversion and GIL primitives in litellm-python-interop.
-
-Keep it thin: no business logic, no transforms, no I/O orchestration — just marshal in/out and call the core entrypoint.
+- Target invariants, not completion claims; these supersede older conflicting bridge guidance
+- Keep this crate the product-specific PyO3 consumer of `litellm-python-interop`
+  - Own registration, input projection, retained Python state, callback invocation, public response/error construction and host scheduling
+  - Keep value-oriented execution, sync waiting, nested-runtime checks, signal polling and panic containment in `execution.rs`; native async work uses `pyo3-async-runtimes`, Serde output uses `Pythonized<T>`
+  - Core owns typed native state, admission, lifecycle sequencing, provider preparation/I/O, normalization and terminal-outcome/dispatch decisions
+  - Python, Rust SDK and gateway use one lifecycle-bearing core route entrypoint; provider helpers stay private, never bridge-accessible transport drivers
+  - Built-in provider/config/secret/auth/document preparation stays in Rust; caller-authored callbacks and focused Python-file reads run only at core-selected points
+- Target GIL-enabled CPython explicitly with `#[pymodule(gil_used = true)]`; detach Rust-only work
+  - Free-threading requires separate runtime/concurrency validation; omitting the attribute does not opt out on PyO3 0.28+
+- Preserve public argument binding and Python object provenance
+  - Retain complete boundary arguments, opaque unknown values, aliases, omitted/default distinctions and deliberate copies; preserve the established deployment-hook kwargs view
+  - Retain independently captured body/header roots; in-place mutation and logging-envelope field replacement have different effects
+  - Project only consumed fields at reference read points; no eager whole-graph serialization or equality-based alias reconstruction
+  - Preserve provider-specific upload/submission/poll observation and encoding boundaries; signed/build-captured bytes must not be silently reserialized
+- Only core's typed, effect-free admission may return `Declined`; conversion errors and all post-admission failures are terminal
+  - Admission cannot invoke hooks, acquire credentials, consume files/iterators, prepare requests or perform I/O
+  - Disabled/unavailable native execution or an admission decline may select legacy once; callback exceptions never authorize fallback or replay
+- Use one ordinary inline `async def` driver in `litellm/rust_bridge/lifecycle.py`, with the native handle in `src/lifecycle.rs`
+  - Contract: `start`, `resume_value`, `resume_error`, idempotent `close`; explicitly tagged `Await`/`Complete` preserve awaitable final values
+  - Validate Created/Running/Suspended/Closed protocol states; core alone chooses lifecycle phases and result/error policy
+  - Defer effectful setup/context reads/timestamps until start; unstarted-handle destruction releases inputs independently of Python `finally`
+  - Catch only the selected await's errors; start/resume errors propagate, `GeneratorExit` closes without further awaits
+  - Inline hooks preserve caller task/thread/loop and context writes; `into_future` creates a separate task and cannot satisfy this contract
+  - Delivery follows the binding, not callable type; keep direct, awaited, worker, background and deferred behavior distinct
+- Finalize fallible public response/error construction, replacements and metadata under core control before terminal dispatch
+  - Success/failure handler entry receives the exact selected public response/exception; logging projections/redaction/snapshots retain their own copy contracts
+  - Ordinary failure-callback errors cannot suppress later eligible sync/async callbacks or replace the mapped provider error; control-flow exceptions have phase-specific policy
+  - Dispatch errors never replay provider work/accepted dispatch or trigger the opposite outcome; proxy acceptance/rejection releases core-owned deferred success at most once
+- Make ownership safe across suspension, re-entry, cancellation and GC
+  - Keep native provider state typed in core; do not shuttle it through opaque Python transport/response classes
+  - Prefer one retained `Py<PyBaseException>` via `PyErr::into_value(py)`; reconstruct transient `PyErr`s, preserving identity, traceback, cause and context
+  - Traverse every owned Python edge, including duplicate references; traversal cannot call Python
+  - Take state out and mark Running under a short borrow, release borrows/locks before Python invocation, publish terminal state before finalizer-capable drops
+  - Close/GC/deferred release are idempotent and re-entry-safe, including during Rust unwinding; release only owned references, never clear caller containers or mask the selected error
+  - Cancellation signaling is not termination; retain captures until work actually finishes and use a Rust-selected awaited acknowledgement where required, never synchronous close/GC
+- Verify behavior through a fresh, provenance-checked installed extension and positive native execution evidence before replacing the custom coroutine
+  - Cover admitted provider workflows, binding/read-point/identity behavior, failure continuation, finalization, no replay, deferred gates, re-entry, GC and cancellation termination
+  - Measure real conversion/copy costs before optimizing; preserve input contracts and capture lifetimes with `PyBackedBytes`, and lookup timing when interning names
+  - Ship accurate `_native.pyi` declarations and typing markers; distinguish Future-returning bindings from coroutine-returning bindings
+- References: [ownership](https://pyo3.rs/v0.29.2/types.html), [GC](https://pyo3.rs/v0.29.2/class/protocols.html#garbage-collector-integration), [exception transfer](https://docs.rs/pyo3/0.29.2/pyo3/struct.PyErr.html#method.into_value), [re-entry](https://pyo3.rs/v0.29.2/class/call.html)
+  - [GIL policy](https://pyo3.rs/v0.29.2/free-threading.html), [experimental async limits](https://pyo3.rs/v0.29.2/async-await.html), [task conversion](https://docs.rs/pyo3-async-runtimes/0.29.0/pyo3_async_runtimes/fn.into_future_with_locals.html), [native cancellation/delivery](https://docs.rs/pyo3-async-runtimes/0.29.0/pyo3_async_runtimes/tokio/fn.future_into_py.html)
+  - [performance](https://pyo3.rs/v0.29.2/performance.html), [PyBackedBytes](https://docs.rs/pyo3/0.29.2/pyo3/pybacked/struct.PyBackedBytes.html), [typing](https://pyo3.rs/v0.29.2/python-typing-hints.html)
diff --git a/litellm-rust/crates/python-bridge/Cargo.toml b/litellm-rust/crates/python-bridge/Cargo.toml
index 337a1e8e5ac..42fad740870 100644
--- a/litellm-rust/crates/python-bridge/Cargo.toml
+++ b/litellm-rust/crates/python-bridge/Cargo.toml
@@ -17,7 +17,6 @@ panic-test = []
 trace-parity = [
     "dep:tracing",
     "litellm-core/observability",
-    "litellm-ai-gateway/trace-parity",
 ]
 
 [dependencies]
@@ -25,7 +24,6 @@ futures-util.workspace = true
 tracing = { workspace = true, optional = true }
 litellm-core = { workspace = true, features = ["bedrock-auth"] }
 litellm-token-counter.workspace = true
-litellm-ai-gateway = { workspace = true, default-features = false }
 litellm-python-interop.workspace = true
 pyo3.workspace = true
 pyo3-async-runtimes.workspace = true
@@ -35,6 +33,7 @@ tokio = { workspace = true, features = ["sync"] }
 
 [dev-dependencies]
 criterion.workspace = true
+rstest.workspace = true
 tokio-tungstenite.workspace = true
 tracing.workspace = true
 
diff --git a/litellm-rust/crates/python-bridge/src/auth.rs b/litellm-rust/crates/python-bridge/src/auth.rs
new file mode 100644
index 00000000000..8dc0b7aabf0
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/auth.rs
@@ -0,0 +1,194 @@
+use litellm_core::auth::{ResolvedCredential, SecretValue};
+use pyo3::exceptions::{PyException, PyRuntimeError, PyTypeError};
+use pyo3::gc::{PyTraverseError, PyVisit};
+use pyo3::prelude::*;
+use pyo3::types::PyString;
+
+#[derive(Clone, Copy)]
+pub(crate) struct TokenProviderContract {
+    callable_error: &'static str,
+    token_type_error: &'static str,
+    callback_error: &'static str,
+}
+
+pub(crate) const AZURE_AD_TOKEN_PROVIDER: TokenProviderContract = TokenProviderContract {
+    callable_error: "Azure AD token provider must be callable",
+    token_type_error: "Azure AD token must be a string, got {}",
+    callback_error: "Failed to get Azure AD token: {}",
+};
+
+pub(crate) struct PythonTokenProvider {
+    callback: Py<PyAny>,
+    contract: TokenProviderContract,
+}
+
+impl PythonTokenProvider {
+    pub(crate) fn select(
+        provider: Bound<'_, PyAny>,
+        contract: TokenProviderContract,
+    ) -> Option<Self> {
+        (provider.is_callable() && provider.is_truthy().unwrap_or(false)).then(|| Self {
+            callback: provider.unbind(),
+            contract,
+        })
+    }
+
+    pub(crate) fn acquire(&self, py: Python<'_>) -> PyResult<ResolvedCredential> {
+        let provider = self.callback.bind(py);
+        if !provider.is_callable() {
+            return Err(PyTypeError::new_err(self.contract.callable_error));
+        }
+        let token = (|| {
+            let token = provider.call0()?;
+            if !token.is_instance_of::<PyString>() {
+                let message = PyString::new(py, self.contract.token_type_error)
+                    .call_method1("format", (token.get_type(),))?;
+                return Err(PyTypeError::new_err(message.unbind()));
+            }
+            Ok(token)
+        })()
+        .map_err(|error| {
+            if error.is_instance_of::<PyTypeError>(py) || !error.is_instance_of::<PyException>(py) {
+                return error;
+            }
+            match PyString::new(py, self.contract.callback_error)
+                .call_method1("format", (error.value(py),))
+            {
+                Ok(message) => {
+                    let wrapped = PyRuntimeError::new_err(message.unbind());
+                    wrapped.set_context(py, Some(error.clone_ref(py)));
+                    wrapped.set_cause(py, Some(error));
+                    wrapped
+                }
+                Err(format_error) => {
+                    format_error.set_context(py, Some(error));
+                    format_error
+                }
+            }
+        })?;
+        Ok(ResolvedCredential::AccessToken {
+            token: SecretValue::new(token.extract::<String>()?),
+            expires_on: None,
+        })
+    }
+
+    pub(crate) fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+        visit.call(&self.callback)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use pyo3::exceptions::PyRuntimeError;
+    use pyo3::types::PyDict;
+
+    use super::*;
+
+    #[test]
+    fn token_callback_preserves_exception_identity_and_explicit_chaining() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+class ProviderError(Exception):
+    def __format__(self, specification):
+        return 'unavailable'
+ordinary = ProviderError('must use __format__')
+type_error = TypeError('signature')
+abort = KeyboardInterrupt('cancelled')
+def provider(error):
+    def acquire():
+        raise error
+    return acquire
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            for name in ["ordinary", "type_error", "abort"] {
+                let original = locals.get_item(name).unwrap().unwrap();
+                let callback = locals
+                    .get_item("provider")
+                    .unwrap()
+                    .unwrap()
+                    .call1((&original,))
+                    .unwrap();
+                let provider =
+                    PythonTokenProvider::select(callback, AZURE_AD_TOKEN_PROVIDER).unwrap();
+                let error = provider.acquire(py).unwrap_err();
+                if name == "ordinary" {
+                    assert!(error.is_instance_of::<PyRuntimeError>(py));
+                    assert!(error.cause(py).unwrap().value(py).is(&original));
+                    assert!(
+                        error
+                            .value(py)
+                            .getattr("__context__")
+                            .unwrap()
+                            .is(&original)
+                    );
+                    assert_eq!(
+                        error.value(py).str().unwrap().to_str().unwrap(),
+                        "Failed to get Azure AD token: unavailable"
+                    );
+                } else {
+                    assert!(error.value(py).is(&original));
+                }
+            }
+        });
+    }
+
+    #[test]
+    fn invalid_token_type_formatting_preserves_python_failure_semantics() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+failure = ValueError('formatting failed')
+class TokenType(type):
+    def __format__(cls, specification):
+        raise failure
+class Token(metaclass=TokenType):
+    pass
+def provider():
+    return Token()
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let provider = PythonTokenProvider::select(
+                locals.get_item("provider").unwrap().unwrap(),
+                AZURE_AD_TOKEN_PROVIDER,
+            )
+            .unwrap();
+            let error = provider.acquire(py).unwrap_err();
+            assert!(error.is_instance_of::<PyRuntimeError>(py));
+            assert!(
+                error
+                    .cause(py)
+                    .unwrap()
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+        });
+    }
+
+    #[test]
+    fn token_string_extraction_errors_are_not_wrapped_as_callback_failures() {
+        Python::initialize();
+        Python::attach(|py| {
+            let callback = py
+                .eval(pyo3::ffi::c_str!("lambda: '\\ud800'"), None, None)
+                .unwrap();
+            let provider = PythonTokenProvider::select(callback, AZURE_AD_TOKEN_PROVIDER).unwrap();
+            let error = provider.acquire(py).unwrap_err();
+            assert!(error.is_instance_of::<pyo3::exceptions::PyUnicodeEncodeError>(py));
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/errors.rs b/litellm-rust/crates/python-bridge/src/errors.rs
index 407475dedce..701c6abb68c 100644
--- a/litellm-rust/crates/python-bridge/src/errors.rs
+++ b/litellm-rust/crates/python-bridge/src/errors.rs
@@ -22,7 +22,8 @@ pub(crate) fn core_error_to_pyerr(err: Error) -> PyErr {
         Error::InvalidProvider(_)
         | Error::InvalidRequest(_)
         | Error::InvalidType { .. }
-        | Error::MissingField(_) => PyValueError::new_err(err.to_string()),
+        | Error::MissingField(_)
+        | Error::MissingDocumentUrl => PyValueError::new_err(err.to_string()),
         other => PyRuntimeError::new_err(other.to_string()),
     }
 }
@@ -41,14 +42,16 @@ pub(crate) fn chat_completions_error_to_pyerr(err: Error) -> PyErr {
         | Error::InvalidRequest(_)
         | Error::InvalidType { .. }
         | Error::MissingField(_)
+        | Error::MissingDocumentUrl
         | Error::MissingApiKey { .. }
+        | Error::MissingAzureAiCredentials
+        | Error::MissingAzureDocumentIntelligenceCredentials
+        | Error::MissingReductoApiKey
         | Error::Routing(_)
         // Nothing reached the provider, so serving it on Python cannot double
         // bill and is the only way the caller gets an answer at all.
         | Error::Connect(_) => RustBridgeDeclined::new_err(err.to_string()),
-        Error::Http { status, body } => {
-            RustUpstreamError::new_err((status, format!("{status}: {body}")))
-        }
+        Error::Http { status, body } => RustUpstreamError::new_err((status, body)),
         Error::Network(message) | Error::InvalidResponse(message) => {
             RustUpstreamError::new_err((0u16, message))
         }
@@ -60,41 +63,3 @@ pub(crate) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
     module.add("RustBridgeDeclined", py.get_type::<RustBridgeDeclined>())?;
     module.add("RustUpstreamError", py.get_type::<RustUpstreamError>())
 }
-
-pub(crate) fn ocr_error_to_pyerr(err: Error) -> PyErr {
-    match err {
-        Error::MissingField("document_url" | "image_url") => {
-            PyValueError::new_err("Document URL is required")
-        }
-        Error::Http { status, body } => RustUpstreamError::new_err((status, body)),
-        other => core_error_to_pyerr(other),
-    }
-}
-
-#[cfg(test)]
-mod ocr_error_tests {
-    use super::*;
-
-    #[test]
-    fn ocr_errors_preserve_python_validation_and_provider_details() {
-        Python::initialize();
-        Python::attach(|py| {
-            for field in ["document_url", "image_url"] {
-                let mapped = ocr_error_to_pyerr(Error::MissingField(field));
-                assert!(mapped.is_instance_of::<PyValueError>(py));
-                assert_eq!(mapped.value(py).to_string(), "Document URL is required");
-            }
-            let mapped = ocr_error_to_pyerr(Error::Http {
-                status: 429,
-                body: r#"{"message":"rate limited"}"#.to_string(),
-            });
-            assert!(mapped.is_instance_of::<RustUpstreamError>(py));
-            let args: (u16, String) = mapped
-                .value(py)
-                .getattr("args")
-                .and_then(|args| args.extract())
-                .expect("OCR failures retain status and unprefixed provider message");
-            assert_eq!(args, (429, r#"{"message":"rate limited"}"#.to_string()));
-        });
-    }
-}
diff --git a/litellm-rust/crates/python-bridge/src/execution.rs b/litellm-rust/crates/python-bridge/src/execution.rs
index b57197b9ddf..d8dda10068d 100644
--- a/litellm-rust/crates/python-bridge/src/execution.rs
+++ b/litellm-rust/crates/python-bridge/src/execution.rs
@@ -1,5 +1,7 @@
 use std::future::Future;
 use std::panic::AssertUnwindSafe;
+use std::pin::Pin;
+use std::task::{Context, Poll, Waker};
 use std::time::Duration;
 
 use futures_util::FutureExt;
@@ -28,6 +30,27 @@ where
     )
 }
 
+pub(crate) fn run_sync_value<T, F>(py: Python<'_>, future: F) -> PyResult<T>
+where
+    T: Send + 'static,
+    F: Future<Output = PyResult<T>> + Send + 'static,
+{
+    run_sync_value_on(py, pyo3_async_runtimes::tokio::get_runtime(), future)
+}
+
+fn run_sync_value_on<T, F>(py: Python<'_>, runtime: &Runtime, future: F) -> PyResult<T>
+where
+    T: Send + 'static,
+    F: Future<Output = PyResult<T>> + Send + 'static,
+{
+    if Handle::try_current().is_ok() {
+        return Err(PyRuntimeError::new_err(
+            "synchronous native routes cannot run from a Tokio context; use the async route",
+        ));
+    }
+    release_gil(py, move || runtime.block_on(wait_for_sync_result(future)))?
+}
+
 fn run_sync_on<T, E, F>(
     py: Python<'_>,
     runtime: &Runtime,
@@ -67,6 +90,32 @@ where
     })
 }
 
+pub(crate) fn run_async_value<T, F>(py: Python<'_>, future: F) -> PyResult<Bound<'_, PyAny>>
+where
+    T: for<'py> IntoPyObject<'py> + Send + 'static,
+    F: Future<Output = PyResult<T>> + Send + 'static,
+{
+    pyo3_async_runtimes::tokio::future_into_py(py, async move { catch_future_panic(future).await? })
+}
+
+pub(crate) fn poll_async_value<T, F>(py: Python<'_>, future: Pin<&mut F>) -> PyResult<Poll<T>>
+where
+    T: Send,
+    F: Future<Output = PyResult<T>> + Send,
+{
+    let result = release_gil(py, || {
+        let _runtime = pyo3_async_runtimes::tokio::get_runtime().enter();
+        std::panic::catch_unwind(AssertUnwindSafe(|| {
+            future.poll(&mut Context::from_waker(Waker::noop()))
+        }))
+        .map_err(panic_to_pyerr)
+    })?;
+    match result {
+        Poll::Ready(result) => result.map(Poll::Ready),
+        Poll::Pending => Ok(Poll::Pending),
+    }
+}
+
 fn map_core_result<T, E>(result: Result<T, E>, map_error: fn(E) -> PyErr) -> PyResult<T> {
     match result {
         Ok(value) => Ok(value),
@@ -119,11 +168,30 @@ mod tests {
     use litellm_core::error::Error;
     use pyo3::panic::PanicException;
     use pyo3::types::{PyDict, PyModule};
+    use rstest::{fixture, rstest};
     use serde::Serializer;
     use tokio::runtime::Builder;
 
     use super::*;
 
+    struct InitializedPython;
+
+    impl InitializedPython {
+        fn attach<F, R>(&self, f: F) -> R
+        where
+            F: for<'py> FnOnce(Python<'py>) -> R,
+        {
+            Python::attach(f)
+        }
+    }
+
+    #[fixture]
+    #[once]
+    fn initialized_python() -> InitializedPython {
+        Python::initialize();
+        InitializedPython
+    }
+
     fn runtime_error(error: Error) -> PyErr {
         PyRuntimeError::new_err(error.to_string())
     }
@@ -194,10 +262,84 @@ mod tests {
             .expect("result should convert")
     }
 
-    #[test]
-    fn sync_runner_polls_future_on_the_caller_thread() {
-        Python::initialize();
-        Python::attach(|py| {
+    #[rstest]
+    fn inline_poll_releases_gil_and_enters_runtime(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
+            let (sender, receiver) = mpsc::sync_channel(1);
+            let worker = thread::spawn(move || Python::attach(|_| sender.send(()).unwrap()));
+            let mut future = Box::pin(async move {
+                receiver.recv_timeout(Duration::from_secs(2)).unwrap();
+                Ok(Handle::try_current().is_ok())
+            });
+            assert_eq!(
+                poll_async_value(py, future.as_mut()).unwrap(),
+                Poll::Ready(true)
+            );
+            worker.join().unwrap();
+        });
+    }
+
+    #[rstest]
+    fn inline_poll_contains_panics_and_preserves_python_errors(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
+            let mut panicking = Box::pin(poll_fn(|_| -> Poll<PyResult<()>> {
+                panic!("inline native panic")
+            }));
+            let error = poll_async_value(py, panicking.as_mut()).unwrap_err();
+            assert!(error.is_instance_of::<PanicException>(py));
+            let original = PyRuntimeError::new_err("inline failure");
+            let identity = original.value(py).clone().unbind();
+            let mut failing = Box::pin(async move { Err::<(), _>(original) });
+            let error = poll_async_value(py, failing.as_mut()).unwrap_err();
+            assert!(error.value(py).is(identity.bind(py)));
+        });
+    }
+
+    #[pyfunction]
+    fn pending_after_inline_poll(py: Python<'_>) -> PyResult<Bound<'_, PyAny>> {
+        let starts = Arc::new(AtomicUsize::new(0));
+        let observed = Arc::clone(&starts);
+        let mut future = Box::pin(async move {
+            starts.fetch_add(1, Ordering::SeqCst);
+            tokio::time::sleep(Duration::from_millis(5)).await;
+            Ok(starts.load(Ordering::SeqCst))
+        });
+        assert!(poll_async_value(py, future.as_mut())?.is_pending());
+        assert_eq!(observed.load(Ordering::SeqCst), 1);
+        run_async_value(py, future)
+    }
+
+    #[rstest]
+    fn inline_pending_future_resumes_on_tokio_without_restarting(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
+            let locals = PyDict::new(py);
+            locals
+                .set_item(
+                    "pending",
+                    wrap_pyfunction!(pending_after_inline_poll, py).unwrap(),
+                )
+                .unwrap();
+            py.run(
+                pyo3::ffi::c_str!(
+                    "import asyncio\nasync def exercise():\n    assert await asyncio.wait_for(pending(), 2) == 1\nasyncio.run(exercise())"
+                ),
+                Some(&locals),
+                Some(&locals),
+            ).unwrap();
+        });
+    }
+
+    #[rstest]
+    fn sync_runner_polls_future_on_the_caller_thread(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
             let caller_thread = std::thread::current().id();
             let result = run_sync(
                 py,
@@ -209,10 +351,11 @@ mod tests {
         });
     }
 
-    #[test]
-    fn sync_runner_releases_gil_while_waiting() {
-        Python::initialize();
-        Python::attach(|py| {
+    #[rstest]
+    fn sync_runner_releases_gil_while_waiting(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
             let result = run_sync(
                 py,
                 async {
@@ -230,16 +373,17 @@ mod tests {
         });
     }
 
-    #[test]
-    fn sync_runner_rejects_calls_from_a_tokio_context() {
-        Python::initialize();
+    #[rstest]
+    fn sync_runner_rejects_calls_from_a_tokio_context(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
         let runtime = Builder::new_current_thread()
             .enable_all()
             .build()
             .expect("runtime should build");
 
         let error = runtime.block_on(async {
-            Python::attach(|py| {
+            python.attach(|py| {
                 run_sync::<bool, Error, _>(py, async { Ok(true) }, runtime_error)
                     .expect_err("sync route should reject a nested Tokio runtime")
             })
@@ -251,14 +395,15 @@ mod tests {
         );
     }
 
-    #[test]
-    fn sync_runner_can_drive_a_current_thread_runtime() {
-        Python::initialize();
+    #[rstest]
+    fn sync_runner_can_drive_a_current_thread_runtime(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
         let runtime = Builder::new_current_thread()
             .enable_all()
             .build()
             .expect("runtime should build");
-        Python::attach(|py| {
+        python.attach(|py| {
             let result = run_sync_on(
                 py,
                 &runtime,
@@ -272,10 +417,9 @@ mod tests {
         });
     }
 
-    #[test]
-    fn sync_runner_maps_a_panicked_future() {
-        Python::initialize();
-        Python::attach(|py| {
+    #[rstest]
+    fn sync_runner_maps_a_panicked_future(#[from(initialized_python)] python: &InitializedPython) {
+        python.attach(|py| {
             let error = run_sync::<bool, Error, _>(
                 py,
                 poll_fn(|_| -> Poll<Result<bool, Error>> { panic!("route future panicked") }),
@@ -288,10 +432,11 @@ mod tests {
         });
     }
 
-    #[test]
-    fn sync_runner_maps_a_panicked_error_mapper() {
-        Python::initialize();
-        Python::attach(|py| {
+    #[rstest]
+    fn sync_runner_maps_a_panicked_error_mapper(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
             let error = run_sync::<bool, Error, _>(
                 py,
                 async { Err(Error::InvalidRequest("invalid".to_string())) },
@@ -304,10 +449,11 @@ mod tests {
         });
     }
 
-    #[test]
-    fn sync_runner_surfaces_serializer_panics() {
-        Python::initialize();
-        Python::attach(|py| {
+    #[rstest]
+    fn sync_runner_surfaces_serializer_panics(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
             let error = run_sync(py, async { Ok(PanickingOutput) }, runtime_error)
                 .expect_err("serializer panic should become a Python exception");
 
@@ -316,9 +462,10 @@ mod tests {
         });
     }
 
-    #[test]
-    fn sync_runner_supports_concurrent_callers_on_the_shared_runtime() {
-        Python::initialize();
+    #[rstest]
+    fn sync_runner_supports_concurrent_callers_on_the_shared_runtime(
+        #[from(initialized_python)] _python: &InitializedPython,
+    ) {
         let barrier = Arc::new(tokio::sync::Barrier::new(2));
         let callers: Vec<_> = (0..2)
             .map(|_| {
@@ -349,10 +496,11 @@ mod tests {
         assert_eq!(results, vec![true, true]);
     }
 
-    #[test]
-    fn async_runner_surfaces_serializer_panics() {
-        Python::initialize();
-        Python::attach(|py| {
+    #[rstest]
+    fn async_runner_surfaces_serializer_panics(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
+        python.attach(|py| {
             let module = PyModule::new(py, "runtime").expect("module should be created");
             module
                 .add_function(
@@ -386,11 +534,12 @@ asyncio.run(exercise())
         });
     }
 
-    #[test]
-    fn async_result_delivery_does_not_stall_tokio_workers() {
-        Python::initialize();
+    #[rstest]
+    fn async_result_delivery_does_not_stall_tokio_workers(
+        #[from(initialized_python)] python: &InitializedPython,
+    ) {
         ASYNC_PROBE_COMPLETED.store(0, Ordering::SeqCst);
-        Python::attach(|py| {
+        python.attach(|py| {
             let module = PyModule::new(py, "runtime").expect("module should be created");
             for function in [
                 wrap_pyfunction!(async_runtime_probe, &module).expect("function should wrap"),
diff --git a/litellm-rust/crates/python-bridge/src/lib.rs b/litellm-rust/crates/python-bridge/src/lib.rs
index cf0450a1b30..12bc57a8931 100644
--- a/litellm-rust/crates/python-bridge/src/lib.rs
+++ b/litellm-rust/crates/python-bridge/src/lib.rs
@@ -1,14 +1,16 @@
+mod auth;
 mod constants;
 mod diagnostics;
 mod errors;
 mod execution;
 #[cfg(feature = "trace-parity")]
 mod function_trace;
+mod lifecycle;
 mod marshal;
 mod routes;
 mod token_counter;
 
-use litellm_ai_gateway::io::responses_ws::ResponsesWebSocketConnection as RustResponsesWebSocketConnection;
+use litellm_core::responses::websocket::ResponsesWebSocketConnection as RustResponsesWebSocketConnection;
 use pyo3::prelude::*;
 use pyo3::types::PyAny;
 use serde_json::Value;
@@ -64,7 +66,7 @@ impl ResponsesWebSocketConnection {
     }
 }
 
-#[pymodule(gil_used = false)]
+#[pymodule(gil_used = true)]
 mod _native {
     use pyo3::prelude::*;
 
@@ -152,7 +154,6 @@ mod tests {
                         "amessages",
                         "chat_completions",
                         "achat_completions",
-                        "gateway_messages",
                     ]
                 );
             }
diff --git a/litellm-rust/crates/python-bridge/src/lifecycle/bindings.rs b/litellm-rust/crates/python-bridge/src/lifecycle/bindings.rs
new file mode 100644
index 00000000000..06b32b67fd5
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/lifecycle/bindings.rs
@@ -0,0 +1,391 @@
+use pyo3::exceptions::PyBaseException;
+use pyo3::gc::{PyTraverseError, PyVisit};
+use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyTuple};
+
+#[derive(FromPyObject)]
+pub(crate) struct PythonLogger(Py<PyAny>);
+
+impl PythonLogger {
+    pub(crate) fn object<'py>(&self, py: Python<'py>) -> &Bound<'py, PyAny> {
+        self.0.bind(py)
+    }
+
+    pub(crate) fn clone_ref(&self, py: Python<'_>) -> Self {
+        Self(self.0.clone_ref(py))
+    }
+
+    pub(crate) fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+        visit.call(&self.0)
+    }
+
+    pub(crate) fn callbacks_needed(&self, py: Python<'_>, phase: &str) -> PyResult<bool> {
+        if !self
+            .object(py)
+            .getattr("_native_callback_fast_path")
+            .is_ok_and(|value| value.is_truthy().unwrap_or(false))
+        {
+            return Ok(true);
+        }
+        py.import("litellm.rust_bridge.lifecycle")?
+            .getattr("callbacks_needed")?
+            .call1((self.object(py), phase))?
+            .extract()
+    }
+
+    pub(super) fn success_bookkeeping(
+        &self,
+        py: Python<'_>,
+        response: &Option<Py<PyAny>>,
+        start: &Py<PyAny>,
+        end: &Option<Py<PyAny>>,
+        asynchronous: bool,
+    ) -> PyResult<()> {
+        py.import("litellm.rust_bridge.lifecycle")?
+            .getattr("success_bookkeeping")?
+            .call1((self.object(py), response, start, end, asynchronous))?;
+        Ok(())
+    }
+
+    pub(super) fn defers_async_logging(&self, py: Python<'_>) -> bool {
+        self.object(py)
+            .getattr("_defer_async_logging")
+            .is_ok_and(|value| value.is_truthy().unwrap_or(false))
+    }
+
+    pub(super) fn defer_success(
+        &self,
+        py: Python<'_>,
+        pending: Py<super::PendingLogging>,
+    ) -> PyResult<()> {
+        self.object(py).setattr("_native_pending_logging", pending)
+    }
+
+    pub(super) fn sync_success_for_async_call(
+        &self,
+        py: Python<'_>,
+        response: &Option<Py<PyAny>>,
+        start: &Py<PyAny>,
+        end: &Option<Py<PyAny>>,
+    ) -> PyResult<()> {
+        if !self.callbacks_needed(py, "sync_success_async")? {
+            return Ok(());
+        }
+        self.object(py).call_method1(
+            "handle_sync_success_callbacks_for_async_calls",
+            (response, start, end),
+        )?;
+        Ok(())
+    }
+
+    pub(super) fn failure(
+        &self,
+        py: Python<'_>,
+        error: &Py<PyBaseException>,
+        start: &Py<PyAny>,
+        end: &Option<Py<PyAny>>,
+        asynchronous: bool,
+    ) -> PyResult<Option<Py<PyAny>>> {
+        if !self.callbacks_needed(
+            py,
+            if asynchronous {
+                "async_failure"
+            } else {
+                "sync_failure"
+            },
+        )? {
+            py.import("litellm.rust_bridge.lifecycle")?
+                .getattr("failure_bookkeeping")?
+                .call1((self.object(py), error, start, end, asynchronous))?;
+            return Ok(None);
+        }
+        let trace = py
+            .import("traceback")?
+            .getattr("format_exception")?
+            .call1((error,))?;
+        let trace = pyo3::types::PyString::new(py, "").call_method1("join", (trace,))?;
+        let value = self.object(py).call_method1(
+            if asynchronous {
+                "async_failure_handler"
+            } else {
+                "failure_handler"
+            },
+            (error, trace, start, end),
+        )?;
+        Ok(asynchronous.then(|| value.unbind()))
+    }
+
+    pub(super) fn restore_context(&self, py: Python<'_>) -> PyResult<()> {
+        py.import("litellm.utils")?
+            .getattr("_restore_correlation_context_if_supported")?
+            .call1((self.object(py),))?;
+        Ok(())
+    }
+
+    pub(super) fn submit_success(
+        &self,
+        py: Python<'_>,
+        response: &Option<Py<PyAny>>,
+        start: &Py<PyAny>,
+        end: &Option<Py<PyAny>>,
+    ) -> PyResult<()> {
+        if !self.callbacks_needed(py, "sync_success")? {
+            return self.success_bookkeeping(py, response, start, end, false);
+        }
+        let context = py.import("contextvars")?.call_method0("copy_context")?;
+        py.import("litellm.litellm_core_utils.litellm_logging")?
+            .getattr("executor")?
+            .call_method1(
+                "submit",
+                (
+                    context.getattr("run")?,
+                    self.object(py).getattr("success_handler")?,
+                    response,
+                    start,
+                    end,
+                ),
+            )?;
+        Ok(())
+    }
+
+    pub(super) fn enqueue_success(
+        &self,
+        py: Python<'_>,
+        response: &Option<Py<PyAny>>,
+        start: &Py<PyAny>,
+        end: &Option<Py<PyAny>>,
+    ) -> PyResult<()> {
+        if !self.callbacks_needed(py, "async_success")? {
+            return self.success_bookkeeping(py, response, start, end, true);
+        }
+        let context = py.import("contextvars")?.call_method0("copy_context")?;
+        let worker = py
+            .import("litellm.litellm_core_utils.logging_worker")?
+            .getattr("GLOBAL_LOGGING_WORKER")?
+            .getattr("ensure_initialized_and_enqueue")?;
+        let coroutine = self
+            .object(py)
+            .call_method1("async_success_handler", (response, start, end))?;
+        let enqueue = context.call_method1("run", (worker, &coroutine));
+        if enqueue.is_err()
+            && let Err(error) = coroutine.call_method0("close")
+        {
+            error.write_unraisable(py, Some(&coroutine));
+        }
+        enqueue.map(|_| ())
+    }
+}
+
+pub(super) struct SetupResult<'py>(Bound<'py, PyAny>);
+
+impl SetupResult<'_> {
+    pub(super) fn logger(&self) -> PyResult<PythonLogger> {
+        self.0.getattr("logger")?.extract()
+    }
+
+    pub(super) fn kwargs(&self) -> PyResult<Py<PyDict>> {
+        Ok(self.0.getattr("kwargs")?.extract()?)
+    }
+}
+
+pub(super) fn setup<'py>(
+    py: Python<'py>,
+    call_type: &str,
+    args: &Py<PyTuple>,
+    kwargs: &Py<PyDict>,
+    start: &Py<PyAny>,
+    asynchronous: bool,
+) -> PyResult<SetupResult<'py>> {
+    py.import("litellm.rust_bridge.lifecycle")?
+        .getattr("setup")?
+        .call1((call_type, args, kwargs, start, asynchronous))
+        .map(SetupResult)
+}
+
+pub(super) fn finalize(
+    py: Python<'_>,
+    response: &Option<Py<PyAny>>,
+    logger: &PythonLogger,
+    kwargs: &Py<PyDict>,
+    start: &Py<PyAny>,
+    end: &Option<Py<PyAny>>,
+) -> PyResult<()> {
+    py.import("litellm.rust_bridge.lifecycle")?
+        .getattr("finalize")?
+        .call1((response, logger.object(py), kwargs, start, end))?;
+    Ok(())
+}
+
+pub(super) fn is_internal_call(py: Python<'_>) -> PyResult<bool> {
+    py.import("litellm._internal_context")?
+        .getattr("is_internal_call")?
+        .call_method0("get")?
+        .extract()
+}
+
+pub(super) struct DeploymentHooks;
+
+impl DeploymentHooks {
+    pub(super) fn needed(py: Python<'_>) -> PyResult<bool> {
+        py.import("litellm.rust_bridge.lifecycle")?
+            .getattr("deployment_callbacks_needed")?
+            .call0()?
+            .extract()
+    }
+
+    pub(super) fn before_call(
+        py: Python<'_>,
+        kwargs: &Py<PyDict>,
+        call_type: &str,
+    ) -> PyResult<Py<PyAny>> {
+        py.import("litellm.utils")?
+            .getattr("async_pre_call_deployment_hook")?
+            .call1((kwargs, call_type))
+            .map(Bound::unbind)
+    }
+
+    pub(super) fn after_success(
+        py: Python<'_>,
+        kwargs: &Py<PyDict>,
+        response: &Option<Py<PyAny>>,
+        call_type: &str,
+    ) -> PyResult<Py<PyAny>> {
+        py.import("litellm.utils")?
+            .getattr("async_post_call_success_deployment_hook")?
+            .call1((kwargs, response, call_type))
+            .map(Bound::unbind)
+    }
+
+    pub(super) fn after_failure(
+        py: Python<'_>,
+        kwargs: &Py<PyDict>,
+        error: &Py<PyBaseException>,
+        call_type: &str,
+    ) -> PyResult<Py<PyAny>> {
+        py.import("litellm.utils")?
+            .getattr("async_post_call_failure_deployment_hook")?
+            .call1((kwargs, error, call_type))
+            .map(Bound::unbind)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use pyo3::exceptions::PyTypeError;
+
+    #[test]
+    fn setup_fields_are_checked_in_order_without_eager_logger_method_reads() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+reads = []
+class Logger:
+    def __getattribute__(self, name):
+        reads.append(name)
+        raise AssertionError('logger methods must remain lazy')
+logger = Logger()
+class Setup:
+    @property
+    def logger(self):
+        reads.append('logger')
+        return logger
+    @property
+    def kwargs(self):
+        reads.append('kwargs')
+        return []
+result = Setup()
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let result = SetupResult(locals.get_item("result").unwrap().unwrap());
+            let logger = result.logger().unwrap();
+            assert!(
+                logger
+                    .object(py)
+                    .is(locals.get_item("logger").unwrap().unwrap())
+            );
+            assert_eq!(
+                locals
+                    .get_item("reads")
+                    .unwrap()
+                    .unwrap()
+                    .extract::<Vec<String>>()
+                    .unwrap(),
+                ["logger"]
+            );
+            assert!(
+                result
+                    .kwargs()
+                    .unwrap_err()
+                    .is_instance_of::<PyTypeError>(py)
+            );
+            assert_eq!(
+                locals
+                    .get_item("reads")
+                    .unwrap()
+                    .unwrap()
+                    .extract::<Vec<String>>()
+                    .unwrap(),
+                ["logger", "kwargs"]
+            );
+        });
+    }
+
+    #[test]
+    fn logger_resolves_each_callback_at_invocation_and_preserves_arguments() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+calls = []
+response, start, end = object(), object(), object()
+class Logger:
+    @property
+    def handle_sync_success_callbacks_for_async_calls(self):
+        generation = len(calls)
+        def callback(*args):
+            assert args == (response, start, end)
+            calls.append(generation)
+        return callback
+logger = Logger()
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let logger: PythonLogger = locals
+                .get_item("logger")
+                .unwrap()
+                .unwrap()
+                .extract()
+                .unwrap();
+            let response = Some(locals.get_item("response").unwrap().unwrap().unbind());
+            let start = locals.get_item("start").unwrap().unwrap().unbind();
+            let end = Some(locals.get_item("end").unwrap().unwrap().unbind());
+            for _ in 0..2 {
+                logger
+                    .sync_success_for_async_call(py, &response, &start, &end)
+                    .unwrap();
+            }
+            assert_eq!(
+                locals
+                    .get_item("calls")
+                    .unwrap()
+                    .unwrap()
+                    .extract::<Vec<usize>>()
+                    .unwrap(),
+                [0, 1]
+            );
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/lifecycle/handle.rs b/litellm-rust/crates/python-bridge/src/lifecycle/handle.rs
new file mode 100644
index 00000000000..17a480a7225
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/lifecycle/handle.rs
@@ -0,0 +1,139 @@
+use std::panic::{AssertUnwindSafe, catch_unwind};
+
+use litellm_python_interop::panic_to_pyerr;
+use pyo3::exceptions::{PyBaseException, PyRuntimeError};
+use pyo3::gc::{PyTraverseError, PyVisit};
+use pyo3::prelude::*;
+
+pub(super) enum ExecutionStep {
+    Return(Py<PyAny>),
+    Await(Py<PyAny>),
+}
+
+pub(super) trait ExecutionBody: Send + Sync {
+    fn resume(&mut self, result: Option<PyResult<Py<PyAny>>>) -> PyResult<ExecutionStep>;
+    fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError>;
+}
+
+enum ExecutionState {
+    Created(Box<dyn ExecutionBody>),
+    Running,
+    Suspended(Box<dyn ExecutionBody>),
+    Closed,
+}
+
+#[pyclass]
+pub(super) struct Execution {
+    state: ExecutionState,
+}
+
+impl Execution {
+    pub(super) fn new(body: impl ExecutionBody + 'static) -> Self {
+        Self {
+            state: ExecutionState::Created(Box::new(body)),
+        }
+    }
+
+    fn advance(
+        slf: &Bound<'_, Self>,
+        py: Python<'_>,
+        result: Option<PyResult<Py<PyAny>>>,
+    ) -> PyResult<Py<PyAny>> {
+        let mut body = {
+            let mut execution = slf.borrow_mut();
+            match (&execution.state, result.is_some()) {
+                (ExecutionState::Created(_), false) | (ExecutionState::Suspended(_), true) => {}
+                (ExecutionState::Running, _) => {
+                    return Err(PyRuntimeError::new_err("execution is already running"));
+                }
+                (ExecutionState::Closed, _) => {
+                    return Err(PyRuntimeError::new_err("execution is closed"));
+                }
+                _ => {
+                    return Err(PyRuntimeError::new_err(
+                        "execution requires start before resume and can only start once",
+                    ));
+                }
+            }
+            match std::mem::replace(&mut execution.state, ExecutionState::Running) {
+                ExecutionState::Created(body) | ExecutionState::Suspended(body) => body,
+                _ => unreachable!(),
+            }
+        };
+        let outcome = catch_unwind(AssertUnwindSafe(|| {
+            let step = body.resume(result)?;
+            let (tag, value, suspended) = match step {
+                ExecutionStep::Await(value) => ("Await", value, true),
+                ExecutionStep::Return(value) => ("Complete", value, false),
+            };
+            let step = py
+                .import("litellm.rust_bridge.lifecycle")?
+                .getattr(tag)?
+                .call1((value,))?
+                .unbind();
+            Ok((step, suspended))
+        }))
+        .map_err(panic_to_pyerr)
+        .and_then(|result| result);
+        match outcome {
+            Ok((step, true)) if matches!(slf.borrow().state, ExecutionState::Running) => {
+                slf.borrow_mut().state = ExecutionState::Suspended(body);
+                Ok(step)
+            }
+            outcome => {
+                slf.borrow_mut().state = ExecutionState::Closed;
+                drop(body);
+                outcome.and_then(|(step, suspended)| {
+                    if suspended {
+                        Err(PyRuntimeError::new_err(
+                            "execution was closed while running",
+                        ))
+                    } else {
+                        Ok(step)
+                    }
+                })
+            }
+        }
+    }
+}
+
+#[pymethods]
+impl Execution {
+    fn start(slf: &Bound<'_, Self>, py: Python<'_>) -> PyResult<Py<PyAny>> {
+        Self::advance(slf, py, None)
+    }
+
+    fn resume_value(
+        slf: &Bound<'_, Self>,
+        py: Python<'_>,
+        value: Py<PyAny>,
+    ) -> PyResult<Py<PyAny>> {
+        Self::advance(slf, py, Some(Ok(value)))
+    }
+
+    fn resume_error(
+        slf: &Bound<'_, Self>,
+        py: Python<'_>,
+        error: Bound<'_, PyBaseException>,
+    ) -> PyResult<Py<PyAny>> {
+        Self::advance(slf, py, Some(Err(PyErr::from_value(error.into_any()))))
+    }
+
+    fn close(slf: &Bound<'_, Self>) {
+        let state = std::mem::replace(&mut slf.borrow_mut().state, ExecutionState::Closed);
+        drop(state);
+    }
+
+    fn __traverse__(&self, visit: PyVisit<'_>) -> Result<(), PyTraverseError> {
+        match &self.state {
+            ExecutionState::Created(body) | ExecutionState::Suspended(body) => {
+                body.traverse(&visit)
+            }
+            _ => Ok(()),
+        }
+    }
+
+    fn __clear__(slf: &Bound<'_, Self>) {
+        Self::close(slf);
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/lifecycle/mod.rs b/litellm-rust/crates/python-bridge/src/lifecycle/mod.rs
new file mode 100644
index 00000000000..014564ae89d
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/lifecycle/mod.rs
@@ -0,0 +1,1175 @@
+use std::sync::Arc;
+use std::task::Poll;
+
+use futures_util::future::{AbortHandle, Abortable};
+#[cfg(test)]
+use litellm_core::call_lifecycle::host::HostCallFuture;
+use litellm_core::call_lifecycle::host::{
+    HostCall as NativeCall, HostCallStep as NativeCallStep, HostFailure, HostPhase, HostStep,
+};
+use pyo3::exceptions::{PyBaseException, PyException, PyRuntimeError};
+use pyo3::gc::{PyTraverseError, PyVisit};
+use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyTuple};
+use tokio::sync::Mutex;
+
+use crate::execution::{poll_async_value, run_async_value, run_sync_value};
+
+mod bindings;
+mod handle;
+mod preparation;
+
+use bindings::DeploymentHooks;
+pub(crate) use bindings::PythonLogger;
+use handle::{Execution, ExecutionBody, ExecutionStep};
+
+pub(crate) enum OperationClass {
+    Phase(HostPhase),
+    Route,
+}
+
+pub(crate) trait PythonRoute: Send + Sync {
+    type Call: NativeCall + 'static;
+
+    fn state(&self) -> &PythonCallState;
+    fn state_mut(&mut self) -> &mut PythonCallState;
+    fn classify(operation: &<Self::Call as NativeCall>::Operation) -> OperationClass;
+    fn lifecycle_result() -> <Self::Call as NativeCall>::Result;
+    fn map_error(error: litellm_core::Error) -> PyErr;
+    fn invoke(
+        &mut self,
+        py: Python<'_>,
+        operation: <Self::Call as NativeCall>::Operation,
+    ) -> PyResult<<Self::Call as NativeCall>::Result>;
+    fn cleanup(&mut self);
+    fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError>;
+}
+
+type NativeStep<C> = NativeCallStep<<C as NativeCall>::Operation, <C as NativeCall>::Complete>;
+type NativeResult<C> = Result<NativeStep<C>, litellm_core::Error>;
+type HostResumeStep<R> = HostStep<NativeStep<<R as PythonRoute>::Call>, Py<PyAny>>;
+
+struct NativeCallState<C: NativeCall> {
+    call: C,
+    result: Option<NativeResult<C>>,
+}
+
+enum PendingOperation {
+    Native,
+    Host(HostPhase),
+}
+
+struct PythonLifecycle<R: PythonRoute> {
+    route: R,
+    call: Option<Arc<Mutex<NativeCallState<R::Call>>>>,
+    pending: Option<PendingOperation>,
+    native_abort: Option<AbortHandle>,
+}
+
+pub(crate) fn run_call<R: PythonRoute + 'static>(
+    py: Python<'_>,
+    call: R::Call,
+    route: R,
+) -> PyResult<Py<PyAny>> {
+    let asynchronous = route.state().asynchronous;
+    let mut lifecycle = PythonLifecycle {
+        route,
+        call: Some(Arc::new(Mutex::new(NativeCallState { call, result: None }))),
+        pending: None,
+        native_abort: None,
+    };
+    if asynchronous {
+        let execution = Py::new(py, Execution::new(lifecycle))?;
+        return py
+            .import("litellm.rust_bridge.lifecycle")?
+            .getattr("drive")?
+            .call1((execution,))
+            .map(Bound::unbind);
+    }
+    match lifecycle.resume(None)? {
+        ExecutionStep::Return(value) => Ok(value),
+        ExecutionStep::Await(_) => Err(pyo3::exceptions::PyRuntimeError::new_err(
+            "sync call suspended",
+        )),
+    }
+}
+
+pub(crate) fn missing_state() -> PyErr {
+    pyo3::exceptions::PyRuntimeError::new_err("missing native call state")
+}
+
+impl<R: PythonRoute> PythonLifecycle<R> {
+    fn resume_core(
+        &mut self,
+        py: Python<'_>,
+        result: Option<Result<<R::Call as NativeCall>::Result, HostFailure>>,
+    ) -> PyResult<HostResumeStep<R>> {
+        let call = Arc::clone(self.call.as_ref().ok_or_else(missing_state)?);
+        let future = async move {
+            let mut call = call.lock().await;
+            let result = match result {
+                Some(Err(failure)) => call.call.interrupt(failure).await,
+                Some(Ok(result)) => call.call.resume(Some(result)).await,
+                None => call.call.resume(None).await,
+            };
+            call.result = Some(result);
+            Ok(())
+        };
+        if self.route.state().asynchronous {
+            let mut future = Box::pin(future);
+            if let Poll::Ready(()) = poll_async_value(py, future.as_mut())? {
+                return Ok(HostStep::Ready(self.take_native_result()?));
+            }
+            let (abort, registration) = AbortHandle::new_pair();
+            self.native_abort = Some(abort);
+            self.pending = Some(PendingOperation::Native);
+            Ok(HostStep::Suspend(
+                run_async_value(py, async move {
+                    Abortable::new(future, registration)
+                        .await
+                        .map_err(|_| PyRuntimeError::new_err("native execution closed"))?
+                })?
+                .unbind(),
+            ))
+        } else {
+            run_sync_value(py, future)?;
+            Ok(HostStep::Ready(self.take_native_result()?))
+        }
+    }
+
+    fn take_native_result(&self) -> PyResult<NativeStep<R::Call>> {
+        self.call
+            .as_ref()
+            .ok_or_else(missing_state)?
+            .try_lock()
+            .map_err(|_| missing_state())?
+            .result
+            .take()
+            .ok_or_else(missing_state)?
+            .map_err(R::map_error)
+    }
+
+    fn host_failure(
+        &mut self,
+        py: Python<'_>,
+        error: PyErr,
+        phase: Option<HostPhase>,
+    ) -> HostFailure {
+        let native = litellm_core::Error::InvalidRequest(error.to_string());
+        let cancelled = !error.is_instance_of::<PyException>(py);
+        let failure = if !cancelled {
+            HostFailure::Error(native)
+        } else {
+            HostFailure::Cancelled(native)
+        };
+        let state = self.route.state_mut();
+        if state.error.is_none() || (cancelled && phase != Some(HostPhase::DeploymentFailure)) {
+            state.retain_error(py, error);
+        }
+        if state.end.is_none() {
+            state.end = now(py).ok();
+        }
+        failure
+    }
+
+    fn drive(
+        &mut self,
+        py: Python<'_>,
+        result: Option<PyResult<Py<PyAny>>>,
+    ) -> PyResult<ExecutionStep> {
+        let mut step = match (self.pending.take(), result) {
+            (None, None) => self.resume_core(py, None)?,
+            (Some(PendingOperation::Native), Some(result)) => match result {
+                Ok(_) => HostStep::Ready(self.take_native_result()?),
+                Err(error) => {
+                    let failure = self.host_failure(py, error, None);
+                    self.resume_core(py, Some(Err(failure)))?
+                }
+            },
+            (Some(PendingOperation::Host(phase)), Some(result)) => {
+                let result =
+                    result.and_then(|value| self.route.state_mut().accept(py, phase, value));
+                let result = match result {
+                    Ok(()) => Ok(R::lifecycle_result()),
+                    Err(error) => Err(self.host_failure(py, error, Some(phase))),
+                };
+                self.resume_core(py, Some(result))?
+            }
+            _ => return Err(missing_state()),
+        };
+        loop {
+            let operation = match step {
+                HostStep::Suspend(awaitable) => return Ok(ExecutionStep::Await(awaitable)),
+                HostStep::Ready(NativeCallStep::Complete(_)) => {
+                    return self
+                        .route
+                        .state_mut()
+                        .response
+                        .take()
+                        .map(ExecutionStep::Return)
+                        .ok_or_else(missing_state);
+                }
+                HostStep::Ready(NativeCallStep::Host(operation)) => operation,
+            };
+            let phase = match R::classify(&operation) {
+                OperationClass::Phase(phase) => Some(phase),
+                OperationClass::Route => None,
+            };
+            let result = match phase {
+                Some(phase) => match self.route.state_mut().invoke(py, phase) {
+                    Ok(HostStep::Suspend(awaitable)) => {
+                        self.pending = Some(PendingOperation::Host(phase));
+                        return Ok(ExecutionStep::Await(awaitable));
+                    }
+                    Ok(HostStep::Ready(value)) => self
+                        .route
+                        .state_mut()
+                        .accept(py, phase, value)
+                        .map(|()| R::lifecycle_result()),
+                    Err(error) => Err(error),
+                },
+                None => self.route.invoke(py, operation),
+            };
+            let result = match result {
+                Ok(result) => Ok(result),
+                Err(error) => Err(self.host_failure(py, error, phase)),
+            };
+            step = self.resume_core(py, Some(result))?;
+        }
+    }
+}
+
+impl<R: PythonRoute> ExecutionBody for PythonLifecycle<R> {
+    fn resume(&mut self, result: Option<PyResult<Py<PyAny>>>) -> PyResult<ExecutionStep> {
+        let result = Python::attach(|py| self.drive(py, result));
+        match result {
+            Ok(ExecutionStep::Await(value)) => Ok(ExecutionStep::Await(value)),
+            result => result.map_err(|error| {
+                Python::attach(|py| {
+                    self.route
+                        .state_mut()
+                        .error
+                        .take()
+                        .map(|value| PyErr::from_value(value.into_bound(py).into_any()))
+                        .unwrap_or(error)
+                })
+            }),
+        }
+    }
+
+    fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+        self.route.state().traverse(visit)?;
+        self.route.traverse(visit)
+    }
+}
+
+impl<R: PythonRoute> PythonLifecycle<R> {
+    fn clear(&mut self) {
+        if let Some(abort) = self.native_abort.take() {
+            abort.abort();
+        }
+        if self.call.take().is_some() {
+            Python::attach(|py| self.route.state_mut().cleanup(py));
+            self.route.cleanup();
+        }
+    }
+}
+
+impl<R: PythonRoute> Drop for PythonLifecycle<R> {
+    fn drop(&mut self) {
+        self.clear();
+    }
+}
+
+pub(crate) struct PythonCallState {
+    pub args: Py<PyTuple>,
+    pub kwargs: Py<PyDict>,
+    pub logger: Option<PythonLogger>,
+    pub start: Py<PyAny>,
+    pub end: Option<Py<PyAny>>,
+    pub response: Option<Py<PyAny>>,
+    pub error: Option<Py<PyBaseException>>,
+    pub asynchronous: bool,
+    pub internal: bool,
+    pub call_type: &'static str,
+}
+
+pub(crate) fn now(py: Python<'_>) -> PyResult<Py<PyAny>> {
+    py.import("datetime")?
+        .getattr("datetime")?
+        .call_method0("now")
+        .map(Bound::unbind)
+}
+
+impl PythonCallState {
+    fn invoke(
+        &mut self,
+        py: Python<'_>,
+        phase: HostPhase,
+    ) -> PyResult<HostStep<Py<PyAny>, Py<PyAny>>> {
+        match phase {
+            HostPhase::Setup => self.setup(py)?,
+            HostPhase::DeploymentPreCall => {
+                if !DeploymentHooks::needed(py)? {
+                    return Ok(HostStep::Ready(self.kwargs.clone_ref(py).into_any()));
+                }
+                return Ok(HostStep::Suspend(DeploymentHooks::before_call(
+                    py,
+                    &self.kwargs,
+                    self.call_type,
+                )?));
+            }
+            HostPhase::Prepare => self.prepare(py)?,
+            HostPhase::DeploymentPostCall => {
+                if !DeploymentHooks::needed(py)? {
+                    return self
+                        .response
+                        .as_ref()
+                        .map(|value| HostStep::Ready(value.clone_ref(py)))
+                        .ok_or_else(missing_state);
+                }
+                return Ok(HostStep::Suspend(DeploymentHooks::after_success(
+                    py,
+                    &self.kwargs,
+                    &self.response,
+                    self.call_type,
+                )?));
+            }
+            HostPhase::Finalize => self.finalize(py)?,
+            HostPhase::Success => self.dispatch_success(py)?,
+            HostPhase::DeploymentFailure => {
+                if let Some(error) = &self.error
+                    && DeploymentHooks::needed(py)?
+                {
+                    return Ok(HostStep::Suspend(DeploymentHooks::after_failure(
+                        py,
+                        &self.kwargs,
+                        error,
+                        self.call_type,
+                    )?));
+                }
+            }
+            HostPhase::Failure | HostPhase::AsyncFailure => {
+                if let Some(awaitable) =
+                    self.dispatch_failure(py, phase == HostPhase::AsyncFailure)?
+                {
+                    return Ok(HostStep::Suspend(awaitable));
+                }
+            }
+            HostPhase::Execute
+            | HostPhase::ConstructResponse
+            | HostPhase::MapFailure
+            | HostPhase::Complete => return Err(missing_state()),
+        }
+        Ok(HostStep::Ready(py.None()))
+    }
+
+    fn accept(&mut self, py: Python<'_>, phase: HostPhase, value: Py<PyAny>) -> PyResult<()> {
+        match phase {
+            HostPhase::DeploymentPreCall => {
+                self.kwargs = value.into_bound(py).cast_into::<PyDict>()?.unbind()
+            }
+            HostPhase::DeploymentPostCall => self.response = Some(value),
+            _ => {}
+        }
+        Ok(())
+    }
+
+    pub fn new(
+        py: Python<'_>,
+        args: Py<PyTuple>,
+        kwargs: Py<PyDict>,
+        asynchronous: bool,
+        call_type: &'static str,
+    ) -> PyResult<Self> {
+        Ok(Self {
+            args,
+            kwargs,
+            logger: None,
+            start: py.None(),
+            end: None,
+            response: None,
+            error: None,
+            asynchronous,
+            internal: false,
+            call_type,
+        })
+    }
+
+    pub fn logger(&self) -> PyResult<&PythonLogger> {
+        self.logger.as_ref().ok_or_else(|| {
+            pyo3::exceptions::PyRuntimeError::new_err("call logging is not initialized")
+        })
+    }
+
+    pub fn setup(&mut self, py: Python<'_>) -> PyResult<()> {
+        self.start = now(py)?;
+        self.internal = bindings::is_internal_call(py)?;
+        let result = bindings::setup(
+            py,
+            self.call_type,
+            &self.args,
+            &self.kwargs,
+            &self.start,
+            self.asynchronous,
+        )?;
+        self.logger = Some(result.logger()?);
+        self.kwargs = result.kwargs()?;
+        Ok(())
+    }
+
+    pub fn prepare(&mut self, py: Python<'_>) -> PyResult<()> {
+        self.kwargs = preparation::prepare(py, self.kwargs.bind(py), self.logger()?)?.unbind();
+        Ok(())
+    }
+
+    pub fn finalize(&self, py: Python<'_>) -> PyResult<()> {
+        bindings::finalize(
+            py,
+            &self.response,
+            self.logger()?,
+            &self.kwargs,
+            &self.start,
+            &self.end,
+        )
+    }
+
+    pub fn dispatch_success(&self, py: Python<'_>) -> PyResult<()> {
+        match self.try_dispatch_success(py) {
+            Err(error) if error.is_instance_of::<PyException>(py) => {
+                error.write_unraisable(py, self.logger.as_ref().map(|logger| logger.object(py)));
+                Ok(())
+            }
+            result => result,
+        }
+    }
+
+    fn try_dispatch_success(&self, py: Python<'_>) -> PyResult<()> {
+        let logger = self.logger()?;
+        let pending = || PendingSuccess {
+            logger: logger.clone_ref(py),
+            response: self.response.as_ref().map(|value| value.clone_ref(py)),
+            start: self.start.clone_ref(py),
+            end: self.end.as_ref().map(|value| value.clone_ref(py)),
+        };
+        if !self.asynchronous {
+            if !logger.callbacks_needed(py, "sync_success")? {
+                return logger.success_bookkeeping(
+                    py,
+                    &self.response,
+                    &self.start,
+                    &self.end,
+                    false,
+                );
+            }
+            pending().sync(py)
+        } else {
+            if !self.internal
+                && self
+                    .kwargs
+                    .bind(py)
+                    .get_item("fallbacks")?
+                    .is_none_or(|value| value.is_none())
+            {
+                if !logger.callbacks_needed(py, "async_success")? {
+                    logger.success_bookkeeping(py, &self.response, &self.start, &self.end, true)?;
+                } else if logger.defers_async_logging(py) {
+                    logger.defer_success(
+                        py,
+                        Py::new(
+                            py,
+                            PendingLogging {
+                                pending: Some(pending()),
+                            },
+                        )?,
+                    )?;
+                } else {
+                    pending().asynchronous(py)?;
+                }
+            }
+            logger.sync_success_for_async_call(py, &self.response, &self.start, &self.end)
+        }
+    }
+
+    pub fn dispatch_failure(
+        &self,
+        py: Python<'_>,
+        asynchronous: bool,
+    ) -> PyResult<Option<Py<PyAny>>> {
+        if self.logger.is_none() || (self.asynchronous && self.internal) {
+            return Ok(None);
+        }
+        let Some(error) = &self.error else {
+            return Ok(None);
+        };
+        self.logger()?
+            .failure(py, error, &self.start, &self.end, asynchronous)
+    }
+
+    pub fn cleanup(&mut self, py: Python<'_>) {
+        if let Some(logger) = self.logger.take()
+            && let Err(error) = logger.restore_context(py)
+        {
+            error.write_unraisable(py, None);
+        }
+    }
+
+    pub fn retain_error(&mut self, py: Python<'_>, error: PyErr) {
+        self.error = Some(error.into_value(py));
+    }
+
+    pub fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+        visit.call(&self.args)?;
+        visit.call(&self.kwargs)?;
+        if let Some(logger) = &self.logger {
+            logger.traverse(visit)?;
+        }
+        visit.call(&self.start)?;
+        visit.call(&self.end)?;
+        visit.call(&self.response)?;
+        visit.call(&self.error)
+    }
+}
+
+struct PendingSuccess {
+    logger: PythonLogger,
+    response: Option<Py<PyAny>>,
+    start: Py<PyAny>,
+    end: Option<Py<PyAny>>,
+}
+
+impl PendingSuccess {
+    fn sync(&self, py: Python<'_>) -> PyResult<()> {
+        self.logger
+            .submit_success(py, &self.response, &self.start, &self.end)
+    }
+
+    fn asynchronous(&self, py: Python<'_>) -> PyResult<()> {
+        self.logger
+            .enqueue_success(py, &self.response, &self.start, &self.end)
+    }
+}
+
+#[pyclass]
+struct PendingLogging {
+    pending: Option<PendingSuccess>,
+}
+
+#[pymethods]
+impl PendingLogging {
+    fn release(slf: &Bound<'_, Self>, py: Python<'_>, success: bool) -> PyResult<()> {
+        let pending = slf.borrow_mut().pending.take();
+        if let Some(pending) = pending
+            && success
+        {
+            match pending.asynchronous(py) {
+                Err(error) if error.is_instance_of::<PyException>(py) => {
+                    error.write_unraisable(py, Some(pending.logger.object(py)));
+                }
+                result => return result,
+            }
+        }
+        Ok(())
+    }
+
+    fn __traverse__(&self, visit: pyo3::gc::PyVisit<'_>) -> Result<(), pyo3::gc::PyTraverseError> {
+        if let Some(pending) = &self.pending {
+            pending.logger.traverse(&visit)?;
+            visit.call(&pending.response)?;
+            visit.call(&pending.start)?;
+            visit.call(&pending.end)?;
+        }
+        Ok(())
+    }
+
+    fn __clear__(slf: &Bound<'_, Self>) {
+        let pending = slf.borrow_mut().pending.take();
+        drop(pending);
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use pyo3::types::PyDict;
+    use std::sync::Mutex;
+
+    static PYTHON_GLOBALS: Mutex<()> = Mutex::new(());
+
+    fn install_logging_worker(py: Python<'_>, worker: &Bound<'_, PyAny>) -> PyResult<()> {
+        py.import("litellm.litellm_core_utils.logging_worker")?
+            .setattr("GLOBAL_LOGGING_WORKER", worker)
+    }
+
+    struct RetainingHost {
+        retained: Option<Py<PyAny>>,
+    }
+
+    impl ExecutionBody for RetainingHost {
+        fn resume(&mut self, _: Option<PyResult<Py<PyAny>>>) -> PyResult<ExecutionStep> {
+            Python::attach(|py| Ok(ExecutionStep::Return(py.None())))
+        }
+
+        fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+            visit.call(&self.retained)
+        }
+    }
+
+    #[pyfunction]
+    fn retaining_coroutine(py: Python<'_>, retained: Py<PyAny>) -> PyResult<Py<Execution>> {
+        Py::new(
+            py,
+            Execution::new(RetainingHost {
+                retained: Some(retained),
+            }),
+        )
+    }
+
+    struct AwaitBody(Option<Py<PyAny>>);
+
+    impl ExecutionBody for AwaitBody {
+        fn resume(&mut self, result: Option<PyResult<Py<PyAny>>>) -> PyResult<ExecutionStep> {
+            match self.0.take() {
+                Some(awaitable) => Ok(ExecutionStep::Await(awaitable)),
+                None => result
+                    .expect("selected await completed")
+                    .map(ExecutionStep::Return),
+            }
+        }
+
+        fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+            visit.call(&self.0)
+        }
+    }
+
+    #[pyfunction]
+    fn await_execution(awaitable: Py<PyAny>) -> Execution {
+        Execution::new(AwaitBody(Some(awaitable)))
+    }
+
+    struct CallingBody(Py<PyAny>);
+
+    impl ExecutionBody for CallingBody {
+        fn resume(&mut self, _: Option<PyResult<Py<PyAny>>>) -> PyResult<ExecutionStep> {
+            Python::attach(|py| self.0.call0(py).map(ExecutionStep::Return))
+        }
+
+        fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+            visit.call(&self.0)
+        }
+    }
+
+    #[pyfunction]
+    fn calling_execution(callback: Py<PyAny>) -> Execution {
+        Execution::new(CallingBody(callback))
+    }
+
+    struct SyntheticCall(bool);
+
+    impl NativeCall for SyntheticCall {
+        type Operation = ();
+        type Result = ();
+        type Complete = ();
+
+        fn resume(
+            &mut self,
+            result: Option<Self::Result>,
+        ) -> HostCallFuture<'_, Self::Operation, Self::Complete> {
+            Box::pin(async move {
+                match (self.0, result) {
+                    (false, None) => {
+                        self.0 = true;
+                        Ok(NativeCallStep::Host(()))
+                    }
+                    (true, Some(())) => Ok(NativeCallStep::Complete(())),
+                    _ => Err(litellm_core::Error::InvalidRequest(
+                        "invalid synthetic lifecycle state".into(),
+                    )),
+                }
+            })
+        }
+
+        fn interrupt(
+            &mut self,
+            _: HostFailure,
+        ) -> HostCallFuture<'_, Self::Operation, Self::Complete> {
+            Box::pin(async { Ok(NativeCallStep::Complete(())) })
+        }
+    }
+
+    struct SyntheticRoute(PythonCallState);
+
+    impl PythonRoute for SyntheticRoute {
+        type Call = SyntheticCall;
+
+        fn state(&self) -> &PythonCallState {
+            &self.0
+        }
+
+        fn state_mut(&mut self) -> &mut PythonCallState {
+            &mut self.0
+        }
+
+        fn classify(_: &()) -> OperationClass {
+            OperationClass::Route
+        }
+
+        fn lifecycle_result() {}
+
+        fn map_error(error: litellm_core::Error) -> PyErr {
+            crate::errors::core_error_to_pyerr(error)
+        }
+
+        fn invoke(&mut self, py: Python<'_>, _: ()) -> PyResult<()> {
+            self.0.response = Some(
+                pyo3::types::PyString::new(py, "shared lifecycle")
+                    .into_any()
+                    .unbind(),
+            );
+            Ok(())
+        }
+
+        fn cleanup(&mut self) {}
+
+        fn traverse(&self, _: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+            Ok(())
+        }
+    }
+
+    #[test]
+    fn shared_runner_executes_a_non_ocr_adapter() {
+        Python::initialize();
+        Python::attach(|py| {
+            let route = SyntheticRoute(
+                PythonCallState::new(
+                    py,
+                    PyTuple::empty(py).unbind(),
+                    PyDict::new(py).unbind(),
+                    false,
+                    "synthetic",
+                )
+                .unwrap(),
+            );
+            let value: String = run_call(py, SyntheticCall(false), route)
+                .unwrap()
+                .extract(py)
+                .unwrap();
+            assert_eq!(value, "shared lifecycle");
+        });
+    }
+
+    #[test]
+    fn ready_native_lifecycle_completes_without_scheduling() {
+        let _guard = PYTHON_GLOBALS
+            .lock()
+            .unwrap_or_else(|error| error.into_inner());
+        Python::initialize();
+        Python::attach(|py| {
+            let source = std::ffi::CString::new(include_str!(
+                "../../../../../litellm/rust_bridge/lifecycle.py"
+            ))
+            .unwrap();
+            PyModule::from_code(
+                py,
+                &source,
+                pyo3::ffi::c_str!("lifecycle.py"),
+                pyo3::ffi::c_str!("litellm.rust_bridge.lifecycle"),
+            )
+            .unwrap();
+            let route = SyntheticRoute(
+                PythonCallState::new(
+                    py,
+                    PyTuple::empty(py).unbind(),
+                    PyDict::new(py).unbind(),
+                    true,
+                    "synthetic",
+                )
+                .unwrap(),
+            );
+            let coroutine = run_call(py, SyntheticCall(false), route).unwrap();
+            let completed = coroutine
+                .call_method1(py, "send", (py.None(),))
+                .unwrap_err();
+            assert!(completed.is_instance_of::<pyo3::exceptions::PyStopIteration>(py));
+            assert_eq!(
+                completed
+                    .value(py)
+                    .getattr("value")
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "shared lifecycle",
+            );
+        });
+    }
+
+    #[test]
+    fn python_driver_preserves_inline_await_and_native_ownership() {
+        let _guard = PYTHON_GLOBALS
+            .lock()
+            .unwrap_or_else(|error| error.into_inner());
+        Python::initialize();
+        Python::attach(|py| {
+            py.import("asyncio").unwrap();
+            let source = std::ffi::CString::new(include_str!(
+                "../../../../../litellm/rust_bridge/lifecycle.py"
+            ))
+            .unwrap();
+            let module = PyModule::from_code(
+                py,
+                &source,
+                pyo3::ffi::c_str!("lifecycle.py"),
+                pyo3::ffi::c_str!("litellm.rust_bridge.lifecycle"),
+            )
+            .unwrap();
+            let locals = PyDict::new(py);
+            locals
+                .set_item("drive", module.getattr("drive").unwrap())
+                .unwrap();
+            locals
+                .set_item(
+                    "await_execution",
+                    wrap_pyfunction!(await_execution, py).unwrap(),
+                )
+                .unwrap();
+            locals
+                .set_item(
+                    "calling_execution",
+                    wrap_pyfunction!(calling_execution, py).unwrap(),
+                )
+                .unwrap();
+            let probe = std::ffi::CString::new(include_str!("../../tests/lifecycle.py")).unwrap();
+            py.run(&probe, Some(&locals), Some(&locals)).unwrap();
+        });
+    }
+
+    struct ErrorBody(PythonCallState);
+
+    impl ExecutionBody for ErrorBody {
+        fn resume(&mut self, _: Option<PyResult<Py<PyAny>>>) -> PyResult<ExecutionStep> {
+            Python::attach(|py| {
+                Err(PyErr::from_value(
+                    self.0.error.take().unwrap().into_bound(py).into_any(),
+                ))
+            })
+        }
+
+        fn traverse(&self, visit: &PyVisit<'_>) -> Result<(), PyTraverseError> {
+            self.0.traverse(visit)
+        }
+    }
+
+    #[pyfunction]
+    fn error_execution(py: Python<'_>, error: Bound<'_, PyBaseException>) -> Execution {
+        let mut state = PythonCallState::new(
+            py,
+            PyTuple::empty(py).unbind(),
+            PyDict::new(py).unbind(),
+            true,
+            "test",
+        )
+        .unwrap();
+        state.retain_error(py, PyErr::from_value(error.into_any()));
+        Execution::new(ErrorBody(state))
+    }
+
+    #[test]
+    fn retained_exception_frames_and_duplicate_argument_edges_are_collectable() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            locals
+                .set_item(
+                    "error_execution",
+                    wrap_pyfunction!(error_execution, py).unwrap(),
+                )
+                .unwrap();
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+import gc
+import weakref
+
+class Retained:
+    pass
+
+def cycle():
+    retained = Retained()
+    try:
+        raise ValueError('retained traceback')
+    except ValueError as error:
+        retained.owner = error_execution(error)
+    return weakref.ref(retained)
+
+reference = cycle()
+gc.collect()
+assert reference() is None
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+        });
+    }
+
+    fn state(
+        py: Python<'_>,
+        logger: Py<PyAny>,
+        response: Py<PyAny>,
+        asynchronous: bool,
+    ) -> PythonCallState {
+        PythonCallState {
+            args: PyTuple::empty(py).unbind(),
+            kwargs: PyDict::new(py).unbind(),
+            logger: Some(logger.extract(py).unwrap()),
+            start: py.None(),
+            end: Some(py.None()),
+            response: Some(response),
+            error: None,
+            asynchronous,
+            internal: false,
+            call_type: "test",
+        }
+    }
+
+    #[test]
+    fn success_dispatch_reports_ordinary_failures_without_replacing_response() {
+        let _guard = PYTHON_GLOBALS
+            .lock()
+            .unwrap_or_else(|error| error.into_inner());
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+import sys
+
+response = object()
+failure = ValueError('terminal diagnostic')
+diagnostics = []
+old_hook = sys.unraisablehook
+sys.unraisablehook = lambda event: diagnostics.append(event.exc_value)
+
+class Logger:
+    def handle_sync_success_callbacks_for_async_calls(self, *args):
+        raise failure
+
+logger = Logger()
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let response = locals.get_item("response").unwrap().unwrap().unbind();
+            let mut lifecycle_state = state(
+                py,
+                locals.get_item("logger").unwrap().unwrap().unbind(),
+                response.clone_ref(py),
+                true,
+            );
+            lifecycle_state.internal = true;
+            lifecycle_state.dispatch_success(py).unwrap();
+            assert!(lifecycle_state.response.as_ref().unwrap().is(&response));
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+assert diagnostics == [failure]
+sys.unraisablehook = old_hook
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+        });
+    }
+
+    #[test]
+    fn retained_failure_preserves_exception_identity() {
+        Python::initialize();
+        Python::attach(|py| {
+            let logger = PyDict::new(py).into_any().unbind();
+            let response = py.None();
+            let failure = pyo3::exceptions::PyValueError::new_err("identity");
+            let failure_value = failure.value(py).clone().unbind();
+            let mut lifecycle_state = state(py, logger, response, false);
+            lifecycle_state.retain_error(py, failure);
+            let retained = lifecycle_state.error.take().unwrap();
+            assert!(retained.is(&failure_value));
+        });
+    }
+
+    #[test]
+    fn deferred_release_uses_release_context_and_allows_reentry_once() {
+        let _guard = PYTHON_GLOBALS
+            .lock()
+            .unwrap_or_else(|error| error.into_inner());
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+import sys
+import types
+from contextvars import ContextVar
+
+litellm = types.ModuleType('litellm')
+core_utils = types.ModuleType('litellm.litellm_core_utils')
+logging_worker = types.ModuleType('litellm.litellm_core_utils.logging_worker')
+litellm.litellm_core_utils = core_utils
+core_utils.logging_worker = logging_worker
+sys.modules['litellm'] = litellm
+sys.modules['litellm.litellm_core_utils'] = core_utils
+sys.modules['litellm.litellm_core_utils.logging_worker'] = logging_worker
+
+marker = ContextVar('marker', default='unset')
+observed = []
+
+class Coroutine:
+    def close(self):
+        observed.append('closed')
+
+class Worker:
+    def ensure_initialized_and_enqueue(self, coroutine):
+        observed.append(marker.get())
+        pending.release(True)
+        coroutine.close()
+
+class Logger:
+    def async_success_handler(self, *args):
+        observed.append('created')
+        return Coroutine()
+
+worker = Worker()
+logger = Logger()
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            install_logging_worker(py, &locals.get_item("worker").unwrap().unwrap()).unwrap();
+            let pending = Py::new(
+                py,
+                PendingLogging {
+                    pending: Some(PendingSuccess {
+                        logger: locals
+                            .get_item("logger")
+                            .unwrap()
+                            .unwrap()
+                            .extract()
+                            .unwrap(),
+                        response: Some(py.None()),
+                        start: py.None(),
+                        end: Some(py.None()),
+                    }),
+                },
+            )
+            .unwrap();
+            locals.set_item("pending", &pending).unwrap();
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+marker.set('release')
+pending.release(True)
+pending.release(True)
+assert observed == ['created', 'release', 'closed']
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+        });
+    }
+
+    #[test]
+    fn deferred_logging_collects_cycles_through_typed_logger() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!("class Logger: pass\nlogger = Logger()"),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let pending = Py::new(
+                py,
+                PendingLogging {
+                    pending: Some(PendingSuccess {
+                        logger: locals
+                            .get_item("logger")
+                            .unwrap()
+                            .unwrap()
+                            .extract()
+                            .unwrap(),
+                        response: None,
+                        start: py.None(),
+                        end: None,
+                    }),
+                },
+            )
+            .unwrap();
+            locals.set_item("pending", pending).unwrap();
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+import gc
+import weakref
+logger.pending = pending
+reference = weakref.ref(logger)
+del logger, pending
+gc.collect()
+assert reference() is None
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+        });
+    }
+
+    #[test]
+    fn coroutine_collects_cycles_retained_by_bridge_host() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            locals
+                .set_item(
+                    "retaining_coroutine",
+                    wrap_pyfunction!(retaining_coroutine, py).unwrap(),
+                )
+                .unwrap();
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+import gc
+import weakref
+
+class Retained:
+    pass
+
+def cycle():
+    retained = Retained()
+    coroutine = retaining_coroutine(retained)
+    retained.coroutine = coroutine
+    return weakref.ref(retained)
+
+retained_ref = cycle()
+gc.collect()
+assert retained_ref() is None
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/lifecycle/preparation.rs b/litellm-rust/crates/python-bridge/src/lifecycle/preparation.rs
new file mode 100644
index 00000000000..ba4a8bb3739
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/lifecycle/preparation.rs
@@ -0,0 +1,314 @@
+use litellm_core::auth::{credential_default_fields, credential_index};
+use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyList};
+
+struct CredentialEntry<'py>(Bound<'py, PyAny>);
+
+impl<'py> CredentialEntry<'py> {
+    fn name(&self) -> PyResult<String> {
+        self.0.getattr("credential_name")?.extract()
+    }
+
+    fn values(&self) -> PyResult<Bound<'py, PyDict>> {
+        Ok(self.0.getattr("credential_values")?.cast_into::<PyDict>()?)
+    }
+}
+
+pub(super) fn prepare<'py>(
+    py: Python<'py>,
+    kwargs: &Bound<'py, PyDict>,
+    logger: &super::PythonLogger,
+) -> PyResult<Bound<'py, PyDict>> {
+    let arguments = kwargs.copy()?;
+    arguments.set_item("litellm_logging_obj", logger.object(py))?;
+    let litellm = py.import("litellm")?;
+    inherit_credentials(py, &litellm, &arguments)?;
+    py.import("litellm.rust_bridge.lifecycle")?
+        .getattr("check_limits")?
+        .call1((&arguments,))?;
+    Ok(arguments)
+}
+
+fn inherit_credentials(
+    py: Python<'_>,
+    litellm: &Bound<'_, PyModule>,
+    arguments: &Bound<'_, PyDict>,
+) -> PyResult<()> {
+    let Some(requested) = arguments
+        .get_item("litellm_credential_name")?
+        .filter(|value| !value.is_none())
+    else {
+        return Ok(());
+    };
+    if !requested.is_truthy()? {
+        return Ok(());
+    }
+    let requested: String = requested.extract()?;
+    let credentials = litellm.getattr("credential_list")?.cast_into::<PyList>()?;
+    let names = credentials
+        .iter()
+        .map(|credential| CredentialEntry(credential).name())
+        .collect::<PyResult<Vec<_>>>()?;
+    let Some(index) = credential_index(&requested, &names) else {
+        py.import("litellm._logging")?.getattr("verbose_logger")?.call_method1(
+            "warning",
+            ("litellm_credential_name=%s matched none of the %d loaded credentials; the request runs without it", requested, names.len()),
+        )?;
+        return Ok(());
+    };
+    let selected = CredentialEntry(credentials.get_item(index)?);
+    let values = selected.values()?;
+    let supplied: Vec<String> = arguments.keys().extract()?;
+    let fields: Vec<String> = values.keys().extract()?;
+    for name in credential_default_fields(&supplied, &fields) {
+        if let Some(value) = values.get_item(name)? {
+            arguments.set_item(name, value)?;
+        }
+    }
+    Ok(())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    fn eval<'py>(py: Python<'py>, source: &std::ffi::CStr) -> Bound<'py, PyDict> {
+        let locals = PyDict::new(py);
+        py.run(source, Some(&locals), Some(&locals)).unwrap();
+        locals
+    }
+
+    fn inherit(py: Python<'_>, locals: &Bound<'_, PyDict>) -> PyResult<()> {
+        let litellm = PyModule::new(py, "credential_host")?;
+        litellm.setattr(
+            "credential_list",
+            locals.get_item("credentials").unwrap().unwrap(),
+        )?;
+        inherit_credentials(
+            py,
+            &litellm,
+            &locals
+                .get_item("arguments")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()?,
+        )
+    }
+
+    #[test]
+    fn duplicate_names_select_the_first_entry_without_reading_other_values() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+accesses = []
+class Credential:
+    def __init__(self, name, values):
+        self._name = name
+        self._values = values
+    @property
+    def credential_name(self):
+        accesses.append(('name', self._name))
+        return self._name
+    @property
+    def credential_values(self):
+        accesses.append(('values', self._name))
+        return self._values
+credentials = [
+    Credential('ocr-test', {'api_key': 'first'}),
+    Credential('other', {'api_key': 'unused'}),
+    Credential('ocr-test', {'api_key': 'later'}),
+]
+arguments = {'litellm_credential_name': 'ocr-test'}
+",
+            );
+            inherit(py, &locals).unwrap();
+            let arguments = locals
+                .get_item("arguments")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            assert_eq!(
+                arguments
+                    .get_item("api_key")
+                    .unwrap()
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "first"
+            );
+            let accesses: Vec<(String, String)> = locals
+                .get_item("accesses")
+                .unwrap()
+                .unwrap()
+                .extract()
+                .unwrap();
+            assert_eq!(
+                accesses,
+                [
+                    ("name".into(), "ocr-test".into()),
+                    ("name".into(), "other".into()),
+                    ("name".into(), "ocr-test".into()),
+                    ("values".into(), "ocr-test".into()),
+                ]
+            );
+        });
+    }
+
+    #[test]
+    fn later_invalid_name_still_fails_after_an_earlier_match() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+failure = LookupError('later name')
+class Good:
+    credential_name = 'ocr-test'
+    credential_values = {'api_key': 'first'}
+class Bad:
+    @property
+    def credential_name(self):
+        raise failure
+credentials = [Good(), Bad()]
+arguments = {'litellm_credential_name': 'ocr-test'}
+",
+            );
+            let error = inherit(py, &locals).unwrap_err();
+            assert!(
+                error
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+        });
+    }
+
+    #[test]
+    fn selected_values_must_be_a_dictionary_and_property_errors_keep_identity() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+class Listed:
+    credential_name = 'ocr-test'
+    credential_values = ['not-a-dict']
+credentials = [Listed()]
+arguments = {'litellm_credential_name': 'ocr-test'}
+",
+            );
+            assert!(
+                inherit(py, &locals)
+                    .unwrap_err()
+                    .is_instance_of::<pyo3::exceptions::PyTypeError>(py)
+            );
+
+            let locals = eval(
+                py,
+                c"
+failure = RuntimeError('values failed')
+class Broken:
+    credential_name = 'ocr-test'
+    @property
+    def credential_values(self):
+        raise failure
+credentials = [Broken()]
+arguments = {'litellm_credential_name': 'ocr-test'}
+",
+            );
+            let error = inherit(py, &locals).unwrap_err();
+            assert!(
+                error
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+        });
+    }
+
+    #[test]
+    fn explicit_none_is_not_overwritten_and_inherited_objects_keep_identity() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+opaque = object()
+class Credential:
+    credential_name = 'ocr-test'
+    credential_values = {'api_key': 'credential-key', 'opaque': opaque}
+credentials = [Credential()]
+arguments = {'litellm_credential_name': 'ocr-test', 'api_key': None}
+",
+            );
+            inherit(py, &locals).unwrap();
+            let arguments = locals
+                .get_item("arguments")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            assert!(arguments.get_item("api_key").unwrap().unwrap().is_none());
+            assert!(
+                arguments
+                    .get_item("opaque")
+                    .unwrap()
+                    .unwrap()
+                    .is(locals.get_item("opaque").unwrap().unwrap())
+            );
+        });
+    }
+
+    #[test]
+    fn selection_rereads_the_list_after_name_properties_run() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+class First:
+    @property
+    def credential_name(self):
+        credentials[0] = Second()
+        return 'ocr-test'
+    credential_values = {'api_key': 'first'}
+class Second:
+    credential_name = 'ocr-test'
+    credential_values = {'api_key': 'replaced'}
+credentials = [First()]
+arguments = {'litellm_credential_name': 'ocr-test'}
+",
+            );
+            inherit(py, &locals).unwrap();
+            let arguments = locals
+                .get_item("arguments")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            assert_eq!(
+                arguments
+                    .get_item("api_key")
+                    .unwrap()
+                    .unwrap()
+                    .extract::<String>()
+                    .unwrap(),
+                "replaced"
+            );
+        });
+    }
+
+    #[test]
+    fn falsy_credential_names_return_before_loading_credentials() {
+        Python::initialize();
+        Python::attach(|py| {
+            let litellm = PyModule::new(py, "credential_host").unwrap();
+            for name in [py.None(), py.eval(c"''", None, None).unwrap().unbind()] {
+                let arguments = PyDict::new(py);
+                arguments.set_item("litellm_credential_name", name).unwrap();
+                inherit_credentials(py, &litellm, &arguments).unwrap();
+            }
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/marshal.rs b/litellm-rust/crates/python-bridge/src/marshal.rs
index a14e4b55d82..5f7633a64a0 100644
--- a/litellm-rust/crates/python-bridge/src/marshal.rs
+++ b/litellm-rust/crates/python-bridge/src/marshal.rs
@@ -1,10 +1,14 @@
-use std::collections::HashMap;
+use std::collections::{BTreeMap, HashMap};
 use std::time::Duration;
 
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
+use pyo3::types::PyDict;
 use serde_json::{Map, Value};
 
+use litellm_core::auth::InputSource;
+use litellm_python_interop::from_py_preserving_errors as from_py;
+
 pub(crate) struct RouteOptions {
     pub(crate) model: String,
     pub(crate) api_key: Option<String>,
@@ -36,18 +40,18 @@ impl RouteOptions {
     }
 }
 
-pub(crate) fn required_value(
-    name: &'static str,
-    value: Value,
-    expected: fn(&Value) -> bool,
-    expected_name: &'static str,
-) -> PyResult<Value> {
-    if expected(&value) {
-        return Ok(value);
+pub(crate) fn required_array(name: &'static str, value: Value) -> PyResult<Vec<Value>> {
+    match value {
+        Value::Array(values) => Ok(values),
+        _ => Err(PyValueError::new_err(format!("{name} must be a list"))),
+    }
+}
+
+pub(crate) fn required_object(name: &'static str, value: Value) -> PyResult<Map<String, Value>> {
+    match value {
+        Value::Object(values) => Ok(values),
+        _ => Err(PyValueError::new_err(format!("{name} must be a dict"))),
     }
-    Err(PyValueError::new_err(format!(
-        "{name} must be a {expected_name}"
-    )))
 }
 
 pub(crate) fn object_or_empty(
@@ -55,7 +59,7 @@ pub(crate) fn object_or_empty(
     value: Option<Value>,
 ) -> PyResult<Map<String, Value>> {
     match value {
-        Some(value) => object(name, value),
+        Some(value) => required_object(name, value),
         None => Ok(Map::new()),
     }
 }
@@ -64,14 +68,7 @@ fn optional_object(
     name: &'static str,
     value: Option<Value>,
 ) -> PyResult<Option<Map<String, Value>>> {
-    value.map(|value| object(name, value)).transpose()
-}
-
-fn object(name: &'static str, value: Value) -> PyResult<Map<String, Value>> {
-    match value {
-        Value::Object(map) => Ok(map),
-        _ => Err(PyValueError::new_err(format!("{name} must be a dict"))),
-    }
+    value.map(|value| required_object(name, value)).transpose()
 }
 
 pub(crate) fn optional_timeout(timeout_seconds: Option<f64>) -> Option<Duration> {
@@ -84,6 +81,72 @@ pub(crate) fn optional_timeout(timeout_seconds: Option<f64>) -> Option<Duration>
     })
 }
 
+pub(crate) fn python_timeout_seconds(py: Python<'_>, timeout: Py<PyAny>) -> PyResult<Option<f64>> {
+    py.import("litellm.rust_bridge.timeouts")?
+        .getattr("timeout_to_seconds")?
+        .call1((timeout,))?
+        .extract()
+}
+
+pub(crate) fn project_optional_fields(
+    kwargs: &Bound<'_, PyDict>,
+    names: &[&str],
+) -> PyResult<Map<String, Value>> {
+    names
+        .iter()
+        .filter_map(|name| match kwargs.get_item(name) {
+            Ok(Some(value)) => Some(from_py(&value).map(|value| ((*name).to_string(), value))),
+            Ok(None) => None,
+            Err(error) => Some(Err(error)),
+        })
+        .collect()
+}
+
+struct RequestFieldSources<'py> {
+    body: Option<Bound<'py, PyAny>>,
+    credentials: Option<Bound<'py, PyAny>>,
+}
+
+impl<'py> RequestFieldSources<'py> {
+    fn extract(proxy_request: &Bound<'py, PyAny>) -> PyResult<Self> {
+        let proxy_request = proxy_request.cast::<PyDict>()?;
+
+        let body = proxy_request
+            .get_item("body_fields")?
+            .or(proxy_request.get_item("body")?);
+
+        let credentials = proxy_request.get_item("credential_fields")?;
+
+        Ok(Self { body, credentials })
+    }
+
+    fn contains(&self, name: &str) -> bool {
+        self.body
+            .as_ref()
+            .is_some_and(|fields| fields.contains(name).unwrap_or(false))
+            || self
+                .credentials
+                .as_ref()
+                .is_some_and(|fields| fields.contains(name).unwrap_or(false))
+    }
+}
+
+pub(crate) fn request_input_sources<'a>(
+    kwargs: &Bound<'_, PyDict>,
+    names: impl Iterator<Item = &'a str>,
+) -> PyResult<BTreeMap<String, InputSource>> {
+    let Some(proxy_request) = kwargs.get_item("proxy_server_request")? else {
+        return Ok(BTreeMap::new());
+    };
+
+    let sources = RequestFieldSources::extract(&proxy_request)?;
+
+    Ok(names
+        .filter(|name| sources.contains(name))
+        .map(|name| (name.to_string(), InputSource::Request))
+        .collect())
+}
+
 pub(crate) fn marshal_headers(headers: Option<Value>) -> PyResult<HashMap<String, String>> {
     let value = match headers {
         Some(headers) => headers,
@@ -102,3 +165,199 @@ pub(crate) fn marshal_headers(headers: Option<Value>) -> PyResult<HashMap<String
         })
         .collect()
 }
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use pyo3::exceptions::PyTypeError;
+    use serde_json::json;
+
+    fn eval<'py>(py: Python<'py>, source: &std::ffi::CStr) -> Bound<'py, PyDict> {
+        let locals = PyDict::new(py);
+        py.run(source, Some(&locals), Some(&locals)).unwrap();
+        locals
+    }
+
+    fn sources(
+        py: Python<'_>,
+        proxy: &Bound<'_, PyAny>,
+        names: &[&str],
+    ) -> PyResult<BTreeMap<String, InputSource>> {
+        let kwargs = PyDict::new(py);
+        kwargs.set_item("proxy_server_request", proxy)?;
+        request_input_sources(&kwargs, names.iter().copied())
+    }
+
+    #[test]
+    fn required_shapes_preserve_nested_values_and_existing_errors() {
+        let nested = json!([{"role": "user", "content": [{"type": "text", "text": "hi"}]}]);
+        assert_eq!(
+            Value::Array(required_array("messages", nested.clone()).unwrap()),
+            nested
+        );
+
+        let body = json!({"model": "claude", "metadata": {"user": "1"}});
+        assert_eq!(
+            Value::Object(required_object("body", body.clone()).unwrap()),
+            body
+        );
+
+        assert_eq!(
+            required_array("messages", json!({"role": "user"}))
+                .unwrap_err()
+                .to_string(),
+            "ValueError: messages must be a list"
+        );
+        assert_eq!(
+            required_object("body", json!([])).unwrap_err().to_string(),
+            "ValueError: body must be a dict"
+        );
+    }
+
+    #[test]
+    fn optional_parameters_treat_missing_as_empty() {
+        assert_eq!(
+            object_or_empty("optional_params", None).unwrap(),
+            Map::new()
+        );
+        assert_eq!(
+            object_or_empty("optional_params", Some(json!({"temperature": 0.2}))).unwrap(),
+            required_object("optional_params", json!({"temperature": 0.2})).unwrap()
+        );
+    }
+
+    #[test]
+    fn missing_none_and_empty_proxy_metadata_are_distinct() {
+        Python::initialize();
+        Python::attach(|py| {
+            let kwargs = PyDict::new(py);
+            assert!(
+                request_input_sources(&kwargs, ["api_key"].into_iter())
+                    .unwrap()
+                    .is_empty()
+            );
+
+            kwargs.set_item("proxy_server_request", py.None()).unwrap();
+            assert!(
+                request_input_sources(&kwargs, ["api_key"].into_iter())
+                    .unwrap_err()
+                    .is_instance_of::<PyTypeError>(py)
+            );
+
+            kwargs
+                .set_item("proxy_server_request", PyDict::new(py))
+                .unwrap();
+            assert!(
+                request_input_sources(&kwargs, ["api_key"].into_iter())
+                    .unwrap()
+                    .is_empty()
+            );
+        });
+    }
+
+    #[test]
+    fn body_fields_win_over_body_and_explicit_none_does_not_fall_back() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+proxy = {'body_fields': ['api_key'], 'body': ['api_base']}
+none_fields = {'body_fields': None, 'body': ['api_key']}
+body_only = {'body': ['api_base']}
+",
+            );
+            let named = sources(
+                py,
+                &locals.get_item("proxy").unwrap().unwrap(),
+                &["api_key", "api_base"],
+            )
+            .unwrap();
+            assert_eq!(named.get("api_key").copied(), Some(InputSource::Request));
+            assert!(!named.contains_key("api_base"));
+
+            assert!(
+                sources(
+                    py,
+                    &locals.get_item("none_fields").unwrap().unwrap(),
+                    &["api_key"],
+                )
+                .unwrap()
+                .is_empty()
+            );
+
+            let body_only = sources(
+                py,
+                &locals.get_item("body_only").unwrap().unwrap(),
+                &["api_base"],
+            )
+            .unwrap();
+            assert_eq!(
+                body_only.get("api_base").copied(),
+                Some(InputSource::Request)
+            );
+        });
+    }
+
+    #[test]
+    fn body_and_credential_membership_can_mark_request_fields() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+class Raising:
+    def __contains__(self, item):
+        raise RuntimeError('credential membership')
+proxy = {
+    'body_fields': ['api_key'],
+    'credential_fields': Raising(),
+}
+credentials_only = {'credential_fields': ['extra_headers']}
+erroring = {'body_fields': Raising()}
+extra = {'body_fields': ['api_key', 'unused']}
+",
+            );
+            let skipped = sources(
+                py,
+                &locals.get_item("proxy").unwrap().unwrap(),
+                &["api_key"],
+            )
+            .unwrap();
+            assert_eq!(skipped.get("api_key").copied(), Some(InputSource::Request));
+
+            let credentials = sources(
+                py,
+                &locals.get_item("credentials_only").unwrap().unwrap(),
+                &["extra_headers"],
+            )
+            .unwrap();
+            assert_eq!(
+                credentials.get("extra_headers").copied(),
+                Some(InputSource::Request)
+            );
+
+            assert!(
+                sources(
+                    py,
+                    &locals.get_item("erroring").unwrap().unwrap(),
+                    &["api_key"],
+                )
+                .unwrap()
+                .is_empty()
+            );
+
+            let requested = sources(
+                py,
+                &locals.get_item("extra").unwrap().unwrap(),
+                &["api_key"],
+            )
+            .unwrap();
+            assert_eq!(requested.len(), 1);
+            assert_eq!(
+                requested.get("api_key").copied(),
+                Some(InputSource::Request)
+            );
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/audio_transcription/mod.rs b/litellm-rust/crates/python-bridge/src/routes/audio_transcription/mod.rs
new file mode 100644
index 00000000000..f2997ee278c
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/audio_transcription/mod.rs
@@ -0,0 +1,12 @@
+mod value;
+
+use pyo3::prelude::*;
+
+pub(super) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register(module)
+}
+
+#[cfg(feature = "trace-parity")]
+pub(super) fn register_trace(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register_trace(module)
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/audio_transcription.rs b/litellm-rust/crates/python-bridge/src/routes/audio_transcription/value.rs
similarity index 100%
rename from litellm-rust/crates/python-bridge/src/routes/audio_transcription.rs
rename to litellm-rust/crates/python-bridge/src/routes/audio_transcription/value.rs
diff --git a/litellm-rust/crates/python-bridge/src/routes/chat_completions/mod.rs b/litellm-rust/crates/python-bridge/src/routes/chat_completions/mod.rs
new file mode 100644
index 00000000000..f2997ee278c
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/chat_completions/mod.rs
@@ -0,0 +1,12 @@
+mod value;
+
+use pyo3::prelude::*;
+
+pub(super) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register(module)
+}
+
+#[cfg(feature = "trace-parity")]
+pub(super) fn register_trace(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register_trace(module)
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/chat_completions.rs b/litellm-rust/crates/python-bridge/src/routes/chat_completions/value.rs
similarity index 95%
rename from litellm-rust/crates/python-bridge/src/routes/chat_completions.rs
rename to litellm-rust/crates/python-bridge/src/routes/chat_completions/value.rs
index 08ab476005c..e67bfa89cc7 100644
--- a/litellm-rust/crates/python-bridge/src/routes/chat_completions.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/chat_completions/value.rs
@@ -9,12 +9,12 @@ use pyo3::prelude::*;
 use serde_json::Value;
 
 use crate::errors::chat_completions_error_to_pyerr;
-use crate::marshal::{RouteOptions, RouteOptionsInputs, object_or_empty, required_value};
+use crate::marshal::{RouteOptions, RouteOptionsInputs, object_or_empty, required_array};
 
 fn prepare_chat_completions(
     inputs: ChatCompletionsInputs,
 ) -> PyResult<impl Future<Output = Result<ChatCompletionsResponse, Error>> + Send + 'static> {
-    let messages = required_value("messages", inputs.messages, Value::is_array, "list")?;
+    let messages = required_array("messages", inputs.messages)?;
     let optional_params = object_or_empty("optional_params", inputs.optional_params)?;
     let options = RouteOptions::from_python(RouteOptionsInputs {
         model: inputs.model,
@@ -36,7 +36,7 @@ fn prepare_chat_completions(
         } = options;
         run_chat_completions(ChatCompletionsRequest {
             model: &model,
-            messages,
+            messages: Value::Array(messages),
             optional_params,
             api_key: api_key.as_deref(),
             api_base: api_base.as_deref(),
diff --git a/litellm-rust/crates/python-bridge/src/routes/definition.rs b/litellm-rust/crates/python-bridge/src/routes/definition.rs
index bc51647cbad..571042062f5 100644
--- a/litellm-rust/crates/python-bridge/src/routes/definition.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/definition.rs
@@ -225,7 +225,7 @@ mod tests {
                 (
                     "ocr",
                     "aocr",
-                    "(model, document, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None)",
+                    "(model, document, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, input_sources=None, timeout_seconds=None)",
                 ),
                 (
                     "transcription",
@@ -389,6 +389,82 @@ mod tests {
         });
     }
 
+    #[test]
+    fn missing_and_explicit_none_optional_params_share_the_next_error() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "routes").expect("module should be created");
+            crate::routes::register(&module).expect("routes should register");
+            let messages = PyList::empty(py);
+            let headers = PyList::empty(py);
+            let omitted = PyDict::new(py);
+            omitted
+                .set_item("extra_headers", &headers)
+                .expect("kwargs should accept extra_headers");
+            let explicit = PyDict::new(py);
+            explicit
+                .set_item("optional_params", py.None())
+                .expect("kwargs should accept optional_params");
+            explicit
+                .set_item("extra_headers", &headers)
+                .expect("kwargs should accept extra_headers");
+
+            let omitted_error = module
+                .getattr("chat_completions")
+                .and_then(|function| function.call(("model", &messages), Some(&omitted)))
+                .expect_err("omitted optional_params should reach header validation");
+            let explicit_error = module
+                .getattr("chat_completions")
+                .and_then(|function| function.call(("model", &messages), Some(&explicit)))
+                .expect_err("None optional_params should reach header validation");
+            assert_eq!(
+                omitted_error.to_string(),
+                "ValueError: extra_headers must be a dict"
+            );
+            assert_eq!(explicit_error.to_string(), omitted_error.to_string());
+        });
+    }
+
+    #[test]
+    fn chat_completions_decline_keeps_existing_reasons() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "routes").expect("module should be created");
+            crate::routes::register(&module).expect("routes should register");
+            let decline = module
+                .getattr("chat_completions_decline")
+                .expect("decline helper should be registered");
+            let empty = PyList::empty(py);
+            let unreadable = py
+                .eval(c"'nope'", None, None)
+                .expect("string messages should convert");
+
+            let unknown: Option<String> = decline
+                .call1(("unknown-model", &empty))
+                .and_then(|value| value.extract())
+                .expect("unknown providers should decline");
+            assert_eq!(
+                unknown.as_deref(),
+                Some("provider is not on the rust chat completions path")
+            );
+
+            let empty_reason: Option<String> = decline
+                .call1(("anthropic/claude-sonnet-4-5", &empty))
+                .and_then(|value| value.extract())
+                .expect("empty lists should decline");
+            assert_eq!(empty_reason.as_deref(), Some("empty message list"));
+
+            let unreadable_reason: Option<String> = decline
+                .call1(("anthropic/claude-sonnet-4-5", unreadable))
+                .and_then(|value| value.extract())
+                .expect("non-list messages should decline");
+            assert_eq!(
+                unreadable_reason.as_deref(),
+                Some("unreadable message list")
+            );
+        });
+    }
+
     #[test]
     fn generated_routes_execute_sync_and_async_contracts() {
         Python::initialize();
diff --git a/litellm-rust/crates/python-bridge/src/routes/gateway_messages.rs b/litellm-rust/crates/python-bridge/src/routes/gateway_messages.rs
deleted file mode 100644
index 97ff93f299a..00000000000
--- a/litellm-rust/crates/python-bridge/src/routes/gateway_messages.rs
+++ /dev/null
@@ -1,29 +0,0 @@
-use pyo3::prelude::*;
-use serde_json::Value;
-
-use crate::errors::core_error_to_pyerr;
-
-#[pyfunction]
-fn gateway_messages<'py>(
-    py: Python<'py>,
-    model_alias: String,
-    provider_model: String,
-    api_base: String,
-    #[pyo3(from_py_with = litellm_python_interop::from_py)] body: Value,
-) -> PyResult<Bound<'py, PyAny>> {
-    let future = litellm_ai_gateway::trace_parity::messages_request(
-        model_alias,
-        provider_model,
-        api_base,
-        body,
-    );
-    crate::execution::run_async(
-        py,
-        crate::function_trace::capture(future),
-        core_error_to_pyerr,
-    )
-}
-
-pub(super) fn register_trace(module: &Bound<'_, PyModule>) -> PyResult<()> {
-    super::definition::add_function(module, wrap_pyfunction!(gateway_messages, module)?)
-}
diff --git a/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
new file mode 100644
index 00000000000..f2997ee278c
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
@@ -0,0 +1,12 @@
+mod value;
+
+use pyo3::prelude::*;
+
+pub(super) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register(module)
+}
+
+#[cfg(feature = "trace-parity")]
+pub(super) fn register_trace(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register_trace(module)
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/messages.rs b/litellm-rust/crates/python-bridge/src/routes/messages/value.rs
similarity index 94%
rename from litellm-rust/crates/python-bridge/src/routes/messages.rs
rename to litellm-rust/crates/python-bridge/src/routes/messages/value.rs
index f69b5e9251d..b741e54f0ca 100644
--- a/litellm-rust/crates/python-bridge/src/routes/messages.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/messages/value.rs
@@ -6,12 +6,12 @@ use serde_json::Value;
 use std::future::Future;
 
 use crate::errors::core_error_to_pyerr;
-use crate::marshal::{RouteOptions, RouteOptionsInputs, required_value};
+use crate::marshal::{RouteOptions, RouteOptionsInputs, required_object};
 
 fn prepare_messages(
     inputs: MessagesInputs,
 ) -> PyResult<impl Future<Output = Result<AnthropicMessagesResponse, Error>> + Send + 'static> {
-    let body = required_value("body", inputs.body, Value::is_object, "dict")?;
+    let body = required_object("body", inputs.body)?;
     let options = RouteOptions::from_python(RouteOptionsInputs {
         model: inputs.model,
         api_key: inputs.api_key,
@@ -32,7 +32,7 @@ fn prepare_messages(
         } = options;
         run_messages(MessagesRequest {
             model: &model,
-            body,
+            body: Value::Object(body),
             api_key: api_key.as_deref(),
             api_base: api_base.as_deref(),
             custom_llm_provider: custom_llm_provider.as_deref(),
diff --git a/litellm-rust/crates/python-bridge/src/routes/mod.rs b/litellm-rust/crates/python-bridge/src/routes/mod.rs
index 7e81f2ffe9b..97c39a5d6b3 100644
--- a/litellm-rust/crates/python-bridge/src/routes/mod.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/mod.rs
@@ -3,9 +3,6 @@ use pyo3::prelude::*;
 #[macro_use]
 mod definition;
 
-#[cfg(feature = "trace-parity")]
-mod gateway_messages;
-
 mod audio_transcription;
 mod chat_completions;
 mod messages;
@@ -16,6 +13,7 @@ pub(crate) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
     audio_transcription::register(module)?;
     messages::register(module)?;
     chat_completions::register(module)?;
+
     #[cfg(feature = "trace-parity")]
     {
         let trace = PyModule::new(module.py(), "_trace")?;
@@ -23,7 +21,6 @@ pub(crate) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
         audio_transcription::register_trace(&trace)?;
         messages::register_trace(&trace)?;
         chat_completions::register_trace(&trace)?;
-        gateway_messages::register_trace(&trace)?;
         module.add_submodule(&trace)?;
     }
     Ok(())
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/callbacks.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/callbacks.rs
new file mode 100644
index 00000000000..c7e5f123c19
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/callbacks.rs
@@ -0,0 +1,179 @@
+use pyo3::exceptions::PyBaseException;
+use pyo3::prelude::*;
+use pyo3::types::PyDict;
+use serde_json::Value;
+
+use litellm_core::ocr::LiteLLMOcrResponse;
+use litellm_core::ocr::hooks::OcrPreCallRequest;
+use litellm_python_interop::to_py_preserving_errors as to_py;
+
+use crate::lifecycle::PythonLogger;
+
+pub(super) struct OcrLoggingFields {
+    model: String,
+    custom_llm_provider: String,
+    optional_params: Value,
+}
+
+impl From<&OcrPreCallRequest> for OcrLoggingFields {
+    fn from(request: &OcrPreCallRequest) -> Self {
+        Self {
+            model: request.model.clone(),
+            custom_llm_provider: request.custom_llm_provider.clone(),
+            optional_params: request.optional_params.clone(),
+        }
+    }
+}
+
+impl PythonLogger {
+    pub(super) fn update_ocr(
+        &self,
+        py: Python<'_>,
+        kwargs: &Py<PyDict>,
+        pre_call: &OcrLoggingFields,
+        secret_fields: &[&str],
+        url: &str,
+    ) -> PyResult<()> {
+        let update = PyDict::new(py);
+        update.set_item("kwargs", redact(py, kwargs.bind(py), secret_fields)?)?;
+        update.set_item("model", &pre_call.model)?;
+        update.set_item(
+            "optional_params",
+            redact(
+                py,
+                &to_py(py, &pre_call.optional_params)?
+                    .into_bound(py)
+                    .cast_into::<PyDict>()?,
+                secret_fields,
+            )?,
+        )?;
+        let params = PyDict::new(py);
+        params.set_item(
+            "litellm_call_id",
+            kwargs.bind(py).get_item("litellm_call_id")?,
+        )?;
+        params.set_item("api_base", url)?;
+        for name in ["logger_fn", "litellm_request_debug"] {
+            if let Some(value) = kwargs.bind(py).get_item(name)? {
+                params.set_item(name, value)?;
+            }
+        }
+        for name in custom_pricing_fields(py)? {
+            if let Some(value) = kwargs.bind(py).get_item(&name)?
+                && !value.is_none()
+            {
+                params.set_item(name, value)?;
+            }
+        }
+        update.set_item("litellm_params", params)?;
+        update.set_item("custom_llm_provider", &pre_call.custom_llm_provider)?;
+        self.object(py)
+            .call_method("update_from_kwargs", (), Some(&update))?;
+        Ok(())
+    }
+
+    pub(crate) fn pre_ocr(
+        &self,
+        py: Python<'_>,
+        api_key: &Option<Py<PyAny>>,
+        body: &Bound<'_, PyDict>,
+        headers: &Bound<'_, PyDict>,
+        url: &str,
+    ) -> PyResult<()> {
+        let additional = PyDict::new(py);
+        additional.set_item("complete_input_dict", body)?;
+        additional.set_item("headers", headers)?;
+        additional.set_item("api_base", url)?;
+        let kwargs = PyDict::new(py);
+        kwargs.set_item("input", "OCR document processing")?;
+        kwargs.set_item("api_key", api_key)?;
+        kwargs.set_item("additional_args", &additional)?;
+        if self.callbacks_needed(py, "input")? {
+            self.object(py).call_method("pre_call", (), Some(&kwargs))?;
+        } else {
+            self.object(py)
+                .call_method("_pre_call", (), Some(&kwargs))?;
+            self.object(py).call_method0("record_api_call_start_time")?;
+        }
+        Ok(())
+    }
+
+    pub(crate) fn post_ocr(
+        &self,
+        py: Python<'_>,
+        original_response: &Value,
+        body: Option<&Py<PyDict>>,
+        headers: Option<&Py<PyDict>>,
+    ) -> PyResult<()> {
+        let additional = PyDict::new(py);
+        additional.set_item("complete_input_dict", body)?;
+        additional.set_item("headers", headers)?;
+        if self.callbacks_needed(py, "input")? {
+            let kwargs = PyDict::new(py);
+            kwargs.set_item("original_response", to_py(py, original_response)?)?;
+            kwargs.set_item("additional_args", &additional)?;
+            self.object(py)
+                .call_method("post_call", (), Some(&kwargs))?;
+        } else {
+            let response = py
+                .import("json")?
+                .call_method1("dumps", (to_py(py, original_response)?,))?;
+            self.object(py).call_method1(
+                "record_post_call",
+                (response, py.None(), py.None(), additional),
+            )?;
+        }
+        Ok(())
+    }
+}
+
+fn custom_pricing_fields(py: Python<'_>) -> PyResult<Vec<String>> {
+    py.import("litellm.types.utils")?
+        .getattr("CustomPricingLiteLLMParams")?
+        .getattr("model_fields")?
+        .cast_into::<PyDict>()?
+        .keys()
+        .iter()
+        .map(|name| name.extract::<String>())
+        .collect()
+}
+
+fn redact(
+    py: Python<'_>,
+    params: &Bound<'_, PyDict>,
+    secret_fields: &[&str],
+) -> PyResult<Py<PyDict>> {
+    let redacted = PyDict::new(py);
+    for (name, value) in params {
+        let name = name.extract::<String>()?;
+        if name == "proxy_server_request" {
+            continue;
+        }
+        if secret_fields.contains(&name.as_str()) {
+            redacted.set_item(name, "****")?;
+        } else {
+            redacted.set_item(name, value)?;
+        }
+    }
+    Ok(redacted.unbind())
+}
+
+pub(super) fn response(py: Python<'_>, response: &LiteLLMOcrResponse) -> PyResult<Py<PyAny>> {
+    py.import("litellm.rust_bridge.ocr")?
+        .getattr("_response")?
+        .call1((to_py(py, response)?,))
+        .map(Bound::unbind)
+}
+
+pub(super) fn map_failure(
+    py: Python<'_>,
+    error: &Py<PyBaseException>,
+    request: &Bound<'_, PyAny>,
+    provider: &str,
+) -> PyResult<Py<PyBaseException>> {
+    Ok(py
+        .import("litellm.rust_bridge.ocr_lifecycle")?
+        .getattr("map_failure")?
+        .call1((error, request, provider))?
+        .extract()?)
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/document.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/document.rs
new file mode 100644
index 00000000000..d43c2f88775
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/document.rs
@@ -0,0 +1,264 @@
+use std::io::Read;
+use std::path::PathBuf;
+
+use pyo3::exceptions::{PyFileNotFoundError, PyTypeError, PyValueError};
+use pyo3::prelude::*;
+use pyo3::pybacked::PyBackedBytes;
+#[cfg(test)]
+use pyo3::types::PyDict;
+use pyo3::types::{PyBytes, PyString};
+
+use litellm_core::constants::OCR_INLINE_MAX_BYTES;
+use litellm_core::ocr::{OcrDocument, encode_file_document, mime_type_for_name, upload_mime_type};
+use litellm_python_interop::to_py_preserving_errors;
+
+enum FileBytes {
+    Python(PyBackedBytes),
+    Native(Vec<u8>),
+}
+
+impl AsRef<[u8]> for FileBytes {
+    fn as_ref(&self) -> &[u8] {
+        match self {
+            Self::Python(bytes) => bytes,
+            Self::Native(bytes) => bytes,
+        }
+    }
+}
+
+fn read_file_input(
+    py: Python<'_>,
+    file: &Bound<'_, PyAny>,
+) -> PyResult<(FileBytes, Option<String>)> {
+    if file.is_instance_of::<PyString>() {
+        return Err(PyValueError::new_err(
+            "OCR file input does not accept bare str values. Pass bytes, a pathlib.Path, or a file-like object.",
+        ));
+    }
+    if file.is_instance(&py.import("os")?.getattr("PathLike")?)? {
+        let path: PathBuf = file.extract()?;
+        let name = path
+            .file_name()
+            .map(|value| value.to_string_lossy().into_owned());
+        let bytes = py
+            .detach(|| {
+                let mut bytes = Vec::new();
+                std::fs::File::open(&path)?
+                    .take(OCR_INLINE_MAX_BYTES as u64 + 1)
+                    .read_to_end(&mut bytes)?;
+                Ok::<_, std::io::Error>(bytes)
+            })
+            .map_err(|error| {
+                if error.kind() == std::io::ErrorKind::NotFound {
+                    PyFileNotFoundError::new_err(format!("File not found: {}", path.display()))
+                } else {
+                    error.into()
+                }
+            })?;
+        return Ok((FileBytes::Native(bytes), name));
+    }
+    if file.is_instance_of::<PyBytes>() {
+        return Ok((FileBytes::Python(file.extract()?), None));
+    }
+    let reader = file
+        .getattr_opt("read")?
+        .filter(|value| value.is_callable());
+    let Some(reader) = reader else {
+        return Err(PyValueError::new_err(format!(
+            "Unsupported file input type: {}. Expected pathlib.Path, bytes, or a file-like object.",
+            file.get_type(),
+        )));
+    };
+    let name = file
+        .getattr_opt("name")?
+        .filter(|value| !value.is_none())
+        .map(|value| value.extract::<String>())
+        .transpose()?;
+    let value = reader.call0()?;
+    let bytes = if value.is_instance_of::<PyString>() {
+        FileBytes::Native(value.extract::<String>()?.into_bytes())
+    } else if value.is_instance_of::<PyBytes>() {
+        FileBytes::Python(value.extract()?)
+    } else {
+        return Err(PyTypeError::new_err(format!(
+            "OCR file read must return bytes or str, got {}",
+            value.get_type(),
+        )));
+    };
+    Ok((bytes, name))
+}
+
+pub(super) struct FileDocumentInput {
+    bytes: FileBytes,
+    name: Option<String>,
+    mime_type: Option<String>,
+}
+
+impl FromPyObject<'_, '_> for FileDocumentInput {
+    type Error = PyErr;
+
+    fn extract(document: Borrowed<'_, '_, PyAny>) -> PyResult<Self> {
+        let py = document.py();
+        let mime_type = match document.get_item("mime_type") {
+            Ok(value) => Some(value.extract::<String>()?),
+            Err(error) if error.is_instance_of::<pyo3::exceptions::PyKeyError>(py) => None,
+            Err(error) => return Err(error),
+        };
+        let file = document.get_item("file").map_err(|error| {
+            if error.is_instance_of::<pyo3::exceptions::PyKeyError>(py) {
+                PyValueError::new_err("document with type='file' must include a 'file' field containing a pathlib.Path, file-like object, or bytes")
+            } else {
+                error
+            }
+        })?;
+        if file.is_none() {
+            return Err(PyValueError::new_err(
+                "document with type='file' must include a 'file' field containing a pathlib.Path, file-like object, or bytes",
+            ));
+        }
+        let (bytes, name) = read_file_input(py, &file)?;
+        Ok(Self {
+            bytes,
+            name,
+            mime_type,
+        })
+    }
+}
+
+pub(super) fn file_document(py: Python<'_>, document: FileDocumentInput) -> PyResult<OcrDocument> {
+    py.detach(|| {
+        encode_file_document(
+            document.bytes.as_ref(),
+            document.name.as_deref(),
+            document.mime_type.as_deref(),
+        )
+    })
+    .map_err(|error| PyValueError::new_err(error.to_string()))
+}
+
+#[pyfunction]
+fn _ocr_file_document(py: Python<'_>, document: Bound<'_, PyAny>) -> PyResult<Py<PyAny>> {
+    to_py_preserving_errors(py, &file_document(py, document.extract()?)?)
+}
+
+#[pyfunction]
+fn _ocr_mime_type(file_name: &str) -> String {
+    mime_type_for_name(file_name).into()
+}
+
+#[pyfunction]
+#[pyo3(signature = (file_content, file_name=None, content_type=None))]
+fn _ocr_upload_document(
+    py: Python<'_>,
+    file_content: &Bound<'_, PyBytes>,
+    file_name: Option<&str>,
+    content_type: Option<&str>,
+) -> PyResult<Py<PyAny>> {
+    let bytes: PyBackedBytes = file_content.extract()?;
+    let document = py
+        .detach(|| {
+            encode_file_document(
+                &bytes,
+                None,
+                Some(upload_mime_type(file_name, content_type)),
+            )
+        })
+        .map_err(|error| PyValueError::new_err(error.to_string()))?;
+    to_py_preserving_errors(py, &document)
+}
+
+pub(super) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    module.add("_OCR_MAX_FILE_BYTES", OCR_INLINE_MAX_BYTES)?;
+    module.add_function(wrap_pyfunction!(_ocr_upload_document, module)?)?;
+    module.add_function(wrap_pyfunction!(_ocr_file_document, module)?)?;
+    module.add_function(wrap_pyfunction!(_ocr_mime_type, module)?)
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn extraction_validates_required_file_and_optional_mime_type() {
+        Python::initialize();
+        Python::attach(|py| {
+            for expression in [c"{}", c"{'file': None}"] {
+                let document = py.eval(expression, None, None).unwrap();
+                let error = document.extract::<FileDocumentInput>().err().unwrap();
+                assert!(error.is_instance_of::<PyValueError>(py));
+                assert!(error.to_string().contains("must include a 'file' field"));
+            }
+            for expression in [
+                c"{'file': b'abc', 'mime_type': None}",
+                c"{'file': b'abc', 'mime_type': 7}",
+            ] {
+                let document = py.eval(expression, None, None).unwrap();
+                let error = document.extract::<FileDocumentInput>().err().unwrap();
+                assert!(error.is_instance_of::<PyTypeError>(py));
+            }
+            let document = py.eval(c"{'file': b'abc'}", None, None).unwrap();
+            let input: FileDocumentInput = document.extract().unwrap();
+            assert_eq!(input.bytes.as_ref(), b"abc");
+            assert_eq!(input.name, None);
+            assert_eq!(input.mime_type, None);
+        });
+    }
+
+    #[test]
+    fn extraction_validates_mime_type_before_consuming_file() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                c"class Reader:
+    def __init__(self):
+        self.reads = 0
+    def read(self):
+        self.reads += 1
+        return b'abc'
+reader = Reader()
+document = {'file': reader, 'mime_type': 7}",
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let document = locals.get_item("document").unwrap().unwrap();
+            let error = document.extract::<FileDocumentInput>().err().unwrap();
+            assert!(error.is_instance_of::<PyTypeError>(py));
+            let reads: usize = locals
+                .get_item("reader")
+                .unwrap()
+                .unwrap()
+                .getattr("reads")
+                .unwrap()
+                .extract()
+                .unwrap();
+            assert_eq!(reads, 0);
+        });
+    }
+
+    #[test]
+    fn extraction_preserves_reader_key_error_identity() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = PyDict::new(py);
+            py.run(
+                c"failure = KeyError('reader failed')
+class Reader:
+    def read(self):
+        raise failure
+document = {'file': Reader()}",
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let document = locals.get_item("document").unwrap().unwrap();
+            let error = document.extract::<FileDocumentInput>().err().unwrap();
+            assert!(
+                error
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/errors.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/errors.rs
new file mode 100644
index 00000000000..66bdfb7583e
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/errors.rs
@@ -0,0 +1,72 @@
+use litellm_core::error::Error;
+use pyo3::prelude::*;
+
+use crate::errors::{RustUpstreamError, core_error_to_pyerr};
+
+pub(super) fn to_pyerr(error: Error) -> PyErr {
+    let status = error.http_status_code();
+    let mapped = match error {
+        Error::Http { status, body } => RustUpstreamError::new_err((status, body)),
+        other => core_error_to_pyerr(other),
+    };
+    attach_status(mapped, status)
+}
+
+fn attach_status(error: PyErr, status: Option<u16>) -> PyErr {
+    if let Some(status) = status {
+        Python::attach(|py| {
+            let value = error.value(py);
+            value.setattr("status_code", status).ok();
+            value.setattr("message", value.to_string()).ok();
+        });
+    }
+    error
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use pyo3::exceptions::PyValueError;
+
+    #[test]
+    fn preserves_python_validation_and_provider_details() {
+        Python::initialize();
+        Python::attach(|py| {
+            let mapped = to_pyerr(Error::MissingDocumentUrl);
+            assert!(mapped.is_instance_of::<pyo3::exceptions::PyValueError>(py));
+            assert_eq!(mapped.value(py).to_string(), "Document URL is required");
+            assert_eq!(
+                mapped
+                    .value(py)
+                    .getattr("status_code")
+                    .unwrap()
+                    .extract::<u16>()
+                    .unwrap(),
+                500
+            );
+            let mapped = to_pyerr(Error::Http {
+                status: 429,
+                body: r#"{"message":"rate limited"}"#.to_string(),
+            });
+            assert!(mapped.is_instance_of::<RustUpstreamError>(py));
+            let args: (u16, String) = mapped
+                .value(py)
+                .getattr("args")
+                .and_then(|args| args.extract())
+                .expect("OCR failures retain status and unprefixed provider message");
+            assert_eq!(args, (429, r#"{"message":"rate limited"}"#.to_string()));
+
+            let mapped = to_pyerr(Error::InvalidRequest("invalid format".into()));
+            assert!(mapped.is_instance_of::<PyValueError>(py));
+            assert_eq!(
+                mapped
+                    .value(py)
+                    .getattr("status_code")
+                    .unwrap()
+                    .extract::<u16>()
+                    .unwrap(),
+                400
+            );
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/lifecycle.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/lifecycle.rs
new file mode 100644
index 00000000000..12d902a3544
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/lifecycle.rs
@@ -0,0 +1,311 @@
+use pyo3::prelude::*;
+use pyo3::types::{PyDict, PyTuple};
+
+use litellm_core::auth::ResolvedCredential;
+use litellm_core::ocr::hooks::{OcrDuringCallRequest, OcrPostCallRequest, OcrPreCallRequest};
+use litellm_core::ocr::{OcrAdmission, OcrCall, OcrClient, OcrHostOperation, OcrHostResult};
+use litellm_python_interop::{
+    from_py_preserving_errors as from_py, to_py_preserving_errors as to_py,
+};
+
+use super::callbacks;
+use super::errors::to_pyerr as ocr_error_to_pyerr;
+use super::project::{ProjectedOcrFields, admitted_call, project_request};
+use crate::lifecycle::{
+    OperationClass, PythonCallState, PythonRoute, missing_state, now, run_call,
+};
+
+struct PythonOcrHost {
+    state: PythonCallState,
+    data: OcrHostData,
+}
+
+enum OcrHostData {
+    Unprojected { request: Py<PyAny> },
+    Projected(Box<ProjectedOcrHost>),
+    Released,
+}
+
+struct ProjectedOcrHost {
+    fields: ProjectedOcrFields,
+    pre_call: Option<callbacks::OcrLoggingFields>,
+    retained_fields: Option<Py<PyDict>>,
+    body: Option<Py<PyDict>>,
+    headers: Option<Py<PyDict>>,
+}
+
+impl PythonOcrHost {
+    fn projected(&self) -> PyResult<&ProjectedOcrHost> {
+        match &self.data {
+            OcrHostData::Projected(projected) => Ok(projected),
+            _ => Err(missing_state()),
+        }
+    }
+
+    fn projected_mut(&mut self) -> PyResult<&mut ProjectedOcrHost> {
+        match &mut self.data {
+            OcrHostData::Projected(projected) => Ok(projected),
+            _ => Err(missing_state()),
+        }
+    }
+
+    fn pre_call(
+        &mut self,
+        py: Python<'_>,
+        request: OcrPreCallRequest,
+    ) -> PyResult<OcrPreCallRequest> {
+        let kwargs = self.state.kwargs.bind(py);
+        let retained_fields = PyDict::new(py);
+        for name in request
+            .optional_params
+            .as_object()
+            .ok_or_else(missing_state)?
+            .keys()
+        {
+            if let Some(value) = kwargs.get_item(name)? {
+                retained_fields.set_item(name, value)?;
+            }
+        }
+        retained_fields.set_item("document", &self.projected()?.fields.document)?;
+        let projected = self.projected_mut()?;
+        projected.retained_fields = Some(retained_fields.unbind());
+        projected.pre_call = Some((&request).into());
+        Ok(request)
+    }
+
+    fn acquire_azure_ad_token(&self, py: Python<'_>) -> PyResult<ResolvedCredential> {
+        let provider = self
+            .projected()?
+            .fields
+            .azure_ad_token_provider
+            .as_ref()
+            .ok_or_else(missing_state)?;
+        provider.acquire(py)
+    }
+
+    fn python_pre_call(
+        &mut self,
+        py: Python<'_>,
+        mut request: OcrDuringCallRequest,
+    ) -> PyResult<OcrDuringCallRequest> {
+        let projected = self.projected()?;
+        let pre_call = projected.pre_call.as_ref().ok_or_else(missing_state)?;
+        self.state.logger()?.update_ocr(
+            py,
+            &self.state.kwargs,
+            pre_call,
+            &projected.fields.secret_fields,
+            &request.url,
+        )?;
+        if !self.state.logger()?.callbacks_needed(py, "payload")? {
+            self.state
+                .logger()?
+                .object(py)
+                .call_method0("record_api_call_start_time")?;
+            return Ok(request);
+        }
+        if let Some(body) = request.body.as_object_mut() {
+            for name in &request.retained_fields {
+                body.remove(name);
+            }
+        }
+        let body = to_py(py, &request.body)?
+            .into_bound(py)
+            .cast_into::<PyDict>()?;
+        if let Some(retained) = &self.projected()?.retained_fields {
+            for name in &request.retained_fields {
+                if let Some(value) = retained.bind(py).get_item(name)? {
+                    body.set_item(name, value)?;
+                }
+            }
+        }
+        let headers = PyDict::new(py);
+        for (name, value) in &request.headers {
+            headers.set_item(name, value)?;
+        }
+        let api_key = self.projected()?.fields.api_key.clone_ref(py);
+        let projected = self.projected_mut()?;
+        projected.body = Some(body.clone().unbind());
+        projected.headers = Some(headers.clone().unbind());
+        self.state
+            .logger()?
+            .pre_ocr(py, &Some(api_key), &body, &headers, &request.url)?;
+        let headers = headers
+            .iter()
+            .map(|(name, value)| Ok((name.extract::<String>()?, value.extract::<String>()?)))
+            .collect::<PyResult<Vec<_>>>()?;
+        request.body = from_py(&body)?;
+        request.headers = headers;
+        Ok(request)
+    }
+
+    fn python_post_call(
+        &mut self,
+        py: Python<'_>,
+        request: OcrPostCallRequest,
+    ) -> PyResult<OcrPostCallRequest> {
+        let logger = self.state.logger()?;
+        if logger.callbacks_needed(py, "payload")? {
+            let projected = self.projected()?;
+            logger.post_ocr(
+                py,
+                &request.original_response,
+                projected.body.as_ref(),
+                projected.headers.as_ref(),
+            )?;
+        }
+        Ok(request)
+    }
+}
+
+impl PythonRoute for PythonOcrHost {
+    type Call = OcrCall;
+
+    fn state(&self) -> &PythonCallState {
+        &self.state
+    }
+
+    fn state_mut(&mut self) -> &mut PythonCallState {
+        &mut self.state
+    }
+
+    fn classify(operation: &OcrHostOperation) -> OperationClass {
+        operation
+            .phase()
+            .map_or(OperationClass::Route, OperationClass::Phase)
+    }
+
+    fn lifecycle_result() -> OcrHostResult {
+        OcrHostResult::Lifecycle(Ok(()))
+    }
+
+    fn map_error(error: litellm_core::Error) -> PyErr {
+        ocr_error_to_pyerr(error)
+    }
+
+    fn invoke(&mut self, py: Python<'_>, operation: OcrHostOperation) -> PyResult<OcrHostResult> {
+        Ok(match operation {
+            OcrHostOperation::ProjectRequest => {
+                let OcrHostData::Unprojected { request } = &self.data else {
+                    return Err(missing_state());
+                };
+                let projected = project_request(py, request.bind(py), self.state.kwargs.bind(py))?;
+                let has_token_provider = projected.fields.azure_ad_token_provider.is_some();
+                let request = projected.request;
+                self.data = OcrHostData::Projected(Box::new(ProjectedOcrHost {
+                    fields: projected.fields,
+                    pre_call: None,
+                    retained_fields: None,
+                    body: None,
+                    headers: None,
+                }));
+                OcrHostResult::Request(Ok((Box::new(request), has_token_provider)))
+            }
+            OcrHostOperation::AcquireAzureAdToken => {
+                OcrHostResult::AzureAdToken(Ok(self.acquire_azure_ad_token(py)?))
+            }
+            OcrHostOperation::PreCall(request) => {
+                OcrHostResult::PreCall(Ok(self.pre_call(py, request)?))
+            }
+            OcrHostOperation::DuringCall(request) => {
+                OcrHostResult::DuringCall(Ok(self.python_pre_call(py, request)?))
+            }
+            OcrHostOperation::PostCall(request) => {
+                OcrHostResult::PostCall(Ok(self.python_post_call(py, request)?))
+            }
+            OcrHostOperation::ConstructResponse(response) => {
+                self.state.end = Some(now(py)?);
+                self.state.response = Some(callbacks::response(py, response.as_ref())?);
+                OcrHostResult::Lifecycle(Ok(()))
+            }
+            OcrHostOperation::MapFailure(error) => {
+                if self.state.error.is_none() {
+                    self.state.retain_error(py, ocr_error_to_pyerr(error));
+                }
+                if self.state.end.is_none() {
+                    self.state.end = Some(now(py)?);
+                }
+                let error = self.state.error.as_ref().ok_or_else(missing_state)?;
+                let (request, provider) = match &self.data {
+                    OcrHostData::Unprojected { request } => (request.bind(py), ""),
+                    OcrHostData::Projected(projected) => (
+                        projected.fields.boundary_request.bind(py),
+                        projected.fields.provider,
+                    ),
+                    OcrHostData::Released => return Err(missing_state()),
+                };
+                let mapped = callbacks::map_failure(py, error, request, provider)?;
+                self.state
+                    .retain_error(py, PyErr::from_value(mapped.into_bound(py).into_any()));
+                OcrHostResult::Lifecycle(Ok(()))
+            }
+            OcrHostOperation::Lifecycle(_)
+            | OcrHostOperation::Success { .. }
+            | OcrHostOperation::Failure { .. } => return Err(missing_state()),
+        })
+    }
+
+    fn cleanup(&mut self) {
+        self.data = OcrHostData::Released;
+    }
+    fn traverse(&self, visit: &pyo3::gc::PyVisit<'_>) -> Result<(), pyo3::gc::PyTraverseError> {
+        match &self.data {
+            OcrHostData::Unprojected { request } => visit.call(request),
+            OcrHostData::Projected(projected) => {
+                visit.call(&projected.fields.boundary_request)?;
+                visit.call(&projected.fields.document)?;
+                visit.call(&projected.fields.api_key)?;
+                if let Some(provider) = &projected.fields.azure_ad_token_provider {
+                    provider.traverse(visit)?;
+                }
+                visit.call(&projected.retained_fields)?;
+                visit.call(&projected.body)?;
+                visit.call(&projected.headers)
+            }
+            OcrHostData::Released => Ok(()),
+        }
+    }
+}
+
+pub(super) struct BridgeOcrHooks;
+
+impl litellm_core::ocr::hooks::OcrHooks for BridgeOcrHooks {
+    fn intercepts_requests(&self) -> bool {
+        true
+    }
+}
+
+#[pyfunction]
+fn _ocr_lifecycle(
+    py: Python<'_>,
+    request: Bound<'_, PyAny>,
+    args: Bound<'_, PyTuple>,
+    kwargs: Bound<'_, PyDict>,
+    asynchronous: bool,
+) -> PyResult<Py<PyAny>> {
+    let client = OcrClient::shared().map_err(ocr_error_to_pyerr)?;
+    let call = admitted_call(OcrCall::admit(
+        client,
+        OcrAdmission {
+            asynchronous,
+            ..OcrAdmission::all()
+        },
+    ))?;
+    let host = PythonOcrHost {
+        state: PythonCallState::new(
+            py,
+            args.unbind(),
+            kwargs.copy()?.unbind(),
+            asynchronous,
+            if asynchronous { "aocr" } else { "ocr" },
+        )?,
+        data: OcrHostData::Unprojected {
+            request: request.unbind(),
+        },
+    };
+    run_call(py, call, host)
+}
+
+pub(super) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    module.add_function(wrap_pyfunction!(_ocr_lifecycle, module)?)
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
new file mode 100644
index 00000000000..10fa40b65ea
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
@@ -0,0 +1,19 @@
+mod callbacks;
+mod document;
+mod errors;
+mod lifecycle;
+mod project;
+mod value;
+
+use pyo3::prelude::*;
+
+pub(super) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register(module)?;
+    document::register(module)?;
+    lifecycle::register(module)
+}
+
+#[cfg(feature = "trace-parity")]
+pub(super) fn register_trace(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    value::register_trace(module)
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/project.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/project.rs
new file mode 100644
index 00000000000..8b6a1b02e19
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/project.rs
@@ -0,0 +1,579 @@
+use std::sync::Arc;
+
+use litellm_core::ocr::wire::{OcrWireRequest, consumed_optional_params, decode_request};
+use litellm_core::ocr::{LiteLLMOcrRequest, NativeOutcome, OcrCall};
+use litellm_python_interop::{
+    from_py_preserving_errors as from_py, to_py_preserving_errors as to_py,
+};
+use pyo3::prelude::*;
+use pyo3::types::PyDict;
+use serde_json::{Map, Value};
+
+use super::errors::to_pyerr as ocr_error_to_pyerr;
+use super::lifecycle::BridgeOcrHooks;
+use crate::auth::{AZURE_AD_TOKEN_PROVIDER, PythonTokenProvider};
+use crate::errors::RustBridgeDeclined;
+use crate::marshal::{project_optional_fields, python_timeout_seconds, request_input_sources};
+
+pub(super) struct ProjectedOcrFields {
+    pub boundary_request: Py<PyAny>,
+    pub document: Py<PyAny>,
+    pub api_key: Py<PyAny>,
+    pub azure_ad_token_provider: Option<PythonTokenProvider>,
+    pub provider: &'static str,
+    pub secret_fields: Vec<&'static str>,
+}
+
+pub(super) struct ProjectedOcrCall {
+    pub request: LiteLLMOcrRequest,
+    pub fields: ProjectedOcrFields,
+}
+
+struct OcrArguments<'a, 'py> {
+    request: &'a Bound<'py, PyAny>,
+    kwargs: &'a Bound<'py, PyDict>,
+}
+
+impl<'py> OcrArguments<'_, 'py> {
+    fn lookup(&self, name: &str) -> PyResult<Bound<'py, PyAny>> {
+        match self.kwargs.get_item(name)? {
+            Some(value) => Ok(value),
+            None => self.request.getattr(name),
+        }
+    }
+
+    fn model(&self) -> PyResult<String> {
+        self.lookup("model")?.extract()
+    }
+
+    fn custom_llm_provider(&self) -> PyResult<Option<String>> {
+        self.lookup("custom_llm_provider")?.extract()
+    }
+
+    fn document(&self) -> PyResult<Bound<'py, PyAny>> {
+        self.lookup("document")
+    }
+
+    fn api_key(&self) -> PyResult<Bound<'py, PyAny>> {
+        self.lookup("api_key")
+    }
+
+    fn api_base(&self) -> PyResult<Option<String>> {
+        self.lookup("api_base")?.extract()
+    }
+
+    fn extra_headers(&self) -> PyResult<Option<Map<String, Value>>> {
+        self.lookup("extra_headers")?
+            .extract::<Option<Py<PyAny>>>()?
+            .map(|value| from_py(value.bind(self.request.py())))
+            .transpose()
+    }
+
+    fn timeout_seconds(&self) -> PyResult<Option<f64>> {
+        Ok(self
+            .lookup("timeout")?
+            .extract::<Option<Py<PyAny>>>()?
+            .map(|value| python_timeout_seconds(self.request.py(), value))
+            .transpose()?
+            .flatten())
+    }
+}
+
+enum ProjectedDocument {
+    File { wire: Value, retained: Py<PyAny> },
+    Other { wire: Value, retained: Py<PyAny> },
+}
+
+impl ProjectedDocument {
+    fn project(py: Python<'_>, document: &Bound<'_, PyAny>) -> PyResult<Self> {
+        let kind: String = document.get_item("type")?.extract()?;
+        if kind != "file" {
+            return Ok(Self::Other {
+                wire: from_py(document)?,
+                retained: document.clone().unbind(),
+            });
+        }
+        let input = document.extract()?;
+        let encoded = super::document::file_document(py, input)?;
+        let wire = serde_json::to_value(encoded)
+            .map_err(|error| pyo3::exceptions::PyValueError::new_err(error.to_string()))?;
+        Ok(Self::File {
+            retained: to_py(py, &wire)?,
+            wire,
+        })
+    }
+
+    fn into_parts(self) -> (Value, Py<PyAny>) {
+        match self {
+            Self::File { wire, retained } | Self::Other { wire, retained } => (wire, retained),
+        }
+    }
+}
+
+pub(super) fn project_request(
+    py: Python<'_>,
+    request: &Bound<'_, PyAny>,
+    kwargs: &Bound<'_, PyDict>,
+) -> PyResult<ProjectedOcrCall> {
+    let boundary_request = request.clone().unbind();
+    let arguments = OcrArguments { request, kwargs };
+    let model = arguments.model()?;
+    let custom_llm_provider = arguments.custom_llm_provider()?;
+    let (wire_document, retained_document) =
+        ProjectedDocument::project(py, &arguments.document()?)?.into_parts();
+    let api_key = arguments.api_key()?;
+    let specs = consumed_optional_params(&model, custom_llm_provider.as_deref())
+        .map_err(ocr_error_to_pyerr)?;
+    let names = specs.iter().map(|spec| spec.name).collect::<Vec<_>>();
+    let optional_params = project_optional_fields(kwargs, &names)?;
+    let input_sources = request_input_sources(
+        kwargs,
+        names
+            .iter()
+            .copied()
+            .chain(["api_key", "api_base", "extra_headers"]),
+    )?;
+    let azure_ad_token_provider = kwargs
+        .get_item("azure_ad_token_provider")?
+        .and_then(|provider| PythonTokenProvider::select(provider, AZURE_AD_TOKEN_PROVIDER));
+    let wire = OcrWireRequest {
+        model,
+        document: wire_document,
+        api_key: api_key.extract()?,
+        api_base: arguments.api_base()?,
+        custom_llm_provider,
+        extra_headers: arguments.extra_headers()?,
+        optional_params,
+        input_sources,
+        timeout_seconds: arguments.timeout_seconds()?,
+    };
+    let request = decode_request(wire).map_err(ocr_error_to_pyerr)?;
+    let provider = request.provider_name();
+    Ok(ProjectedOcrCall {
+        request: request.with_host_hooks(Arc::new(BridgeOcrHooks), None),
+        fields: ProjectedOcrFields {
+            boundary_request,
+            document: retained_document,
+            api_key: api_key.unbind(),
+            azure_ad_token_provider,
+            provider,
+            secret_fields: specs
+                .into_iter()
+                .filter(|spec| spec.secret)
+                .map(|spec| spec.name)
+                .collect(),
+        },
+    })
+}
+
+pub(super) fn admitted_call(outcome: NativeOutcome<OcrCall>) -> PyResult<OcrCall> {
+    match outcome {
+        NativeOutcome::Completed(call) => Ok(call),
+        NativeOutcome::Declined(reason) => Err(RustBridgeDeclined::new_err(format!(
+            "native OCR admission declined: {reason:?}"
+        ))),
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use litellm_core::Error;
+    use litellm_core::ocr::OcrDecline;
+    use pyo3::exceptions::{PyKeyError, PyTypeError, PyValueError};
+
+    use super::*;
+
+    fn eval<'py>(py: Python<'py>, source: &std::ffi::CStr) -> Bound<'py, PyDict> {
+        let locals = PyDict::new(py);
+        py.run(source, Some(&locals), Some(&locals)).unwrap();
+        locals
+    }
+
+    fn arguments<'a, 'py>(
+        request: &'a Bound<'py, PyAny>,
+        kwargs: &'a Bound<'py, PyDict>,
+    ) -> OcrArguments<'a, 'py> {
+        OcrArguments { request, kwargs }
+    }
+
+    fn project_document(
+        py: Python<'_>,
+        document: &Bound<'_, PyAny>,
+    ) -> PyResult<(Value, Py<PyAny>)> {
+        ProjectedDocument::project(py, document).map(ProjectedDocument::into_parts)
+    }
+
+    fn stub_timeout_conversion(py: Python<'_>) {
+        eval(
+            py,
+            c"
+import sys
+import types
+timeouts = types.ModuleType('litellm.rust_bridge.timeouts')
+timeouts.timeout_to_seconds = lambda timeout: None if timeout is None else float(timeout)
+sys.modules.setdefault('litellm', types.ModuleType('litellm'))
+sys.modules.setdefault('litellm.rust_bridge', types.ModuleType('litellm.rust_bridge'))
+sys.modules['litellm.rust_bridge.timeouts'] = timeouts
+",
+        );
+    }
+
+    #[test]
+    fn typed_initial_decline_uses_bridge_decline_contract() {
+        Python::initialize();
+        Python::attach(|py| {
+            let Err(error) = admitted_call(NativeOutcome::Declined(OcrDecline::HostOperations))
+            else {
+                panic!("unsupported host operations should decline admission");
+            };
+            assert!(error.is_instance_of::<RustBridgeDeclined>(py));
+        });
+    }
+
+    #[test]
+    fn post_admission_error_does_not_use_bridge_decline_contract() {
+        Python::initialize();
+        Python::attach(|py| {
+            let error = ocr_error_to_pyerr(Error::InvalidRequest("callback result".into()));
+            assert!(error.is_instance_of::<PyValueError>(py));
+            assert!(!error.is_instance_of::<RustBridgeDeclined>(py));
+        });
+    }
+
+    #[test]
+    fn kwargs_override_request_attributes_including_explicit_none() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+class Request:
+    def __init__(self):
+        self.accesses = []
+    def __getattribute__(self, name):
+        if name != 'accesses':
+            object.__getattribute__(self, 'accesses').append(name)
+        return object.__getattribute__(self, name)
+request = Request()
+request.model = 'from-request'
+request.custom_llm_provider = 'mistral'
+kwargs = {'model': 'from-kwargs', 'custom_llm_provider': None}
+",
+            );
+            let request = locals.get_item("request").unwrap().unwrap();
+            let kwargs = locals
+                .get_item("kwargs")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            let arguments = arguments(&request, &kwargs);
+            assert_eq!(arguments.model().unwrap(), "from-kwargs");
+            assert_eq!(arguments.custom_llm_provider().unwrap(), None);
+            let accesses: Vec<String> = request.getattr("accesses").unwrap().extract().unwrap();
+            assert_eq!(accesses, Vec::<String>::new());
+        });
+    }
+
+    #[test]
+    fn missing_kwargs_read_the_request_property_once() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+class Request:
+    def __init__(self):
+        self.reads = 0
+    @property
+    def model(self):
+        self.reads += 1
+        return 'mistral-ocr-latest'
+request = Request()
+kwargs = {}
+",
+            );
+            let request = locals.get_item("request").unwrap().unwrap();
+            let kwargs = locals
+                .get_item("kwargs")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            assert_eq!(
+                arguments(&request, &kwargs).model().unwrap(),
+                "mistral-ocr-latest"
+            );
+            assert_eq!(
+                request.getattr("reads").unwrap().extract::<i32>().unwrap(),
+                1
+            );
+        });
+    }
+
+    #[test]
+    fn request_property_exceptions_keep_their_identity() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+failure = LookupError('model failed')
+class Request:
+    @property
+    def model(self):
+        raise failure
+request = Request()
+kwargs = {}
+",
+            );
+            let request = locals.get_item("request").unwrap().unwrap();
+            let kwargs = locals
+                .get_item("kwargs")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            let error = arguments(&request, &kwargs).model().unwrap_err();
+            assert!(
+                error
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+        });
+    }
+
+    #[test]
+    fn unused_raising_property_is_never_inspected() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+class Request:
+    @property
+    def unused(self):
+        raise RuntimeError('unused')
+    model = 'mistral-ocr-latest'
+    custom_llm_provider = None
+request = Request()
+kwargs = {}
+",
+            );
+            let request = locals.get_item("request").unwrap().unwrap();
+            let kwargs = locals
+                .get_item("kwargs")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            let arguments = arguments(&request, &kwargs);
+            assert_eq!(arguments.model().unwrap(), "mistral-ocr-latest");
+            assert_eq!(arguments.custom_llm_provider().unwrap(), None);
+        });
+    }
+
+    #[test]
+    fn document_reader_mutations_are_visible_to_later_field_reads() {
+        Python::initialize();
+        Python::attach(|py| {
+            stub_timeout_conversion(py);
+            let locals = eval(
+                py,
+                c"
+class Request:
+    api_base = 'original'
+    timeout = 1
+    @property
+    def document(self):
+        return document
+class Reader:
+    def read(self):
+        Request.api_base = 'mutated'
+        Request.timeout = 9
+        return b'abc'
+document = {'type': 'file', 'file': Reader()}
+request = Request()
+kwargs = {}
+",
+            );
+            let request = locals.get_item("request").unwrap().unwrap();
+            let kwargs = locals
+                .get_item("kwargs")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            let arguments = arguments(&request, &kwargs);
+            let document = arguments.document().unwrap();
+            project_document(py, &document).unwrap();
+            assert_eq!(arguments.api_base().unwrap().as_deref(), Some("mutated"));
+            assert_eq!(arguments.timeout_seconds().unwrap(), Some(9.0));
+        });
+    }
+
+    #[test]
+    fn captured_api_key_keeps_the_original_python_object() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+key = object()
+class Request:
+    api_key = None
+request = Request()
+kwargs = {'api_key': key}
+",
+            );
+            let request = locals.get_item("request").unwrap().unwrap();
+            let kwargs = locals
+                .get_item("kwargs")
+                .unwrap()
+                .unwrap()
+                .cast_into::<PyDict>()
+                .unwrap();
+            let captured = arguments(&request, &kwargs).api_key().unwrap();
+            assert!(
+                captured
+                    .unbind()
+                    .bind(py)
+                    .is(locals.get_item("key").unwrap().unwrap())
+            );
+        });
+    }
+
+    #[test]
+    fn file_documents_are_encoded_and_other_documents_keep_the_python_object() {
+        Python::initialize();
+        Python::attach(|py| {
+            let file = py
+                .eval(
+                    c"{'type': 'file', 'file': b'%PDF-1.4', 'mime_type': 'application/pdf'}",
+                    None,
+                    None,
+                )
+                .unwrap();
+            assert_eq!(
+                project_document(py, &file).unwrap().0,
+                serde_json::json!({
+                    "type": "document_url",
+                    "document_url": "data:application/pdf;base64,JVBERi0xLjQ=",
+                })
+            );
+
+            let original = py
+                .eval(
+                    c"{'type': 'document_url', 'document_url': 'https://example.com/a.pdf'}",
+                    None,
+                    None,
+                )
+                .unwrap();
+            let (wire, retained) = project_document(py, &original).unwrap();
+            assert_eq!(
+                wire,
+                serde_json::json!({
+                    "type": "document_url",
+                    "document_url": "https://example.com/a.pdf",
+                })
+            );
+            assert!(retained.bind(py).is(&original));
+        });
+    }
+
+    #[test]
+    fn unknown_document_types_reach_existing_downstream_validation() {
+        Python::initialize();
+        Python::attach(|py| {
+            let document = py
+                .eval(c"{'type': 'mystery', 'mystery': 'x'}", None, None)
+                .unwrap();
+            let wire_document = project_document(py, &document).unwrap().0;
+            assert_eq!(
+                wire_document,
+                serde_json::json!({"type": "mystery", "mystery": "x"})
+            );
+            let error = match decode_request(OcrWireRequest {
+                model: "mistral/mistral-ocr-latest".into(),
+                document: wire_document,
+                api_key: None,
+                api_base: None,
+                custom_llm_provider: None,
+                extra_headers: None,
+                optional_params: Map::new(),
+                input_sources: Default::default(),
+                timeout_seconds: None,
+            }) {
+                Ok(_) => panic!("unknown discriminators belong to core validation"),
+                Err(error) => error,
+            };
+            assert!(error.to_string().contains("document"));
+        });
+    }
+
+    #[test]
+    fn document_discriminator_errors_keep_their_existing_exceptions() {
+        Python::initialize();
+        Python::attach(|py| {
+            let missing = py.eval(c"{}", None, None).unwrap();
+            assert!(
+                project_document(py, &missing)
+                    .unwrap_err()
+                    .is_instance_of::<PyKeyError>(py)
+            );
+
+            let non_string = py.eval(c"{'type': 1}", None, None).unwrap();
+            assert!(
+                project_document(py, &non_string)
+                    .unwrap_err()
+                    .is_instance_of::<PyTypeError>(py)
+            );
+
+            let locals = eval(
+                py,
+                c"
+failure = RuntimeError('type lookup failed')
+class Document:
+    def __getitem__(self, key):
+        raise failure
+document = Document()
+",
+            );
+            let error =
+                project_document(py, &locals.get_item("document").unwrap().unwrap()).unwrap_err();
+            assert!(
+                error
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+        });
+    }
+
+    #[test]
+    fn document_classification_happens_once() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = eval(
+                py,
+                c"
+class Document(dict):
+    def __init__(self):
+        super().__init__({'file': b'abc'})
+        self.reads = []
+    def __getitem__(self, key):
+        self.reads.append(key)
+        if key == 'type':
+            return 'file' if self.reads.count('type') == 1 else 'document_url'
+        return super().__getitem__(key)
+document = Document()
+",
+            );
+            let document = locals.get_item("document").unwrap().unwrap();
+            let (wire, retained) = project_document(py, &document).unwrap();
+            assert_eq!(wire["type"], "document_url");
+            assert!(!retained.bind(py).is(&document));
+            let reads: Vec<String> = document.getattr("reads").unwrap().extract().unwrap();
+            assert_eq!(reads, ["type", "mime_type", "file"]);
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/value.rs
similarity index 67%
rename from litellm-rust/crates/python-bridge/src/routes/ocr.rs
rename to litellm-rust/crates/python-bridge/src/routes/ocr/value.rs
index cc2f8e43cea..051ac19d4fb 100644
--- a/litellm-rust/crates/python-bridge/src/routes/ocr.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/value.rs
@@ -1,11 +1,11 @@
 use litellm_core::Error;
 use std::future::Future;
 
-use litellm_ai_gateway::io::ocr::{OcrRequest, ocr as run_ocr};
+use litellm_core::ocr::wire::{OcrWireRequest, decode_request};
 use pyo3::prelude::*;
 use serde_json::Value;
 
-use crate::errors::ocr_error_to_pyerr;
+use super::errors::to_pyerr as ocr_error_to_pyerr;
 use crate::marshal::{RouteOptions, RouteOptionsInputs, object_or_empty};
 
 fn prepare_ocr(
@@ -21,6 +21,12 @@ fn prepare_ocr(
         timeout_seconds: inputs.timeout_seconds,
     })?;
     let optional_params = object_or_empty("optional_params", inputs.optional_params)?;
+    let input_sources = inputs
+        .input_sources
+        .map(serde_json::from_value)
+        .transpose()
+        .map_err(|error| pyo3::exceptions::PyValueError::new_err(error.to_string()))?
+        .unwrap_or_default();
 
     Ok(async move {
         let RouteOptions {
@@ -31,21 +37,20 @@ fn prepare_ocr(
             extra_headers,
             timeout,
         } = options;
-        run_ocr(OcrRequest {
-            model: &model,
+        let request = decode_request(OcrWireRequest {
+            model,
             document,
-            api_key: api_key.as_deref(),
-            api_base: api_base.as_deref(),
-            custom_llm_provider: custom_llm_provider.as_deref(),
+            api_key,
+            api_base,
+            custom_llm_provider,
             extra_headers,
             optional_params,
-            timeout,
-            callbacks: Vec::new(),
-            guardrails: Vec::new(),
-            request_metadata: Default::default(),
-            litellm_call_id: None,
-        })
-        .await
+            input_sources,
+            timeout_seconds: timeout.map(|value| value.as_secs_f64()),
+        })?;
+        litellm_core::ocr::ocr(request)
+            .await
+            .map(|response| response.into_json())
     })
 }
 
@@ -66,6 +71,8 @@ bridge_route! {
         extra_headers: Option<serde_json::Value>,
         #[pyo3(from_py_with = litellm_python_interop::from_py)]
         optional_params: Option<serde_json::Value>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        input_sources: Option<serde_json::Value>,
         timeout_seconds: Option<f64>,
     },
     prepare = prepare_ocr,
diff --git a/litellm-rust/crates/python-bridge/src/token_counter.rs b/litellm-rust/crates/python-bridge/src/token_counter.rs
index ee82c170d55..b4de50c5f1a 100644
--- a/litellm-rust/crates/python-bridge/src/token_counter.rs
+++ b/litellm-rust/crates/python-bridge/src/token_counter.rs
@@ -30,12 +30,17 @@ struct TokenCounter {
 impl TokenCounter {
     #[new]
     fn new(py: Python<'_>, tokenizer_json: &str) -> PyResult<Self> {
-        let inner = release_gil(py, || CoreTokenCounter::from_json(tokenizer_json))
-            .map_err(token_count_error_to_pyerr)?;
-        Ok(Self {
-            inner: Arc::new(inner),
-            encode_slots: Arc::new(Semaphore::new(encode_parallelism())),
-        })
+        Self::load(py, || CoreTokenCounter::from_json(tokenizer_json))
+    }
+
+    #[staticmethod]
+    fn from_cl100k_ranks(py: Python<'_>, rank_file: &str) -> PyResult<Self> {
+        Self::load(py, || CoreTokenCounter::from_cl100k_ranks(rank_file))
+    }
+
+    #[staticmethod]
+    fn from_o200k_ranks(py: Python<'_>, rank_file: &str) -> PyResult<Self> {
+        Self::load(py, || CoreTokenCounter::from_o200k_ranks(rank_file))
     }
 
     fn acount_request<'py>(&self, py: Python<'py>, body: &[u8]) -> PyResult<Bound<'py, PyAny>> {
@@ -58,6 +63,19 @@ impl TokenCounter {
     }
 }
 
+impl TokenCounter {
+    fn load(
+        py: Python<'_>,
+        load: impl FnOnce() -> Result<CoreTokenCounter, Error> + Send,
+    ) -> PyResult<Self> {
+        let inner = release_gil(py, load).map_err(token_count_error_to_pyerr)?;
+        Ok(Self {
+            inner: Arc::new(inner),
+            encode_slots: Arc::new(Semaphore::new(encode_parallelism())),
+        })
+    }
+}
+
 fn encode_parallelism() -> usize {
     available_parallelism().map_or(TOKEN_COUNT_FALLBACK_PARALLELISM, NonZero::get)
 }
@@ -70,7 +88,7 @@ fn count_body(counter: &CoreTokenCounter, body: &[u8]) -> Result<InputTokenCount
 fn token_count_error_to_pyerr(error: Error) -> PyErr {
     let message = error.to_string();
     match error {
-        Error::Load(_) => PyValueError::new_err(message),
+        Error::Load(_) | Error::Ranks(_) | Error::UnicodeClasses => PyValueError::new_err(message),
         Error::RequestParse(_)
         | Error::MissingInput
         | Error::FloatText
diff --git a/litellm-rust/crates/python-bridge/tests/lifecycle.py b/litellm-rust/crates/python-bridge/tests/lifecycle.py
new file mode 100644
index 00000000000..fd6742102a4
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/tests/lifecycle.py
@@ -0,0 +1,186 @@
+import asyncio
+import gc
+import threading
+import weakref
+from contextvars import ContextVar
+
+
+async def exercise():
+    caller = asyncio.current_task()
+    thread = threading.get_ident()
+    loop = asyncio.get_running_loop()
+    marker = ContextVar("driver", default="before")
+    entered = asyncio.Event()
+    released = asyncio.Event()
+    result = object()
+
+    class CustomAwaitable:
+        def __await__(self):
+            return operation().__await__()
+
+    async def operation():
+        assert asyncio.current_task() is caller
+        assert threading.get_ident() == thread
+        assert asyncio.get_running_loop() is loop
+        marker.set("inside")
+        entered.set()
+        await released.wait()
+        assert asyncio.current_task() is caller
+        assert marker.get() == "inside"
+        return result
+
+    async def release():
+        await entered.wait()
+        released.set()
+
+    releaser = asyncio.create_task(release())
+    execution = await_execution(CustomAwaitable())
+    try:
+        execution.resume_value(None)
+    except RuntimeError:
+        pass
+    else:
+        raise AssertionError("resumed an unstarted execution")
+    wrapped = drive(execution)
+    try:
+        wrapped.send(1)
+    except TypeError:
+        pass
+    else:
+        raise AssertionError("accepted initial value")
+    assert await wrapped is result
+    assert marker.get() == "inside"
+    await releaser
+    execution.close()
+    execution.close()
+    try:
+        await wrapped
+    except RuntimeError:
+        pass
+    else:
+        raise AssertionError("accepted coroutine reuse")
+
+    final_awaitable = CustomAwaitable()
+    assert await drive(calling_execution(lambda: final_awaitable)) is final_awaitable
+
+    cause = KeyError("cause")
+    failure = ValueError("original")
+
+    async def failing():
+        await asyncio.sleep(0)
+        raise failure from cause
+
+    try:
+        await drive(await_execution(failing()))
+    except ValueError as error:
+        assert error is failure
+        assert error.__cause__ is cause
+        names = []
+        traceback = error.__traceback__
+        while traceback:
+            names.append(traceback.tb_frame.f_code.co_name)
+            traceback = traceback.tb_next
+        assert "failing" in names
+    else:
+        raise AssertionError("lost original exception")
+
+    for suppress in (False, True):
+        pending = asyncio.Event()
+        cleanup_entered = asyncio.Event()
+        cleanup_release = asyncio.Event()
+        cleaned = []
+
+        async def cancel_operation():
+            try:
+                pending.set()
+                await asyncio.Event().wait()
+            except asyncio.CancelledError:
+                if suppress:
+                    return result
+                raise
+            finally:
+                cleanup_entered.set()
+                try:
+                    await cleanup_release.wait()
+                except asyncio.CancelledError:
+                    await cleanup_release.wait()
+                cleaned.append(asyncio.current_task())
+
+        task = asyncio.create_task(drive(await_execution(cancel_operation())))
+        await pending.wait()
+        task.cancel()
+        await cleanup_entered.wait()
+        assert not task.done()
+        task.cancel()
+        await asyncio.sleep(0)
+        cleanup_release.set()
+        if suppress:
+            assert await task is result
+        else:
+            try:
+                await task
+            except asyncio.CancelledError:
+                pass
+            else:
+                raise AssertionError("lost cancellation")
+        assert cleaned == [task]
+
+    observed = []
+
+    def reenter():
+        try:
+            active.start()
+        except RuntimeError as error:
+            observed.append(str(error))
+        return result
+
+    active = calling_execution(reenter)
+    assert await drive(active) is result
+    assert observed == ["execution is already running"]
+
+    class Finalizer:
+        def __call__(self):
+            return result
+
+        def __del__(self):
+            self.owner.close()
+            observed.append("released")
+
+    def cycle(started):
+        callback = Finalizer()
+        execution = calling_execution(callback)
+        callback.owner = execution
+        if started:
+            assert execution.start().value is result
+        return weakref.ref(callback)
+
+    for started in (False, True):
+        reference = cycle(started)
+        gc.collect()
+        assert reference() is None
+    assert observed[-2:] == ["released", "released"]
+
+    class Awaitable:
+        def __await__(self):
+            try:
+                yield self
+            finally:
+                observed.append("unwound")
+
+    def abandoned(started):
+        awaitable = Awaitable()
+        coroutine = drive(await_execution(awaitable))
+        awaitable.owner = coroutine
+        if started:
+            assert coroutine.send(None) is awaitable
+        coroutine.close()
+        return weakref.ref(awaitable)
+
+    for started in (False, True):
+        reference = abandoned(started)
+        gc.collect()
+        assert reference() is None
+    assert observed[-1] == "unwound"
+
+
+asyncio.run(asyncio.wait_for(exercise(), 10))
diff --git a/litellm-rust/crates/python-interop/AGENTS.md b/litellm-rust/crates/python-interop/AGENTS.md
index d1d61e5dfa0..63996d3a92b 100644
--- a/litellm-rust/crates/python-interop/AGENTS.md
+++ b/litellm-rust/crates/python-interop/AGENTS.md
@@ -1 +1,16 @@
-litellm-python-interop is the domain-neutral PyO3 foundation. Keep generic Python/Serde conversion and interpreter primitives here. Do not add LiteLLM domain crates, route types, API registration, or cdylib build features.
+- Target invariants; implementation and runtime validation may lag these rules
+- Keep this crate a small, domain-neutral foundation: Python/Serde conversion and interpreter-boundary utilities
+  - No LiteLLM domain dependencies, route types, callback policy, public API registration or cdylib build features
+  - Generic code alone does not justify extraction: runtime integration stays in `python-bridge/src/execution.rs`, host adaptation in its `lifecycle.rs`
+- Use standard PyO3 ownership and conversion APIs
+  - Prefer `Bound<'py, T>` for attached operations/results, `Py<T>` for retention; binding/unbinding does not copy payloads
+  - Use `pythonize` for selected Serde data, never a JSON-text round trip; share conversion with `Pythonized<T>`
+  - Preserve `PythonizeError`'s standard conversion into `PyErr`; do not stringify original Python exceptions into new `ValueError`s
+  - Keep serializer-panic containment in `Pythonized<T>`: async output conversion can run in an unjoined blocking task and otherwise strand delivery
+- Use `Python::detach` for Rust-only work; Python operations require attachment
+  - Keep diagnostic counters in the consumer; wrapper invocations do not measure every interpreter release
+  - Release exclusive class borrows/locks before Python calls or decrements that can invoke finalizers; expose retained Python edges to GC without calling Python during traversal
+- Keep coroutine driving in the shared Python driver and native adapter
+  - Driver: `litellm/rust_bridge/lifecycle.py`; handle: `python-bridge/src/lifecycle.rs`; native-backed behavior tests: `python-bridge/tests/lifecycle.py`
+- References: [ownership](https://pyo3.rs/v0.29.2/types.html), [conversions](https://pyo3.rs/v0.29.2/conversions/traits.html), [pythonize errors](https://docs.rs/pythonize/0.29.0/src/pythonize/error.rs.html)
+  - [GC](https://pyo3.rs/v0.29.2/class/protocols.html#garbage-collector-integration), [re-entry](https://pyo3.rs/v0.29.2/class/call.html), [parallelism](https://pyo3.rs/v0.29.2/parallelism.html), [async delivery source](https://docs.rs/pyo3-async-runtimes/0.29.0/src/pyo3_async_runtimes/generic.rs.html)
diff --git a/litellm-rust/crates/python-interop/src/lib.rs b/litellm-rust/crates/python-interop/src/lib.rs
index 2e562bdae70..79af79e8c61 100644
--- a/litellm-rust/crates/python-interop/src/lib.rs
+++ b/litellm-rust/crates/python-interop/src/lib.rs
@@ -2,4 +2,6 @@ mod gil;
 mod marshal;
 
 pub use gil::{release_count, release_gil};
-pub use marshal::{Pythonized, from_py, panic_to_pyerr, to_py};
+pub use marshal::{
+    Pythonized, from_py, from_py_preserving_errors, panic_to_pyerr, to_py, to_py_preserving_errors,
+};
diff --git a/litellm-rust/crates/python-interop/src/marshal.rs b/litellm-rust/crates/python-interop/src/marshal.rs
index a16d1e0ae13..ed4cce862c0 100644
--- a/litellm-rust/crates/python-interop/src/marshal.rs
+++ b/litellm-rust/crates/python-interop/src/marshal.rs
@@ -14,6 +14,13 @@ where
     pythonize::depythonize(value).map_err(|error| PyValueError::new_err(error.to_string()))
 }
 
+pub fn from_py_preserving_errors<T>(value: &Bound<'_, PyAny>) -> PyResult<T>
+where
+    T: DeserializeOwned,
+{
+    pythonize::depythonize(value).map_err(PyErr::from)
+}
+
 pub fn to_py<T>(py: Python<'_>, value: &T) -> PyResult<Py<PyAny>>
 where
     T: Serialize + ?Sized,
@@ -23,6 +30,15 @@ where
         .map_err(|error| PyValueError::new_err(error.to_string()))
 }
 
+pub fn to_py_preserving_errors<T>(py: Python<'_>, value: &T) -> PyResult<Py<PyAny>>
+where
+    T: Serialize + ?Sized,
+{
+    pythonize::pythonize(py, value)
+        .map(Bound::unbind)
+        .map_err(PyErr::from)
+}
+
 pub struct Pythonized<T>(pub T);
 
 impl<'py, T> IntoPyObject<'py> for Pythonized<T>
@@ -89,4 +105,49 @@ mod tests {
             assert_eq!(error.to_string(), "PanicException: serializer panicked");
         });
     }
+
+    #[test]
+    fn depythonize_preserves_python_exception_identity_and_traceback() {
+        Python::initialize();
+        Python::attach(|py| {
+            let locals = pyo3::types::PyDict::new(py);
+            py.run(
+                pyo3::ffi::c_str!(
+                    r#"
+failure = LookupError('conversion failed')
+cause = ValueError('cause')
+class Broken:
+    def __index__(self):
+        raise failure from cause
+value = Broken()
+"#
+                ),
+                Some(&locals),
+                Some(&locals),
+            )
+            .unwrap();
+            let value = locals.get_item("value").unwrap().unwrap();
+            let legacy_error = from_py::<i64>(&value).unwrap_err();
+            assert!(legacy_error.is_instance_of::<PyValueError>(py));
+            assert!(
+                !legacy_error
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+            let error = from_py_preserving_errors::<i64>(&value).unwrap_err();
+            assert!(
+                error
+                    .value(py)
+                    .is(locals.get_item("failure").unwrap().unwrap())
+            );
+            assert!(
+                error
+                    .cause(py)
+                    .unwrap()
+                    .value(py)
+                    .is(locals.get_item("cause").unwrap().unwrap())
+            );
+            assert!(error.traceback(py).is_some());
+        });
+    }
 }
diff --git a/litellm-rust/crates/token-counter/Cargo.toml b/litellm-rust/crates/token-counter/Cargo.toml
index 61c9cf6e991..d0369631682 100644
--- a/litellm-rust/crates/token-counter/Cargo.toml
+++ b/litellm-rust/crates/token-counter/Cargo.toml
@@ -6,8 +6,10 @@ license.workspace = true
 repository.workspace = true
 
 [dependencies]
+base64.workspace = true
 indexmap = { version = "2.14.0", features = ["serde"] }
 itoa = "1.0"
+rustc-hash = "2.1.3"
 serde.workspace = true
 serde_json.workspace = true
 thiserror.workspace = true
diff --git a/litellm-rust/crates/token-counter/src/byte_level.rs b/litellm-rust/crates/token-counter/src/byte_level.rs
index 2b435eb39bb..ec6134a252e 100644
--- a/litellm-rust/crates/token-counter/src/byte_level.rs
+++ b/litellm-rust/crates/token-counter/src/byte_level.rs
@@ -12,7 +12,7 @@ use tokenizers::pre_tokenizers::PreTokenizerWrapper;
 use tokenizers::{Model, Tokenizer};
 use unicode_normalization_alignments::{IsNormalized, UnicodeNormalization, is_nfkc_quick};
 
-use super::unicode_classes::UnicodeClasses;
+use super::unicode_classes::{Class, UnicodeClasses, class, run_len};
 
 const CONTRACTIONS: [&str; 7] = ["'s", "'t", "'re", "'ve", "'m", "'ll", "'d"];
 
@@ -110,27 +110,6 @@ fn mapped_len(piece: &str) -> usize {
             .count()
 }
 
-#[derive(Clone, Copy, Debug, PartialEq, Eq)]
-enum Class {
-    Letter,
-    Number,
-    Space,
-    Other,
-}
-
-fn class(character: char, unicode_classes: &UnicodeClasses) -> Class {
-    match character {
-        'A'..='Z' | 'a'..='z' => Class::Letter,
-        '0'..='9' => Class::Number,
-        '\t'..='\r' | ' ' => Class::Space,
-        _ if character.is_ascii() => Class::Other,
-        _ if unicode_classes.is_letter(character) => Class::Letter,
-        _ if unicode_classes.is_number(character) => Class::Number,
-        _ if unicode_classes.is_space(character) => Class::Space,
-        _ => Class::Other,
-    }
-}
-
 /// The regex matches every character, so the pieces tile the text.
 fn pieces<'a>(
     text: &'a str,
@@ -169,12 +148,6 @@ fn piece_len(text: &str, first: char, unicode_classes: &UnicodeClasses) -> usize
     }
 }
 
-fn run_len(text: &str, run_class: Class, unicode_classes: &UnicodeClasses) -> usize {
-    text.char_indices()
-        .find(|(_, character)| class(*character, unicode_classes) != run_class)
-        .map_or(text.len(), |(index, _)| index)
-}
-
 /// `\s+(?!\S)|\s+`: whitespace followed by a non-space leaves its last
 /// character to start the next piece (` ?` on the following alternatives).
 fn space_run_len(text: &str, unicode_classes: &UnicodeClasses) -> usize {
diff --git a/litellm-rust/crates/token-counter/src/cl100k.rs b/litellm-rust/crates/token-counter/src/cl100k.rs
new file mode 100644
index 00000000000..2b2811afc70
--- /dev/null
+++ b/litellm-rust/crates/token-counter/src/cl100k.rs
@@ -0,0 +1,125 @@
+//! Scanner for tiktoken's `cl100k_base` split regex,
+//! `'(?i:[sdmt]|ll|ve|re)|[^\r\n\p{L}\p{N}]?+\p{L}++|\p{N}{1,3}+| ?[^\s\p{L}\p{N}]++[\r\n]*+|\s++$|\s*[\r\n]|\s+(?!\S)|\s`.
+
+use super::scanner::{contraction_len, digit_run_len, is_newline};
+use super::unicode_classes::{Class, UnicodeClasses, class, run_len};
+
+/// The alternatives in regex order; the possessive quantifiers mean an
+/// alternative that starts matching and runs out of input fails as a whole.
+pub(super) fn piece_len(text: &str, first: char, unicode_classes: &UnicodeClasses) -> usize {
+    if let Some(len) = contraction_len(text) {
+        return len;
+    }
+    let first_class = class(first, unicode_classes);
+    match first_class {
+        Class::Letter => return run_len(text, Class::Letter, unicode_classes),
+        Class::Number => return digit_run_len(text, unicode_classes),
+        Class::Space | Class::Other => {}
+    }
+    let rest = &text[first.len_utf8()..];
+    let second_class = rest
+        .chars()
+        .next()
+        .map(|character| class(character, unicode_classes));
+    if !is_newline(first) && second_class == Some(Class::Letter) {
+        return first.len_utf8() + run_len(rest, Class::Letter, unicode_classes);
+    }
+    if first_class == Class::Other {
+        return symbol_run_len(text, unicode_classes);
+    }
+    if first == ' ' && second_class == Some(Class::Other) {
+        return 1 + symbol_run_len(rest, unicode_classes);
+    }
+    space_run_len(text, unicode_classes)
+}
+
+/// `[^\s\p{L}\p{N}]++[\r\n]*+`
+fn symbol_run_len(text: &str, unicode_classes: &UnicodeClasses) -> usize {
+    let symbols = run_len(text, Class::Other, unicode_classes);
+    symbols
+        + text[symbols..]
+            .bytes()
+            .take_while(|byte| matches!(byte, b'\r' | b'\n'))
+            .count()
+}
+
+/// `\s++$|\s*[\r\n]|\s+(?!\S)|\s`: whitespace to the end of the text is one
+/// piece; otherwise the piece ends at the last newline of the run, or leaves
+/// the run's last character for the next piece's optional leading space.
+fn space_run_len(text: &str, unicode_classes: &UnicodeClasses) -> usize {
+    let run = run_len(text, Class::Space, unicode_classes);
+    if run == text.len() {
+        return run;
+    }
+    if let Some(newline) = text[..run].rfind(['\r', '\n']) {
+        return newline + 1;
+    }
+    let last = text[..run].chars().next_back().map_or(0, char::len_utf8);
+    match run - last {
+        0 => run,
+        shorter => shorter,
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use rstest::rstest;
+
+    use super::*;
+    use crate::scanner::pieces;
+
+    fn split(text: &str) -> Vec<&str> {
+        pieces(
+            text,
+            piece_len,
+            UnicodeClasses::get().expect("Oniguruma exposes Unicode classes"),
+        )
+        .collect()
+    }
+
+    #[rstest]
+    #[case("", &[])]
+    #[case("Hello world", &["Hello", " world"])]
+    #[case("don't I'LL you'Ve we'RE he'd I'm", &["don", "'t", " I", "'LL", " you", "'Ve", " we", "'RE", " he", "'d", " I", "'m"])]
+    #[case("IT'SOK it'Dbe 'Sx 'Tx", &["IT", "'S", "OK", " it", "'D", "be", " '", "Sx", " '", "Tx"])]
+    #[case("'Sx'Tx'Mx'LLx'VEx'REx'Dx", &["'S", "x", "'T", "x", "'M", "x", "'LL", "x", "'VE", "x", "'RE", "x", "'D", "x"])]
+    #[case("'ſ 'lx", &["'ſ", " '", "lx"])]
+    #[case("12345 6", &["123", "45", " ", "6"])]
+    #[case("!abc !!abc", &["!abc", " !!", "abc"])]
+    #[case(" !!!\r\n\r\nx", &[" !!!\r\n\r\n", "x"])]
+    #[case("a  b   \n\n  c", &["a", " ", " b", "   \n\n", " ", " c"])]
+    #[case("a\nb\r\nc\n\nd \n e", &["a", "\n", "b", "\r\n", "c", "\n\n", "d", " \n", " e"])]
+    #[case("x \t\n \t y\n", &["x", " \t\n", " \t", " y", "\n"])]
+    #[case("end   ", &["end", "   "])]
+    #[case("\u{a0}abc\u{a0}!", &["\u{a0}abc", "\u{a0}", "!"])]
+    #[case("<|endoftext|>", &["<|", "endoftext", "|>"])]
+    #[case("e\u{301}a", &["e", "\u{301}a"])]
+    #[case("日本語 ١٢٣٤", &["日本語", " ", "١٢٣", "٤"])]
+    fn scanner_splits_like_the_regex(#[case] text: &str, #[case] expected: &[&str]) {
+        assert_eq!(split(text), expected);
+    }
+
+    #[derive(serde::Deserialize)]
+    struct TextFixture {
+        text: String,
+        pieces: Vec<String>,
+    }
+
+    #[test]
+    fn scanner_splits_the_fixture_corpus_like_tiktoken_regex() {
+        let fixtures: Vec<TextFixture> = include_str!(concat!(
+            env!("CARGO_MANIFEST_DIR"),
+            "/tests/fixtures/cl100k/texts.jsonl"
+        ))
+        .lines()
+        .map(|line| serde_json::from_str(line).expect("fixture line is json"))
+        .collect();
+        assert!(fixtures.len() > 3000);
+        let mismatches: Vec<_> = fixtures
+            .iter()
+            .filter(|fixture| split(&fixture.text) != fixture.pieces)
+            .map(|fixture| (&fixture.text, split(&fixture.text), &fixture.pieces))
+            .collect();
+        assert!(mismatches.is_empty(), "{mismatches:#?}");
+    }
+}
diff --git a/litellm-rust/crates/token-counter/src/counter.rs b/litellm-rust/crates/token-counter/src/counter.rs
index a3943515a64..7eedc449dd1 100644
--- a/litellm-rust/crates/token-counter/src/counter.rs
+++ b/litellm-rust/crates/token-counter/src/counter.rs
@@ -3,6 +3,7 @@ use serde::Serialize;
 use crate::Error;
 use crate::byte_level::ByteLevelCounter;
 use crate::python_json;
+use crate::scanner::{SplitPattern, TiktokenCounter};
 use crate::tools::format_function_definitions;
 use crate::types::{
     ContentBlock, ContentItem, CountableRequest, Message, MessageContent, TextValue, ToolChoice,
@@ -23,12 +24,19 @@ pub struct InputTokenCount {
     pub input_tokens: usize,
 }
 
-/// A loaded HuggingFace tokenizer plus the message accounting Python applies on
-/// top of it. Encoding is CPU-bound and synchronous; hosts run it off their
-/// event loop.
+enum Encoder {
+    HuggingFace {
+        tokenizer: Box<tokenizers::Tokenizer>,
+        byte_level: Option<ByteLevelCounter>,
+    },
+    Tiktoken(TiktokenCounter),
+}
+
+/// A loaded tokenizer plus the message accounting Python applies on top of
+/// it. Encoding is CPU-bound and synchronous; hosts run it off their event
+/// loop.
 pub struct TokenCounter {
-    tokenizer: tokenizers::Tokenizer,
-    byte_level: Option<ByteLevelCounter>,
+    encoder: Encoder,
 }
 
 impl TokenCounter {
@@ -39,23 +47,50 @@ impl TokenCounter {
             .map_err(Error::Load)?;
         let byte_level = ByteLevelCounter::detect(&tokenizer);
         Ok(Self {
-            tokenizer,
-            byte_level,
+            encoder: Encoder::HuggingFace {
+                tokenizer: Box::new(tokenizer),
+                byte_level,
+            },
+        })
+    }
+
+    /// Load tiktoken's `cl100k_base` rank file (`base64(token) rank` lines).
+    /// The host reads the file.
+    pub fn from_cl100k_ranks(rank_file: &str) -> Result<Self, Error> {
+        Self::from_tiktoken_ranks(SplitPattern::Cl100k, rank_file)
+    }
+
+    /// Load tiktoken's `o200k_base` rank file (`base64(token) rank` lines).
+    /// The host reads the file.
+    pub fn from_o200k_ranks(rank_file: &str) -> Result<Self, Error> {
+        Self::from_tiktoken_ranks(SplitPattern::O200k, rank_file)
+    }
+
+    fn from_tiktoken_ranks(split: SplitPattern, rank_file: &str) -> Result<Self, Error> {
+        Ok(Self {
+            encoder: Encoder::Tiktoken(TiktokenCounter::from_ranks(split, rank_file)?),
         })
     }
 
     pub fn count_text(&self, text: &str) -> Result<usize, Error> {
-        if let Some(count) = self
-            .byte_level
-            .as_ref()
-            .and_then(|counter| counter.count(&self.tokenizer, text))
-        {
-            return Ok(count);
+        match &self.encoder {
+            Encoder::Tiktoken(counter) => Ok(counter.count(text)),
+            Encoder::HuggingFace {
+                tokenizer,
+                byte_level,
+            } => {
+                if let Some(count) = byte_level
+                    .as_ref()
+                    .and_then(|counter| counter.count(tokenizer, text))
+                {
+                    return Ok(count);
+                }
+                tokenizer
+                    .encode_fast(text, true)
+                    .map(|encoding| encoding.len())
+                    .map_err(Error::Encode)
+            }
         }
-        self.tokenizer
-            .encode_fast(text, true)
-            .map(|encoding| encoding.len())
-            .map_err(Error::Encode)
     }
 
     /// Mirrors the host's key precedence: `messages`, then `prompt`, then
diff --git a/litellm-rust/crates/token-counter/src/error.rs b/litellm-rust/crates/token-counter/src/error.rs
index dc590093f64..6b8668fe182 100644
--- a/litellm-rust/crates/token-counter/src/error.rs
+++ b/litellm-rust/crates/token-counter/src/error.rs
@@ -6,6 +6,10 @@ use thiserror::Error as ThisError;
 pub enum Error {
     #[error("failed to load tokenizer: {0}")]
     Load(#[source] tokenizers::Error),
+    #[error("failed to load tokenizer: tiktoken rank file: {0}")]
+    Ranks(String),
+    #[error("failed to load tokenizer: Unicode character classes are unavailable")]
+    UnicodeClasses,
     #[error("unsupported by the rust token counter: request body could not be parsed: {0}")]
     RequestParse(#[source] serde_json::Error),
     #[error("unsupported by the rust token counter: request has no countable input")]
diff --git a/litellm-rust/crates/token-counter/src/lib.rs b/litellm-rust/crates/token-counter/src/lib.rs
index eb602b3cade..fa0014e2bad 100644
--- a/litellm-rust/crates/token-counter/src/lib.rs
+++ b/litellm-rust/crates/token-counter/src/lib.rs
@@ -5,9 +5,13 @@
 #![forbid(unsafe_code)]
 
 mod byte_level;
+mod cl100k;
 mod counter;
 mod error;
+mod o200k;
 mod python_json;
+mod scanner;
+mod tiktoken;
 mod tools;
 mod types;
 mod unicode_classes;
diff --git a/litellm-rust/crates/token-counter/src/o200k.rs b/litellm-rust/crates/token-counter/src/o200k.rs
new file mode 100644
index 00000000000..c0d85c45e78
--- /dev/null
+++ b/litellm-rust/crates/token-counter/src/o200k.rs
@@ -0,0 +1,217 @@
+//! Scanner for tiktoken's `o200k_base` split regex,
+//! `[^\r\n\p{L}\p{N}]?[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]*[\p{Ll}\p{Lm}\p{Lo}\p{M}]+(?i:'s|'t|'re|'ve|'m|'ll|'d)?|[^\r\n\p{L}\p{N}]?[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]+[\p{Ll}\p{Lm}\p{Lo}\p{M}]*(?i:'s|'t|'re|'ve|'m|'ll|'d)?|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n/]*|\s*[\r\n]+|\s+(?!\S)|\s+`.
+//! tiktoken runs it with a backtracking engine, so the letter alternatives
+//! below reproduce where the greedy quantifiers settle, not only what the
+//! classes say.
+
+use super::scanner::{contraction_len, digit_run_len, is_newline};
+use super::unicode_classes::{Case, Class, UnicodeClasses, case, case_run_len, class, run_len};
+
+/// The alternatives in regex order: a number is never a letter piece, a
+/// letter always is, and only whitespace and symbols reach the last three.
+pub(super) fn piece_len(text: &str, first: char, unicode_classes: &UnicodeClasses) -> usize {
+    let first_class = class(first, unicode_classes);
+    if first_class == Class::Number {
+        return digit_run_len(text, unicode_classes);
+    }
+    if let Some(len) = letter_piece_len(text, first, first_class, unicode_classes) {
+        return len;
+    }
+    if first_class == Class::Other {
+        return symbol_run_len(text, unicode_classes);
+    }
+    let rest = &text[first.len_utf8()..];
+    if first == ' '
+        && rest
+            .chars()
+            .next()
+            .is_some_and(|character| class(character, unicode_classes) == Class::Other)
+    {
+        return 1 + symbol_run_len(rest, unicode_classes);
+    }
+    space_run_len(text, unicode_classes)
+}
+
+/// The two letter alternatives, each first with then without the optional
+/// `[^\r\n\p{L}\p{N}]` prefix: the order the engine tries them in.
+fn letter_piece_len(
+    text: &str,
+    first: char,
+    first_class: Class,
+    unicode_classes: &UnicodeClasses,
+) -> Option<usize> {
+    let prefix = (!is_newline(first) && matches!(first_class, Class::Space | Class::Other))
+        .then(|| first.len_utf8());
+    let after_prefix = |shape: fn(&str, &UnicodeClasses) -> Option<usize>| {
+        prefix.and_then(|prefix| shape(&text[prefix..], unicode_classes).map(|len| prefix + len))
+    };
+    after_prefix(upper_then_lower_len)
+        .or_else(|| upper_then_lower_len(text, unicode_classes))
+        .or_else(|| after_prefix(upper_run_len))
+        .or_else(|| upper_run_len(text, unicode_classes))
+}
+
+/// `[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]*[\p{Ll}\p{Lm}\p{Lo}\p{M}]+(?i:'s|'t|'re|'ve|'m|'ll|'d)?`.
+/// The upper run is greedy; when no lower character follows it, the engine
+/// gives characters back until the one it just gave back is lower too, and
+/// that single character is the lower run.
+fn upper_then_lower_len(text: &str, unicode_classes: &UnicodeClasses) -> Option<usize> {
+    let upper = case_run_len(text, Case::is_upper, unicode_classes);
+    let lower = case_run_len(&text[upper..], Case::is_lower, unicode_classes);
+    let letters = if lower > 0 {
+        upper + lower
+    } else {
+        let (index, last_both) = text[..upper]
+            .char_indices()
+            .rev()
+            .find(|(_, character)| case(*character, unicode_classes).is_lower())?;
+        index + last_both.len_utf8()
+    };
+    Some(letters + contraction_len(&text[letters..]).unwrap_or(0))
+}
+
+/// `[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]+[\p{Ll}\p{Lm}\p{Lo}\p{M}]*(?i:'s|'t|'re|'ve|'m|'ll|'d)?`
+fn upper_run_len(text: &str, unicode_classes: &UnicodeClasses) -> Option<usize> {
+    let upper = case_run_len(text, Case::is_upper, unicode_classes);
+    if upper == 0 {
+        return None;
+    }
+    let letters = upper + case_run_len(&text[upper..], Case::is_lower, unicode_classes);
+    Some(letters + contraction_len(&text[letters..]).unwrap_or(0))
+}
+
+/// `[^\s\p{L}\p{N}]+[\r\n/]*`
+fn symbol_run_len(text: &str, unicode_classes: &UnicodeClasses) -> usize {
+    let symbols = run_len(text, Class::Other, unicode_classes);
+    symbols
+        + text[symbols..]
+            .bytes()
+            .take_while(|byte| matches!(byte, b'\r' | b'\n' | b'/'))
+            .count()
+}
+
+/// `\s*[\r\n]+|\s+(?!\S)|\s+`: a run with a newline ends at its last newline,
+/// even at the end of the text; otherwise whitespace to the end of the text
+/// is one piece, or the run leaves its last character for the next piece's
+/// optional leading space.
+fn space_run_len(text: &str, unicode_classes: &UnicodeClasses) -> usize {
+    let run = run_len(text, Class::Space, unicode_classes);
+    if let Some(newline) = text[..run].rfind(['\r', '\n']) {
+        return newline + 1;
+    }
+    if run == text.len() {
+        return run;
+    }
+    let last = text[..run].chars().next_back().map_or(0, char::len_utf8);
+    match run - last {
+        0 => run,
+        shorter => shorter,
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use rstest::rstest;
+    use tokenizers::utils::SysRegex;
+
+    use super::*;
+    use crate::scanner::pieces;
+
+    fn split(text: &str) -> Vec<&str> {
+        pieces(
+            text,
+            piece_len,
+            UnicodeClasses::get().expect("Oniguruma exposes Unicode classes"),
+        )
+        .collect()
+    }
+
+    #[rstest]
+    #[case("", &[])]
+    #[case("Hello world", &["Hello", " world"])]
+    #[case("camelCase PascalCase ABCdef ABCdeF ABC", &["camel", "Case", " Pascal", "Case", " ABCdef", " ABCde", "F", " ABC"])]
+    #[case("日本ABC ABC日本 日本語abc abc日本語", &["日本", "ABC", " ABC日本", " 日本語abc", " abc日本語"])]
+    #[case("\u{301}ABC \u{301}abc \u{301}\u{301}A A\u{301}\u{301} E\u{301}A aE\u{301}", &["\u{301}", "ABC", " \u{301}abc", " \u{301}\u{301}", "A", " A\u{301}\u{301}", " E\u{301}", "A", " a", "E\u{301}"])]
+    #[case("ᵃbc ᵃBC Aᵃbc Aᵃ ᵃ' ᵃ's", &["ᵃbc", " ᵃ", "BC", " Aᵃbc", " Aᵃ", " ᵃ", "'", " ᵃ's"])]
+    #[case("Džungla aDžB ADžB ADžb", &["Džungla", " a", "DžB", " ADžB", " ADžb"])]
+    #[case("don'tx ABC's abc'S abc'ſ ABC'ſx IT'SOK it'Dbe", &["don't", "x", " ABC's", " abc'S", " abc'ſ", " ABC'ſ", "x", " IT'S", "OK", " it'D", "be"])]
+    #[case("'sabc x's 's 'Sx'Tx 9'9 a'9 ' s", &["'sabc", " x's", " '", "s", " '", "Sx'T", "x", " ", "9", "'", "9", " a", "'", "9", " '", " s"])]
+    #[case("!ABC !AbC !!abc !!\u{301}a \u{a0}\u{301}A", &["!ABC", " !", "Ab", "C", " !!", "abc", " !!\u{301}", "a", " ", "\u{a0}\u{301}", "A"])]
+    #[case("!!/\n/x a/b !!\n/x  /x  //", &["!!/\n/", "x", " a", "/b", " !!\n/", "x", " ", " /", "x", " ", " //"])]
+    #[case("12345 6 1abc abc1", &["123", "45", " ", "6", " ", "1", "abc", " abc", "1"])]
+    #[case("x \n x \r\n \r\n y", &["x", " \n", " x", " \r\n \r\n", " y"])]
+    #[case("x \n ", &["x", " \n", " "])]
+    #[case("a  b   \n\n  c", &["a", " ", " b", "   \n\n", " ", " c"])]
+    #[case("x\t\ty x\t\t", &["x", "\t", "\ty", " x", "\t\t"])]
+    #[case("end   ", &["end", "   "])]
+    #[case("\u{a0}abc\u{a0}!", &["\u{a0}abc", "\u{a0}", "!"])]
+    #[case("<|endoftext|>", &["<|", "endoftext", "|>"])]
+    #[case("İstanbul ΣΊΣΥΦΟΣ Ελληνικά Русский", &["İstanbul", " ΣΊΣΥΦΟΣ", " Ελληνικά", " Русский"])]
+    #[case("日本語 ١٢٣٤", &["日本語", " ", "١٢٣", "٤"])]
+    fn scanner_splits_like_the_regex(#[case] text: &str, #[case] expected: &[&str]) {
+        assert_eq!(split(text), expected);
+    }
+
+    #[test]
+    fn every_scalar_alone_is_one_piece() {
+        for character in (0..=0x10FFFFu32).filter_map(char::from_u32) {
+            let text = character.to_string();
+            assert_eq!(
+                split(&text),
+                [text.as_str()],
+                "U+{:04X}",
+                u32::from(character)
+            );
+        }
+    }
+
+    #[test]
+    fn cases_match_oniguruma() {
+        let unicode_classes = UnicodeClasses::get().expect("Oniguruma exposes Unicode classes");
+        let upper = SysRegex::new(r"[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]").expect("regex");
+        let lower = SysRegex::new(r"[\p{Ll}\p{Lm}\p{Lo}\p{M}]").expect("regex");
+        let whole =
+            |regex: &SysRegex, text: &str| regex.find_iter(text).next() == Some((0, text.len()));
+        let mut text = String::new();
+        for character in (0..=0x10FFFFu32).filter_map(char::from_u32) {
+            text.clear();
+            text.push(character);
+            let expected = match (whole(&upper, &text), whole(&lower, &text)) {
+                (true, true) => Case::Both,
+                (true, false) => Case::Upper,
+                (false, true) => Case::Lower,
+                (false, false) => Case::Neither,
+            };
+            assert_eq!(
+                case(character, unicode_classes),
+                expected,
+                "U+{:04X}",
+                u32::from(character)
+            );
+        }
+    }
+
+    #[derive(serde::Deserialize)]
+    struct TextFixture {
+        text: String,
+        pieces: Vec<String>,
+    }
+
+    #[test]
+    fn scanner_splits_the_fixture_corpus_like_tiktoken_regex() {
+        let fixtures: Vec<TextFixture> = include_str!(concat!(
+            env!("CARGO_MANIFEST_DIR"),
+            "/tests/fixtures/o200k/texts.jsonl"
+        ))
+        .lines()
+        .map(|line| serde_json::from_str(line).expect("fixture line is json"))
+        .collect();
+        assert!(fixtures.len() > 3000);
+        let mismatches: Vec<_> = fixtures
+            .iter()
+            .filter(|fixture| split(&fixture.text) != fixture.pieces)
+            .map(|fixture| (&fixture.text, split(&fixture.text), &fixture.pieces))
+            .collect();
+        assert!(mismatches.is_empty(), "{mismatches:#?}");
+    }
+}
diff --git a/litellm-rust/crates/token-counter/src/scanner.rs b/litellm-rust/crates/token-counter/src/scanner.rs
new file mode 100644
index 00000000000..c2c3057aeeb
--- /dev/null
+++ b/litellm-rust/crates/token-counter/src/scanner.rs
@@ -0,0 +1,107 @@
+//! Exact token counting for tiktoken encodings. A hand-written scanner
+//! reproduces the piece boundaries of the encoding's split regex, and each
+//! piece is merged with the rank file. Special tokens are ordinary text, as
+//! with `encode(text, disallowed_special=())`.
+
+use std::iter;
+
+use super::tiktoken::{MergeRanks, MergeScratch};
+use super::unicode_classes::{Class, UnicodeClasses, class};
+use super::{cl100k, o200k};
+use crate::Error;
+
+const MAX_DIGITS_PER_PIECE: usize = 3;
+
+/// Byte length of the piece the split regex matches at the start of the
+/// text, given the text's first character.
+pub(super) type PieceLen = fn(&str, char, &UnicodeClasses) -> usize;
+
+#[derive(Clone, Copy, Debug)]
+pub(super) enum SplitPattern {
+    Cl100k,
+    O200k,
+}
+
+impl SplitPattern {
+    fn piece_len(self) -> PieceLen {
+        match self {
+            Self::Cl100k => cl100k::piece_len,
+            Self::O200k => o200k::piece_len,
+        }
+    }
+}
+
+pub(super) struct TiktokenCounter {
+    ranks: MergeRanks,
+    piece_len: PieceLen,
+    unicode_classes: &'static UnicodeClasses,
+}
+
+impl TiktokenCounter {
+    pub(super) fn from_ranks(split: SplitPattern, rank_file: &str) -> Result<Self, Error> {
+        Ok(Self {
+            ranks: MergeRanks::parse(rank_file)?,
+            piece_len: split.piece_len(),
+            unicode_classes: UnicodeClasses::get().ok_or(Error::UnicodeClasses)?,
+        })
+    }
+
+    pub(super) fn count(&self, text: &str) -> usize {
+        let mut scratch = MergeScratch::default();
+        pieces(text, self.piece_len, self.unicode_classes)
+            .map(|piece| self.ranks.count_piece(piece.as_bytes(), &mut scratch))
+            .sum()
+    }
+}
+
+/// The regex matches every character, so the pieces tile the text.
+pub(super) fn pieces<'a>(
+    text: &'a str,
+    piece_len: PieceLen,
+    unicode_classes: &'static UnicodeClasses,
+) -> impl Iterator<Item = &'a str> {
+    iter::successors(
+        split_piece(text, piece_len, unicode_classes),
+        move |(_, rest)| split_piece(rest, piece_len, unicode_classes),
+    )
+    .map(|(piece, _)| piece)
+}
+
+fn split_piece<'a>(
+    text: &'a str,
+    piece_len: PieceLen,
+    unicode_classes: &UnicodeClasses,
+) -> Option<(&'a str, &'a str)> {
+    let first = text.chars().next()?;
+    Some(text.split_at(piece_len(text, first, unicode_classes)))
+}
+
+/// `'(?i:s|t|re|ve|m|ll|d)`, the contraction both encodings spell out. Simple
+/// case folding also maps U+017F (long s) onto `s`.
+pub(super) fn contraction_len(text: &str) -> Option<usize> {
+    let mut characters = text.chars();
+    if characters.next()? != '\'' {
+        return None;
+    }
+    let first = characters.next()?;
+    let len = match first {
+        's' | 'S' | '\u{17F}' | 'd' | 'D' | 'm' | 'M' | 't' | 'T' => first.len_utf8(),
+        'l' | 'L' => matches!(characters.next(), Some('l' | 'L')).then_some(2)?,
+        'v' | 'V' | 'r' | 'R' => matches!(characters.next(), Some('e' | 'E')).then_some(2)?,
+        _ => return None,
+    };
+    Some(1 + len)
+}
+
+pub(super) fn is_newline(character: char) -> bool {
+    matches!(character, '\r' | '\n')
+}
+
+/// `\p{N}{1,3}`
+pub(super) fn digit_run_len(text: &str, unicode_classes: &UnicodeClasses) -> usize {
+    text.chars()
+        .take(MAX_DIGITS_PER_PIECE)
+        .take_while(|character| class(*character, unicode_classes) == Class::Number)
+        .map(char::len_utf8)
+        .sum()
+}
diff --git a/litellm-rust/crates/token-counter/src/tiktoken.rs b/litellm-rust/crates/token-counter/src/tiktoken.rs
new file mode 100644
index 00000000000..c479ae01be9
--- /dev/null
+++ b/litellm-rust/crates/token-counter/src/tiktoken.rs
@@ -0,0 +1,215 @@
+//! tiktoken's byte-level BPE: a rank file of `base64(token) rank` lines and
+//! the merge loop that turns one regex piece into tokens. The merge order is
+//! tiktoken's (lowest rank first, leftmost pair on ties) so the token count is
+//! identical, but pairs are tracked in a heap so a long piece costs
+//! `O(n log n)` instead of tiktoken's `O(n^2)`.
+
+use std::cmp::Reverse;
+use std::collections::BinaryHeap;
+
+use base64::Engine;
+use base64::engine::general_purpose::STANDARD;
+use rustc_hash::FxHashMap;
+
+use crate::Error;
+
+type Rank = u32;
+
+const NO_RANK: Rank = Rank::MAX;
+const END: usize = usize::MAX;
+
+pub(super) struct MergeRanks(FxHashMap<Box<[u8]>, Rank>);
+
+impl MergeRanks {
+    pub(super) fn parse(text: &str) -> Result<Self, Error> {
+        let ranks = text
+            .lines()
+            .filter(|line| !line.is_empty())
+            .map(parse_line)
+            .collect::<Result<FxHashMap<_, _>, _>>()?;
+        if let Some(byte) = (0..=u8::MAX).find(|byte| !ranks.contains_key(&[*byte][..])) {
+            return Err(Error::Ranks(format!("byte 0x{byte:02X} has no token")));
+        }
+        Ok(Self(ranks))
+    }
+
+    fn rank(&self, bytes: &[u8]) -> Rank {
+        self.0.get(bytes).copied().unwrap_or(NO_RANK)
+    }
+
+    /// Token count of one regex piece, as `encode_ordinary` would produce.
+    pub(super) fn count_piece(&self, piece: &[u8], scratch: &mut MergeScratch) -> usize {
+        if piece.len() < 2 || self.0.contains_key(piece) {
+            return 1;
+        }
+        scratch.reset(piece.len());
+        for start in 0..piece.len() - 1 {
+            scratch.set_rank(start, self.rank(&piece[start..start + 2]));
+        }
+        let mut parts = piece.len();
+        while let Some(Reverse((rank, start))) = scratch.heap.pop() {
+            if scratch.next[start] == END || scratch.rank[start] != rank {
+                continue;
+            }
+            let merged = scratch.next[start];
+            let after = scratch.next[merged];
+            scratch.next[merged] = END;
+            scratch.next[start] = after;
+            parts -= 1;
+            if after < piece.len() {
+                scratch.prev[after] = start;
+                scratch.set_rank(start, self.rank(&piece[start..scratch.end(after)]));
+            } else {
+                scratch.rank[start] = NO_RANK;
+            }
+            let before = scratch.prev[start];
+            if before != END {
+                scratch.set_rank(before, self.rank(&piece[before..scratch.end(start)]));
+            }
+        }
+        parts
+    }
+}
+
+fn parse_line(line: &str) -> Result<(Box<[u8]>, Rank), Error> {
+    let (token, rank) = line
+        .split_once(' ')
+        .ok_or_else(|| Error::Ranks(format!("line without a rank: {line:?}")))?;
+    let bytes = STANDARD
+        .decode(token)
+        .map_err(|error| Error::Ranks(format!("token is not base64: {error}")))?;
+    let rank = rank
+        .parse()
+        .map_err(|error| Error::Ranks(format!("rank is not an integer: {error}")))?;
+    Ok((bytes.into_boxed_slice(), rank))
+}
+
+/// Buffers reused across the pieces of one text. Parts are addressed by the
+/// byte offset they start at, which also gives the leftmost-pair tie break.
+#[derive(Default)]
+pub(super) struct MergeScratch {
+    next: Vec<usize>,
+    prev: Vec<usize>,
+    rank: Vec<Rank>,
+    heap: BinaryHeap<Reverse<(Rank, usize)>>,
+}
+
+impl MergeScratch {
+    fn reset(&mut self, len: usize) {
+        self.next.clear();
+        self.next.extend(1..=len);
+        self.prev.clear();
+        self.prev.push(END);
+        self.prev.extend(0..len - 1);
+        self.rank.clear();
+        self.rank.resize(len, NO_RANK);
+        self.heap.clear();
+    }
+
+    fn end(&self, start: usize) -> usize {
+        self.next[start]
+    }
+
+    fn set_rank(&mut self, start: usize, rank: Rank) {
+        self.rank[start] = rank;
+        if rank != NO_RANK {
+            self.heap.push(Reverse((rank, start)));
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use rand::rngs::StdRng;
+    use rand::{Rng, SeedableRng};
+
+    use super::*;
+
+    fn ranks() -> MergeRanks {
+        let path = concat!(
+            env!("CARGO_MANIFEST_DIR"),
+            "/../../../litellm/litellm_core_utils/tokenizers/9b5ad71b2ce5302211f9c61530b329a4922fc6a4"
+        );
+        MergeRanks::parse(&std::fs::read_to_string(path).expect("cl100k rank file is in the repo"))
+            .expect("rank file parses")
+    }
+
+    /// tiktoken's `_byte_pair_merge`, transcribed, as the reference.
+    fn reference_count(ranks: &MergeRanks, piece: &[u8]) -> usize {
+        if piece.len() < 2 || ranks.0.contains_key(piece) {
+            return 1;
+        }
+        let mut parts: Vec<(usize, Rank)> = (0..piece.len() - 1)
+            .map(|index| (index, ranks.rank(&piece[index..index + 2])))
+            .chain([(piece.len() - 1, NO_RANK), (piece.len(), NO_RANK)])
+            .collect();
+        let get_rank = |parts: &[(usize, Rank)], index: usize| {
+            if index + 3 < parts.len() {
+                ranks.rank(&piece[parts[index].0..parts[index + 3].0])
+            } else {
+                NO_RANK
+            }
+        };
+        loop {
+            let Some(index) = parts[..parts.len() - 1]
+                .iter()
+                .enumerate()
+                .filter(|(_, (_, rank))| *rank != NO_RANK)
+                .min_by_key(|(index, (_, rank))| (*rank, *index))
+                .map(|(index, _)| index)
+            else {
+                return parts.len() - 1;
+            };
+            if index > 0 {
+                parts[index - 1].1 = get_rank(&parts, index - 1);
+            }
+            parts[index].1 = get_rank(&parts, index);
+            parts.remove(index + 1);
+        }
+    }
+
+    #[test]
+    fn every_byte_is_a_token() {
+        let ranks = ranks();
+        assert_eq!(ranks.0.len(), 100_256);
+        assert!((0..=u8::MAX).all(|byte| ranks.rank(&[byte]) != NO_RANK));
+    }
+
+    #[test]
+    fn heap_merge_matches_tiktokens_merge_loop() {
+        let ranks = ranks();
+        let mut scratch = MergeScratch::default();
+        let mut rng = StdRng::seed_from_u64(99);
+        let alphabet = b" abcdeorstn.,'\n\xc3\xa9\xe2\x82\xac0123";
+        for _ in 0..20_000 {
+            let piece: Vec<u8> = (0..rng.gen_range(1..24))
+                .map(|_| alphabet[rng.gen_range(0..alphabet.len())])
+                .collect();
+            assert_eq!(
+                ranks.count_piece(&piece, &mut scratch),
+                reference_count(&ranks, &piece),
+                "piece {:?}",
+                String::from_utf8_lossy(&piece)
+            );
+        }
+    }
+
+    #[test]
+    fn long_repeated_runs_stay_cheap() {
+        let ranks = ranks();
+        let mut scratch = MergeScratch::default();
+        let piece = vec![b' '; 1 << 20];
+        let started = std::time::Instant::now();
+        let count = ranks.count_piece(&piece, &mut scratch);
+        assert!(count > 0);
+        assert!(started.elapsed().as_secs() < 5, "{:?}", started.elapsed());
+    }
+
+    #[test]
+    fn malformed_rank_files_are_rejected() {
+        assert!(MergeRanks::parse("IQ==").is_err());
+        assert!(MergeRanks::parse("IQ== x").is_err());
+        assert!(MergeRanks::parse("!!! 1").is_err());
+        assert!(MergeRanks::parse("IQ== 1").is_err());
+    }
+}
diff --git a/litellm-rust/crates/token-counter/src/unicode_classes.rs b/litellm-rust/crates/token-counter/src/unicode_classes.rs
index 405cee34949..6aa34047adf 100644
--- a/litellm-rust/crates/token-counter/src/unicode_classes.rs
+++ b/litellm-rust/crates/token-counter/src/unicode_classes.rs
@@ -9,6 +9,8 @@ pub(super) struct UnicodeClasses {
     letters: Ranges,
     numbers: Ranges,
     spaces: Ranges,
+    uppers: Ranges,
+    lowers: Ranges,
 }
 
 static CLASSES: LazyLock<Option<UnicodeClasses>> = LazyLock::new(|| {
@@ -19,6 +21,8 @@ static CLASSES: LazyLock<Option<UnicodeClasses>> = LazyLock::new(|| {
         letters: Ranges::load(r"\p{L}+", &scalars)?,
         numbers: Ranges::load(r"\p{N}+", &scalars)?,
         spaces: Ranges::load(r"\s+", &scalars)?,
+        uppers: Ranges::load(r"[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]+", &scalars)?,
+        lowers: Ranges::load(r"[\p{Ll}\p{Lm}\p{Lo}\p{M}]+", &scalars)?,
     })
 });
 
@@ -59,15 +63,102 @@ impl UnicodeClasses {
         CLASSES.as_ref()
     }
 
-    pub(super) fn is_letter(&self, character: char) -> bool {
+    fn is_letter(&self, character: char) -> bool {
         self.letters.contains(character)
     }
 
-    pub(super) fn is_number(&self, character: char) -> bool {
+    fn is_number(&self, character: char) -> bool {
         self.numbers.contains(character)
     }
 
-    pub(super) fn is_space(&self, character: char) -> bool {
+    fn is_space(&self, character: char) -> bool {
         self.spaces.contains(character)
     }
+
+    fn is_upper(&self, character: char) -> bool {
+        self.uppers.contains(character)
+    }
+
+    fn is_lower(&self, character: char) -> bool {
+        self.lowers.contains(character)
+    }
+}
+
+/// `\p{L}`, `\p{N}`, `\s` and everything else, the character classes the
+/// split regexes are written in.
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub(super) enum Class {
+    Letter,
+    Number,
+    Space,
+    Other,
+}
+
+pub(super) fn class(character: char, unicode_classes: &UnicodeClasses) -> Class {
+    match character {
+        'A'..='Z' | 'a'..='z' => Class::Letter,
+        '0'..='9' => Class::Number,
+        '\t'..='\r' | ' ' => Class::Space,
+        _ if character.is_ascii() => Class::Other,
+        _ if unicode_classes.is_letter(character) => Class::Letter,
+        _ if unicode_classes.is_number(character) => Class::Number,
+        _ if unicode_classes.is_space(character) => Class::Space,
+        _ => Class::Other,
+    }
+}
+
+/// Byte length of the leading run of `run_class` characters.
+pub(super) fn run_len(text: &str, run_class: Class, unicode_classes: &UnicodeClasses) -> usize {
+    text.char_indices()
+        .find(|(_, character)| class(*character, unicode_classes) != run_class)
+        .map_or(text.len(), |(index, _)| index)
+}
+
+/// Membership in the two letter classes of the o200k split regex,
+/// `[\p{Lu}\p{Lt}\p{Lm}\p{Lo}\p{M}]` and `[\p{Ll}\p{Lm}\p{Lo}\p{M}]`; `Lm`,
+/// `Lo` and `M` are in both.
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub(super) enum Case {
+    Upper,
+    Lower,
+    Both,
+    Neither,
+}
+
+impl Case {
+    pub(super) fn is_upper(self) -> bool {
+        matches!(self, Case::Upper | Case::Both)
+    }
+
+    pub(super) fn is_lower(self) -> bool {
+        matches!(self, Case::Lower | Case::Both)
+    }
+}
+
+pub(super) fn case(character: char, unicode_classes: &UnicodeClasses) -> Case {
+    match character {
+        'A'..='Z' => Case::Upper,
+        'a'..='z' => Case::Lower,
+        _ if character.is_ascii() => Case::Neither,
+        _ => match (
+            unicode_classes.is_upper(character),
+            unicode_classes.is_lower(character),
+        ) {
+            (true, true) => Case::Both,
+            (true, false) => Case::Upper,
+            (false, true) => Case::Lower,
+            (false, false) => Case::Neither,
+        },
+    }
+}
+
+/// Byte length of the leading run of characters whose case passes `in_class`.
+pub(super) fn case_run_len(
+    text: &str,
+    in_class: fn(Case) -> bool,
+    unicode_classes: &UnicodeClasses,
+) -> usize {
+    text.char_indices()
+        .find(|(_, character)| !in_class(case(*character, unicode_classes)))
+        .map_or(text.len(), |(index, _)| index)
 }
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/cl100k/requests.jsonl b/litellm-rust/crates/token-counter/tests/fixtures/cl100k/requests.jsonl
new file mode 100644
index 00000000000..c2a7b718cc3
--- /dev/null
+++ b/litellm-rust/crates/token-counter/tests/fixtures/cl100k/requests.jsonl
@@ -0,0 +1,10 @@
+{"body": "{\"model\": \"gpt-4\", \"messages\": [{\"role\": \"user\", \"content\": \"Hello, how are you today?\"}]}", "input_tokens": 14}
+{"body": "{\"model\": \"gpt-4\", \"messages\": [{\"role\": \"system\", \"content\": \"You are a terse assistant.\"}, {\"role\": \"user\", \"name\": \"alice\", \"content\": [{\"type\": \"text\", \"text\": \"Summarise this paragraph about ships and harbours.\"}, \"plain string item\"]}, {\"role\": \"assistant\", \"content\": [{\"type\": \"text\", \"text\": \"Sure.\"}]}]}", "input_tokens": 39}
+{"body": "{\"model\": \"gpt-4\", \"messages\": [{\"role\": \"user\", \"content\": \"weather?\"}], \"tools\": [{\"type\": \"function\", \"function\": {\"name\": \"get_weather\", \"description\": \"Get weather\", \"parameters\": {\"type\": \"object\", \"properties\": {\"location\": {\"type\": \"string\", \"description\": \"City name\"}, \"unit\": {\"type\": \"string\", \"enum\": [\"celsius\", \"fahrenheit\"]}, \"days\": {\"type\": \"integer\"}, \"tags\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}, \"opts\": {\"type\": \"object\", \"properties\": {\"verbose\": {\"type\": \"boolean\"}, \"level\": {\"type\": \"integer\", \"enum\": [1, 2]}}, \"required\": [\"verbose\"]}, \"anything\": {}}, \"required\": [\"location\"]}}}, {\"type\": \"function\", \"function\": {\"name\": \"noop\"}}], \"tool_choice\": {\"type\": \"function\", \"function\": {\"name\": \"get_weather\"}}}", "input_tokens": 106}
+{"body": "{\"model\": \"gpt-4\", \"messages\": [{\"role\": \"system\", \"content\": \"sys\"}, {\"role\": \"user\", \"content\": \"weather?\"}], \"tools\": [{\"type\": \"function\", \"function\": {\"name\": \"get_weather\", \"description\": \"Get weather\", \"parameters\": {\"type\": \"object\", \"properties\": {\"location\": {\"type\": \"string\", \"description\": \"City name\"}, \"unit\": {\"type\": \"string\", \"enum\": [\"celsius\", \"fahrenheit\"]}, \"days\": {\"type\": \"integer\"}, \"tags\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}, \"opts\": {\"type\": \"object\", \"properties\": {\"verbose\": {\"type\": \"boolean\"}, \"level\": {\"type\": \"integer\", \"enum\": [1, 2]}}, \"required\": [\"verbose\"]}, \"anything\": {}}, \"required\": [\"location\"]}}}, {\"type\": \"function\", \"function\": {\"name\": \"noop\"}}], \"tool_choice\": \"none\"}", "input_tokens": 99}
+{"body": "{\"model\": \"gpt-4\", \"prompt\": \"Write a haiku about ships.\"}", "input_tokens": 7}
+{"body": "{\"model\": \"gpt-4\", \"prompt\": [\"first prompt\", \"second prompt\"]}", "input_tokens": 4}
+{"body": "{\"model\": \"gpt-4\", \"input\": [{\"role\": \"user\", \"content\": [{\"type\": \"input_text\", \"text\": \"Summarise caf\\u00e9 menus, na\\u00efve \\u2014 ok? \\\"quoted\\\"\\n\"}]}, {\"role\": \"assistant\", \"content\": \"Sure.\"}], \"instructions\": \"be terse\"}", "input_tokens": 60}
+{"body": "{\"model\": \"gpt-4\", \"input\": [[101, 2023, 5], [7]], \"encoding_format\": \"float\"}", "input_tokens": 5}
+{"body": "{\"model\": \"gpt-4\", \"query\": \"best harbour\", \"documents\": [\"doc one\", {\"text\": \"doc two\", \"title\": \"T\", \"n\": 3, \"ok\": true, \"none\": null, \"tags\": [\"a\", \"b\"]}]}", "input_tokens": 42}
+{"body": "{\"model\": \"gpt-4\", \"messages\": [{\"role\": \"system\", \"content\": \"You are a helpful assistant. Answer precisely and cite sources.\"}, {\"role\": \"user\", \"content\": \"\\ud83d\\ude42 a every WON'T They'RE involved counting caf\\u00e9 backtracking boundaries Z\\u00fcrich WON'T 100% \\\"quotes\\\" caf\\u00e9 tiktoken's budget They'RE request request regex v1.2.3 hand hand fox tiktoken's on 3.14159 mirrors that don't WON'T admission before budget the admission WON'T no <tags> 1999 100% no admission budget mirrors way caf\\u00e9 dog a quick mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 $1,234.56 hand gateway regex on jumps because {braces} 'single' the the the {braces} piece hand scanned reservation [brackets] we'll 3.14159 request don't \\\"quotes\\\" na\\u00efve C++ caf\\u00e9 caf\\u00e9 for https://example.com/a/b?c=d we'll no over the node.js for while over way\"}, {\"role\": \"assistant\", \"content\": \"it tiktoken's node.js it scanned v1.2.3 boundaries (parens) and while reservation lazy the that https://example.com/a/b?c=d quick don't budget engine boundaries F# budget every we'll before jumps scanned jumps there's counting the don't jumps a once admission 100% 3.14159 brown brown that because jumps They'RE 100% caf\\u00e9 WON'T They'RE boundaries \\u6771\\u4eac exactly scanner caf\\u00e9 fox (parens) body dog a 1999 boundaries 'single' {braces} reservation mirrors <tags> while {braces} {braces} so admission the F# https://example.com/a/b?c=d brown a caf\\u00e9 on admission that on counting that we'll over lazy https://example.com/a/b?c=d way over engine reservation gateway body I'M for \\\"quotes\\\" 42 and F# there's 'single' quick \\u0645\\u0631\\u062d\\u0628\\u0627 WON'T scanner written every (parens) so\"}, {\"role\": \"user\", \"content\": \"I'M over faster counting https://example.com/a/b?c=d way while it over way mirrors boundaries keep body hand na\\u00efve once because that node.js for every the 'single' every caf\\u00e9 caf\\u00e9 piece there's v1.2.3 v1.2.3 tiktoken's brown so counting <tags> there's <tags> for we'll boundaries 'single' no https://example.com/a/b?c=d node.js \\u6771\\u4eac written with budget (parens) because \\\"quotes\\\" \\u6771\\u4eac while \\u6771\\u4eac counting scanned 1999 \\u6771\\u4eac hand keep so that gateway caf\\u00e9 for scanned it request keep counting user@example.com admission request \\\"quotes\\\" v1.2.3 caf\\u00e9 over that F# we'll regex a faster with that They'RE piece because tiktoken's engine hand 100% WON'T reservation (parens) caf\\u00e9 on Z\\u00fcrich dog \\u6771\\u4eac that They'RE 'single' the 'single' na\\u00efve involved the {braces} there's scanned no engine dog backtracking there's\"}, {\"role\": \"assistant\", \"content\": \"every node.js C++ for 3.14159 \\u6771\\u4eac 'single' gateway once the user@example.com a 100% every every tokens written and every brown na\\u00efve the body the because quick brown engine fox 3.14159 (parens) F# while with a 100% C++ with the written WON'T on request Z\\u00fcrich hand on https://example.com/a/b?c=d don't way way 42 that we'll \\ud83d\\ude42 [brackets] admission tiktoken's request hand caf\\u00e9 every every (parens) They'RE that jumps the regex 100% \\\"quotes\\\" is budget\"}, {\"role\": \"user\", \"content\": \"engine with I'M backtracking while F# quick 'single' mirrors \\\"quotes\\\" 'single' regex caf\\u00e9 It's Z\\u00fcrich exactly a <tags> counting tiktoken's we'll once \\u0645\\u0631\\u062d\\u0628\\u0627 42 v1.2.3 scanner WON'T \\u6771\\u4eac there's node.js It's budget that budget {braces} because [brackets] It's a $1,234.56 that v1.2.3 42 gateway backtracking it C++ scanned keep \\ud83d\\ude42 I'M hand a counting scanner reservation \\u6771\\u4eac written 3.14159 there's <tags> once fox I'M C++ lazy the \\u0645\\u0631\\u062d\\u0628\\u0627 before don't we'll gateway exactly \\ud83d\\ude42 Z\\u00fcrich 3.14159 with WON'T there's node.js \\ud83d\\ude42 quick written faster counting 1999 backtracking 'single' counting we'll engine counting don't \\\"quotes\\\" engine \\\"quotes\\\" way I'M budget [brackets] backtracking \\\"quotes\\\" 3.14159 don't written written \\u0645\\u0631\\u062d\\u0628\\u0627 body I'M 'single' while on and reservation \\ud83d\\ude42 regex and no budget regex (parens) we'll They'RE na\\u00efve v1.2.3\"}, {\"role\": \"assistant\", \"content\": \"hand lazy dog budget lazy involved because scanned piece quick that involved 'single' dog quick na\\u00efve budget scanner exactly $1,234.56 fox quick I'M hand (parens) node.js while jumps boundaries \\ud83d\\ude42 They'RE way request engine <tags> 'single' fox backtracking regex \\u0645\\u0631\\u062d\\u0628\\u0627 because and over jumps 3.14159 WON'T counting for and mirrors admission 'single' caf\\u00e9 https://example.com/a/b?c=d that \\ud83d\\ude42 faster \\u0645\\u0631\\u062d\\u0628\\u0627 admission jumps quick for <tags> $1,234.56 exactly exactly $1,234.56 scanned keep 3.14159 backtracking <tags> piece tiktoken's is is hand reservation before regex budget 3.14159 tiktoken's I'M it no budget user@example.com budget written budget over that https://example.com/a/b?c=d no written so quick tokens C++\"}, {\"role\": \"user\", \"content\": \"once body involved every brown every it that hand engine with scanned reservation \\u6771\\u4eac backtracking and {braces} over [brackets] brown over for is \\ud83d\\ude42 100% before quick no counting no v1.2.3 counting \\\"quotes\\\" mirrors 3.14159 1999 there's way <tags> \\\"quotes\\\" piece on na\\u00efve They'RE no every exactly node.js 42 because over there's 1999 C++ we'll mirrors F# it scanner jumps It's scanner mirrors mirrors It's <tags> tokens backtracking body brown $1,234.56 keep <tags> admission 100% the exactly we'll caf\\u00e9 jumps over 3.14159 we'll so 42 \\u6771\\u4eac I'M WON'T lazy brown It's a na\\u00efve \\\"quotes\\\" https://example.com/a/b?c=d (parens) \\u6771\\u4eac tiktoken's so dog body 'single' scanned piece body 3.14159 scanned body the so \\\"quotes\\\" counting\"}, {\"role\": \"assistant\", \"content\": \"boundaries request the that 100% gateway the there's hand the They'RE caf\\u00e9 fox C++ scanner written \\u0645\\u0631\\u062d\\u0628\\u0627 They'RE scanner WON'T keep before for it so counting that (parens) {braces} They'RE scanner every {braces} no node.js keep I'M jumps backtracking gateway https://example.com/a/b?c=d don't tiktoken's a is 1999 don't F# v1.2.3 involved hand scanner They'RE backtracking exactly and for exactly for $1,234.56 counting v1.2.3 request gateway mirrors that no \\ud83d\\ude42 every dog once They'RE 100% reservation It's a with and 100% because so It's admission there's gateway 42 on over gateway is every 3.14159 boundaries no for admission quick lazy lazy fox node.js because while $1,234.56 quick I'M lazy involved WON'T {braces} na\\u00efve {braces} there's with caf\\u00e9 https://example.com/a/b?c=d \\\"quotes\\\" [brackets] lazy lazy it 100% caf\\u00e9 way lazy tokens C++ that it \\u6771\\u4eac lazy\"}, {\"role\": \"user\", \"content\": \"Z\\u00fcrich 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\\\"quotes\\\" scanner there's scanner $1,234.56 100% it budget \\u0645\\u0631\\u062d\\u0628\\u0627 (parens) admission admission with I'M admission 'single' hand jumps scanned It's \\\"quotes\\\" is F# before engine counting dog because admission tiktoken's backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 that 42 written it body quick Z\\u00fcrich I'M F# I'M that brown It's request caf\\u00e9 is boundaries jumps don't written written faster for admission Z\\u00fcrich engine reservation and Z\\u00fcrich scanned written keep scanned is keep jumps the so F# 'single' user@example.com keep because They'RE over because C++ written faster 42 mirrors na\\u00efve 42 tiktoken's [brackets] na\\u00efve hand on no written so $1,234.56 there's 100% 100% $1,234.56 is \\ud83d\\ude42 scanner dog lazy 100% https://example.com/a/b?c=d tiktoken's They'RE [brackets] user@example.com while hand \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d we'll 42 WON'T it a mirrors v1.2.3\"}, {\"role\": 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\"content\": \"1999 $1,234.56 that 'single' <tags> no counting (parens) because Z\\u00fcrich on <tags> (parens) a fox user@example.com admission over is there's \\\"quotes\\\" {braces} exactly piece that with I'M F# over for counting and \\ud83d\\ude42 scanner over every \\ud83d\\ude42 100% admission before \\u0645\\u0631\\u062d\\u0628\\u0627 reservation <tags> WON'T brown scanner on faster 100% caf\\u00e9 piece [brackets] counting scanner It's written {braces} C++ that is boundaries exactly \\u0645\\u0631\\u062d\\u0628\\u0627 once 'single' quick F# hand 'single' user@example.com reservation <tags> jumps it F# reservation request that 'single' (parens) the way WON'T (parens) a backtracking backtracking that \\\"quotes\\\" C++ I'M C++ C++ gateway with body body\"}, {\"role\": \"assistant\", \"content\": \"budget that 42 It's body backtracking caf\\u00e9 1999 because hand hand F# piece is (parens) and Z\\u00fcrich jumps user@example.com don't I'M They'RE regex body reservation once 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the a v1.2.3 the over lazy node.js gateway budget WON'T \\ud83d\\ude42 is exactly jumps over lazy piece backtracking written with 3.14159 jumps involved lazy scanner keep keep [brackets] boundaries that no that because quick F# v1.2.3 reservation involved\"}, {\"role\": \"user\", \"content\": \"caf\\u00e9 engine request na\\u00efve jumps involved lazy regex scanned {braces} 3.14159 engine mirrors \\\"quotes\\\" Z\\u00fcrich on there's (parens) They'RE regex for over regex 1999 tiktoken's scanner that once admission F# mirrors 42 the body WON'T the WON'T dog 100% 42 is lazy \\ud83d\\ude42 that request once 100% na\\u00efve dog tokens budget jumps \\ud83d\\ude42 $1,234.56 user@example.com $1,234.56 don't admission that brown (parens) it node.js tokens na\\u00efve we'll it v1.2.3 once so is written admission faster way we'll request jumps v1.2.3 fox the lazy gateway $1,234.56 42 counting Z\\u00fcrich the 'single' exactly once way I'M \\u6771\\u4eac They'RE before caf\\u00e9 boundaries 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admission body They'RE https://example.com/a/b?c=d the 1999 we'll It's keep mirrors request so piece gateway engine way hand exactly is C++ 100% exactly for body piece with jumps WON'T the no keep WON'T so F# don't $1,234.56 {braces} and \\ud83d\\ude42 request reservation written tiktoken's that written way written the tokens 3.14159 WON'T admission \\u0645\\u0631\\u062d\\u0628\\u0627 C++ budget gateway every before brown WON'T piece 1999 [brackets] a dog [brackets] while scanner <tags> \\ud83d\\ude42 we'll v1.2.3 scanner quick dog a while admission hand so there's every 42 node.js that engine faster na\\u00efve is \\\"quotes\\\"\"}, {\"role\": \"user\", \"content\": \"scanner hand boundaries admission it \\u6771\\u4eac WON'T na\\u00efve user@example.com Z\\u00fcrich F# F# They'RE a is caf\\u00e9 \\\"quotes\\\" before on request $1,234.56 boundaries (parens) don't brown the every 1999 (parens) [brackets] so 1999 boundaries 100% the hand 42 tokens every over that the the F# that quick 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scanned It's while (parens) written\"}, {\"role\": \"user\", \"content\": \"body there's scanned na\\u00efve quick It's a request lazy hand 1999 https://example.com/a/b?c=d jumps and caf\\u00e9 every It's before we'll on body no lazy there's 'single' mirrors we'll tokens over (parens) while \\u0645\\u0631\\u062d\\u0628\\u0627 C++ v1.2.3 keep gateway it because request mirrors for there's $1,234.56 keep over gateway https://example.com/a/b?c=d brown before They'RE 42 [brackets] tokens once once while scanner scanned and I'M Z\\u00fcrich it involved na\\u00efve I'M hand exactly before node.js 'single' because no lazy 3.14159 It's scanner F# 'single' while exactly It's (parens) \\ud83d\\ude42 counting while for tokens backtracking fox (parens) v1.2.3 once quick because is there's reservation because It's node.js that regex for don't\"}, {\"role\": \"assistant\", \"content\": \"with with so written budget is jumps admission before that I'M \\\"quotes\\\" because 3.14159 on WON'T 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WON'T 'single' request written jumps regex F# once quick \\u6771\\u4eac dog na\\u00efve the node.js way [brackets] gateway (parens) piece exactly \\ud83d\\ude42 v1.2.3 jumps They'RE written fox the scanner exactly WON'T na\\u00efve so body faster brown the that is with exactly Z\\u00fcrich [brackets] Z\\u00fcrich budget it lazy and the engine budget 3.14159 counting \\ud83d\\ude42 https://example.com/a/b?c=d it WON'T $1,234.56 {braces} a because we'll exactly it with request the that don't scanner jumps involved and tiktoken's the quick so \\ud83d\\ude42 [brackets] regex engine involved is\"}, {\"role\": \"assistant\", \"content\": \"They'RE body because engine 100% WON'T {braces} the tiktoken's before node.js it every na\\u00efve lazy the don't caf\\u00e9 admission 1999 faster dog 3.14159 {braces} once tokens we'll before the admission WON'T the it and It's <tags> because engine with user@example.com it \\u6771\\u4eac C++ over is <tags> tokens piece exactly it piece backtracking 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lazy It's body boundaries mirrors F# [brackets] there's while 100% body\"}, {\"role\": \"assistant\", \"content\": \"budget before over They'RE I'M request is that while written before $1,234.56 {braces} F# that admission and with for [brackets] fox \\ud83d\\ude42 42 body \\\"quotes\\\" the F# reservation dog 3.14159 WON'T It's tiktoken's exactly regex 3.14159 there's involved backtracking don't 1999 with faster dog body before tiktoken's with and over 42 written there's $1,234.56 hand 42 \\\"quotes\\\" lazy gateway backtracking 100% because \\\"quotes\\\" hand caf\\u00e9 faster request on over \\\"quotes\\\" once scanned over 100% engine mirrors \\u6771\\u4eac gateway user@example.com fox every before [brackets] body admission WON'T engine no dog for node.js gateway node.js na\\u00efve piece the way scanner a the 'single' gateway user@example.com They'RE is don't \\u6771\\u4eac before scanned\"}, {\"role\": \"user\", \"content\": \"It's way that \\u0645\\u0631\\u062d\\u0628\\u0627 written tiktoken's over faster It's with WON'T it because faster because with backtracking Z\\u00fcrich the while because scanned mirrors that scanned They'RE fox exactly 100% It's the tiktoken's hand so user@example.com request \\u6771\\u4eac faster v1.2.3 quick on once over dog piece counting node.js They'RE the because (parens) hand F# \\u6771\\u4eac with hand dog over budget written Z\\u00fcrich jumps there's budget C++ <tags> backtracking v1.2.3 'single' don't fox They'RE for \\ud83d\\ude42 admission involved v1.2.3 3.14159 the while 42 quick regex 100% on node.js tokens scanner written every with They'RE \\u6771\\u4eac\"}, {\"role\": \"assistant\", \"content\": \"100% because user@example.com caf\\u00e9 way 1999 Z\\u00fcrich over written 'single' 3.14159 $1,234.56 tokens I'M C++ [brackets] na\\u00efve $1,234.56 we'll $1,234.56 node.js we'll it (parens) {braces} v1.2.3 with written admission 100% exactly {braces} reservation there's {braces} fox with engine na\\u00efve for 1999 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\"content\": \"keep 42 <tags> because quick and because faster is 'single' scanned fox regex {braces} C++ I'M it 100% written tiktoken's engine so scanned reservation \\ud83d\\ude42 3.14159 \\\"quotes\\\" before the that exactly for with there's 100% over with WON'T It's quick Z\\u00fcrich v1.2.3 'single' the tiktoken's (parens) while we'll written [brackets] reservation the on engine way na\\u00efve caf\\u00e9 exactly $1,234.56 https://example.com/a/b?c=d before written 'single' (parens) piece They'RE Z\\u00fcrich written counting the every that written na\\u00efve hand admission over piece Z\\u00fcrich we'll no quick https://example.com/a/b?c=d keep we'll while 'single' request quick on we'll tiktoken's on regex Z\\u00fcrich jumps written that a because mirrors\"}, {\"role\": \"user\", \"content\": \"\\\"quotes\\\" reservation na\\u00efve there's 100% dog reservation [brackets] 3.14159 F# node.js \\u0645\\u0631\\u062d\\u0628\\u0627 the fox boundaries C++ na\\u00efve before It's so 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tokens piece [brackets] hand that na\\u00efve \\\"quotes\\\" dog for node.js the v1.2.3 that They'RE once gateway so {braces} with keep that regex no [brackets] admission on caf\\u00e9 fox scanner tokens don't before quick They'RE budget dog C++ once jumps user@example.com a node.js (parens) because WON'T \\ud83d\\ude42 while request 3.14159 with because there's regex don't Z\\u00fcrich written user@example.com with while request keep They'RE mirrors 1999 over involved \\u6771\\u4eac $1,234.56 C++ counting involved that tokens way for \\ud83d\\ude42 regex jumps we'll because na\\u00efve lazy with I'M don't before regex reservation fox that so\"}, {\"role\": \"user\", \"content\": \"involved because dog 1999 exactly 1999 keep boundaries node.js tiktoken's once Z\\u00fcrich [brackets] way na\\u00efve v1.2.3 faster C++ scanner mirrors \\u6771\\u4eac \\u6771\\u4eac [brackets] hand \\ud83d\\ude42 node.js tiktoken's don't counting exactly tiktoken's keep WON'T while with 42 brown it way 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fox because that while involved backtracking involved reservation there's over They'RE admission 1999 regex counting keep $1,234.56 for engine it 'single' regex the that body v1.2.3 WON'T once It's 42 tiktoken's written no 'single' piece fox and before it tiktoken's a caf\\u00e9 v1.2.3 user@example.com quick user@example.com scanned admission the scanner on is over reservation request \\u6771\\u4eac we'll 3.14159 with before \\u0645\\u0631\\u062d\\u0628\\u0627 backtracking 3.14159 counting reservation don't way with WON'T involved before It's admission keep C++ written with counting 'single' brown the <tags> 100% They'RE 42 before while every and \\\"quotes\\\" for They'RE there's 42 tokens v1.2.3 https://example.com/a/b?c=d before involved there's body once\"}, {\"role\": \"assistant\", \"content\": \"Z\\u00fcrich backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 the 3.14159 involved \\\"quotes\\\" 42 node.js once scanner mirrors {braces} na\\u00efve I'M brown the admission over 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\\ud83d\\ude42 $1,234.56 faster brown <tags> Z\\u00fcrich a brown tiktoken's \\ud83d\\ude42 tokens regex while They'RE I'M budget node.js https://example.com/a/b?c=d 42 tiktoken's https://example.com/a/b?c=d over over every 'single' 100% tiktoken's scanner gateway for don't tiktoken's a hand v1.2.3 {braces} fox that quick every that <tags> fox faster exactly 'single' (parens) v1.2.3 request dog over no is jumps for Z\\u00fcrich WON'T so body once scanner 3.14159 every that \\u6771\\u4eac so\"}, {\"role\": \"assistant\", \"content\": \"no while faster the because there's \\\"quotes\\\" piece tiktoken's a reservation Z\\u00fcrich because caf\\u00e9 gateway tokens gateway over Z\\u00fcrich They'RE that 3.14159 quick They'RE na\\u00efve mirrors faster a 100% reservation I'M on F# lazy 1999 and budget and $1,234.56 exactly budget written fox 100% body and there's don't once body the on while budget \\ud83d\\ude42 100% \\\"quotes\\\" request \\u0645\\u0631\\u062d\\u0628\\u0627 keep lazy 1999 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(parens) a boundaries node.js request jumps body before for hand dog boundaries budget on the boundaries we'll every because {braces} Z\\u00fcrich way https://example.com/a/b?c=d 1999 body <tags> Z\\u00fcrich there's budget 1999 before so v1.2.3 WON'T user@example.com F# it written lazy with <tags> once dog faster faster once we'll \\ud83d\\ude42 exactly user@example.com faster 42 \\u0645\\u0631\\u062d\\u0628\\u0627 a admission over \\u0645\\u0631\\u062d\\u0628\\u0627 WON'T lazy\"}, {\"role\": \"assistant\", \"content\": \"na\\u00efve the (parens) for the brown https://example.com/a/b?c=d and 42 Z\\u00fcrich on {braces} \\ud83d\\ude42 regex over regex na\\u00efve F# over C++ before with the for don't 'single' counting \\u6771\\u4eac tiktoken's before mirrors fox gateway faster so regex \\ud83d\\ude42 keep $1,234.56 reservation so \\ud83d\\ude42 42 https://example.com/a/b?c=d tokens user@example.com for the for exactly \\\"quotes\\\" it written for F# dog I'M engine faster 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so\"}, {\"role\": \"user\", \"content\": \"body hand backtracking (parens) counting na\\u00efve They'RE \\ud83d\\ude42 WON'T boundaries v1.2.3 budget na\\u00efve admission once the that because tokens dog tiktoken's scanner scanner (parens) I'M \\\"quotes\\\" budget 100% there's once WON'T keep {braces} the before fox (parens) the counting because lazy 1999 \\u0645\\u0631\\u062d\\u0628\\u0627 admission 1999 and there's while admission 3.14159 a counting C++ with exactly don't don't lazy \\ud83d\\ude42 42 \\\"quotes\\\" backtracking C++ there's keep user@example.com request is node.js piece before brown budget 42 100% because admission and with tiktoken's no the 100%\"}, {\"role\": \"assistant\", \"content\": \"with 1999 Z\\u00fcrich that is with mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 the brown $1,234.56 way scanner https://example.com/a/b?c=d <tags> lazy written scanner quick v1.2.3 \\\"quotes\\\" regex \\\"quotes\\\" They'RE 3.14159 \\ud83d\\ude42 [brackets] Z\\u00fcrich the 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\\u0645\\u0631\\u062d\\u0628\\u0627 tiktoken's {braces} no engine brown brown there's dog way regex that 'single' for and 3.14159 node.js every there's a every They'RE WON'T exactly scanner tiktoken's They'RE regex the dog counting over the for request scanner with and mirrors dog the counting tokens gateway https://example.com/a/b?c=d for https://example.com/a/b?c=d backtracking\"}, {\"role\": \"user\", \"content\": \"don't because that fox Z\\u00fcrich with Z\\u00fcrich way piece (parens) every (parens) user@example.com {braces} keep so a that boundaries 100% keep C++ node.js 1999 piece $1,234.56 \\ud83d\\ude42 backtracking <tags> {braces} that involved gateway boundaries no 42 hand 3.14159 \\ud83d\\ude42 na\\u00efve na\\u00efve that for Z\\u00fcrich $1,234.56 engine lazy fox scanned before once hand no https://example.com/a/b?c=d admission WON'T admission It's no a because \\u0645\\u0631\\u062d\\u0628\\u0627 \\u6771\\u4eac exactly <tags> written \\u0645\\u0631\\u062d\\u0628\\u0627 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caf\\u00e9 hand They'RE every tiktoken's involved we'll node.js\"}, {\"role\": \"user\", \"content\": \"that request while jumps faster exactly written 3.14159 scanner that \\\"quotes\\\" with exactly dog that keep with piece piece boundaries no [brackets] backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 F# hand $1,234.56 engine written (parens) and It's involved node.js Z\\u00fcrich boundaries with backtracking na\\u00efve and body counting node.js keep Z\\u00fcrich that while \\u6771\\u4eac because there's \\u6771\\u4eac boundaries no They'RE counting jumps v1.2.3 with don't a \\u0645\\u0631\\u062d\\u0628\\u0627 fox user@example.com no that it F# once it so every 100% a caf\\u00e9 the \\\"quotes\\\" [brackets] that gateway while we'll scanned caf\\u00e9 keep involved \\u6771\\u4eac\"}, {\"role\": \"assistant\", \"content\": \"the while I'M gateway WON'T tiktoken's 'single' over 'single' request faster (parens) faster faster \\u0645\\u0631\\u062d\\u0628\\u0627 hand tiktoken's keep 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{\"role\": \"assistant\", \"content\": \"They'RE scanner tiktoken's quick (parens) https://example.com/a/b?c=d budget quick for engine (parens) hand tiktoken's piece written https://example.com/a/b?c=d counting counting over no once engine I'M because fox exactly regex no once keep and written regex faster 100% the admission counting a scanner C++ quick involved gateway brown piece Z\\u00fcrich regex written is faster \\u6771\\u4eac body brown no tokens scanned every request it I'M \\ud83d\\ude42 for (parens) Z\\u00fcrich written 3.14159 'single' I'M no na\\u00efve quick regex gateway it counting (parens) the over so hand gateway is body way dog v1.2.3 faster so request while before counting body F# faster [brackets] engine involved a $1,234.56 dog <tags> that that budget mirrors user@example.com the brown that no C++ it every na\\u00efve exactly that body Z\\u00fcrich \\u6771\\u4eac with don't so It's \\u0645\\u0631\\u062d\\u0628\\u0627 that gateway a the\"}, {\"role\": \"user\", 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faster there's keep C++ and don't gateway budget {braces} faster hand don't is involved \\u6771\\u4eac regex regex reservation scanner\"}, {\"role\": \"assistant\", \"content\": \"F# body is regex jumps WON'T reservation Z\\u00fcrich tokens piece that and \\u0645\\u0631\\u062d\\u0628\\u0627 [brackets] for 'single' we'll engine F# there's \\\"quotes\\\" so counting \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d [brackets] piece <tags> [brackets] involved exactly fox {braces} \\ud83d\\ude42 3.14159 way F# 3.14159 scanned while keep every request \\u6771\\u4eac way C++ na\\u00efve engine engine user@example.com because admission I'M gateway v1.2.3 v1.2.3 It's it Z\\u00fcrich https://example.com/a/b?c=d 3.14159 Z\\u00fcrich hand [brackets] [brackets] dog that 'single' exactly \\u6771\\u4eac regex brown reservation involved and WON'T F# na\\u00efve before It's a tiktoken's I'M we'll with written budget engine caf\\u00e9 tokens 100% scanned It's brown every a for\"}, 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piece\"}, {\"role\": \"assistant\", \"content\": \"fox quick C++ brown before no lazy faster the that the every 100% na\\u00efve that 100% {braces} scanner we'll involved na\\u00efve before that {braces} faster mirrors because 'single' it faster v1.2.3 involved is so with request piece piece while that engine admission tokens gateway scanned before F# every $1,234.56 hand 1999 <tags> request is over v1.2.3 <tags> over quick regex v1.2.3 v1.2.3 boundaries Z\\u00fcrich and\"}, {\"role\": \"user\", \"content\": \"node.js WON'T faster \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 dog <tags> tokens and the no because They'RE and WON'T WON'T caf\\u00e9 \\u0645\\u0631\\u062d\\u0628\\u0627 42 na\\u00efve written keep don't the WON'T is admission $1,234.56 and every the I'M is C++ budget node.js tokens (parens) node.js caf\\u00e9 'single' with engine https://example.com/a/b?c=d v1.2.3 written node.js {braces} tiktoken's boundaries tiktoken's lazy scanned user@example.com quick body regex 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no keep piece It's no user@example.com 'single' I'M WON'T node.js there's 100% quick 100% dog \\ud83d\\ude42 faster Z\\u00fcrich is before there's on don't F# {braces} keep that it na\\u00efve faster counting faster is over hand hand before involved tokens v1.2.3 {braces} boundaries backtracking so on before regex hand backtracking for while keep so (parens) tokens is with exactly backtracking (parens) admission $1,234.56 once no 42 C++ brown reservation Z\\u00fcrich \\\"quotes\\\"\"}, {\"role\": \"assistant\", \"content\": \"so {braces} It's involved body $1,234.56 lazy scanner caf\\u00e9 na\\u00efve v1.2.3 mirrors 3.14159 na\\u00efve the fox It's before we'll over no involved counting C++ brown quick hand \\u6771\\u4eac every exactly 42 boundaries $1,234.56 dog WON'T quick scanned na\\u00efve dog na\\u00efve boundaries quick backtracking <tags> body [brackets] tokens piece 100% exactly F# on admission the WON'T budget scanner \\\"quotes\\\" and WON'T we'll boundaries on budget 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caf\\u00e9 that with WON'T it hand that over \\\"quotes\\\" 'single' na\\u00efve 1999 piece keep {braces} quick the no regex \\u0645\\u0631\\u062d\\u0628\\u0627 \\ud83d\\ude42 piece na\\u00efve the \\u0645\\u0631\\u062d\\u0628\\u0627 'single' no <tags> that a body with\"}, {\"role\": \"assistant\", \"content\": \"that C++ over caf\\u00e9 tiktoken's scanned \\u0645\\u0631\\u062d\\u0628\\u0627 fox \\\"quotes\\\" for node.js once keep C++ counting once body so for jumps every before reservation user@example.com budget [brackets] boundaries 42 1999 written jumps $1,234.56 that the https://example.com/a/b?c=d faster Z\\u00fcrich request and once involved [brackets] so over over na\\u00efve caf\\u00e9 for for \\\"quotes\\\" while that scanned tokens scanner no no It's F# request request reservation Z\\u00fcrich jumps the na\\u00efve (parens) the backtracking jumps na\\u00efve scanner caf\\u00e9 keep I'M \\u6771\\u4eac quick scanner body hand scanner I'M way https://example.com/a/b?c=d it 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\"content\": \"scanner caf\\u00e9 (parens) keep so {braces} on F# it because so over brown It's exactly I'M I'M F# faster $1,234.56 tokens exactly $1,234.56 caf\\u00e9 the na\\u00efve engine user@example.com \\\"quotes\\\" written C++ so regex don't backtracking engine the caf\\u00e9 C++ They'RE fox lazy written WON'T boundaries keep It's caf\\u00e9 while {braces} C++ keep jumps no node.js 3.14159 there's faster no 'single' so It's so a once scanner \\u0645\\u0631\\u062d\\u0628\\u0627 engine every once before backtracking request because F# scanned jumps I'M exactly we'll we'll and once [brackets] there's exactly 100%\"}, {\"role\": \"user\", \"content\": \"C++ <tags> tiktoken's $1,234.56 body scanner <tags> dog I'M regex that https://example.com/a/b?c=d mirrors every before user@example.com \\\"quotes\\\" with involved scanner budget I'M reservation hand that for 42 fox 42 tokens scanned They'RE They'RE \\\"quotes\\\" keep reservation piece Z\\u00fcrich the 3.14159 counting counting 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so gateway 42 Z\\u00fcrich faster (parens) node.js 100% lazy jumps fox scanner engine 'single' counting request \\u6771\\u4eac a regex brown that 1999 https://example.com/a/b?c=d user@example.com They'RE regex I'M \\ud83d\\ude42 3.14159 \\u0645\\u0631\\u062d\\u0628\\u0627 scanner budget tokens [brackets] WON'T that quick budget v1.2.3 way way user@example.com request the [brackets] $1,234.56 gateway They'RE quick scanned $1,234.56 \\ud83d\\ude42 na\\u00efve don't admission \\u0645\\u0631\\u062d\\u0628\\u0627 budget \\u0645\\u0631\\u062d\\u0628\\u0627\"}, {\"role\": \"assistant\", \"content\": \"WON'T admission piece \\u6771\\u4eac gateway no \\ud83d\\ude42 WON'T tokens 'single' piece admission 3.14159 It's while <tags> I'M Z\\u00fcrich the keep boundaries Z\\u00fcrich WON'T It's [brackets] brown tokens They'RE exactly boundaries WON'T admission piece (parens) so tiktoken's backtracking is \\u0645\\u0631\\u062d\\u0628\\u0627 before mirrors 3.14159 dog backtracking written caf\\u00e9 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https://example.com/a/b?c=d \\u6771\\u4eac\"}, {\"role\": \"user\", \"content\": \"we'll body tiktoken's F# lazy is is request we'll because dog \\u6771\\u4eac boundaries lazy caf\\u00e9 exactly quick jumps They'RE 3.14159 brown \\u6771\\u4eac 3.14159 'single' on keep faster 'single' because I'M no 'single' tiktoken's exactly F# v1.2.3 tokens hand because faster that over and gateway don't 42 \\u0645\\u0631\\u062d\\u0628\\u0627 lazy before that once for keep body lazy Z\\u00fcrich before faster piece gateway caf\\u00e9 exactly involved scanner the \\ud83d\\ude42 node.js WON'T way before C++ written 1999 It's with that is every na\\u00efve 1999 keep \\u6771\\u4eac quick request regex budget It's 1999 before a hand lazy engine WON'T don't while brown admission \\u0645\\u0631\\u062d\\u0628\\u0627 1999 caf\\u00e9 na\\u00efve WON'T boundaries counting reservation \\\"quotes\\\" there's the once over counting request\"}, {\"role\": \"assistant\", \"content\": \"gateway reservation once F# C++ written 42 on piece https://example.com/a/b?c=d [brackets] that \\u0645\\u0631\\u062d\\u0628\\u0627 we'll reservation They'RE node.js the fox piece https://example.com/a/b?c=d user@example.com every F# $1,234.56 \\\"quotes\\\" admission body [brackets] 'single' that and because regex we'll \\u6771\\u4eac 42 keep na\\u00efve F# user@example.com keep admission we'll user@example.com 1999 {braces} 100% because no $1,234.56 counting the 42 there's boundaries F# no admission 42 so so v1.2.3 for mirrors while the regex piece budget 42 node.js {braces} na\\u00efve regex with jumps that counting a involved $1,234.56 that admission tiktoken's na\\u00efve involved before $1,234.56 budget 1999 because v1.2.3 that backtracking \\u6771\\u4eac mirrors [brackets] node.js hand {braces} don't brown counting Z\\u00fcrich scanned over \\ud83d\\ude42 with I'M lazy tokens\"}, {\"role\": \"user\", \"content\": \"quick keep it body so <tags> every C++ gateway It's tokens 'single' 100% we'll quick regex 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scanned and admission \\u6771\\u4eac \\ud83d\\ude42 faster {braces} WON'T on I'M F# scanned while dog no exactly written C++ because tiktoken's request reservation written don't 100% gateway budget \\u6771\\u4eac that jumps counting \\u6771\\u4eac every engine scanned They'RE \\ud83d\\ude42 for engine F# and {braces} exactly exactly \\\"quotes\\\" the hand before\"}, {\"role\": \"user\", \"content\": \"jumps $1,234.56 we'll we'll {braces} user@example.com way hand fox way It's brown 3.14159 https://example.com/a/b?c=d regex jumps don't once dog written quick lazy tiktoken's WON'T way it budget the that quick It's WON'T They'RE brown keep because so keep \\u6771\\u4eac don't written because way with is I'M https://example.com/a/b?c=d 3.14159 scanner counting v1.2.3 gateway the it 42 while WON'T tokens caf\\u00e9 jumps once regex <tags> budget v1.2.3 C++ backtracking brown exactly involved every regex boundaries the mirrors F# F# $1,234.56 [brackets] WON'T \\u6771\\u4eac $1,234.56 jumps 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v1.2.3 is the we'll admission engine request body that body WON'T user@example.com 42 and piece I'M backtracking {braces} WON'T boundaries [brackets] engine request <tags> <tags> so backtracking budget {braces} caf\\u00e9 3.14159 {braces} It's hand once $1,234.56 They'RE budget It's quick brown <tags> regex 42 (parens) and 1999 regex Z\\u00fcrich Z\\u00fcrich Z\\u00fcrich exactly https://example.com/a/b?c=d way tokens no tiktoken's counting that hand backtracking jumps way over WON'T na\\u00efve {braces} piece it that 100% (parens) exactly and is over the WON'T user@example.com 1999 request written counting brown while on <tags> <tags> because 42 tokens no because (parens) Z\\u00fcrich lazy reservation admission once counting 42 exactly <tags> They'RE is dog\"}, {\"role\": \"user\", \"content\": \"that They'RE the admission F# (parens) https://example.com/a/b?c=d tiktoken's 3.14159 scanned reservation 'single' boundaries written exactly faster F# na\\u00efve while and [brackets] It's brown \\ud83d\\ude42 caf\\u00e9 jumps with \\\"quotes\\\" backtracking on reservation C++ written over regex [brackets] counting [brackets] lazy scanned $1,234.56 faster 'single' {braces} (parens) They'RE \\\"quotes\\\" on request F# while the dog faster https://example.com/a/b?c=d brown tokens 100% because WON'T way counting don't scanner a <tags> scanner 'single' dog because hand admission tiktoken's {braces} hand caf\\u00e9 that a \\ud83d\\ude42 fox \\ud83d\\ude42 \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors $1,234.56 once tiktoken's node.js \\u6771\\u4eac exactly \\\"quotes\\\" Z\\u00fcrich WON'T (parens) the hand It's once every no They'RE F# C++ lazy every don't 1999 <tags> user@example.com piece C++ admission 1999 because I'M budget\"}, {\"role\": \"assistant\", \"content\": \"dog over caf\\u00e9 the $1,234.56 before is that 'single' piece It's jumps exactly na\\u00efve every budget hand tokens $1,234.56 \\ud83d\\ude42 we'll (parens) hand for (parens) exactly way na\\u00efve body 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https://example.com/a/b?c=d the node.js is fox I'M 3.14159 tiktoken's faster is once 42 involved no 'single' I'M caf\\u00e9 WON'T I'M They'RE [brackets] $1,234.56 we'll I'M so 42 It's every (parens) we'll once \\ud83d\\ude42 once mirrors jumps budget body {braces} \\ud83d\\ude42 F# fox {braces} <tags> exactly \\ud83d\\ude42 WON'T that on 100% budget engine reservation C++ fox F# 42 no (parens) counting mirrors v1.2.3 for fox [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 while way 1999 boundaries piece 100% involved every \\ud83d\\ude42 'single' brown once v1.2.3 before 'single' (parens) v1.2.3 Z\\u00fcrich we'll involved 100% {braces}\"}, {\"role\": \"assistant\", \"content\": \"engine backtracking budget on na\\u00efve mirrors dog reservation don't jumps budget gateway counting dog tokens brown for way Z\\u00fcrich dog piece 'single' that quick it there's quick budget 42 It's that dog They'RE F# written dog piece \\u0645\\u0631\\u062d\\u0628\\u0627 F# regex every no hand body once 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user@example.com dog dog [brackets] that caf\\u00e9 over for admission v1.2.3 100% node.js boundaries scanner 42 piece because is (parens) (parens) body no is {braces} that user@example.com \\u0645\\u0631\\u062d\\u0628\\u0627 hand <tags> \\\"quotes\\\" user@example.com on that \\\"quotes\\\" backtracking \\\"quotes\\\" on no hand 3.14159 brown faster 100% (parens)\"}, {\"role\": \"assistant\", \"content\": \"there's user@example.com They'RE It's lazy user@example.com before before https://example.com/a/b?c=d request WON'T WON'T fox WON'T and faster for body involved 3.14159 keep written admission on gateway written I'M with quick v1.2.3 C++ there's jumps quick admission scanned jumps node.js before while 1999 over node.js with reservation every once node.js brown don't there's mirrors a [brackets] so faster before \\ud83d\\ude42 tiktoken's <tags> admission F# don't written na\\u00efve admission is fox we'll way dog tokens scanned the \\\"quotes\\\" hand no 'single' \\ud83d\\ude42 over 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lazy faster exactly body tiktoken's fox budget\"}, {\"role\": \"user\", \"content\": \"so fox a backtracking Z\\u00fcrich admission budget fox scanned 42 request don't because reservation way admission gateway v1.2.3 the so \\u6771\\u4eac involved 'single' with a 100% 'single' v1.2.3 user@example.com dog backtracking body C++ piece the so mirrors written once $1,234.56 while fox 42 [brackets] F# we'll Z\\u00fcrich piece budget while for we'll the we'll written exactly $1,234.56 mirrors counting \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors on 'single' na\\u00efve is node.js while is a on\"}, {\"role\": \"assistant\", \"content\": \"on involved 42 'single' They'RE piece while [brackets] dog that and there's before once jumps counting that so is \\u6771\\u4eac [brackets] over and exactly with involved it once <tags> on 1999 42 3.14159 is keep \\u6771\\u4eac jumps that there's They'RE piece lazy over with lazy request \\ud83d\\ude42 written node.js admission backtracking way the over 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admission is hand C++ <tags> brown v1.2.3 user@example.com brown \\\"quotes\\\" once backtracking lazy [brackets] with scanner dog lazy 'single' budget 1999 we'll reservation exactly on exactly the counting the [brackets] engine They'RE scanner caf\\u00e9 (parens) involved na\\u00efve on dog <tags> (parens) before don't while fox F# request once the lazy \\ud83d\\ude42 gateway user@example.com once that for 42 involved body user@example.com on regex the for lazy backtracking node.js body over involved v1.2.3 \\u6771\\u4eac regex mirrors there's involved regex faster that before request 3.14159 3.14159 that body 1999 faster for 42 'single' user@example.com request user@example.com piece scanned 1999 keep 3.14159 every fox F# scanned before jumps that <tags> admission counting They'RE that tokens I'M\"}, {\"role\": \"user\", \"content\": \"exactly quick and https://example.com/a/b?c=d a brown is dog hand regex It's tiktoken's the every with on scanner every keep scanned backtracking 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there's engine 100% \\u0645\\u0631\\u062d\\u0628\\u0627 \\\"quotes\\\" jumps before don't [brackets] is counting involved It's I'M boundaries the (parens) with I'M engine 100% for exactly 'single' piece C++ na\\u00efve {braces} we'll every a no a \\\"quotes\\\" user@example.com body the C++ written https://example.com/a/b?c=d counting I'M a v1.2.3 dog 'single' Z\\u00fcrich keep scanner written before over lazy scanned the with keep over 'single' lazy 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 (parens) dog scanned the the dog no $1,234.56 with a so because quick Z\\u00fcrich fox v1.2.3 once faster \\ud83d\\ude42 faster <tags> boundaries it 1999 mirrors way a 3.14159 so it written \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d because the before involved Z\\u00fcrich budget while v1.2.3 scanned boundaries regex we'll backtracking\"}, {\"role\": \"user\", \"content\": \"involved $1,234.56 while jumps \\ud83d\\ude42 \\\"quotes\\\" piece hand written fox jumps v1.2.3 hand 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tiktoken's we'll involved \\u6771\\u4eac on no tokens on {braces} It's mirrors I'M [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 lazy Z\\u00fcrich a while caf\\u00e9 involved request $1,234.56 tiktoken's once lazy\"}, {\"role\": \"user\", \"content\": \"3.14159 lazy piece fox on lazy v1.2.3 dog while piece 'single' involved written 100% jumps hand scanner v1.2.3 don't 'single' scanned with piece don't They'RE piece (parens) for with F# scanned don't no backtracking written 100% 100% lazy backtracking involved user@example.com scanner way we'll 42 'single' reservation 'single' lazy the written don't 'single' every and before reservation so it Z\\u00fcrich before a node.js before F# involved jumps counting involved that scanned regex so that user@example.com it with \\u0645\\u0631\\u062d\\u0628\\u0627 involved admission caf\\u00e9 the reservation [brackets] over mirrors that hand {braces} \\u0645\\u0631\\u062d\\u0628\\u0627 don't that we'll [brackets] hand faster I'M regex boundaries piece keep reservation WON'T hand backtracking counting piece $1,234.56 \\\"quotes\\\" Z\\u00fcrich tokens jumps it body before don't scanner {braces} body <tags> It's 42 caf\\u00e9 $1,234.56 scanner tokens\"}, {\"role\": \"assistant\", \"content\": \"v1.2.3 engine involved faster involved keep with $1,234.56 while piece F# Z\\u00fcrich 100% tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 is budget that tiktoken's admission scanned node.js 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 that on on body dog with regex admission 3.14159 piece na\\u00efve so 'single' mirrors boundaries boundaries keep on no while \\u0645\\u0631\\u062d\\u0628\\u0627 reservation the <tags> node.js F# 42 piece reservation It's tiktoken's reservation $1,234.56 hand tiktoken's that I'M it \\ud83d\\ude42 (parens) counting Z\\u00fcrich is [brackets] https://example.com/a/b?c=d reservation boundaries lazy (parens) that with over Z\\u00fcrich don't counting\"}, {\"role\": \"user\", \"content\": \"body dog backtracking that <tags> we'll don't \\u0645\\u0631\\u062d\\u0628\\u0627 user@example.com keep quick before scanned caf\\u00e9 It's body quick na\\u00efve 100% before quick jumps \\\"quotes\\\" once regex 42 I'M \\ud83d\\ude42 and keep a faster brown caf\\u00e9 regex \\\"quotes\\\" we'll engine exactly so 42 written They'RE every caf\\u00e9 the the once na\\u00efve piece no hand that boundaries scanned before there's there's reservation https://example.com/a/b?c=d admission I'M v1.2.3 dog They'RE dog scanned engine It's user@example.com no reservation \\u0645\\u0631\\u062d\\u0628\\u0627 regex scanned Z\\u00fcrich is it a and \\\"quotes\\\" involved exactly exactly way hand jumps \\ud83d\\ude42 reservation quick tokens mirrors over user@example.com boundaries 3.14159 I'M node.js piece F# https://example.com/a/b?c=d before tiktoken's I'M piece brown is na\\u00efve and {braces} WON'T It's don't it is {braces} on so so \\u6771\\u4eac it it user@example.com brown \\\"quotes\\\" I'M 100% scanned C++ body tokens \\u6771\\u4eac [brackets]\"}, {\"role\": \"assistant\", \"content\": \"mirrors F# $1,234.56 for dog (parens) keep that [brackets] (parens) 3.14159 v1.2.3 WON'T is don't the a It's https://example.com/a/b?c=d faster 'single' it user@example.com is dog dog counting so $1,234.56 v1.2.3 boundaries every on regex backtracking before quick brown quick C++ quick v1.2.3 scanner written \\ud83d\\ude42 user@example.com before is 42 3.14159 on engine dog dog once request https://example.com/a/b?c=d lazy on caf\\u00e9 faster don't before is exactly written brown C++ piece a 3.14159 no WON'T faster it https://example.com/a/b?c=d and boundaries \\ud83d\\ude42 reservation that engine we'll fox while the dog v1.2.3 because boundaries scanned <tags> It's \\u6771\\u4eac \\\"quotes\\\" scanned that so is tiktoken's scanned {braces} gateway exactly regex quick over is fox It's we'll {braces} faster\"}, {\"role\": \"user\", \"content\": \"Summarise the conversation so far in three sentences.\"}]}", "input_tokens": 50354}
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/cl100k/texts.jsonl b/litellm-rust/crates/token-counter/tests/fixtures/cl100k/texts.jsonl
new file mode 100644
index 00000000000..3dd681d43f9
--- /dev/null
+++ b/litellm-rust/crates/token-counter/tests/fixtures/cl100k/texts.jsonl
@@ -0,0 +1,4053 @@
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Hello, how are you today?", "tokens": 7, "pieces": ["Hello", ",", " how", " are", " you", " today", "?"]}
+{"text": "I'm sure they're right, we'll see. WE'LL SEE, I'M SURE THEY'RE RIGHT, IT'S HERS AND IT'D BE 'D", "tokens": 34, "pieces": ["I", "'m", " sure", " they", "'re", " right", ",", " we", "'ll", " see", ".", " WE", "'LL", " SEE", ",", " I", "'M", " SURE", " THEY", "'RE", " RIGHT", ",", " IT", "'S", " HERS", " AND", " IT", "'D", " BE", " '", "D"]}
+{"text": "don't Don'T DON'T won'T i've I'VE i'Ve you'RE 'S 'T 'M 'D 'LL 'VE 'RE 'ſ 'x", "tokens": 37, "pieces": ["don", "'t", " Don", "'T", " DON", "'T", " won", "'T", " i", "'ve", " I", "'VE", " i", "'Ve", " you", "'RE", " '", "S", " '", "T", " '", "M", " '", "D", " '", "LL", " '", "VE", " '", "RE", " '", "ſ", " '", "x"]}
+{"text": "1234567890 123 12 1 0000000 ٣٤٥٦٧٨ ३४५६ 1,234,567.89 2026-09-11T18:00:00Z", "tokens": 58, "pieces": ["123", "456", "789", "0", " ", "123", " ", "12", " ", "1", " ", "000", "000", "0", " ", "٣٤٥", "٦٧٨", " ", "३४५", "६", " ", "1", ",", "234", ",", "567", ".", "89", " ", "202", "6", "-", "09", "-", "11", "T", "18", ":", "00", ":", "00", "Z"]}
+{"text": "$abc %def &ghi @jkl _mno #pqr ~stu ^vwx |yz \\a /b :c ;d ?e !f (g )h [i ]j {k }l <m >n =o +p *q", "tokens": 56, "pieces": ["$abc", " %", "def", " &", "ghi", " @", "jkl", " _", "mno", " #", "pqr", " ~", "stu", " ^", "vwx", " |", "yz", " \\", "a", " /", "b", " :", "c", " ;", "d", " ?", "e", " !", "f", " (", "g", " )", "h", " [", "i", " ]", "j", " {", "k", " }", "l", " <", "m", " >", "n", " =", "o", " +", "p", " *", "q"]}
+{"text": "foo   bar  baz \t qux\t\tquux \n\nline\r\nline\r\n\r\n   \n\t\r\n  x  ", "tokens": 22, "pieces": ["foo", "  ", " bar", " ", " baz", " \t", " qux", "\t", "\tquux", " \n\n", "line", "\r\n", "line", "\r\n\r\n   \n\t\r\n", " ", " x", "  "]}
+{"text": "trailing spaces   ", "tokens": 4, "pieces": ["trailing", " spaces", "   "]}
+{"text": "trailing tabs\t\t", "tokens": 4, "pieces": ["trailing", " tabs", "\t\t"]}
+{"text": "trailing newline\n", "tokens": 4, "pieces": ["trailing", " newline", "\n"]}
+{"text": "\n\n\n", "tokens": 1, "pieces": ["\n\n\n"]}
+{"text": "\r\n\r\n\r\n", "tokens": 1, "pieces": ["\r\n\r\n\r\n"]}
+{"text": "   ", "tokens": 1, "pieces": ["   "]}
+{"text": "😀😃😄 👍🏽 🇺🇸 👨‍👩‍👧‍👦 ✈️ ❤️‍🔥 ٭ ※ ⌘ ⏎", "tokens": 54, "pieces": ["😀😃😄", " 👍🏽", " 🇺🇸", " 👨‍👩‍👧‍👦", " ✈️", " ❤️‍🔥", " ٭", " ※", " ⌘", " ⏎"]}
+{"text": "漢字かな交じり文、東京都千代田区。日本語のテキストです。中文测试。한국어 텍스트", "tokens": 42, "pieces": ["漢字かな交じり文", "、東京都千代田区", "。日本語のテキストです", "。中文测试", "。한국어", " 텍스트"]}
+{"text": "مرحبا بالعالم، هذا نص عربي مع أرقام ١٢٣٤٥٦٧ و علامات ترقيم!", "tokens": 52, "pieces": ["مرحبا", " بالعالم", "،", " هذا", " نص", " عربي", " مع", " أرقام", " ", "١٢٣", "٤٥٦", "٧", " و", " علامات", " ترقيم", "!"]}
+{"text": "Zürich, façade, naïve, Ærøskøbing, Ελληνικά, Русский текст, עברית, हिन्दी, ไทย", "tokens": 52, "pieces": ["Zürich", ",", " façade", ",", " naïve", ",", " Ærøskøbing", ",", " Ελληνικά", ",", " Русский", " текст", ",", " עברית", ",", " ह", "िन", "्द", "ी,", " ไทย"]}
+{"text": "é å ḍ̇ ́́ combining̈ markś!", "tokens": 19, "pieces": ["e", "́", " a", "̊", " ḋ", "̣", " ́́", " combining", "̈", " marks", "́!"]}
+{"text": "ΣΊΣΥΦΟΣ Džungla İstanbul file flow Ａｂｃ ㍿ ㋿ ꟲ 𐞁", "tokens": 50, "pieces": ["ΣΊΣΥΦΟΣ", " Džungla", " İstanbul", " file", " flow", " Ａｂｃ", " ㍿", " ㋿", " ꟲ", " 𐞁"]}
+{"text": "<|endoftext|> <|fim_prefix|>code<|fim_middle|>more<|fim_suffix|> <|endofprompt|> <|im_start|>", "tokens": 40, "pieces": ["<|", "endoftext", "|>", " <|", "fim", "_prefix", "|>", "code", "<|", "fim", "_middle", "|>", "more", "<|", "fim", "_suffix", "|>", " <|", "endofprompt", "|>", " <|", "im", "_start", "|>"]}
+{"text": "<EOT> <META_START> <s> </s> [INST] [/INST] <<SYS>>", "tokens": 22, "pieces": ["<EOT", ">", " <", "META", "_START", ">", " <", "s", ">", " </", "s", ">", " [", "INST", "]", " [/", "INST", "]", " <<", "SYS", ">>"]}
+{"text": "def f(x):\n    return {'a': x ** 2, \"b\": [1, 2, 3]}  # comment\n\nprint(f(10))\n", "tokens": 35, "pieces": ["def", " f", "(x", "):\n", "   ", " return", " {'", "a", "':", " x", " **", " ", "2", ",", " \"", "b", "\":", " [", "1", ",", " ", "2", ",", " ", "3", "]}", " ", " #", " comment", "\n\n", "print", "(f", "(", "10", "))\n"]}
+{"text": "{\"model\":\"gpt-4\",\"messages\":[{\"role\":\"user\",\"content\":\"hi\\n\"}],\"temperature\":0.7}", "tokens": 26, "pieces": ["{\"", "model", "\":\"", "gpt", "-", "4", "\",\"", "messages", "\":[{\"", "role", "\":\"", "user", "\",\"", "content", "\":\"", "hi", "\\n", "\"}],\"", "temperature", "\":", "0", ".", "7", "}"]}
+{"text": "https://example.com/path?query=1&other=two#fragment user@example.com 192.168.0.1", "tokens": 26, "pieces": ["https", "://", "example", ".com", "/path", "?query", "=", "1", "&other", "=two", "#fragment", " user", "@example", ".com", " ", "192", ".", "168", ".", "0", ".", "1"]}
+{"text": "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", "tokens": 375, "pieces": ["aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa"]}
+{"text": "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        ", "tokens": 24, "pieces": ["                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        "]}
+{"text": "........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................", "tokens": 48, "pieces": ["........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................"]}
+{"text": "abababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababab", "tokens": 1500, "pieces": ["abababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababab"]}
+{"text": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n", "tokens": 95, "pieces": ["\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n"]}
+{"text": "000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000", "tokens": 1000, "pieces": ["000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000"]}
+{"text": "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!", "tokens": 375, "pieces": ["!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!"]}
+{"text": "😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀", "tokens": 2000, "pieces": ["😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀"]}
+{"text": "漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢", "tokens": 2000, "pieces": ["漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢"]}
+{"text": " abc ! 
x 　y ​z ‍‍ q", "tokens": 18, "pieces": [" abc", " ", "!", " ", "
x", " ", "　y", " ​", "z", " ‍‍", " q"]}
+{"text": "x…y \u000b\f z", "tokens": 8, "pieces": ["x", "…y", " \u000b\f", " z"]}
+{"text": "\u0000\u0001\u0002  �", "tokens": 6, "pieces": ["\u0000\u0001\u0002", " ", " �"]}
+{"text": "tab\tseparated\tvalues\n1\t2\t3\n", "tokens": 11, "pieces": ["tab", "\tseparated", "\tvalues", "\n", "1", "\t", "2", "\t", "3", "\n"]}
+{"text": "MiXeD cAsE wOrDs AND ACRONYMS like NASA, HTTP/2, gRPC, iOS, macOS", "tokens": 28, "pieces": ["MiXeD", " cAsE", " wOrDs", " AND", " ACRONYMS", " like", " NASA", ",", " HTTP", "/", "2", ",", " gRPC", ",", " iOS", ",", " macOS"]}
+{"text": "snake_case_identifier camelCaseIdentifier PascalCaseIdentifier SCREAMING_SNAKE_CASE kebab-case", "tokens": 19, "pieces": ["snake", "_case", "_identifier", " camelCaseIdentifier", " PascalCaseIdentifier", " SCREAMING", "_SNAKE", "_CASE", " kebab", "-case"]}
+{"text": "x'sy x'ty x'rey x'vey x'my x'lly x'dy x'S x'T x'RE x'VE x'M x'LL x'D x'sS x'llL", "tokens": 43, "pieces": ["x", "'s", "y", " x", "'t", "y", " x", "'re", "y", " x", "'ve", "y", " x", "'m", "y", " x", "'ll", "y", " x", "'d", "y", " x", "'S", " x", "'T", " x", "'RE", " x", "'VE", " x", "'M", " x", "'LL", " x", "'D", " x", "'s", "S", " x", "'ll", "L"]}
+{"text": "IT'SOK it'Dbe x'Sy x'Ty x'My x'Dy x'LLy x'VEy x'REy x'Ly x'Vy x'Ry 'Sx'Tx'Mx'LLx'VEx'REx'Dx", "tokens": 55, "pieces": ["IT", "'S", "OK", " it", "'D", "be", " x", "'S", "y", " x", "'T", "y", " x", "'M", "y", " x", "'D", "y", " x", "'LL", "y", " x", "'VE", "y", " x", "'RE", "y", " x", "'Ly", " x", "'Vy", " x", "'Ry", " '", "Sx", "'T", "x", "'M", "x", "'LL", "x", "'VE", "x", "'RE", "x", "'D", "x"]}
+{"text": "'s't're've'm'll'd 'S'T'RE'VE'M'LL'D ''s '''s", "tokens": 21, "pieces": ["'s", "'t", "'re", "'ve", "'m", "'ll", "'d", " '", "S", "'T", "'RE", "'VE", "'M", "'LL", "'D", " ''", "s", " '''", "s"]}
+{"text": "9'9 9's a'9 '9 ' 's' ' 's", "tokens": 18, "pieces": ["9", "'", "9", " ", "9", "'s", " a", "'", "9", " '", "9", " '", " '", "s", "'", " '", " '", "s"]}
+{"text": "١٢٣٤ ½⅓¼ ⅣⅤ 𝟘𝟙𝟚𝟛𝟜𝟝𝟞𝟟𝟠𝟡 ①②③", "tokens": 56, "pieces": ["١٢٣", "٤", " ", "½⅓¼", " ", "ⅣⅤ", " ", "𝟘𝟙𝟚", "𝟛𝟜𝟝", "𝟞𝟟𝟠", "𝟡", " ", "①②③"]}
+{"text": "camelCase PascalCase ABCdef ABCdeF ABC aB Ab ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzABC", "tokens": 21, "pieces": ["camelCase", " PascalCase", " ABCdef", " ABCdeF", " ABC", " aB", " Ab", " ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzABC"]}
+{"text": "日本ABC ABC日本 日本語abc abc日本語 漢字Kanji kanji漢字 KANJI漢字kanji مرحباABC ABCمرحبا abcمرحبا", "tokens": 53, "pieces": ["日本ABC", " ABC日本", " 日本語abc", " abc日本語", " 漢字Kanji", " kanji漢字", " KANJI漢字kanji", " مرحباABC", " ABCمرحبا", " abcمرحبا"]}
+{"text": "́ABC ́abc ́́A Á́ ÉA aÉ !!́a  ́A ẍY Ẍy", "tokens": 33, "pieces": ["́ABC", " ́", "abc", " ́́", "A", " A", "́́", " E", "́A", " aE", "́", " !!́", "a", " ", " ", "́A", " x", "̈Y", " X", "̈y"]}
+{"text": "ᵃbc ᵃBC Aᵃbc Aᵃ ᵃ' ᵃ's Džungla aDžB ADžB ADžb DžDž Ljx İi ΣΊΣΥΦΟΣσ ΣσΣ", "tokens": 73, "pieces": ["ᵃbc", " ᵃBC", " Aᵃbc", " Aᵃ", " ᵃ", "'", " ᵃ", "'s", " Džungla", " aDžB", " ADžB", " ADžb", " DžDž", " Ljx", " İi", " ΣΊΣΥΦΟΣσ", " ΣσΣ"]}
+{"text": "don'tx ABC's abc'S abc'ſ ABC'ſx IT'SOK it'Dbe 'sabc x's 's 'Sx'Tx x’s X'LLx X'Ll", "tokens": 43, "pieces": ["don", "'t", "x", " ABC", "'s", " abc", "'S", " abc", "'ſ", " ABC", "'ſ", "x", " IT", "'S", "OK", " it", "'D", "be", " '", "sabc", " x", "'s", " '", "s", " '", "Sx", "'T", "x", " x", "’s", " X", "'LL", "x", " X", "'Ll"]}
+{"text": "!ABC !AbC !!abc #camelCase (ABCdef)  ABC abc Abc \tABC\tabc", "tokens": 27, "pieces": ["!ABC", " !", "AbC", " !!", "abc", " #", "camelCase", " (", "ABCdef", ")", " ", " ABC", " abc", " Abc", " ", "\tABC", "\tabc"]}
+{"text": "!!/\n/x a/b !!\n/x  /x  // path/to/file.rs http://x.y/z?a=b/c \\/\\/ //\r\n//\n", "tokens": 29, "pieces": ["!!/\n", "/x", " a", "/b", " !!\n", "/x", " ", " /", "x", " ", " //", " path", "/to", "/file", ".rs", " http", "://", "x", ".y", "/z", "?a", "=b", "/c", " \\/\\/", " //\r\n", "//\n"]}
+{"text": "x \n x \r\n \r\n y x \n  a  b   \n\n  c x\t\ty x\t\t end   \n \n", "tokens": 22, "pieces": ["x", " \n", " x", " \r\n \r\n", " y", " x", " \n", " ", " a", " ", " b", "   \n\n", " ", " c", " x", "\t", "\ty", " x", "\t\t", " end", "   \n \n"]}
+{"text": "12345 6 1abc abc1 ABC123abc 123ABC ١٢٣٤٥abc", "tokens": 27, "pieces": ["123", "45", " ", "6", " ", "1", "abc", " abc", "1", " ABC", "123", "abc", " ", "123", "ABC", " ", "١٢٣", "٤٥", "abc"]}
+{"text": "Ⅳ٣٤٥٦<|endoftext|>9
Dž#$%", "tokens": 24, "pieces": ["Ⅳ٣٤", "٥٦", "<|", "endoftext", "|>", "9", "
Dž", "#$%"]}
+{"text": "́!!ſİ'D​a'll 字0'MZſⅣ ḍ̇éfi㍿𐞁<|endoftext|>'reＡ'S#$%", "tokens": 46, "pieces": ["́!!", "ſİ", "'D", "​a", "'ll", " 字", "0", "'M", "Zſ", "Ⅳ", " ḋ", "̣éfi", "㍿𐞁", "<|", "endoftext", "|>'", "reＡ", "'S", "#$%"]}
+{"text": "ع字'T\r\ń½sꟲ㋿'VE<EOT>'S<😀🏽!!12345678 <EOT>٣٤٥٦Džſḍ̇\réEOT­'ſ<|endoftext|><|fim_prefix|>ś
\tm", "tokens": 77, "pieces": ["ع字", "'T", "\r\n", "́", "½", "sꟲ", "㋿'", "VE", "<EOT", ">'", "S", "<😀🏽!!", "123", "456", "78", " <", "EOT", ">", "٣٤٥", "٦", "Džſḋ", "̣\r", "e", "́EOT", "­'", "ſ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "s", "́", "
", "\tm"]}
+{"text": "9<EOT>'Re\r\n'ſ　  'T'Re   \né#$%<½!!٣٤٥٦'ſ<<META_START>\"عßZt\u000bDž'T<|fim_prefix|>ſ㋿\"éſ", "tokens": 61, "pieces": ["9", "<EOT", ">'", "Re", "\r\n", "'ſ", "　 ", " '", "T", "'Re", "   \n", "é", "#$%<", "½", "!!", "٣٤٥", "٦", "'ſ", "<<", "META", "_START", ">\"", "عßZt", "\u000bDž", "'T", "<|", "fim", "_prefix", "|>", "ſ", "㋿\"", "e", "́ſ"]}
+{"text": "<|endoftext|>12345678<META_START>#$%tعⅣ'T0'D<|endoftext|>é'M-<EOT>'ſ'sß12345678ꟲ0(>\r\n'MZ'Sa'M", "tokens": 57, "pieces": ["<|", "endoftext", "|>", "123", "456", "78", "<META", "_START", ">#$%", "tع", "Ⅳ", "'T", "0", "'D", "<|", "endoftext", "|>", "e", "́'", "M", "-<", "EOT", ">'", "ſ", "'s", "ß", "123", "456", "78", "ꟲ", "0", "(>\r\n", "'M", "Z", "'S", "a", "'M"]}
+{"text": "   \n'll\"‍  d   \nß㍿\u000baⅣ😀🏽́ſ\n   \n
'Reİ\tDž٣٤٥٦ع'llEOT.\nݽ٣٤٥٦>å\u000b<|fim_prefix|>\"𐞁", "tokens": 70, "pieces": ["   \n", "'ll", "\"‍", " ", " d", "   \n", "ß", "㍿", "\u000ba", "Ⅳ", "😀🏽́", "ſ", "\n   \n", "
", "'Re", "İ", "\tDž", "٣٤٥", "٦", "ع", "'ll", "EOT", ".\n", "İ", "½٣٤", "٥٦", ">a", "̊", "\u000b", "<|", "fim", "_prefix", "|>\"", "𐞁"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "å'remfi㍿s", "tokens": 11, "pieces": ["a", "̊'", "remfi", "㍿s"]}
+{"text": "<|endoftext|>", "tokens": 7, "pieces": ["<|", "endoftext", "|>"]}
+{"text": "🙂३'M🙂  12345678'VÉ,\u000bİ<|fim_prefix|> <META_START>Ａ'TDž　's!!<t\"!d   \nm'M('ſ", "tokens": 49, "pieces": ["🙂", "३", "'M", "🙂", " ", " ", "123", "456", "78", "'VE", "́,", "\u000bİ", "<|", "fim", "_prefix", "|>", " ", "<META", "_START", ">Ａ", "'T", "Dž", "　", "'s", "!!<", "t", "\"!", "d", "   \n", "m", "'M", "('", "ſ"]}
+{"text": "\t", "tokens": 1, "pieces": ["\t"]}
+{"text": "…<|fim_prefix|>\n.-åß<EOT>\r\n\r\nEOT'llå½-fi!é'VE12345678EOT字'VE!🙂<|fim_prefix|>'ſ'D  \r\r漢0…", "tokens": 61, "pieces": ["…", "<|", "fim", "_prefix", "|>\n", ".-", "a", "̊ß", "<EOT", ">\r\n\r\n", "EOT", "'ll", "a", "̊", "½", "-fi", "!e", "́'", "VE", "123", "456", "78", "EOT字", "'VE", "!🙂<|", "fim", "_prefix", "|>'", "ſ", "'D", "  \r\r", "漢", "0", "…"]}
+{"text": "a'S'T👍🏽>   \n-s㍿.㍿#$%́\r\n\r\n", "tokens": 23, "pieces": ["a", "'S", "'T", "👍🏽>", "   \n", "-s", "㍿.㍿#$%́\r\n\r\n"]}
+{"text": " 漢#$%­…­ع­ß#$%\t0é", "tokens": 18, "pieces": [" 漢", "#$%­", "…", "­ع", "­ß", "#$%", "\t", "0", "e", "́"]}
+{"text": "<META_START>,9'㍿-", "tokens": 10, "pieces": ["<META", "_START", ">,", "9", "'㍿-"]}
+{"text": "٣٤٥٦Ⅳ漢İ'sع", "tokens": 15, "pieces": ["٣٤٥", "٦Ⅳ", "漢İ", "'s", "ع"]}
+{"text": ".éé'sZ>éEOTZ'0​e½  0#$%́fiⅣ", "tokens": 25, "pieces": [".e", "́é", "'s", "Z", ">éEOTZ", "'", "0", "​e", "½", " ", " ", "0", "#$%́", "fi", "Ⅳ"]}
+{"text": "t<Ⅳ…Dž'VE<EOT>  ꟲ٣٤٥٦éåع㍿'<META_START>s字👍🏽ع  ३EOTⅣ😀🏽e   \nＡ\"", "tokens": 63, "pieces": ["t", "<", "Ⅳ", "…Dž", "'VE", "<EOT", ">", " ", " ꟲ", "٣٤٥", "٦", "éa", "̊ع", "㍿'<", "META", "_START", ">s字", "👍🏽", "ع", " ", " ", "३", "EOT", "Ⅳ", "😀🏽", "e", "   \n", "Ａ", "\""]}
+{"text": "' .    t\t<|fim_prefix|>㍿Dž३s<EOT>😀🏽\t㍿EOTå𐞁​EOT
\t-   \ns   \n#$%ḍ̇é\r\n　ee漢", "tokens": 64, "pieces": ["'", " .", "   ", " t", "\t", "<|", "fim", "_prefix", "|>㍿", "Dž", "३", "s", "<EOT", ">😀🏽", "\t", "㍿EOTa", "̊𐞁", "​EOT", "
", "\t", "-", "   \n", "s", "   \n", "#$%", "ḋ", "̣é", "\r\n", "　ee漢"]}
+{"text": "'ſEOTéⅣ\nİ'S!!!t<|endoftext|>éＡ<|fim_prefix|>Ⅳ'Z‍'Re'
<|endoftext|>\u000b<㋿　#$%漢Ａ\"ꟲ㍿'T'T", "tokens": 72, "pieces": ["'ſ", "EOTe", "́", "Ⅳ", "\n", "İ", "'S", "!!!", "t", "<|", "endoftext", "|>", "e", "́Ａ", "<|", "fim", "_prefix", "|>", "Ⅳ", "'Z", "‍'", "Re", "'", "
", "<|", "endoftext", "|>", "\u000b", "<㋿", "　", "#$%", "漢Ａ", "\"ꟲ", "㍿'", "T", "'T"]}
+{"text": "'Re😀🏽½(.>\u000bſa㍿<|fim_prefix|>>t!'ll३ꟲ   \né\n0e\r\n\r\n…😀🏽½́dḍ̇𐞁\r\n\r\n<|fim_prefix|>.<|endoftext|>9", "tokens": 73, "pieces": ["'Re", "😀🏽", "½", "(.>", "\u000bſa", "㍿<|", "fim", "_prefix", "|>>", "t", "!'", "ll", "३", "ꟲ", "   \n", "e", "́\n", "0", "e", "\r\n\r\n", "…", "😀🏽", "½", "́dḋ", "̣𐞁", "\r\n\r\n", "<|", "fim", "_prefix", "|>.<|", "endoftext", "|>", "9"]}
+{"text": "\r\nå👍🏽!!é", "tokens": 13, "pieces": ["\r\n", "a", "̊👍🏽!!", "e", "́"]}
+{"text": "dİ(.عع   \n字㍿\nå(Z'ſ<EOT>㍿\r\n\r\n,<|fim_prefix|>", "tokens": 33, "pieces": ["dİ", "(.", "عع", "   \n", "字", "㍿\n", "a", "̊(", "Z", "'ſ", "<EOT", ">㍿\r\n\r\n", ",<|", "fim", "_prefix", "|>"]}
+{"text": "!", "tokens": 1, "pieces": ["!"]}
+{"text": "   \n\r\n.s <|endoftext|>aꟲ'sꟲ३…\r\n\r\n\u000bDž‍\t9🙂ſ", "tokens": 33, "pieces": ["   \n\r\n", ".s", " <|", "endoftext", "|>", "aꟲ", "'s", "ꟲ", "३", "…\r\n\r\n", "\u000bDž", "‍", "\t", "9", "🙂ſ"]}
+{"text": "'re𐞁é३  fi", "tokens": 12, "pieces": ["'re", "𐞁e", "́", "३", " ", " fi"]}
+{"text": "12345678  #$%<|fim_prefix|>‍㍿'T😀🏽fi'll's'S12345678½é
,🙂<META_START>٣٤٥٦#$%👍🏽🙂12345678<Ⅳ!\"'VE
", "tokens": 74, "pieces": ["123", "456", "78", " ", " #$%<|", "fim", "_prefix", "|>‍㍿'", "T", "😀🏽", "fi", "'ll", "'s", "'S", "123", "456", "78½", "e", "́", "
", ",🙂<", "META", "_START", ">", "٣٤٥", "٦", "#$%👍🏽🙂", "123", "456", "78", "<", "Ⅳ", "!\"'", "VE", "
"]}
+{"text": "fi>İ𐞁…\u000b'D­\t<META_START>ß👍🏽  Ⅳß'Dé\r\n   \nß　👍🏽", "tokens": 43, "pieces": ["fi", ">İ𐞁", "…", "\u000b", "'D", "­", "\t", "<META", "_START", ">ß", "👍🏽", " ", " ", "Ⅳ", "ß", "'D", "e", "́\r\n", "   \n", "ß", "　", "👍🏽"]}
+{"text": "#$%  ßع́'T<<e", "tokens": 11, "pieces": ["#$%", " ", " ßع", "́'", "T", "<<", "e"]}
+{"text": "👍🏽>Ａ012345678   \n<|fim_prefix|> <EOT>㍿👍🏽'<!Zß#$%é\t👍🏽😀🏽EOT'Re'ſＡZt
  ß🙂e 'T<|endoftext|>", "tokens": 79, "pieces": ["👍🏽>", "Ａ", "012", "345", "678", "   \n", "<|", "fim", "_prefix", "|>", " ", "<EOT", ">㍿👍🏽'<!", "Zß", "#$%", "é", "\t", "👍🏽😀🏽", "EOT", "'Re", "'ſ", "ＡZt", "
 ", " ß", "🙂e", " ", "'T", "<|", "endoftext", "|>"]}
+{"text": "ꟲ'll#$%(\r\n\r\nZ0\u000b👍🏽
'VE ,½'ll­EOT", "tokens": 27, "pieces": ["ꟲ", "'ll", "#$%(\r\n\r\n", "Z", "0", "\u000b", "👍🏽", "
", "'VE", " ", ",", "½", "'ll", "­EOT"]}
+{"text": "İ#$%\n9sßEOTd-!!<|endoftext|>　'ReＡＡfiⅣ'ſéſ🙂étſ\ne'ſ㋿é'VE\"ꟲ漢", "tokens": 56, "pieces": ["İ", "#$%\n", "9", "sßEOTd", "-!!<|", "endoftext", "|>", "　", "'Re", "ＡＡfi", "Ⅳ", "'ſ", "éſ", "🙂étſ", "\n", "e", "'ſ", "㋿é", "'VE", "\"ꟲ漢"]}
+{"text": "<३…😀🏽m>'s<|endoftext|>\r\n\r\n३'ſ'S<|endoftext|><|fim_prefix|>Dž🙂ſⅣＡ㋿-'re#$%!é\r<|fim_prefix|>å9…s'VE", "tokens": 74, "pieces": ["<", "३", "…", "😀🏽", "m", ">'", "s", "<|", "endoftext", "|>\r\n\r\n", "३", "'ſ", "'S", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "Dž", "🙂ſ", "Ⅳ", "Ａ", "㋿-'", "re", "#$%!", "é", "\r", "<|", "fim", "_prefix", "|>", "a", "̊", "9", "…s", "'VE"]}
+{"text": " <EOT><|endoftext|>\r\t<|endoftext|>…ßſ\n#$%🙂㋿ḍ̇\r\n\r\n", "tokens": 38, "pieces": [" ", "<EOT", "><|", "endoftext", "|>\r", "\t", "<|", "endoftext", "|>", "…ßſ", "\n", "#$%🙂㋿", "ḋ", "̣\r\n\r\n"]}
+{"text": "   \n(\u000b!!\u000b\r\n\t́'t漢३!\nß   \n㍿\t'T,-m-\u000b>ſ   \ns३
<|endoftext|>㋿   \n'S'VE>\u000b🙂\r\n", "tokens": 54, "pieces": ["   \n", "(", "\u000b", "!!", "\u000b\r\n", "\t", "́'", "t漢", "३", "!\n", "ß", "   \n", "㍿", "\t", "'T", ",-", "m", "-", "\u000b", ">ſ", "   \n", "s", "३", "
", "<|", "endoftext", "|>㋿", "   \n", "'S", "'VE", ">", "\u000b", "🙂\r\n"]}
+{"text": "d'Rea'0㍿İé👍🏽s.٣٤٥٦('S<EOT><META_START>\",​
12345678…ꟲ.\r\n\r\n<EOT><EOT>'T㋿ ½'D", "tokens": 59, "pieces": ["d", "'Re", "a", "'", "0", "㍿İé", "👍🏽", "s", ".", "٣٤٥", "٦", "('", "S", "<EOT", "><", "META", "_START", ">\",​", "
", "123", "456", "78", "…ꟲ", ".\r\n\r\n", "<EOT", "><", "EOT", ">'", "T", "㋿", " ", "½", "'D"]}
+{"text": "'ſ'S…\" 'll㍿. ! <META_START>(<EOT>s!!\r\nß字㋿ḍ̇Z'ſ<|fim_prefix|>'Tß㍿ſ\n9\r\n#$%
㍿'T", "tokens": 65, "pieces": ["'ſ", "'S", "…", "\"", " '", "ll", "㍿.", " !", " ", "<META", "_START", ">(<", "EOT", ">s", "!!\r\n", "ß字", "㋿ḋ", "̣Z", "'ſ", "<|", "fim", "_prefix", "|>'", "Tß", "㍿ſ", "\n", "9", "\r\n", "#$%", "
", "㍿'", "T"]}
+{"text": "İm#$%🙂é'll'VE'VEfi   \n\r\r0漢عt'llİd's\r'M­9", "tokens": 30, "pieces": ["İm", "#$%🙂", "é", "'ll", "'VE", "'VE", "fi", "   \n\r\r", "0", "漢عt", "'ll", "İd", "'s", "\r", "'M", "­", "9"]}
+{"text": "́'T'ſ   \ne\u000bⅣ\ns9ḍ̇'S,\r\n\r\néed're<|fim_prefix|>  👍🏽\u000b½'Re", "tokens": 41, "pieces": ["́'", "T", "'ſ", "   \n", "e", "\u000b", "Ⅳ", "\n", "s", "9", "ḋ", "̣'", "S", ",\r\n\r\n", "éed", "'re", "<|", "fim", "_prefix", "|>", " ", " 👍🏽", "\u000b", "½", "'Re"]}
+{"text": "🙂'VE‍<​<|endoftext|>ⅣEOTdſ‍Dž-'D(", "tokens": 29, "pieces": ["🙂'", "VE", "‍<​<|", "endoftext", "|>", "Ⅳ", "EOTdſ", "‍Dž", "-'", "D", "("]}
+{"text": "İ'Reİ𐞁'ſ\re", "tokens": 12, "pieces": ["İ", "'Re", "İ𐞁", "'ſ", "\r", "e"]}
+{"text": "…åt\r'VE\nع​<|fim_prefix|>Ⅳß<META_START>😀🏽s㍿<|fim_prefix|>,\r  ­ꟲ…İ're!!,'T< 9EOT", "tokens": 60, "pieces": ["…a", "̊t", "\r", "'VE", "\n", "ع", "​<|", "fim", "_prefix", "|>", "Ⅳ", "ß", "<META", "_START", ">😀🏽", "s", "㍿<|", "fim", "_prefix", "|>,\r", " ", " ­", "ꟲ", "…İ", "'re", "!!,'", "T", "<", " ", "9", "EOT"]}
+{"text": "a‍\"mé,\rßꟲ'llé,t…#$% 'M!!t㍿'VE<|endoftext|>t('ſ", "tokens": 39, "pieces": ["a", "‍\"", "me", "́,\r", "ßꟲ", "'ll", "é", ",t", "…", "#$%", " '", "M", "!!", "t", "㍿'", "VE", "<|", "endoftext", "|>", "t", "('", "ſ"]}
+{"text": "ع'S,", "tokens": 3, "pieces": ["ع", "'S", ","]}
+{"text": "漢 a字", "tokens": 5, "pieces": ["漢", " a字"]}
+{"text": "d'Reé're   \n,!!<|fim_prefix|>😀🏽   \n​12345678m   \n㍿　\r\n\r\nḍ̇'VE'S‍tZ>å#$%'S'D!,​,#$%\"٣٤٥٦Ａ<漢,", "tokens": 71, "pieces": ["d", "'Re", "e", "́'", "re", "   \n", ",!!<|", "fim", "_prefix", "|>😀🏽", "   \n", "​", "123", "456", "78", "m", "   \n", "㍿", "　\r\n\r\n", "ḋ", "̣'", "VE", "'S", "‍tZ", ">a", "̊#$%'", "S", "'D", "!,​,#$%\"", "٣٤٥", "٦", "Ａ", "<漢", ","]}
+{"text": "'Sefi're\t­<|fim_prefix|>‍'Re\u000b🙂!12345678!! \na𐞁'S12345678EOT­Ａ<|endoftext|>㍿'llİeé", "tokens": 56, "pieces": ["'S", "efi", "'re", "\t", "­<|", "fim", "_prefix", "|>‍'", "Re", "\u000b", "🙂!", "123", "456", "78", "!!", " \n", "a𐞁", "'S", "123", "456", "78", "EOT", "­Ａ", "<|", "endoftext", "|>㍿'", "llİeé"]}
+{"text": " 𐞁‍३Dž́­!½\r\n\r\nZsＡ!'T", "tokens": 22, "pieces": [" 𐞁", "‍", "३", "Dž", "́­!", "½", "\r\n\r\n", "ZsＡ", "!'", "T"]}
+{"text": "0‍'Re.٣٤٥٦'ſ 's\ta\r½\r\n>ée'Dع\u000b𐞁a'Dİ  0　🙂'D'så漢'D'D३é'M>", "tokens": 56, "pieces": ["0", "‍'", "Re", ".", "٣٤٥", "٦", "'ſ", " '", "s", "\ta", "\r", "½", "\r\n", ">ée", "'D", "ع", "\u000b𐞁a", "'D", "İ", " ", " ", "0", "　", "🙂'", "D", "'s", "a", "̊漢", "'D", "'D", "३", "é", "'M", ">"]}
+{"text": "عⅣ,9!!s …ع<
🙂,0　å\tDž👍🏽\r\n\r\nḍ̇ !!३   \n\r\n\r\n𐞁éfi'M", "tokens": 52, "pieces": ["ع", "Ⅳ", ",", "9", "!!", "s", " ", "…ع", "<", "
", "🙂,", "0", "　a", "̊", "\tDž", "👍🏽\r\n\r\n", "ḋ", "̣", " ", "!!", "३", "   \n\r\n\r\n", "𐞁e", "́fi", "'M"]}
+{"text": "!<|endoftext|>३t\"३,<META_START>😀🏽\t'D𐞁12345678'½", "tokens": 33, "pieces": ["!<|", "endoftext", "|>", "३", "t", "\"", "३", ",<", "META", "_START", ">😀🏽", "\t", "'D", "𐞁", "123", "456", "78", "'", "½"]}
+{"text": "Dž<|endoftext|>", "tokens": 9, "pieces": ["Dž", "<|", "endoftext", "|>"]}
+{"text": "#$%३>
\r\n\r\n<|endoftext|>字٣٤٥٦fifiå\r
ZEOT\r<EOT>å㋿‍#$%", "tokens": 49, "pieces": ["#$%", "३", ">", "
\r\n\r\n", "<|", "endoftext", "|>", "字", "٣٤٥", "٦", "fifia", "̊\r", "
ZEOT", "\r", "<EOT", ">a", "̊㋿‍#$%"]}
+{"text": "𐞁㍿s9​…!ſḍ̇'Re.<META_START><|endoftext|>(ꟲs   \n'll0 …ḍ̇  'TDžfi<|fim_prefix|>0EOT​🙂½a0'sＡ\u000b", "tokens": 74, "pieces": ["𐞁", "㍿s", "9", "​", "…", "!ſḋ", "̣'", "Re", ".<", "META", "_START", "><|", "endoftext", "|>(", "ꟲs", "   \n", "'ll", "0", " ", "…ḋ", "̣", " ", " '", "TDžfi", "<|", "fim", "_prefix", "|>", "0", "EOT", "​🙂", "½", "a", "0", "'s", "Ａ", "\u000b"]}
+{"text": ">09(!!ſＡDž-  'Sfi​\u000b'D'VE0!!<EOT>\t'Se'VE<EOT>'s'D12345678''M", "tokens": 42, "pieces": [">", "09", "(!!", "ſＡDž", "-", " ", " '", "Sfi", "​", "\u000b", "'D", "'VE", "0", "!!<", "EOT", ">", "\t", "'S", "e", "'VE", "<EOT", ">'", "s", "'D", "123", "456", "78", "''", "M"]}
+{"text": "fi0m>-<EOT>'sé   \n\r‍<EOT>9fi,Z\r\n½é<META_START>9
㋿'re>'lĺéⅣ<EOT>", "tokens": 49, "pieces": ["fi", "0", "m", ">-<", "EOT", ">'", "sé", "   \n\r", "‍<", "EOT", ">", "9", "fi", ",Z", "\r\n", "½", "e", "́<", "META", "_START", ">", "9", "
", "㋿'", "re", ">'", "ll", "́e", "́", "Ⅳ", "<EOT", ">"]}
+{"text": "😀🏽½　\r-\rEOTét#$%é\r'Tع>é İ'D.㍿<|fim_prefix|>½é½ ‍a\"DžDžＡⅣ  Ａ<<EOT>'VE𐞁", "tokens": 63, "pieces": ["😀🏽", "½", "　\r", "-\r", "EOTét", "#$%", "é", "\r", "'T", "ع", ">e", "́", " İ", "'D", ".㍿<|", "fim", "_prefix", "|>", "½", "e", "́", "½", " ‍", "a", "\"DžDžＡ", "Ⅳ", " ", " Ａ", "<<", "EOT", ">'", "VE𐞁"]}
+{"text": "ꟲ<META_START>'M😀🏽🙂­", "tokens": 16, "pieces": ["ꟲ", "<META", "_START", ">'", "M", "😀🏽🙂­"]}
+{"text": "㍿Z㍿åfié'ſZ㋿>'VEdeع   \n   \nm 👍🏽<META_START>éå३é", "tokens": 43, "pieces": ["㍿Z", "㍿a", "̊fié", "'ſ", "Z", "㋿>'", "VEdeع", "   \n   \n", "m", " 👍🏽<", "META", "_START", ">e", "́a", "̊", "३", "é"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "…''re　!m㋿   \n'T9\r\n\r\n<|fim_prefix|>m", "tokens": 22, "pieces": ["…", "''", "re", "　", "!m", "㋿", "   \n", "'T", "9", "\r\n\r\n", "<|", "fim", "_prefix", "|>", "m"]}
+{"text": "\t9EOT　 's9'reİåt\n'D#$%s字>ꟲ", "tokens": 24, "pieces": ["\t", "9", "EOT", "　", " '", "s", "9", "'re", "İa", "̊t", "\n", "'D", "#$%", "s字", ">ꟲ"]}
+{"text": "'D(mEOT½\u000bß\r\n\r\n,ḍ̇m's'T́>'ſ'D\r\na字0\t<META_START>(ß'VE\r\u000b 🙂.عs9(", "tokens": 44, "pieces": ["'D", "(mEOT", "½", "\u000bß", "\r\n\r\n", ",ḋ", "̣m", "'s", "'T", "́>'", "ſ", "'D", "\r\n", "a字", "0", "\t", "<META", "_START", ">(", "ß", "'VE", "\r", "\u000b", " ", "🙂.", "عs", "9", "("]}
+{"text": "å're㋿ḍ̇'reZ㋿́'S漢!!
(Ａé'S३\r\n\r\n#$%    \n're
'VE#$%fi\n,\u000b", "tokens": 50, "pieces": ["a", "̊'", "re", "㋿ḋ", "̣'", "reZ", "㋿́'", "S漢", "!!", "
", "(Ａé", "'S", "३", "\r\n\r\n", "#$%", "    \n", "'re", "
", "'VE", "#$%", "fi", "\n", ",", "\u000b"]}
+{"text": "!!é  åéİ'Re㋿((!㋿", "tokens": 17, "pieces": ["!!", "é", " ", " a", "̊éİ", "'Re", "㋿((!㋿"]}
+{"text": "'sDž\n字\r\n\r\nm#$%fi
漢'Ret½\u000bß'Tḍ̇9 ½  éEOT're'ſⅣ字३\tm", "tokens": 44, "pieces": ["'s", "Dž", "\n", "字", "\r\n\r\n", "m", "#$%", "fi", "
漢", "'Re", "t", "½", "\u000bß", "'T", "ḋ", "̣", "9", " ", "½", " ", " e", "́EOT", "'re", "'ſ", "Ⅳ", "字", "३", "\tm"]}
+{"text": "ع<META_START>'S\"", "tokens": 7, "pieces": ["ع", "<META", "_START", ">'", "S", "\""]}
+{"text": "   \nZsⅣ\"sⅣ0é12345678<|fim_prefix|>>", "tokens": 20, "pieces": ["   \n", "Zs", "Ⅳ", "\"s", "Ⅳ0", "é", "123", "456", "78", "<|", "fim", "_prefix", "|>>"]}
+{"text": "   \n
d㍿́12345678ſ<EOT>'Ａ㋿\"   \né#$%\rfi<\r\n\r\n'lle", "tokens": 33, "pieces": ["   \n", "
d", "㍿́", "123", "456", "78", "ſ", "<EOT", ">'", "Ａ", "㋿\"", "   \n", "é", "#$%\r", "fi", "<\r\n\r\n", "'ll", "e"]}
+{"text": "'VEmDžd'Re\r\n'Re<  ㍿  é  ‍<EOT>
 漢…'TZ  t\r'Refi!", "tokens": 41, "pieces": ["'VE", "mDžd", "'Re", "\r\n", "'Re", "<", " ", " ㍿", " ", " e", "́", " ", " ‍<", "EOT", ">", "
", " 漢", "…", "'T", "Z", " ", " t", "\r", "'Re", "fi", "!"]}
+{"text": "\t\"३!½<META_START>字<EOT><META_START>#$%<META_START>\"'Sḍ̇𐞁ꟲ…   \nDž́ſéⅣ​👍🏽", "tokens": 56, "pieces": ["\t", "\"", "३", "!", "½", "<META", "_START", ">字", "<EOT", "><", "META", "_START", ">#$%<", "META", "_START", ">\"'", "Sḋ", "̣𐞁ꟲ", "…   \n", "Dž", "́ſe", "́", "Ⅳ", "​👍🏽"]}
+{"text": "'S(ß-'ll'T!

½>'VE'Td漢ع'Sd漢'VEＡ'så\r<|endoftext|><META_START>ⅣEOT'S  漢  '<|fim_prefix|>\t", "tokens": 60, "pieces": ["'S", "(ß", "-'", "ll", "'T", "!", "
", "
", "½", ">'", "VE", "'T", "d漢ع", "'S", "d漢", "'VE", "Ａ", "'s", "a", "̊\r", "<|", "endoftext", "|><", "META", "_START", ">", "Ⅳ", "EOT", "'S", " ", " 漢", " ", " '<|", "fim", "_prefix", "|>", "\t"]}
+{"text": "🙂́Ⅳ
éßZ字,­漢'ſ漢'T<|fim_prefix|>", "tokens": 29, "pieces": ["🙂́", "Ⅳ", "
e", "́ßZ字", ",­", "漢", "'ſ", "漢", "'T", "<|", "fim", "_prefix", "|>"]}
+{"text": "!!\tßß", "tokens": 4, "pieces": ["!!", "\tßß"]}
+{"text": "Z!ḍ̇'Sꟲ<#$%a#$%a's'edⅣ\teeſmeİ9'Dm", "tokens": 33, "pieces": ["Z", "!ḋ", "̣'", "Sꟲ", "<#$%", "a", "#$%", "a", "'s", "'ed", "Ⅳ", "\teeſmeİ", "9", "'D", "m"]}
+{"text": "Dž\u000b12345678\"
tꟲ'Mt\"t½", "tokens": 18, "pieces": ["Dž", "\u000b", "123", "456", "78", "\"", "
tꟲ", "'M", "t", "\"t", "½"]}
+{"text": "٣٤٥٦'ſ'M\r0EOT<'re9½<​㍿'ll'lla-s‍<|endoftext|>​tm½a aa½,å\"'D", "tokens": 51, "pieces": ["٣٤٥", "٦", "'ſ", "'M", "\r", "0", "EOT", "<'", "re", "9½", "<​㍿'", "ll", "'ll", "a", "-s", "‍<|", "endoftext", "|>​", "tm", "½", "a", " aa", "½", ",a", "̊\"'", "D"]}
+{"text": "<META_START>123456780Ａfi", "tokens": 11, "pieces": ["<META", "_START", ">", "123", "456", "780", "Ａfi"]}
+{"text": "İ‍d'll\nEOT'Dd<|endoftext|>'S\u000b", "tokens": 19, "pieces": ["İ", "‍d", "'ll", "\n", "EOT", "'D", "d", "<|", "endoftext", "|>'", "S", "\u000b"]}
+{"text": "'M'ReeＡ12345678!😀🏽, Dž<|endoftext|>'s(\"ſ'\tſ0<|endoftext|>EOT  ꟲ#$%  \n😀🏽DžDž9عſe<'ReＡⅣé", "tokens": 72, "pieces": ["'M", "'Re", "eＡ", "123", "456", "78", "!😀🏽,", " Dž", "<|", "endoftext", "|>'", "s", "(\"", "ſ", "'", "\tſ", "0", "<|", "endoftext", "|>", "EOT", " ", " ꟲ", "#$%", "  \n", "😀🏽", "DžDž", "9", "عſe", "<'", "ReＡ", "Ⅳ", "e", "́"]}
+{"text": "Ⅳ'<EOT>ḍ̇　👍🏽0ḍ̇12345678EOT<|fim_prefix|>\r\nⅣ😀🏽'VE\"é!!'S\nß  'T.𐞁é
>ḍ̇\u000b<|fim_prefix|>,́s", "tokens": 80, "pieces": ["Ⅳ", "'<", "EOT", ">ḋ", "̣", "　", "👍🏽", "0", "ḋ", "̣", "123", "456", "78", "EOT", "<|", "fim", "_prefix", "|>\r\n", "Ⅳ", "😀🏽'", "VE", "\"é", "!!'", "S", "\n", "ß", " ", " '", "T", ".𐞁e", "́", "
", ">ḋ", "̣", "\u000b", "<|", "fim", "_prefix", "|>,́", "s"]}
+{"text": "!Z\r\n½\u000b\u000bsع\n<.<|fim_prefix|>
'VEsDž㋿d𐞁'     \n<|fim_prefix|>İ#$%'MZ३  Ⅳ  'VE\r\n\r\nm9　　\r\n", "tokens": 59, "pieces": ["!Z", "\r\n", "½", "\u000b", "\u000bsع", "\n", "<.<|", "fim", "_prefix", "|>", "
", "'VE", "sDž", "㋿d𐞁", "'", "     \n", "<|", "fim", "_prefix", "|>", "İ", "#$%'", "MZ", "३", " ", " ", "Ⅳ", " ", " '", "VE", "\r\n\r\n", "m", "9", "　　\r\n"]}
+{"text": "!åİ㋿<META_START>('Re\r\n'VEḍ̇t<|endoftext|>\n0İ<9!0(", "tokens": 36, "pieces": ["!a", "̊İ", "㋿<", "META", "_START", ">('", "Re", "\r\n", "'VE", "ḋ", "̣t", "<|", "endoftext", "|>\n", "0", "İ", "<", "9", "!", "0", "("]}
+{"text": "fi<''Tde,\t…   \n<😀🏽ḍ̇Dž👍🏽 é
\tſعḍ̇Ⅳ🙂t's\"㋿  mm<META_START>(", "tokens": 60, "pieces": ["fi", "<''", "Tde", ",", "\t…   \n", "<😀🏽", "ḋ", "̣Dž", "👍🏽", " e", "́", "
", "\tſعḋ", "̣", "Ⅳ", "🙂t", "'s", "\"㋿", " ", " mm", "<META", "_START", ">("]}
+{"text": "'re'Re're  ,ß
​㋿'reEOTＡ!!㋿tDž#$%>   \ne9🙂é…9å'red(s\r\n", "tokens": 44, "pieces": ["'re", "'Re", "'re", " ", " ,", "ß", "
", "​㋿'", "reEOTＡ", "!!㋿", "tDž", "#$%>", "   \n", "e", "9", "🙂é", "…", "9", "a", "̊'", "red", "(s", "\r\n"]}
+{"text": "fia.9㍿.aꟲ  'llß", "tokens": 17, "pieces": ["fia", ".", "9", "㍿.", "aꟲ", " ", " '", "llß"]}
+{"text": "\nDžé <|endoftext|>…字 ­e\r\n…<|endoftext|><'s　ꟲ\t \t-!…<|fim_prefix|>𐞁 ſ\r\n\r\n'VEſḍ̇dع", "tokens": 63, "pieces": ["\n", "Džé", " <|", "endoftext", "|>", "…字", " ­", "e", "\r\n", "…", "<|", "endoftext", "|><'", "s", "　ꟲ", "\t ", "\t", "-!", "…", "<|", "fim", "_prefix", "|>", "𐞁", " ſ", "\r\n\r\n", "'VE", "ſḋ", "̣dع"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "½,字å<|fim_prefix|>🙂字\u000bé\n'M<META_START>ß're.ſ½é'D<<d漢", "tokens": 36, "pieces": ["½", ",字a", "̊<|", "fim", "_prefix", "|>🙂", "字", "\u000bé", "\n", "'M", "<META", "_START", ">ß", "'re", ".ſ", "½", "é", "'D", "<<", "d漢"]}
+{"text": "'S
　ḍ̇m㋿Ａe字́ḍ̇㋿'TŹ>mＡ<EOT>é
　 <|endoftext|>'VE,å   \n'ſ", "tokens": 56, "pieces": ["'S", "
", "　ḋ", "̣m", "㋿Ａe字", "́ḋ", "̣㋿'", "TZ", "́>", "mＡ", "<EOT", ">e", "́", "
　", " ", "<|", "endoftext", "|>'", "VE", ",a", "̊", "   \n", "'ſ"]}
+{"text": "9ZDž<字é字<Dž½d‍'T!sⅣEOT   \n‍\tEOTåa'ſＡå٣٤٥٦İ𐞁", "tokens": 53, "pieces": ["9", "ZDž", "<字é字", "<Dž", "½", "d", "‍'", "T", "!s", "Ⅳ", "EOT", "   \n", "‍", "\tEOTa", "̊a", "'ſ", "Ａa", "̊", "٣٤٥", "٦", "İ𐞁"]}
+{"text": "'ll>३   \n'12345678#$%\r!d‍́<META_START>,-t😀🏽\r\n\r\n'D>́👍🏽", "tokens": 38, "pieces": ["'ll", ">", "३", "   \n", "'", "123", "456", "78", "#$%\r", "!d", "‍́<", "META", "_START", ">,-", "t", "😀🏽\r\n\r\n", "'D", ">́👍🏽"]}
+{"text": "12345678'S as­<|fim_prefix|>Dž12345678>es!<|endoftext|>\t", "tokens": 28, "pieces": ["123", "456", "78", "'S", " as", "­<|", "fim", "_prefix", "|>", "Dž", "123", "456", "78", ">es", "!<|", "endoftext", "|>", "\t"]}
+{"text": "Z12345678e'S<EOT>\r\n<|fim_prefix|>é½-", "tokens": 20, "pieces": ["Z", "123", "456", "78", "e", "'S", "<EOT", ">\r\n", "<|", "fim", "_prefix", "|>", "e", "́", "½", "-"]}
+{"text": "<|fim_prefix|>\r\nm𐞁\u000b漢߅'s'VE'Dß<EOT>åß ,  <META_START>'Re'D'MDž.'ll字'Sꟲ…ع", "tokens": 51, "pieces": ["<|", "fim", "_prefix", "|>\r\n", "m𐞁", "\u000b漢ß", "…", "'s", "'VE", "'D", "ß", "<EOT", ">a", "̊ß", " ", ",", " ", " <", "META", "_START", ">'", "Re", "'D", "'M", "Dž", ".'", "ll字", "'S", "ꟲ", "…ع"]}
+{"text": "'Dḍ̇'D\nfi!'s\r\n\r\nİ́t …,'re\t<META_START>ḍ̇<|endoftext|>", "tokens": 39, "pieces": ["'D", "ḋ", "̣'", "D", "\n", "fi", "!'", "s", "\r\n\r\n", "İ", "́t", " ", "…", ",'", "re", "\t", "<META", "_START", ">ḋ", "̣<|", "endoftext", "|>"]}
+{"text": "İ.,'VE'S
\r(  !­ßſ'Sꟲs\tꟲ\u000b-'ſع,Ａå", "tokens": 35, "pieces": ["İ", ".,'", "VE", "'S", "
\r", "(", " ", " !­", "ßſ", "'S", "ꟲs", "\tꟲ", "\u000b", "-'", "ſع", ",Ａa", "̊"]}
+{"text": "12345678­٣٤٥٦('Re0ſ<…ع🙂\u000b<META_START>t<EOT>éⅣa're're", "tokens": 37, "pieces": ["123", "456", "78", "­", "٣٤٥", "٦", "('", "Re", "0", "ſ", "<", "…ع", "🙂", "\u000b", "<META", "_START", ">t", "<EOT", ">e", "́", "Ⅳ", "a", "'re", "'re"]}
+{"text": "ꟲ字>t́<META_START>㋿\r\n\r\n字👍🏽ds'Tß<|fim_prefix|>🙂 字", "tokens": 34, "pieces": ["ꟲ字", ">t", "́<", "META", "_START", ">㋿\r\n\r\n", "字", "👍🏽", "ds", "'T", "ß", "<|", "fim", "_prefix", "|>🙂", " 字"]}
+{"text": " a  ​'sꟲ<EOT>dés!!\"'VE<|endoftext|>'re👍🏽EOT'sZ're' ́Ａ字é½𐞁's㋿9㍿ſ", "tokens": 60, "pieces": [" a", " ", " ", "​'", "sꟲ", "<EOT", ">de", "́s", "!!\"'", "VE", "<|", "endoftext", "|>'", "re", "👍🏽", "EOT", "'s", "Z", "'re", "'", " ́", "Ａ字e", "́", "½", "𐞁", "'s", "㋿", "9", "㍿ſ"]}
+{"text": "‍\n'sm,fiع́t,'s!!٣٤٥٦'字😀🏽👍🏽‍'re३!
", "tokens": 44, "pieces": ["‍\n", "'s", "m", ",fiع", "́t", ",'", "s", "!!", "٣٤٥", "٦", "'字", "😀🏽👍🏽‍'", "re", "३", "!", "
"]}
+{"text": "　…𐞁­'D­Ⅳ0EOT\r🙂字\r\nß'VE३é<|endoftext|>Z👍🏽😀🏽ß٣٤٥٦d𐞁ꟲ㋿<|fim_prefix|>㍿<META_START>\n", "tokens": 81, "pieces": ["　", "…𐞁", "­'", "D", "­", "Ⅳ0", "EOT", "\r", "🙂字", "\r\n", "ß", "'VE", "३", "e", "́<|", "endoftext", "|>", "Z", "👍🏽😀🏽", "ß", "٣٤٥", "٦", "d𐞁ꟲ", "㋿<|", "fim", "_prefix", "|>㍿<", "META", "_START", ">\n"]}
+{"text": "-\r\n\r\nß🙂<META_START>'re<|fim_prefix|>EOT…ésfi<'ll…ꟲ12345678㋿e>", "tokens": 41, "pieces": ["-\r\n\r\n", "ß", "🙂<", "META", "_START", ">'", "re", "<|", "fim", "_prefix", "|>", "EOT", "…e", "́sfi", "<'", "ll", "…ꟲ", "123", "456", "78", "㋿e", ">"]}
+{"text": "字.EOTå   \n  ½ ‍'re'VE'llß
sſ漢'T'M'Då(#$%<|fim_prefix|><­'re\r\n\r\nZ½ß're<|fim_prefix|><META_START>'s　é", "tokens": 63, "pieces": ["字", ".EOTa", "̊", "   \n", " ", " ", "½", " ", "‍'", "re", "'VE", "'ll", "ß", "
sſ漢", "'T", "'M", "'D", "a", "̊(#$%<|", "fim", "_prefix", "|><­'", "re", "\r\n\r\n", "Z", "½", "ß", "'re", "<|", "fim", "_prefix", "|><", "META", "_START", ">'", "s", "　é"]}
+{"text": "<EOT>Ⅳ", "tokens": 5, "pieces": ["<EOT", ">", "Ⅳ"]}
+{"text": "　9ß(😀🏽㋿漢< <|endoftext|>''Mfi𐞁'D\r\n\r\n 12345678\r\n漢å<ع're,\r\nZ", "tokens": 46, "pieces": ["　", "9", "ß", "(😀🏽㋿", "漢", "<", " <|", "endoftext", "|>''", "Mfi𐞁", "'D", "\r\n\r\n", " ", "123", "456", "78", "\r\n", "漢a", "̊<", "ع", "'re", ",\r\n", "Z"]}
+{"text": "٣٤٥٦ß!!Ａ\t👍🏽!!e.ꟲ'VE", "tokens": 27, "pieces": ["٣٤٥", "٦", "ß", "!!", "Ａ", "\t", "👍🏽!!", "e", ".ꟲ", "'VE"]}
+{"text": "'D\r\n\r\n'sſ𐞁<|fim_prefix|><|endoftext|>12345678<|endoftext|>é́́İ<  ſDž'T   \nfiⅣſＡ><EOT>Zꟲ㋿ع\r(>ſ'   \n   \n12345678٣٤٥٦Ａ", "tokens": 84, "pieces": ["'D", "\r\n\r\n", "'s", "ſ𐞁", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "123", "456", "78", "<|", "endoftext", "|>", "é", "́́", "İ", "<", " ", " ſDž", "'T", "   \n", "fi", "Ⅳ", "ſＡ", "><", "EOT", ">Zꟲ", "㋿ع", "\r", "(>", "ſ", "'", "   \n   \n", "123", "456", "78٣", "٤٥٦", "Ａ"]}
+{"text": "'sḍ̇-é३<|fim_prefix|>'T'sſ'Mé<|fim_prefix|>", "tokens": 32, "pieces": ["'s", "ḋ", "̣-", "e", "́", "३", "<|", "fim", "_prefix", "|>'", "T", "'s", "ſ", "'M", "e", "́<|", "fim", "_prefix", "|>"]}
+{"text": ">漢d\"\nZ're­'S'D,\n", "tokens": 12, "pieces": [">漢d", "\"\n", "Z", "'re", "­'", "S", "'D", ",\n"]}
+{"text": "m 🙂'TＡtⅣ\rd'Reſ'VE٣٤٥٦Ａ३㍿'Reİ'Ss å😀🏽́!…\r(\n'M'S'ſ漢Ⅳ  漢…Ⅳ  ", "tokens": 70, "pieces": ["m", " ", "🙂'", "TＡt", "Ⅳ", "\r", "d", "'Re", "ſ", "'VE", "٣٤٥", "٦", "Ａ", "३", "㍿'", "Reİ", "'S", "s", " a", "̊😀🏽́!", "…\r", "(\n", "'M", "'S", "'ſ", "漢", "Ⅳ", " ", " 漢", "…", "Ⅳ", "  "]}
+{"text": "🙂́ 12345678<|endoftext|>'M(", "tokens": 16, "pieces": ["🙂́", " ", "123", "456", "78", "<|", "endoftext", "|>'", "M", "("]}
+{"text": "<'ſ½'ſ're½'VE\"\n
'S,ßꟲ\n!!ſ'ſ 
!'MßéZ", "tokens": 35, "pieces": ["<'", "ſ", "½", "'ſ", "'re", "½", "'VE", "\"\n", "
", "'S", ",ßꟲ", "\n", "!!", "ſ", "'ſ", " ", "
", "!'", "MßéZ"]}
+{"text": "
d́EOT漢!<|fim_prefix|>.½   ३…\"Ａ́'S<|endoftext|>", "tokens": 36, "pieces": ["
d", "́EOT漢", "!<|", "fim", "_prefix", "|>.", "½", "  ", " ", "३", "…", "\"Ａ", "́'", "S", "<|", "endoftext", "|>"]}
+{"text": "<|endoftext|>0ع👍🏽'Re字ع're🙂\r\n\r\n𐞁ḍ̇,", "tokens": 33, "pieces": ["<|", "endoftext", "|>", "0", "ع", "👍🏽'", "Re字ع", "'re", "🙂\r\n\r\n", "𐞁ḋ", "̣,"]}
+{"text": "'re\n㋿\u000bs३\r\nḍ̇ꟲ's'llå-ḍ̇Ａ   \n​㍿'!'Re'rem㋿\r\n   \nḍ̇㍿😀🏽½", "tokens": 60, "pieces": ["'re", "\n", "㋿", "\u000bs", "३", "\r\n", "ḋ", "̣ꟲ", "'s", "'ll", "a", "̊-", "ḋ", "̣Ａ", "   \n", "​㍿'!'", "Re", "'re", "m", "㋿\r\n", "   \n", "ḋ", "̣㍿😀🏽", "½"]}
+{"text": "e🙂fi'S<|endoftext|>
met'M's½å🙂㋿👍🏽'M!, ß<|fim_prefix|>\r\n\r\n<|fim_prefix|>　m,", "tokens": 55, "pieces": ["e", "🙂fi", "'S", "<|", "endoftext", "|>", "
met", "'M", "'s", "½", "a", "̊🙂㋿👍🏽'", "M", "!,", " ß", "<|", "fim", "_prefix", "|>\r\n\r\n", "<|", "fim", "_prefix", "|>", "　m", ","]}
+{"text": "<Ａét<|fim_prefix|>İ<|fim_prefix|>,
", "tokens": 21, "pieces": ["<Ａét", "<|", "fim", "_prefix", "|>", "İ", "<|", "fim", "_prefix", "|>,", "
"]}
+{"text": "٣٤٥٦ß aＡİa<EOT> \t\r\n'Dꟲ🙂　", "tokens": 27, "pieces": ["٣٤٥", "٦", "ß", " aＡİa", "<EOT", ">", " \t\r\n", "'D", "ꟲ", "🙂", "　"]}
+{"text": "½#$%​é字12345678ß½fi'llDž­Ⅳ㋿(,Dž   \n'S'VEd", "tokens": 32, "pieces": ["½", "#$%​", "e", "́字", "123", "456", "78", "ß", "½", "fi", "'ll", "Dž", "­", "Ⅳ", "㋿(,", "Dž", "   \n", "'S", "'VE", "d"]}
+{"text": ">'S(#$%'D…Z‍'M㋿\r\n>", "tokens": 18, "pieces": [">'", "S", "(#$%'", "D", "…Z", "‍'", "M", "㋿\r\n", ">"]}
+{"text": "aⅣ12345678<|fim_prefix|>>m🙂 !!…'Re< \r\nＡ​😀🏽#$%-Ａ'Re🙂​'Tt'Re(s٣٤٥٦Z­m", "tokens": 54, "pieces": ["a", "Ⅳ12", "345", "678", "<|", "fim", "_prefix", "|>>", "m", "🙂", " !!", "…", "'Re", "<", " \r\n", "Ａ", "​😀🏽#$%-", "Ａ", "'Re", "🙂​'", "Tt", "'Re", "(s", "٣٤٥", "٦", "Z", "­m"]}
+{"text": "å.'M'VE
\tEOT漢漢🙂.12345678ع
EOT!!Zß   dع9ſ.<'S漢\n,👍🏽9🙂\u000b", "tokens": 53, "pieces": ["a", "̊.'", "M", "'VE", "
", "\tEOT漢漢", "🙂.", "123", "456", "78", "ع", "
EOT", "!!", "Zß", "  ", " dع", "9", "ſ", ".<'", "S漢", "\n", ",👍🏽", "9", "🙂", "\u000b"]}
+{"text": "ḍ̇Ａ'ſ<", "tokens": 11, "pieces": ["ḋ", "̣Ａ", "'ſ", "<"]}
+{"text": "㍿\u000b>e㋿#$%'S\r<|endoftext|>fi   \ń(<|fim_prefix|>
.İDžs'M'Ret0
'S'MＡ12345678", "tokens": 50, "pieces": ["㍿", "\u000b", ">e", "㋿#$%'", "S", "\r", "<|", "endoftext", "|>", "fi", "   \n", "́(<|", "fim", "_prefix", "|>", "
", ".İDžs", "'M", "'Re", "t", "0", "
", "'S", "'M", "Ａ", "123", "456", "78"]}
+{"text": "å", "tokens": 3, "pieces": ["a", "̊"]}
+{"text": "  ḍ̇Dž", "tokens": 8, "pieces": [" ", " ḋ", "̣Dž"]}
+{"text": "'ſå३ß'MDž'M<|endoftext|>​12345678<META_START>٣٤٥٦😀🏽  'VE'T<META_START>'(ع\t(åⅣ", "tokens": 57, "pieces": ["'ſ", "a", "̊", "३", "ß", "'M", "Dž", "'M", "<|", "endoftext", "|>​", "123", "456", "78", "<META", "_START", ">", "٣٤٥", "٦", "😀🏽", " ", " '", "VE", "'T", "<META", "_START", ">'(", "ع", "\t", "(a", "̊", "Ⅳ"]}
+{"text": "EOT𐞁d-<META_START>!!‍'D👍🏽ß'T漢0👍🏽字12345678'Re(…('T字　<EOT>å(Z½éḍ̇0#$%'S  ٣٤٥٦​", "tokens": 75, "pieces": ["EOT𐞁d", "-<", "META", "_START", ">!!‍'", "D", "👍🏽", "ß", "'T", "漢", "0", "👍🏽", "字", "123", "456", "78", "'Re", "(", "…", "('", "T字", "　", "<EOT", ">a", "̊(", "Z", "½", "éḋ", "̣", "0", "#$%'", "S", " ", " ", "٣٤٥", "٦", "​"]}
+{"text": "0'Re\r\n\r\n-mⅣ½a½́ ꟲ…", "tokens": 15, "pieces": ["0", "'Re", "\r\n\r\n", "-m", "Ⅳ½", "a", "½", "́", " ꟲ", "…"]}
+{"text": "9EOT٣٤٥٦'ſe'VE٣٤٥٦字é\"'ll", "tokens": 30, "pieces": ["9", "EOT", "٣٤٥", "٦", "'ſ", "e", "'VE", "٣٤٥", "٦", "字e", "́\"'", "ll"]}
+{"text": "　EOT'ſfi'S-12345678.ꟲfi🙂<EOT>🙂 'D½12345678\tEOTdm'll\n'!åå-'D", "tokens": 48, "pieces": ["　EOT", "'ſ", "fi", "'S", "-", "123", "456", "78", ".ꟲfi", "🙂<", "EOT", ">🙂", " '", "D", "½12", "345", "678", "\tEOTdm", "'ll", "\n", "'!", "a", "̊a", "̊-'", "D"]}
+{"text": "'VE EOT'M<EOT>ḍ̇<EOT>'ſ're𐞁İ'ſ\"'re<EOT>ß   \n­0­<|endoftext|>漢sDž 'Re­'VEع𐞁.\n३㍿Zdé'M", "tokens": 71, "pieces": ["'VE", " EOT", "'M", "<EOT", ">ḋ", "̣<", "EOT", ">'", "ſ", "'re", "𐞁İ", "'ſ", "\"'", "re", "<EOT", ">ß", "   \n", "­", "0", "­<|", "endoftext", "|>", "漢sDž", " ", "'Re", "­'", "VEع𐞁", ".\n", "३", "㍿Zdé", "'M"]}
+{"text": "!!½!!s12345678!!.", "tokens": 8, "pieces": ["!!", "½", "!!", "s", "123", "456", "78", "!!."]}
+{"text": "fi㍿t३…Dž12345678é३Z\u000bfi,0­<EOT>d'ſ<META_START>‍\r\n\r\n<EOT>Ⅳ…fi ", "tokens": 49, "pieces": ["fi", "㍿t", "३", "…Dž", "123", "456", "78", "é", "३", "Z", "\u000bfi", ",", "0", "­<", "EOT", ">d", "'ſ", "<META", "_START", ">‍\r\n\r\n", "<EOT", ">", "Ⅳ", "…fi", " "]}
+{"text": "dع'Rem\r'M>'S​'ſＡdéDž́ſİ9ḍ̇,\nå-字­- 'Ms'M!!٣٤٥٦12345678३Ａé́\t", "tokens": 59, "pieces": ["dع", "'Re", "m", "\r", "'M", ">'", "S", "​'", "ſＡdéDž", "́ſİ", "9", "ḋ", "̣,\n", "a", "̊-", "字", "­-", " '", "Ms", "'M", "!!", "٣٤٥", "٦12", "345", "678", "३", "Ａe", "́́", "\t"]}
+{"text": "é🙂\t\n,Ａsé　🙂'lĺ'D<EOT>dß\"字 !!'S'D\u000b'll<   \n(DžＡå<|endoftext|>0<META_START>!'re", "tokens": 55, "pieces": ["e", "́🙂", "\t\n", ",Ａsé", "　", "🙂'", "ll", "́'", "D", "<EOT", ">dß", "\"字", " ", "!!'", "S", "'D", "\u000b", "'ll", "<", "   \n", "(DžＡa", "̊<|", "endoftext", "|>", "0", "<META", "_START", ">!'", "re"]}
+{"text": "é", "tokens": 2, "pieces": ["e", "́"]}
+{"text": " '​🙂-字'ſ<|endoftext|>'M㋿\"tt㍿d-ſ'Tꟲ'M½٣٤٥٦\r\n\r\n'ſ   \n'llt'reZ٣٤٥٦0d", "tokens": 62, "pieces": [" '​🙂-", "字", "'ſ", "<|", "endoftext", "|>'", "M", "㋿\"", "tt", "㍿d", "-ſ", "'T", "ꟲ", "'M", "½٣٤", "٥٦", "\r\n\r\n", "'ſ", "   \n", "'ll", "t", "'re", "Z", "٣٤٥", "٦0", "d"]}
+{"text": "\"\nt '<META_START>ꟲß", "tokens": 11, "pieces": ["\"\n", "t", " ", "'<", "META", "_START", ">ꟲß"]}
+{"text": "12345678'll\t​12345678<EOT>.\r\n\r\nſ!tßfi‍\"'s< \r!!0é½\"('Dḍ̇et'S.", "tokens": 43, "pieces": ["123", "456", "78", "'ll", "\t", "​", "123", "456", "78", "<EOT", ">.\r\n\r\n", "ſ", "!tßfi", "‍\"'", "s", "<", " \r", "!!", "0", "e", "́", "½", "\"('", "Dḋ", "̣et", "'S", "."]}
+{"text": "-m𐞁å<EOT>", "tokens": 12, "pieces": ["-m𐞁a", "̊<", "EOT", ">"]}
+{"text": "\r\nZ🙂👍🏽­　\u000b", "tokens": 13, "pieces": ["\r\n", "Z", "🙂👍🏽­", "　\u000b"]}
+{"text": "\t👍🏽e12345678m'Sé>㋿'MEOT's\t<EOT>㍿\né́'S\"!!0  ßå!d ,Ａ٣٤٥٦   \n‍\n'Re", "tokens": 62, "pieces": ["\t", "👍🏽", "e", "123", "456", "78", "m", "'S", "é", ">㋿'", "MEOT", "'s", "\t", "<EOT", ">㍿\n", "é", "́'", "S", "\"!!", "0", " ", " ßa", "̊!", "d", " ", ",Ａ", "٣٤٥", "٦", "   \n", "‍\n", "'Re"]}
+{"text": "𐞁( 😀🏽\n\r\n\r\n", "tokens": 13, "pieces": ["𐞁", "(", " ", "😀🏽\n\r\n\r\n"]}
+{"text": "9tm,­ع-字३.  漢‍  　Ⅳ'Re'Re\u000b9Z", "tokens": 25, "pieces": ["9", "tm", ",­", "ع", "-字", "३", ".", " ", " 漢", "‍", "  ", "　", "Ⅳ", "'Re", "'Re", "\u000b", "9", "Z"]}
+{"text": "‍👍🏽'M­́İḍ̇  🙂(mDžＡ㋿\r\n  9'll ><|endoftext|>ſ\n!!🙂ét9🙂>'VE-9<EOT> ", "tokens": 61, "pieces": ["‍👍🏽'", "M", "­́", "İḋ", "̣", " ", " 🙂(", "mDžＡ", "㋿\r\n", " ", " ", "9", "'ll", " ><|", "endoftext", "|>", "ſ", "\n", "!!🙂", "e", "́t", "9", "🙂>'", "VE", "-", "9", "<EOT", ">", " "]}
+{"text": "-0 ḍ̇", "tokens": 7, "pieces": ["-", "0", " ḋ", "̣"]}
+{"text": "é字fifi!!é's👍🏽ſm<|fim_prefix|>(漢s\r\n\r\n
İ३
ݽ's9İaſs'sé'ſ   \néİ😀🏽\t", "tokens": 62, "pieces": ["e", "́字fifi", "!!", "é", "'s", "👍🏽", "ſm", "<|", "fim", "_prefix", "|>(", "漢s", "\r\n\r\n", "
İ", "३", "
İ", "½", "'s", "9", "İaſs", "'s", "e", "́'", "ſ", "   \n", "e", "́İ", "😀🏽", "\t"]}
+{"text": "عs", "tokens": 2, "pieces": ["عs"]}
+{"text": "İ's\refi　Ａt's­9😀🏽åⅣ\r\n'd‍", "tokens": 27, "pieces": ["İ", "'s", "\r", "efi", "　Ａt", "'s", "­", "9", "😀🏽", "a", "̊", "Ⅳ", "\r\n", "'d", "‍"]}
+{"text": "<\r漢\u000ba\"½t'T𐞁字0㋿\t३😀🏽'Re'T", "tokens": 30, "pieces": ["<\r", "漢", "\u000ba", "\"", "½", "t", "'T", "𐞁字", "0", "㋿", "\t", "३", "😀🏽'", "Re", "'T"]}
+{"text": "👍🏽", "tokens": 6, "pieces": ["👍🏽"]}
+{"text": "　å👍🏽𐞁\r\n'' 0e!!'D🙂
", "tokens": 26, "pieces": ["　a", "̊👍🏽", "𐞁", "\r\n", "''", " ", "0", "e", "!!'", "D", "🙂", "
"]}
+{"text": "12345678Z", "tokens": 4, "pieces": ["123", "456", "78", "Z"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "fi…123456780Z0'M", "tokens": 10, "pieces": ["fi", "…", "123", "456", "780", "Z", "0", "'M"]}
+{"text": "'ſ  'VE,\t३Ⅳ😀🏽", "tokens": 17, "pieces": ["'ſ", " ", " '", "VE", ",", "\t", "३Ⅳ", "😀🏽"]}
+{"text": "字­'漢ꟲ\r\n­‍'S('S\"́sa\u000b<EOT>ßßt#$% <|fim_prefix|><EOT>👍🏽 ḍ̇t𐞁ḍ̇  …!ß𐞁㍿", "tokens": 71, "pieces": ["字", "­'", "漢ꟲ", "\r\n", "­‍'", "S", "('", "S", "\"́", "sa", "\u000b", "<EOT", ">ßßt", "#$%", " <|", "fim", "_prefix", "|><", "EOT", ">👍🏽", " ḋ", "̣t𐞁ḋ", "̣", "  ", "…", "!ß𐞁", "㍿"]}
+{"text": "ſ́😀🏽㋿0'T­漢<EOT>ع‍\t d12345678'VE\tⅣſ🙂㋿dDž't!!", "tokens": 44, "pieces": ["ſ", "́😀🏽㋿", "0", "'T", "­漢", "<EOT", ">ع", "‍", "\t", " d", "123", "456", "78", "'VE", "\t", "Ⅳ", "ſ", "🙂㋿", "dDž", "'t", "!!"]}
+{"text": "t…عꟲß́
👍🏽\u000b'MＡdſ'VE'D", "tokens": 27, "pieces": ["t", "…عꟲß", "́", "
", "👍🏽", "\u000b", "'M", "Ａdſ", "'VE", "'D"]}
+{"text": "İß漢e㋿  ३…<|endoftext|>9Ａ́", "tokens": 25, "pieces": ["İß漢e", "㋿", " ", " ", "३", "…", "<|", "endoftext", "|>", "9", "Ａ", "́"]}
+{"text": "ß'ret(ßt'Re👍🏽0,\u000b!!s\rＡ<META_START>'​𐞁​字ꟲع<META_START>\u000b", "tokens": 41, "pieces": ["ß", "'re", "t", "(ßt", "'Re", "👍🏽", "0", ",", "\u000b", "!!", "s", "\r", "Ａ", "<META", "_START", ">'​", "𐞁", "​字ꟲع", "<META", "_START", ">", "\u000b"]}
+{"text": "٣٤٥٦Ａ'T\t  mꟲ9<EOT> >'T𐞁ＡaＡ\r\n>👍🏽'S'Dm
​<EOT>", "tokens": 52, "pieces": ["٣٤٥", "٦", "Ａ", "'T", "\t ", " mꟲ", "9", "<EOT", ">", " >'", "T𐞁ＡaＡ", "\r\n", ">👍🏽'", "S", "'D", "m", "
", "​<", "EOT", ">"]}
+{"text": "Džḍ̇㍿(<|fim_prefix|>ḍ̇½!!\n('Re<EOT><|fim_prefix|>👍🏽   \n…字\n12345678Ａ㋿ḍ̇d éİEOTt.…ſ\u000bå're​9", "tokens": 79, "pieces": ["Džḋ", "̣㍿(<|", "fim", "_prefix", "|>", "ḋ", "̣", "½", "!!\n", "('", "Re", "<EOT", "><|", "fim", "_prefix", "|>👍🏽", "   \n", "…字", "\n", "123", "456", "78", "Ａ", "㋿ḋ", "̣d", " éİEOTt", ".", "…ſ", "\u000ba", "̊'", "re", "​", "9"]}
+{"text": "\r\n\r\nⅣſ'redé,é     \n<|endoftext|>ßſ\rꟲＡ,\n\r👍🏽(👍🏽😀🏽<|endoftext|>\"-\n𐞁…9", "tokens": 62, "pieces": ["\r\n\r\n", "Ⅳ", "ſ", "'re", "de", "́,", "é", "     \n", "<|", "endoftext", "|>", "ßſ", "\r", "ꟲＡ", ",\n\r", "👍🏽(👍🏽😀🏽<|", "endoftext", "|>\"-\n", "𐞁", "…", "9"]}
+{"text": "Ａ0's", "tokens": 4, "pieces": ["Ａ", "0", "'s"]}
+{"text": "😀🏽Z\n'Tſfi\r\n'll>.'SßéEOT0　漢…😀🏽́Ⅳ́𐞁ＡéEOT\u000bt", "tokens": 47, "pieces": ["😀🏽", "Z", "\n", "'T", "ſfi", "\r\n", "'ll", ">.'", "Sße", "́EOT", "0", "　漢", "…", "😀🏽́", "Ⅳ", "́𐞁ＡéEOT", "\u000bt"]}
+{"text": "🙂漢!!İ🙂٣٤٥٦EOTß\r\n\t
#$%å0>-👍🏽\ŕ𐞁𐞁३İ", "tokens": 49, "pieces": ["🙂漢", "!!", "İ", "🙂", "٣٤٥", "٦", "EOTß", "\r\n", "\t", "
", "#$%", "a", "̊", "0", ">-👍🏽\r", "́𐞁𐞁", "३", "İ"]}
+{"text": "Z'T're ㋿​½­‍å   \n<　<'T   \nmm<EOT>½", "tokens": 26, "pieces": ["Z", "'T", "'re", " ", "㋿​", "½", "­‍", "a", "̊", "   \n", "<", "　", "<'", "T", "   \n", "mm", "<EOT", ">", "½"]}
+{"text": "'VE​㍿­<META_START>½<|endoftext|>", "tokens": 19, "pieces": ["'VE", "​㍿­<", "META", "_START", ">", "½", "<|", "endoftext", "|>"]}
+{"text": "\r\nå\r  ٣٤٥٦!!'ll\ns<EOT>ß're'ſ'S9sZ🙂\r\nß­s", "tokens": 37, "pieces": ["\r\n", "a", "̊\r", " ", " ", "٣٤٥", "٦", "!!'", "ll", "\n", "s", "<EOT", ">ß", "'re", "'ſ", "'S", "9", "sZ", "🙂\r\n", "ß", "­s"]}
+{"text": "'VE🙂", "tokens": 4, "pieces": ["'VE", "🙂"]}
+{"text": "é\u000bDž‍s­!", "tokens": 10, "pieces": ["e", "́", "\u000bDž", "‍s", "­!"]}
+{"text": "'SZ#$%Z½m🙂ſ字ع字\råeſ'll😀🏽å", "tokens": 30, "pieces": ["'S", "Z", "#$%", "Z", "½", "m", "🙂ſ字ع字", "\r", "a", "̊eſ", "'ll", "😀🏽", "a", "̊"]}
+{"text": "ḍ̇'T<|endoftext|>
9<|fim_prefix|>漢㋿‍0ß🙂　a\u000bＡ३", "tokens": 42, "pieces": ["ḋ", "̣'", "T", "<|", "endoftext", "|>", "
", "9", "<|", "fim", "_prefix", "|>", "漢", "㋿‍", "0", "ß", "🙂", "　a", "\u000bＡ", "३"]}
+{"text": "'ll-'ll0'Re字ZꟲⅣ漢👍🏽\r\n\r\n😀🏽\u000bZ字,dß", "tokens": 31, "pieces": ["'ll", "-'", "ll", "0", "'Re", "字Zꟲ", "Ⅳ", "漢", "👍🏽\r\n\r\n", "😀🏽", "\u000bZ字", ",dß"]}
+{"text": "\r\n\r\nſDžZ're  \nⅣ9Ａ'ſ\r\n\r\n'VÉé٣٤٥٦𐞁ém!<'Re #$%EOT!!", "tokens": 45, "pieces": ["\r\n\r\n", "ſDžZ", "'re", "  \n", "Ⅳ9", "Ａ", "'ſ", "\r\n\r\n", "'VE", "́e", "́", "٣٤٥", "٦", "𐞁e", "́m", "!<'", "Re", " #$%", "EOT", "!!"]}
+{"text": "'S<EOT><|fim_prefix|>ꟲ<EOT>😀🏽s　d'VE漢<|endoftext|>'llDžſ😀🏽", "tokens": 45, "pieces": ["'S", "<EOT", "><|", "fim", "_prefix", "|>", "ꟲ", "<EOT", ">😀🏽", "s", "　d", "'VE", "漢", "<|", "endoftext", "|>'", "llDžſ", "😀🏽"]}
+{"text": "'Sde㍿漢>🙂Dž!!<👍🏽   \n½ḍ̇'ll­fi12345678\"é<|fim_prefix|>", "tokens": 44, "pieces": ["'S", "de", "㍿漢", ">🙂", "Dž", "!!<👍🏽", "   \n", "½", "ḋ", "̣'", "ll", "­fi", "123", "456", "78", "\"é", "<|", "fim", "_prefix", "|>"]}
+{"text": "\"\r\n'VE<|fim_prefix|>🙂\"", "tokens": 13, "pieces": ["\"\r\n", "'VE", "<|", "fim", "_prefix", "|>🙂\""]}
+{"text": " ,<​ß'T<\r\n\r\nåeß' é<|endoftext|>>'ll-ß's㋿'VEß‍<|fim_prefix|>İt…-12345678'>٣٤٥٦　ß", "tokens": 61, "pieces": [" ,<​", "ß", "'T", "<\r\n\r\n", "a", "̊eß", "'", " e", "́<|", "endoftext", "|>>'", "ll", "-ß", "'s", "㋿'", "VEß", "‍<|", "fim", "_prefix", "|>", "İt", "…", "-", "123", "456", "78", "'>", "٣٤٥", "٦", "　ß"]}
+{"text": "t​!12345678'll😀🏽\r\n", "tokens": 13, "pieces": ["t", "​!", "123", "456", "78", "'ll", "😀🏽\r\n"]}
+{"text": ".é　,<|fim_prefix|>ḍ̇\rEOT'Ret​åé\t'ſt㋿ſⅣ🙂漢e\r\n\r\n'SＡa12345678　!­", "tokens": 54, "pieces": [".e", "́", "　", ",<|", "fim", "_prefix", "|>", "ḋ", "̣\r", "EOT", "'Re", "t", "​a", "̊e", "́", "\t", "'ſ", "t", "㋿ſ", "Ⅳ", "🙂漢e", "\r\n\r\n", "'S", "Ａa", "123", "456", "78", "　", "!­"]}
+{"text": "　́    're12345678dm", "tokens": 9, "pieces": ["　", "́", "   ", " ", "'re", "123", "456", "78", "dm"]}
+{"text": "ſéſ9́EOTEOT!!\"  ßİ!!fia é!…s字e", "tokens": 29, "pieces": ["ſe", "́ſ", "9", "́EOTEOT", "!!\"", " ", " ßİ", "!!", "fia", " é", "!", "…s字e"]}
+{"text": "३'s\r'M
㍿,\r\n\r\nعEOT 'll,'re\r\n'M'ſİ!<EOT>", "tokens": 28, "pieces": ["३", "'s", "\r", "'M", "
", "㍿,\r\n\r\n", "عEOT", " ", "'ll", ",'", "re", "\r\n", "'M", "'ſ", "İ", "!<", "EOT", ">"]}
+{"text": "'ſm'S'llſ'Re漢é<EOT>ꟲ9", "tokens": 19, "pieces": ["'ſ", "m", "'S", "'ll", "ſ", "'Re", "漢é", "<EOT", ">ꟲ", "9"]}
+{"text": "-.ꟲſ'\r'll'VE
å", "tokens": 16, "pieces": ["-.", "ꟲſ", "'\r", "'ll", "'VE", "
a", "̊"]}
+{"text": "'S٣٤٥٦é0Ａ🙂é<|endoftext|><EOT>s\r\n\r\n", "tokens": 29, "pieces": ["'S", "٣٤٥", "٦", "e", "́", "0", "Ａ", "🙂e", "́<|", "endoftext", "|><", "EOT", ">s", "\r\n\r\n"]}
+{"text": "\u000b", "tokens": 1, "pieces": ["\u000b"]}
+{"text": ".\"-ßⅣEOT🙂aⅣé
", "tokens": 16, "pieces": [".\"-", "ß", "Ⅳ", "EOT", "🙂a", "Ⅳ", "e", "́", "
"]}
+{"text": "½\u000b🙂‍0!a ३9\r\n😀🏽߅.'S", "tokens": 24, "pieces": ["½", "\u000b", "🙂‍", "0", "!a", " ", "३9", "\r\n", "😀🏽", "ß", "…", ".'", "S"]}
+{"text": "漢Ⅳḍ̇Ａ((\r\r\n .<|endoftext|>
ſ'Re३٣٤٥٦ꟲm", "tokens": 40, "pieces": ["漢", "Ⅳ", "ḋ", "̣Ａ", "((\r\r\n", " ", ".<|", "endoftext", "|>", "
ſ", "'Re", "३٣٤", "٥٦", "ꟲm"]}
+{"text": "!!٣٤٥٦\r\n\n", "tokens": 10, "pieces": ["!!", "٣٤٥", "٦", "\r\n\n"]}
+{"text": "٣٤٥٦字İ!!m'T…eé<META_START>", "tokens": 21, "pieces": ["٣٤٥", "٦", "字İ", "!!", "m", "'T", "…eé", "<META", "_START", ">"]}
+{"text": ".　😀🏽d(Ａ́Z   \nＡ🙂ß'Dİd   \n½㍿é‍", "tokens": 30, "pieces": [".", "　", "😀🏽", "d", "(Ａ", "́Z", "   \n", "Ａ", "🙂ß", "'D", "İd", "   \n", "½", "㍿é", "‍"]}
+{"text": "\r\n\r\n​Dž😀🏽s<|endoftext|>½0<META_START>½½'re…", "tokens": 28, "pieces": ["\r\n\r\n", "​Dž", "😀🏽", "s", "<|", "endoftext", "|>", "½0", "<META", "_START", ">", "½½", "'re", "…"]}
+{"text": "Z'D<EOT>ꟲ‍åéḍ̇mع\r", "tokens": 22, "pieces": ["Z", "'D", "<EOT", ">ꟲ", "‍a", "̊éḋ", "̣mع", "\r"]}
+{"text": "­>'S'ſ!!étß'll字𐞁m>ꟲ漢\nEOT٣٤٥٦'ll12345678(fi​9å0'D🙂́    Ａm", "tokens": 56, "pieces": ["­>'", "S", "'ſ", "!!", "e", "́tß", "'ll", "字𐞁m", ">ꟲ漢", "\n", "EOT", "٣٤٥", "٦", "'ll", "123", "456", "78", "(fi", "​", "9", "a", "̊", "0", "'D", "🙂́", "   ", " Ａm"]}
+{"text": "s,'ll
…0's9é㍿é३🙂́Džſ0\r\n\r\n's<META_START>ع'M 
Z!!ḍ̇", "tokens": 45, "pieces": ["s", ",'", "ll", "
", "…", "0", "'s", "9", "e", "́㍿", "e", "́", "३", "🙂́", "Džſ", "0", "\r\n\r\n", "'s", "<META", "_START", ">ع", "'M", " ", "
Z", "!!", "ḋ", "̣"]}
+{"text": "é ,İ<|endoftext|>عéé𐞁👍🏽​ſa👍🏽ZZ𐞁\u000ba0 ­9½0\t​\u000bfi''re'Re<|fim_prefix|>​\u000bå‍(<", "tokens": 71, "pieces": ["é", " ", ",İ", "<|", "endoftext", "|>", "عe", "́é𐞁", "👍🏽​", "ſa", "👍🏽", "ZZ𐞁", "\u000ba", "0", " ", "­", "9½0", "\t", "​", "\u000bfi", "''", "re", "'Re", "<|", "fim", "_prefix", "|>​", "\u000ba", "̊‍(<"]}
+{"text": "'Tḍ̇½   \n''Re<'re‍½.e12345678'D́é  𐞁fi🙂12345678\t٣٤٥٦fi漢'ſḍ̇<META_START>12345678'D𐞁　漢é٣٤٥٦", "tokens": 82, "pieces": ["'T", "ḋ", "̣", "½", "   \n", "''", "Re", "<'", "re", "‍", "½", ".e", "123", "456", "78", "'D", "́e", "́", " ", " 𐞁fi", "🙂", "123", "456", "78", "\t", "٣٤٥", "٦", "fi漢", "'ſ", "ḋ", "̣<", "META", "_START", ">", "123", "456", "78", "'D", "𐞁", "　漢e", "́", "٣٤٥", "٦"]}
+{"text": "  s, ­
fi're   \nEOT　ꟲ३字<EOT>é漢\"\"!😀🏽ع
s‍méݽ  12345678‍㍿ſ.", "tokens": 56, "pieces": [" ", " s", ",", " ", "­", "
fi", "'re", "   \n", "EOT", "　ꟲ", "३", "字", "<EOT", ">é漢", "\"\"!😀🏽", "ع", "
s", "‍me", "́İ", "½", " ", " ", "123", "456", "78", "‍㍿", "ſ", "."]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "  s's…å,ſa\"t½𐞁're\r<EOT>EOT½'llⅣfi\">\"Ａ½İ-<META_START>३t", "tokens": 45, "pieces": [" ", " s", "'s", "…a", "̊,", "ſa", "\"t", "½", "𐞁", "'re", "\r", "<EOT", ">EOT", "½", "'ll", "Ⅳ", "fi", "\">\"", "Ａ", "½", "İ", "-<", "META", "_START", ">", "३", "t"]}
+{"text": "\r\n\r\n<,9Ⅳ३'Re'Re0\n12345678३ḍ̇\u000b\r\n t.\t<|endoftext|>Ａ\r\n\r\n   \n\ŕfi'Ss<|fim_prefix|>\r\n\r\n\n!!‍", "tokens": 55, "pieces": ["\r\n\r\n", "<,", "9Ⅳ३", "'Re", "'Re", "0", "\n", "123", "456", "78३", "ḋ", "̣", "\u000b\r\n", " t", ".", "\t", "<|", "endoftext", "|>", "Ａ", "\r\n\r\n   \n\r", "́fi", "'S", "s", "<|", "fim", "_prefix", "|>\r\n\r\n\n", "!!‍"]}
+{"text": "Ⅳ́é   \n​Ⅳع́ ", "tokens": 11, "pieces": ["Ⅳ", "́é", "   \n", "​", "Ⅳ", "ع", "́", " "]}
+{"text": ">ꟲ\r\n👍🏽٣٤٥٦\"!é​<META_START>
's#$%½'Re𐞁\r\n\r\né,", "tokens": 41, "pieces": [">ꟲ", "\r\n", "👍🏽", "٣٤٥", "٦", "\"!", "é", "​<", "META", "_START", ">", "
", "'s", "#$%", "½", "'Re", "𐞁", "\r\n\r\n", "é", ","]}
+{"text": "İ's👍🏽<|fim_prefix|><|fim_prefix|>'ll#$%'saḍ̇
ſ12345678 'S'VE\n", "tokens": 42, "pieces": ["İ", "'s", "👍🏽<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>'", "ll", "#$%'", "saḋ", "̣", "
ſ", "123", "456", "78", " '", "S", "'VE", "\n"]}
+{"text": "३\r\nꟲåéDž
(㋿éfiꟲEOT-a'VE \"'DéⅣ\n<EOT>'\n
.Ａ!!\"   \n👍🏽 🙂…é\r\n\r\n\n<|endoftext|>", "tokens": 66, "pieces": ["३", "\r\n", "ꟲa", "̊éDž", "
", "(㋿", "e", "́fiꟲEOT", "-a", "'VE", " ", "\"'", "Dé", "Ⅳ", "\n", "<EOT", ">'\n", "
", ".Ａ", "!!\"", "   \n", "👍🏽", " 🙂", "…é", "\r\n\r\n\n", "<|", "endoftext", "|>"]}
+{"text": "ß𐞁½,!!­½-😀🏽\r\n\r\n'ſ　‍#$%(<META_START><EOT>,Z,\r\n,tt\u000b'ſ#$%", "tokens": 42, "pieces": ["ß𐞁", "½", ",!!­", "½", "-😀🏽\r\n\r\n", "'ſ", "　", "‍#$%(<", "META", "_START", "><", "EOT", ">,", "Z", ",\r\n", ",tt", "\u000b", "'ſ", "#$%"]}
+{"text": "🙂३'ſ\rꟲ", "tokens": 11, "pieces": ["🙂", "३", "'ſ", "\r", "ꟲ"]}
+{"text": "ع,'S", "tokens": 3, "pieces": ["ع", ",'", "S"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'VE'VE٣٤٥٦㋿İ'Re‍İ\r\n'VE'ss", "tokens": 25, "pieces": ["'VE", "'VE", "٣٤٥", "٦", "㋿İ", "'Re", "‍İ", "\r\n", "'VE", "'s", "s"]}
+{"text": " 'M", "tokens": 2, "pieces": [" '", "M"]}
+{"text": "👍🏽   \nع><|fim_prefix|>(㍿", "tokens": 18, "pieces": ["👍🏽", "   \n", "ع", "><|", "fim", "_prefix", "|>(㍿"]}
+{"text": "½Z", "tokens": 2, "pieces": ["½", "Z"]}
+{"text": "'s\r'T\r\nfi\tésEOT   \nEOT​Z　12345678ع   \né👍🏽…!!'llZ㋿́٣٤٥٦", "tokens": 48, "pieces": ["'s", "\r", "'T", "\r\n", "fi", "\te", "́sEOT", "   \n", "EOT", "​Z", "　", "123", "456", "78", "ع", "   \n", "e", "́👍🏽", "…", "!!'", "llZ", "㋿́", "٣٤٥", "٦"]}
+{"text": "(字'reſd", "tokens": 6, "pieces": ["(字", "'re", "ſd"]}
+{"text": "'s…EOT\r\nع　\nſås(m#$%㍿'D", "tokens": 23, "pieces": ["'s", "…EOT", "\r\n", "ع", "　\n", "ſa", "̊s", "(m", "#$%㍿'", "D"]}
+{"text": "
('VEꟲ㋿12345678   \n😀🏽'Rea\u000b   \nⅣ\u000b漢'S \u000bß٣٤٥٦…३m'VE<|fim_prefix|>", "tokens": 55, "pieces": ["
", "('", "VEꟲ", "㋿", "123", "456", "78", "   \n", "😀🏽'", "Rea", "\u000b   \n", "Ⅳ", "\u000b漢", "'S", " ", "\u000bß", "٣٤٥", "٦", "…", "३", "m", "'VE", "<|", "fim", "_prefix", "|>"]}
+{"text": "ع\t½0fiß<META_START><|endoftext|>-'D٣٤٥٦!", "tokens": 28, "pieces": ["ع", "\t", "½0", "fiß", "<META", "_START", "><|", "endoftext", "|>-'", "D", "٣٤٥", "٦", "!"]}
+{"text": "㍿字tꟲ　'D 'ſéea\n३tDžع字'12345678漢0'S\"", "tokens": 34, "pieces": ["㍿字tꟲ", "　", "'D", " ", "'ſ", "e", "́ea", "\n", "३", "tDžع字", "'", "123", "456", "78", "漢", "0", "'S", "\""]}
+{"text": "ſ字'sⅣsⅣZ  12345678're½0'T>👍🏽­t'Séé́३,Ａ㍿\r\n>é  EOT   \n…'VE'\r\n\r\n‍😀🏽", "tokens": 61, "pieces": ["ſ字", "'s", "Ⅳ", "s", "Ⅳ", "Z", " ", " ", "123", "456", "78", "'re", "½0", "'T", ">👍🏽­", "t", "'S", "e", "́e", "́́", "३", ",Ａ", "㍿\r\n", ">e", "́", " ", " EOT", "   \n", "…", "'VE", "'\r\n\r\n", "‍😀🏽"]}
+{"text": "३!!   \n\r\n   \n🙂'D-😀🏽fi\rع12345678'.<META_START>👍🏽३‍\té👍🏽0ꟲ㋿ſå", "tokens": 58, "pieces": ["३", "!!", "   \n\r\n   \n", "🙂'", "D", "-😀🏽", "fi", "\r", "ع", "123", "456", "78", "'.<", "META", "_START", ">👍🏽", "३", "‍", "\te", "́👍🏽", "0", "ꟲ", "㋿ſa", "̊"]}
+{"text": "漢𐞁é", "tokens": 7, "pieces": ["漢𐞁é"]}
+{"text": "ſ'Mfi  fi'ré'Reß'Re!", "tokens": 15, "pieces": ["ſ", "'M", "fi", " ", " fi", "'re", "́'", "Reß", "'Re", "!"]}
+{"text": "'T\rfi­
\r\n\u000bEOTDžfi    \n　fis\r½'Re,
٣٤٥٦'T​(ꟲfi　½…  ", "tokens": 47, "pieces": ["'T", "\r", "fi", "­", "
\r\n", "\u000bEOTDžfi", "    \n", "　fis", "\r", "½", "'Re", ",", "
", "٣٤٥", "٦", "'T", "​(", "ꟲfi", "　", "½", "…  "]}
+{"text": "㍿👍🏽d!\t\t́12345678", "tokens": 17, "pieces": ["㍿👍🏽", "d", "!", "\t", "\t", "́", "123", "456", "78"]}
+{"text": "'D😀🏽'M𐞁Ａ<ꟲꟲع'T,.㍿<META_START>'T\n'll<|fim_prefix|>'D<|fim_prefix|>12345678e's\tꟲ'\u000b😀🏽İ(\"", "tokens": 67, "pieces": ["'D", "😀🏽'", "M𐞁Ａ", "<ꟲꟲع", "'T", ",.㍿<", "META", "_START", ">'", "T", "\n", "'ll", "<|", "fim", "_prefix", "|>'", "D", "<|", "fim", "_prefix", "|>", "123", "456", "78", "e", "'s", "\tꟲ", "'", "\u000b", "😀🏽", "İ", "(\""]}
+{"text": "9'D'ſ𐞁\r\n\r\n'M字㋿å👍🏽sm'll\rfi(😀🏽'ſ𐞁#$%", "tokens": 44, "pieces": ["9", "'D", "'ſ", "𐞁", "\r\n\r\n", "'M", "字", "㋿a", "̊👍🏽", "sm", "'ll", "\r", "fi", "(😀🏽'", "ſ𐞁", "#$%"]}
+{"text": " ­'ll's!", "tokens": 5, "pieces": [" ­'", "ll", "'s", "!"]}
+{"text": "Džİ 'SＡ​0  …dꟲ'VE9'Re\r\n\r\nEOTꟲḍ̇ mmå<EOT>-\"‍字ⅣＡ", "tokens": 47, "pieces": ["Džİ", " ", "'S", "Ａ", "​", "0", "  ", "…dꟲ", "'VE", "9", "'Re", "\r\n\r\n", "EOTꟲḋ", "̣", " mma", "̊<", "EOT", ">-\"‍", "字", "Ⅳ", "Ａ"]}
+{"text": "-'M.d(", "tokens": 4, "pieces": ["-'", "M", ".d", "("]}
+{"text": "\t", "tokens": 1, "pieces": ["\t"]}
+{"text": "\n👍🏽'Rem<|fim_prefix|>'M字e'Reée'D!!'Re-", "tokens": 26, "pieces": ["\n", "👍🏽'", "Rem", "<|", "fim", "_prefix", "|>'", "M字e", "'Re", "ée", "'D", "!!'", "Re", "-"]}
+{"text": "\t#$%Ⅳ'M\r\n İſ ​'ll\u000b'reDžḍ̇e're(ßZ字㍿ſ<㋿<META_START><|fim_prefix|><|endoftext|>㋿ß12345678'", "tokens": 63, "pieces": ["\t", "#$%", "Ⅳ", "'M", "\r\n", " İſ", " ", "​'", "ll", "\u000b", "'re", "Džḋ", "̣e", "'re", "(ßZ字", "㍿ſ", "<㋿<", "META", "_START", "><|", "fim", "_prefix", "|><|", "endoftext", "|>㋿", "ß", "123", "456", "78", "'"]}
+{"text": "'ſ'D<|endoftext|>sfi'T<é \r\n\r\ndm\"½Dž́'T<META_START>\t㋿EOTDž fi", "tokens": 40, "pieces": ["'ſ", "'D", "<|", "endoftext", "|>", "sfi", "'T", "<é", " \r\n\r\n", "dm", "\"", "½", "Dž", "́'", "T", "<META", "_START", ">", "\t", "㋿EOTDž", " fi"]}
+{"text": "'ReⅣs'VE🙂'D", "tokens": 10, "pieces": ["'Re", "Ⅳ", "s", "'VE", "🙂'", "D"]}
+{"text": "  å\u000bع\"><'VEé👍🏽 ", "tokens": 17, "pieces": [" ", " a", "̊", "\u000bع", "\"><'", "VEé", "👍🏽", " "]}
+{"text": "t!!<EOT>'ſ!!!\td½ſ,<|fim_prefix|>'s'D12345678>Z…́Džſ\u000bé𐞁\"'T<META_START>'Re​'D", "tokens": 49, "pieces": ["t", "!!<", "EOT", ">'", "ſ", "!!!", "\td", "½", "ſ", ",<|", "fim", "_prefix", "|>'", "s", "'D", "123", "456", "78", ">Z", "…", "́Džſ", "\u000bé𐞁", "\"'", "T", "<META", "_START", ">'", "Re", "​'", "D"]}
+{"text": "Ⅳ…eé,'ſ'Re\r\nd😀🏽-\n<EOT>ß0Z(👍🏽'S12345678m½\"㍿㍿å٣٤٥٦​<|endoftext|>\te   \nZ", "tokens": 67, "pieces": ["Ⅳ", "…ee", "́,'", "ſ", "'Re", "\r\n", "d", "😀🏽-\n", "<EOT", ">ß", "0", "Z", "(👍🏽'", "S", "123", "456", "78", "m", "½", "\"㍿㍿", "a", "̊", "٣٤٥", "٦", "​<|", "endoftext", "|>", "\te", "   \n", "Z"]}
+{"text": "'ll\r\nꟲd", "tokens": 6, "pieces": ["'ll", "\r\n", "ꟲd"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿‍s#$%\t\r\n\r\na<|endoftext|>٣٤٥٦åع\n  0㋿\r\n<​Ⅳ,​9!!'<😀🏽   \n", "tokens": 52, "pieces": ["㍿‍", "s", "#$%", "\t\r\n\r\n", "a", "<|", "endoftext", "|>", "٣٤٥", "٦", "a", "̊ع", "\n", " ", " ", "0", "㋿\r\n", "<​", "Ⅳ", ",​", "9", "!!'<😀🏽", "   \n"]}
+{"text": "''Re　12345678漢\ntḍ̇0'DEOTEOT'VEꟲ-ꟲ­", "tokens": 30, "pieces": ["''", "Re", "　", "123", "456", "78", "漢", "\n", "tḋ", "̣", "0", "'D", "EOTEOT", "'VE", "ꟲ", "-ꟲ", "­"]}
+{"text": "<EOT>0", "tokens": 4, "pieces": ["<EOT", ">", "0"]}
+{"text": "<ß're'S🙂'Reſ𐞁　0 ㋿㍿0\r\n𐞁\u000bé>👍🏽　
   \nſfi\t\t́Z'Re'D", "tokens": 53, "pieces": ["<ß", "'re", "'S", "🙂'", "Reſ𐞁", "　", "0", " ㋿㍿", "0", "\r\n", "𐞁", "\u000be", "́>👍🏽", "　
   \n", "ſfi", "\t", "\t", "́Z", "'Re", "'D"]}
+{"text": "'Re\t#$%<|endoftext|>é\u000b'ḍ̇,tＡ‍éＡß'T9're  're,㍿'D​𐞁a'D\"fi३", "tokens": 53, "pieces": ["'Re", "\t", "#$%<|", "endoftext", "|>", "é", "\u000b", "'ḋ", "̣,", "tＡ", "‍éＡß", "'T", "9", "'re", " ", " '", "re", ",㍿'", "D", "​𐞁a", "'D", "\"fi", "३"]}
+{"text": "'S\r\nZ\rd!!  ​\t　", "tokens": 11, "pieces": ["'S", "\r\n", "Z", "\r", "d", "!!", " ", " ", "​", "\t　"]}
+{"text": "𐞁'ſt'Re", "tokens": 9, "pieces": ["𐞁", "'ſ", "t", "'Re"]}
+{"text": "éd0   \n'ſ   \nⅣİ12345678e,Dž漢me字😀🏽", "tokens": 28, "pieces": ["e", "́d", "0", "   \n", "'ſ", "   \n", "Ⅳ", "İ", "123", "456", "78", "e", ",Dž漢me字", "😀🏽"]}
+{"text": "　!!<|endoftext|>'VE<META_START>'T<META_START>　字'<META_START>", "tokens": 25, "pieces": ["　", "!!<|", "endoftext", "|>'", "VE", "<META", "_START", ">'", "T", "<META", "_START", ">", "　字", "'<", "META", "_START", ">"]}
+{"text": "'s", "tokens": 1, "pieces": ["'s"]}
+{"text": "漢!!'VE\t<|fim_prefix|>'Reem㍿\r\n🙂<META_START>Ａ'Me٣٤٥٦ꟲ\u000bİ👍🏽३  👍🏽 'T", "tokens": 58, "pieces": ["漢", "!!'", "VE", "\t", "<|", "fim", "_prefix", "|>'", "Reem", "㍿\r\n", "🙂<", "META", "_START", ">Ａ", "'M", "e", "٣٤٥", "٦", "ꟲ", "\u000bİ", "👍🏽", "३", " ", " 👍🏽", " ", "'T"]}
+{"text": "'s!!‍'Re'llt-‍​-s12345678  9<META_START>ḍ̇", "tokens": 29, "pieces": ["'s", "!!‍'", "Re", "'ll", "t", "-‍​-", "s", "123", "456", "78", " ", " ", "9", "<META", "_START", ">ḋ", "̣"]}
+{"text": "é'VE!<EOT><META_START>s\"Dž字s𐞁e\r\n\r\nZé's", "tokens": 25, "pieces": ["e", "́'", "VE", "!<", "EOT", "><", "META", "_START", ">s", "\"Dž字s𐞁e", "\r\n\r\n", "Zé", "'s"]}
+{"text": "　\tⅣ<|fim_prefix|>\n12345678🙂<|fim_prefix|>'Sé'Re<|fim_prefix|>　ع\r\nfi𐞁'T'D𐞁́ꟲ…Ａd fi's<9s<|endoftext|>😀🏽Ⅳ٣٤٥٦12345678", "tokens": 90, "pieces": ["　", "\t", "Ⅳ", "<|", "fim", "_prefix", "|>\n", "123", "456", "78", "🙂<|", "fim", "_prefix", "|>'", "Sé", "'Re", "<|", "fim", "_prefix", "|>", "　ع", "\r\n", "fi𐞁", "'T", "'D", "𐞁", "́ꟲ", "…Ａd", " fi", "'s", "<", "9", "s", "<|", "endoftext", "|>😀🏽", "Ⅳ٣٤", "٥٦1", "234", "567", "8"]}
+{"text": " 9👍🏽\r㋿>d㍿!\u000b㋿\n'VEdét\u000b>éé👍🏽३ ३😀🏽㍿aＡéİ…m‍", "tokens": 61, "pieces": [" ", "9", "👍🏽\r", "㋿>", "d", "㍿!", "\u000b", "㋿\n", "'VE", "de", "́t", "\u000b", ">e", "́é", "👍🏽", "३", " ", "३", "😀🏽㍿", "aＡéİ", "…m", "‍"]}
+{"text": "s(.<|endoftext|> !<META_START>ḍ̇'Mꟲ'VEDž", "tokens": 28, "pieces": ["s", "(.<|", "endoftext", "|>", " ", "!<", "META", "_START", ">ḋ", "̣'", "Mꟲ", "'VE", "Dž"]}
+{"text": "​'TDž  \n…㍿\u000b  ſt<META_START>㍿åé½😀🏽é­9👍🏽<|endoftext|>ḍ̇'reⅣ#$%…ſＡ<META_START>", "tokens": 70, "pieces": ["​'", "TDž", "  \n", "…", "㍿", "\u000b ", " ſt", "<META", "_START", ">㍿", "a", "̊é", "½", "😀🏽", "é", "­", "9", "👍🏽<|", "endoftext", "|>", "ḋ", "̣'", "re", "Ⅳ", "#$%", "…ſＡ", "<META", "_START", ">"]}
+{"text": "!!!\tß'ſ漢s'Re9<|endoftext|>d'S -'!!​   字t½\n‍<EOT>  ḍ̇½३", "tokens": 44, "pieces": ["!!!", "\tß", "'ſ", "漢s", "'Re", "9", "<|", "endoftext", "|>", "d", "'S", " -'!!​", "  ", " 字t", "½", "\n", "‍<", "EOT", ">", " ", " ḋ", "̣", "½३"]}
+{"text": "'llＡ -​\u000b'VÉ字'ſß३Ⅳſ٣٤٥٦<META_START>'😀🏽é<.Dž'VE.0<|fim_prefix|>ع…<|endoftext|>", "tokens": 64, "pieces": ["'ll", "Ａ", " ", "-​", "\u000b", "'VE", "́字", "'ſ", "ß", "३Ⅳ", "ſ", "٣٤٥", "٦", "<META", "_START", ">'😀🏽", "é", "<.", "Dž", "'VE", ".", "0", "<|", "fim", "_prefix", "|>", "ع", "…", "<|", "endoftext", "|>"]}
+{"text": "'reꟲd٣٤٥٦EOT9'D\n  字😀🏽<EOT>㋿字m'VE😀🏽-0 -㍿😀🏽's　!!", "tokens": 56, "pieces": ["'re", "ꟲd", "٣٤٥", "٦", "EOT", "9", "'D", "\n", " ", " 字", "😀🏽<", "EOT", ">㋿", "字m", "'VE", "😀🏽-", "0", " -㍿😀🏽'", "s", "　", "!!"]}
+{"text": "mt'S.Ａ   \n‍३!!<|fim_prefix|>🙂'sZ<|endoftext|>Ａḍ̇.Dž㍿12345678s- 'ś12345678ß<EOT>　Ⅳ㍿ꟲåＡ#$%字å½m", "tokens": 80, "pieces": ["mt", "'S", ".Ａ", "   \n", "‍", "३", "!!<|", "fim", "_prefix", "|>🙂'", "sZ", "<|", "endoftext", "|>", "Ａḋ", "̣.", "Dž", "㍿", "123", "456", "78", "s", "-", " '", "s", "́", "123", "456", "78", "ß", "<EOT", ">", "　", "Ⅳ", "㍿ꟲa", "̊Ａ", "#$%", "字a", "̊", "½", "m"]}
+{"text": "👍🏽Ⅳ漢<|endoftext|>EOT́\t㋿\r\nع㍿", "tokens": 29, "pieces": ["👍🏽", "Ⅳ", "漢", "<|", "endoftext", "|>", "EOT", "́", "\t", "㋿\r\n", "ع", "㍿"]}
+{"text": "　, é12345678Ａfi​0
t\r\n\r\nİDž😀🏽<|endoftext|><META_START>'ll\u000b'S'll  <EOT>  ㋿­EOT­­\r", "tokens": 54, "pieces": ["　", ",", " é", "123", "456", "78", "Ａfi", "​", "0", "
t", "\r\n\r\n", "İDž", "😀🏽<|", "endoftext", "|><", "META", "_START", ">'", "ll", "\u000b", "'S", "'ll", " ", " <", "EOT", ">", " ", " ㋿­", "EOT", "­­\r"]}
+{"text": "\"\r\n\r\n>́ß  ", "tokens": 5, "pieces": ["\"\r\n\r\n", ">́", "ß", "  "]}
+{"text": "字t'SEOTعZ㋿''ll'sEOTfi", "tokens": 17, "pieces": ["字t", "'S", "EOTعZ", "㋿''", "ll", "'s", "EOTfi"]}
+{"text": "!!​👍🏽漢aꟲa\r\n🙂́\tⅣḍ̇Ⅳßd🙂Ⅳé'VEEOT…​㍿㍿\r\n\r\n!!…🙂  tfiⅣ🙂'Reé", "tokens": 67, "pieces": ["!!​👍🏽", "漢aꟲa", "\r\n", "🙂́", "\t", "Ⅳ", "ḋ", "̣", "Ⅳ", "ßd", "🙂", "Ⅳ", "e", "́'", "VEEOT", "…", "​㍿㍿\r\n\r\n", "!!", "…", "🙂", " ", " tfi", "Ⅳ", "🙂'", "Reé"]}
+{"text": "
…\tfiḍ̇'Re0'é\u000b", "tokens": 18, "pieces": ["
…", "\tfiḋ", "̣'", "Re", "0", "'e", "́", "\u000b"]}
+{"text": "Džs㍿-ſ", "tokens": 9, "pieces": ["Džs", "㍿-", "ſ"]}
+{"text": "'VEé <|fim_prefix|>é\r'M", "tokens": 16, "pieces": ["'VE", "e", "́", " ", "<|", "fim", "_prefix", "|>", "e", "́\r", "'M"]}
+{"text": "ßfi'ſ'ſ𐞁d", "tokens": 14, "pieces": ["ßfi", "'ſ", "'ſ", "𐞁d"]}
+{"text": "'ſ　t\t  <EOT>fi\tEOT<|fim_prefix|>åafi\n!!m'\r\nع…'ſ  ३ع'll…é👍🏽漢t'VEé \u000b­…漢<|endoftext|>", "tokens": 73, "pieces": ["'ſ", "　t", "\t ", " <", "EOT", ">fi", "\tEOT", "<|", "fim", "_prefix", "|>", "a", "̊afi", "\n", "!!", "m", "'\r\n", "ع", "…", "'ſ", " ", " ", "३", "ع", "'ll", "…e", "́👍🏽", "漢t", "'VE", "é", " ", "\u000b", "­", "…漢", "<|", "endoftext", "|>"]}
+{"text": "😀🏽\r\n12345678   \nⅣ's,\t.9'é­'M😀🏽\rs㍿'M‍å㍿'Msa…ß'ſ9t'Re\tꟲZ 'S're", "tokens": 62, "pieces": ["😀🏽\r\n", "123", "456", "78", "   \n", "Ⅳ", "'s", ",", "\t", ".", "9", "'e", "́­'", "M", "😀🏽\r", "s", "㍿'", "M", "‍a", "̊㍿'", "Msa", "…ß", "'ſ", "9", "t", "'Re", "\tꟲZ", " '", "S", "'re"]}
+{"text": "EOT", "tokens": 2, "pieces": ["EOT"]}
+{"text": "'S'D　!9 ­३é,　'ReＡßs", "tokens": 18, "pieces": ["'S", "'D", "　", "!", "9", " ", "­", "३", "e", "́,", "　", "'Re", "Ａßs"]}
+{"text": "  'ſ're#$%<EOT>0'De'عDž'Dعfi😀🏽Ⅳmå'sd\r\n\r\n'll\r'S\r\n\r\n", "tokens": 39, "pieces": [" ", " '", "ſ", "'re", "#$%<", "EOT", ">", "0", "'D", "e", "'عDž", "'D", "عfi", "😀🏽", "Ⅳ", "ma", "̊'", "sd", "\r\n\r\n", "'ll", "\r", "'S", "\r\n\r\n"]}
+{"text": "\n\r\n\r\n<㍿½\"é's​­…<META_START>㍿ꟲ<EOT>३(𐞁㋿\r\n\r\n  é
字å9\"aå\"", "tokens": 55, "pieces": ["\n\r\n\r\n", "<㍿", "½", "\"e", "́'", "s", "​­", "…", "<META", "_START", ">㍿", "ꟲ", "<EOT", ">", "३", "(𐞁", "㋿\r\n\r\n", " ", " e", "́", "
字a", "̊", "9", "\"aa", "̊\""]}
+{"text": ".'ſ'ſZt­  'M-İḍ̇'S12345678#$%0'D㋿İfi\rEOTm'DZßع", "tokens": 42, "pieces": [".'", "ſ", "'ſ", "Zt", "­", " ", " '", "M", "-İḋ", "̣'", "S", "123", "456", "78", "#$%", "0", "'D", "㋿İfi", "\r", "EOTm", "'D", "Zßع"]}
+{"text": "9½Dž\r\n\r\nZ!!‍Ａ!\t㋿-åꟲ…<EOT>fiém  'M'sa­㍿,😀🏽🙂 é\r\n👍🏽's'", "tokens": 60, "pieces": ["9½", "Dž", "\r\n\r\n", "Z", "!!‍", "Ａ", "!", "\t", "㋿-", "a", "̊ꟲ", "…", "<EOT", ">fiém", " ", " '", "M", "'s", "a", "­㍿,😀🏽🙂", " e", "́\r\n", "👍🏽'", "s", "'"]}
+{"text": "­'Tİ   \n'ß\"…'VE'Mé​-<|endoftext|>\r\n\r\n​३'ſ.-a\"", "tokens": 33, "pieces": ["­'", "Tİ", "   \n", "'ß", "\"", "…", "'VE", "'M", "e", "́​-<|", "endoftext", "|>\r\n\r\n", "​", "३", "'ſ", ".-", "a", "\""]}
+{"text": "\r\n12345678ßm'D
٣٤٥٦<EOT>ḍ̇​ß<EOT>,عs9<|fim_prefix|><|fim_prefix|><12345678'S­Ze9", "tokens": 53, "pieces": ["\r\n", "123", "456", "78", "ßm", "'D", "
", "٣٤٥", "٦", "<EOT", ">ḋ", "̣​", "ß", "<EOT", ">,", "عs", "9", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|><", "123", "456", "78", "'S", "­Ze", "9"]}
+{"text": "'T\r\n'S\r\n\r\nꟲ,-  　å12345678EOT㋿   \r\n\r\nⅣ<|endoftext|>t#$%👍🏽ßaé   \n㋿", "tokens": 48, "pieces": ["'T", "\r\n", "'S", "\r\n\r\n", "ꟲ", ",-", "  ", "　a", "̊", "123", "456", "78", "EOT", "㋿", "   \r\n\r\n", "Ⅳ", "<|", "endoftext", "|>", "t", "#$%👍🏽", "ßaé", "   \n", "㋿"]}
+{"text": "'s", "tokens": 1, "pieces": ["'s"]}
+{"text": "ß字ع#$%e.ee\r<EOT>\u000bm\n​字\u000bß\r\n", "tokens": 20, "pieces": ["ß字ع", "#$%", "e", ".ee", "\r", "<EOT", ">", "\u000bm", "\n", "​字", "\u000bß", "\r\n"]}
+{"text": "­
m'lle-Ａ'MＡ😀🏽!!٣٤٥٦🙂-<|endoftext|>'Re'ſ'S12345678'D\t'll'safi ", "tokens": 52, "pieces": ["­", "
m", "'ll", "e", "-Ａ", "'M", "Ａ", "😀🏽!!", "٣٤٥", "٦", "🙂-<|", "endoftext", "|>'", "Re", "'ſ", "'S", "123", "456", "78", "'D", "\t", "'ll", "'s", "afi", " "]}
+{"text": "aDž　e'Sİ
d½s'VE　…<META_START>m'S…\nꟲ
ꟲ'Re'T…‍#$%å𐞁 'Re<|endoftext|>'VEEOT'Tꟲeé", "tokens": 66, "pieces": ["aDž", "　e", "'S", "İ", "
d", "½", "s", "'VE", "　", "…", "<META", "_START", ">m", "'S", "…\n", "ꟲ", "
ꟲ", "'Re", "'T", "…", "‍#$%", "a", "̊𐞁", " '", "Re", "<|", "endoftext", "|>'", "VEEOT", "'T", "ꟲeé"]}
+{"text": "å🙂\t'S\t𐞁ⅣdaEOT\t<|fim_prefix|>Ⅳ½(12345678fi're漢­㍿#$%\n  ,>\n<|endoftext|>å(ꟲ're   \nḍ̇", "tokens": 67, "pieces": ["a", "̊🙂", "\t", "'S", "\t𐞁", "Ⅳ", "daEOT", "\t", "<|", "fim", "_prefix", "|>", "Ⅳ½", "(", "123", "456", "78", "fi", "'re", "漢", "­㍿#$%\n", " ", " ,>\n", "<|", "endoftext", "|>", "a", "̊(", "ꟲ", "'re", "   \n", "ḋ", "̣"]}
+{"text": "\r\n", "tokens": 1, "pieces": ["\r\n"]}
+{"text": "😀🏽
　.\n👍🏽'‍\n12345678t   \n'VE\"<META_START>", "tokens": 30, "pieces": ["😀🏽", "
", "　", ".\n", "👍🏽'‍\n", "123", "456", "78", "t", "   \n", "'VE", "\"<", "META", "_START", ">"]}
+{"text": "​👍🏽😀🏽.<|endoftext|>", "tokens": 19, "pieces": ["​👍🏽😀🏽.<|", "endoftext", "|>"]}
+{"text": "9'D…é<EOT>.㍿!dm 'Rem's漢Džd​9s\r　\r\n字Ａ'DⅣ㋿𐞁<EOT>㋿<|endoftext|>'M漢a12345678<", "tokens": 62, "pieces": ["9", "'D", "…é", "<EOT", ">.㍿!", "dm", " ", "'Re", "m", "'s", "漢Džd", "​", "9", "s", "\r　\r\n", "字Ａ", "'D", "Ⅳ", "㋿𐞁", "<EOT", ">㋿<|", "endoftext", "|>'", "M漢a", "123", "456", "78", "<"]}
+{"text": "½'m", "tokens": 2, "pieces": ["½", "'m"]}
+{"text": "'Re　
<'D
  t<ß   \n'VEé',e<|fim_prefix|>३‍<|fim_prefix|>fi\t\r\n🙂9\"<|fim_prefix|>\r\n<EOT>  s…ع", "tokens": 57, "pieces": ["'Re", "　", "
", "<'", "D", "
 ", " t", "<ß", "   \n", "'VE", "é", "',", "e", "<|", "fim", "_prefix", "|>", "३", "‍<|", "fim", "_prefix", "|>", "fi", "\t\r\n", "🙂", "9", "\"<|", "fim", "_prefix", "|>\r\n", "<EOT", ">", " ", " s", "…ع"]}
+{"text": "'s\r\n\t!!s'VEs'Dßå\nd😀🏽EOT   \n　   \n<META_START>漢eé<EOT>​🙂\">Z\t  >", "tokens": 44, "pieces": ["'s", "\r\n", "\t", "!!", "s", "'VE", "s", "'D", "ßa", "̊\n", "d", "😀🏽", "EOT", "   \n　   \n", "<META", "_START", ">漢ee", "́<", "EOT", ">​🙂\">", "Z", "\t ", " >"]}
+{"text": "‍sİé́<|fim_prefix|>🙂'ſfi'Mعt<EOT>٣٤٥٦ ſDž🙂👍🏽‍-mⅣ
́ 'S'漢", "tokens": 61, "pieces": ["‍sİe", "́́<|", "fim", "_prefix", "|>🙂'", "ſfi", "'M", "عt", "<EOT", ">", "٣٤٥", "٦", " ſDž", "🙂👍🏽‍-", "m", "Ⅳ", "
", "́", " '", "S", "'漢"]}
+{"text": "'MⅣfiḍ̇eſ㍿漢0٣٤٥٦-m's\r\n'Dع　ꟲ字字", "tokens": 38, "pieces": ["'M", "Ⅳ", "fiḋ", "̣eſ", "㍿漢", "0٣٤", "٥٦", "-m", "'s", "\r\n", "'D", "ع", "　ꟲ字字"]}
+{"text": "ḍ̇ḍ̇‍٣٤٥٦e's!", "tokens": 23, "pieces": ["ḋ", "̣ḋ", "̣‍", "٣٤٥", "٦", "e", "'s", "!"]}
+{"text": " 're'ſ.‍ꟲ'llå'ſ'ſİDž>­　(<META_START>Ａt<", "tokens": 35, "pieces": [" '", "re", "'ſ", ".‍", "ꟲ", "'ll", "a", "̊'", "ſ", "'ſ", "İDž", ">­", "　", "(<", "META", "_START", ">Ａt", "<"]}
+{"text": "　-''D<META_START>字9", "tokens": 10, "pieces": ["　", "-''", "D", "<META", "_START", ">字", "9"]}
+{"text": "(\r 's👍🏽é>\t…'Tعḍ̇'T<ꟲ'reDž½- 'ſ(t㍿\r   \n-́", "tokens": 46, "pieces": ["(\r", " ", "'s", "👍🏽", "e", "́>", "\t", "…", "'T", "عḋ", "̣'", "T", "<ꟲ", "'re", "Dž", "½", "-", " ", "'ſ", "(t", "㍿\r", "   \n", "-́"]}
+{"text": "­åEOT<　<META_START>ßå😀🏽t'ſt३\r\n\r\n'Reع \r
ꟲs<|fim_prefix|> ­", "tokens": 47, "pieces": ["­a", "̊EOT", "<", "　", "<META", "_START", ">ßa", "̊😀🏽", "t", "'ſ", "t", "३", "\r\n\r\n", "'Re", "ع", " \r", "
ꟲs", "<|", "fim", "_prefix", "|>", " ­"]}
+{"text": "m\nEOT\u000b'VE,'D३㋿t३<|endoftext|>fi㍿ꟲmEOT漢㍿Z\"\rfi\r\nＡ\r漢İ👍🏽३,", "tokens": 61, "pieces": ["m", "\n", "EOT", "\u000b", "'VE", ",'", "D", "३", "㋿t", "३", "<|", "endoftext", "|>", "fi", "㍿ꟲmEOT漢", "㍿Z", "\"\r", "fi", "\r\n", "Ａ", "\r", "漢İ", "👍🏽", "३", ","]}
+{"text": "  👍🏽\u000b-<EOT>\r\"\r\nsＡ  Dž'VE", "tokens": 23, "pieces": [" ", " 👍🏽", "\u000b", "-<", "EOT", ">\r", "\"\r\n", "sＡ", " ", " Dž", "'VE"]}
+{"text": "ꟲ--,eع㍿…ḍ̇\nZ   \n\"sع \r\nſ'D
Z'M(", "tokens": 30, "pieces": ["ꟲ", "--,", "eع", "㍿", "…ḋ", "̣\n", "Z", "   \n", "\"sع", " \r\n", "ſ", "'D", "
Z", "'M", "("]}
+{"text": "'M'Re  Ａ𐞁ḍ̇,é\r𐞁…　Z.\na٣٤٥٦12345678é'T", "tokens": 42, "pieces": ["'M", "'Re", " ", " Ａ𐞁ḋ", "̣,", "é", "\r", "𐞁", "…", "　Z", ".\n", "a", "٣٤٥", "٦12", "345", "678", "e", "́'", "T"]}
+{"text": "'S'T́", "tokens": 3, "pieces": ["'S", "'T", "́"]}
+{"text": "0😀🏽­𐞁sſé  'MⅣEOT\u000b", "tokens": 23, "pieces": ["0", "😀🏽­", "𐞁sſé", " ", " '", "M", "Ⅳ", "EOT", "\u000b"]}
+{"text": "Z<fi're9…fi\n!!\r!å9\r\n\r\nZEOTß\"12345678…㍿", "tokens": 31, "pieces": ["Z", "<fi", "'re", "9", "…fi", "\n", "!!\r", "!a", "̊", "9", "\r\n\r\n", "ZEOTß", "\"", "123", "456", "78", "…", "㍿"]}
+{"text": "\t\r\n\r\n　Ⅳ \u000bꟲt'Sſ<META_START>ꟲ'ſ\r\n
 ㋿'M\u000bfi㍿\né0!!㍿", "tokens": 46, "pieces": ["\t\r\n\r\n", "　", "Ⅳ", " ", "\u000bꟲt", "'S", "ſ", "<META", "_START", ">ꟲ", "'ſ", "\r\n", "
", " ㋿'", "M", "\u000bfi", "㍿\n", "e", "́", "0", "!!㍿"]}
+{"text": "́Ａ👍🏽   \n'Tع!　're'reİ'Dß,ß\u000b🙂㍿!!㍿
'T½t'M'll<|fim_prefix|>s'<META_START>!t㋿🙂‍é\r\n\r\n㍿", "tokens": 64, "pieces": ["́Ａ", "👍🏽", "   \n", "'T", "ع", "!", "　", "'re", "'re", "İ", "'D", "ß", ",ß", "\u000b", "🙂㍿!!㍿", "
", "'T", "½", "t", "'M", "'ll", "<|", "fim", "_prefix", "|>", "s", "'<", "META", "_START", ">!", "t", "㋿🙂‍", "é", "\r\n\r\n", "㍿"]}
+{"text": "#$%ßEOT…½Dž　٣٤٥٦   \n'M,𐞁㋿s　", "tokens": 31, "pieces": ["#$%", "ßEOT", "…", "½", "Dž", "　", "٣٤٥", "٦", "   \n", "'M", ",𐞁", "㋿s", "　"]}
+{"text": "0'   \nḍ̇ßꟲ<\"
<|endoftext|><META_START>漢́amEOT‍Dž  🙂👍🏽 a", "tokens": 44, "pieces": ["0", "'", "   \n", "ḋ", "̣ßꟲ", "<\"", "
", "<|", "endoftext", "|><", "META", "_START", ">漢", "́amEOT", "‍Dž", " ", " 🙂👍🏽", " a"]}
+{"text": "½'ſå\t­'Daꟲ👍🏽fi㋿!!EOTé𐞁m👍🏽
 's'Mß're's   \n  's\"\u000b'T\r\n", "tokens": 57, "pieces": ["½", "'ſ", "a", "̊", "\t", "­'", "Daꟲ", "👍🏽", "fi", "㋿!!", "EOTe", "́𐞁m", "👍🏽", "
", " ", "'s", "'M", "ß", "'re", "'s", "   \n", " ", " '", "s", "\"", "\u000b", "'T", "\r\n"]}
+{"text": "­ع́ ٣٤٥٦'Sſ 9٣٤٥٦'T 漢٣٤٥٦-'T!!EOT<EOT>​<|endoftext|>Ⅳ0\" ꟲ㋿
'ſ<'Mع", "tokens": 72, "pieces": ["­ع", "́", " ", "٣٤٥", "٦", "'S", "ſ", " ", "9٣٤", "٥٦", "'T", " 漢", "٣٤٥", "٦", "-'", "T", "!!", "EOT", "<EOT", ">​<|", "endoftext", "|>", "Ⅳ0", "\"", " ꟲ", "㋿", "
", "'ſ", "<'", "Mع"]}
+{"text": "'Re", "tokens": 1, "pieces": ["'Re"]}
+{"text": "-!,'ll
́　　.,.İ'\t#$%s<META_START>'re'VE(­\u000b!<EOT>​<|endoftext|>'VE'D\r\n\u000bＡ'SDž", "tokens": 48, "pieces": ["-!,'", "ll", "
", "́", "　", "　", ".,.", "İ", "'", "\t", "#$%", "s", "<META", "_START", ">'", "re", "'VE", "(­", "\u000b", "!<", "EOT", ">​<|", "endoftext", "|>'", "VE", "'D", "\r\n", "\u000bＡ", "'S", "Dž"]}
+{"text": "
\u000b\tß(<|fim_prefix|>-　 ㍿😀🏽'll'ſ", "tokens": 27, "pieces": ["
\u000b", "\tß", "(<|", "fim", "_prefix", "|>-", "　", " ㍿😀🏽'", "ll", "'ſ"]}
+{"text": "½'३😀🏽((…'Ts>å", "tokens": 17, "pieces": ["½", "'", "३", "😀🏽((", "…", "'T", "s", ">a", "̊"]}
+{"text": "e½Z👍🏽ḍ̇<EOT>12345678<|fim_prefix|>३\"s>\t!!'re'llDž<|endoftext|>ſ́'ll㋿0d😀🏽Dž", "tokens": 63, "pieces": ["e", "½", "Z", "👍🏽", "ḋ", "̣<", "EOT", ">", "123", "456", "78", "<|", "fim", "_prefix", "|>", "३", "\"s", ">", "\t", "!!'", "re", "'ll", "Dž", "<|", "endoftext", "|>", "ſ", "́'", "ll", "㋿", "0", "d", "😀🏽", "Dž"]}
+{"text": "ḍ̇字'ſ<|fim_prefix|>字t'S#$%ßa'M　'T\u000b'M­ＡⅣ'<  eé!!fi'reéé !<EOT>ꟲ!!", "tokens": 53, "pieces": ["ḋ", "̣字", "'ſ", "<|", "fim", "_prefix", "|>", "字t", "'S", "#$%", "ßa", "'M", "　", "'T", "\u000b", "'M", "­Ａ", "Ⅳ", "'<", " ", " ee", "́!!", "fi", "'re", "e", "́é", " ", "!<", "EOT", ">ꟲ", "!!"]}
+{"text": "İ㋿🙂\r٣٤٥٦عfi३Ⅳ'Re\u000b'VE‍🙂'D ३\t'ſ½🙂9'll٣٤٥٦ſ­å'S字.eéEOT\n'T  !é字", "tokens": 72, "pieces": ["İ", "㋿🙂\r", "٣٤٥", "٦", "عfi", "३Ⅳ", "'Re", "\u000b", "'VE", "‍🙂'", "D", " ", "३", "\t", "'ſ", "½", "🙂", "9", "'ll", "٣٤٥", "٦", "ſ", "­a", "̊'", "S字", ".eéEOT", "\n", "'T", " ", " !", "e", "́字"]}
+{"text": "́fi.'S\t'VEDž㍿  \"<ꟲt-𐞁", "tokens": 24, "pieces": ["́fi", ".'", "S", "\t", "'VE", "Dž", "㍿", " ", " \"<", "ꟲt", "-𐞁"]}
+{"text": "9Ａ\u000bZＡé<EOT>ſſ<EOT>\r\n\r\nꟲe !!\r\n\r\nİ", "tokens": 28, "pieces": ["9", "Ａ", "\u000bZＡe", "́<", "EOT", ">ſſ", "<EOT", ">\r\n\r\n", "ꟲe", " ", "!!\r\n\r\n", "İ"]}
+{"text": "fi½", "tokens": 3, "pieces": ["fi", "½"]}
+{"text": "'s  　…㋿<é​,>'D'Re<META_START>　'S\r\n's  9's­!İsEOTs12345678İ's'S😀🏽　fié", "tokens": 51, "pieces": ["'s", "  　", "…", "㋿<", "e", "́​,>'", "D", "'Re", "<META", "_START", ">", "　", "'S", "\r\n", "'s", " ", " ", "9", "'s", "­!", "İsEOTs", "123", "456", "78", "İ", "'s", "'S", "😀🏽", "　fie", "́"]}
+{"text": "!!\r\n\r\n'　ß
>…<|endoftext|>'D<|endoftext|>字!!.😀🏽'sß­'Re'VE's\t 字'ſ.(", "tokens": 47, "pieces": ["!!\r\n\r\n", "'", "　ß", "
", ">", "…", "<|", "endoftext", "|>'", "D", "<|", "endoftext", "|>", "字", "!!.😀🏽'", "sß", "­'", "Re", "'VE", "'s", "\t", " 字", "'ſ", ".("]}
+{"text": "  ع(", "tokens": 3, "pieces": [" ", " ع", "("]}
+{"text": "字EOT.\r\nfi!ꟲ>.\r", "tokens": 12, "pieces": ["字EOT", ".\r\n", "fi", "!ꟲ", ">.\r"]}
+{"text": " <'M0'VE <EOT>㍿…👍🏽é>9  漢12345678900EOT\r", "tokens": 35, "pieces": [" ", "<'", "M", "0", "'VE", " ", "<EOT", ">㍿", "…", "👍🏽", "é", ">", "9", " ", " 漢", "123", "456", "789", "00", "EOT", "\r"]}
+{"text": "'S,'ſ.<|fim_prefix|><|endoftext|>'ſ'sß0Ａ\r9", "tokens": 26, "pieces": ["'S", ",'", "ſ", ".<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "ſ", "'s", "ß", "0", "Ａ", "\r", "9"]}
+{"text": "عDžEOT!(👍🏽", "tokens": 12, "pieces": ["عDžEOT", "!(👍🏽"]}
+{"text": "<😀🏽'Ａfi  \r\n0Dž-'MDž‍<META_START>0ſ<META_START>'ll''re\n­   \nع٣٤٥٦👍🏽s
ßfi0　३12345678<META_START>​𐞁å\r\n\r\n", "tokens": 79, "pieces": ["<😀🏽'", "Ａfi", "  \r\n", "0", "Dž", "-'", "MDž", "‍<", "META", "_START", ">", "0", "ſ", "<META", "_START", ">'", "ll", "''", "re", "\n", "­", "   \n", "ع", "٣٤٥", "٦", "👍🏽", "s", "
ßfi", "0", "　", "३12", "345", "678", "<META", "_START", ">​", "𐞁a", "̊\r\n\r\n"]}
+{"text": "'S-a​'reéß𐞁½ 'SZ漢fi　", "tokens": 19, "pieces": ["'S", "-a", "​'", "ree", "́ß𐞁", "½", " '", "SZ漢fi", "　"]}
+{"text": "\t㋿'VE<|endoftext|>", "tokens": 13, "pieces": ["\t", "㋿'", "VE", "<|", "endoftext", "|>"]}
+{"text": "<#$%#$% a9EOT𐞁a  \r\n\r\nt<'s　   \n-ḍ̇fi٣٤٥٦å<EOT>aådfi  0…-", "tokens": 55, "pieces": ["<#$%#$%", " a", "9", "EOT𐞁a", "  \r\n\r\n", "t", "<'", "s", "　   \n", "-ḋ", "̣fi", "٣٤٥", "٦", "a", "̊<", "EOT", ">aa", "̊dfi", " ", " ", "0", "…", "-"]}
+{"text": "­😀🏽\"'<EOT>ع👍🏽12345678's  'll🙂12345678<|fim_prefix|>😀🏽<.'M", "tokens": 45, "pieces": ["­😀🏽\"'<", "EOT", ">ع", "👍🏽", "123", "456", "78", "'s", " ", " '", "ll", "🙂", "123", "456", "78", "<|", "fim", "_prefix", "|>😀🏽<.'", "M"]}
+{"text": ". ½.\u000b㍿d𐞁　12345678‍\n'DＡ", "tokens": 23, "pieces": [".", " ", "½", ".", "\u000b", "㍿d𐞁", "　", "123", "456", "78", "‍\n", "'D", "Ａ"]}
+{"text": "½a…😀🏽EOT'll-", "tokens": 13, "pieces": ["½", "a", "…", "😀🏽", "EOT", "'ll", "-"]}
+{"text": "\t<META_START>Ａ‍(😀🏽   \nعꟲ㍿(a!!㍿", "tokens": 29, "pieces": ["\t", "<META", "_START", ">Ａ", "‍(😀🏽", "   \n", "عꟲ", "㍿(", "a", "!!㍿"]}
+{"text": "́🙂'T\u000b!!a𐞁\te　\",!!", "tokens": 16, "pieces": ["́🙂'", "T", "\u000b", "!!", "a𐞁", "\te", "　", "\",!!"]}
+{"text": "<META_START>\r\n\r\n'll👍🏽ts㋿m#$%.tＡ😀🏽㍿  'ſعſ12345678‍<EOT>ſfi>३é's'Ms\t\r\n\r\nDžع", "tokens": 62, "pieces": ["<META", "_START", ">\r\n\r\n", "'ll", "👍🏽", "ts", "㋿m", "#$%.", "tＡ", "😀🏽㍿", " ", " '", "ſعſ", "123", "456", "78", "‍<", "EOT", ">ſfi", ">", "३", "e", "́'", "s", "'M", "s", "\t\r\n\r\n", "Džع"]}
+{"text": "!<|fim_prefix|>㍿", "tokens": 10, "pieces": ["!<|", "fim", "_prefix", "|>㍿"]}
+{"text": "-漢é tm
,åß,'S", "tokens": 14, "pieces": ["-漢é", " tm", "
", ",a", "̊ß", ",'", "S"]}
+{"text": "\r\n\r\n३㍿!!", "tokens": 7, "pieces": ["\r\n\r\n", "३", "㍿!!"]}
+{"text": "'D<EOT>'smⅣé𐞁ꟲ'12345678EOTå'ſ12345678   \n'S㋿   \néⅣع👍🏽́fi
å é'Dſ-Z<é\r\n   \nt‍9", "tokens": 71, "pieces": ["'D", "<EOT", ">'", "sm", "Ⅳ", "é𐞁ꟲ", "'", "123", "456", "78", "EOTa", "̊'", "ſ", "123", "456", "78", "   \n", "'S", "㋿", "   \n", "é", "Ⅳ", "ع", "👍🏽́", "fi", "
a", "̊", " e", "́'", "Dſ", "-Z", "<e", "́\r\n", "   \n", "t", "‍", "9"]}
+{"text": "etſ9're㋿\r\n½0३<EOT><|endoftext|>s½,ꟲ\u000b9", "tokens": 30, "pieces": ["etſ", "9", "'re", "㋿\r\n", "½0३", "<EOT", "><|", "endoftext", "|>", "s", "½", ",ꟲ", "\u000b", "9"]}
+{"text": "å\r\nsſ字Ⅳ​Ａ­٣٤٥٦𐞁!EOTⅣfi\nßt's­'ll…d", "tokens": 43, "pieces": ["a", "̊\r\n", "sſ字", "Ⅳ", "​Ａ", "­", "٣٤٥", "٦", "𐞁", "!EOT", "Ⅳ", "fi", "\n", "ßt", "'s", "­'", "ll", "…d"]}
+{"text": "  ḍ̇\r\n>\r\n'll\r\n½Ⅳ㋿,Dž'MDž㋿Ａ'VE\"\t'så…㋿é", "tokens": 41, "pieces": [" ", " ḋ", "̣\r\n", ">\r\n", "'ll", "\r\n", "½Ⅳ", "㋿,", "Dž", "'M", "Dž", "㋿Ａ", "'VE", "\"", "\t", "'s", "a", "̊", "…", "㋿é"]}
+{"text": "
‍ésⅣ👍🏽s\r\n\r\n'VE\nḍ̇EOTd.   !!'T", "tokens": 34, "pieces": ["
", "‍e", "́s", "Ⅳ", "👍🏽", "s", "\r\n\r\n", "'VE", "\n", "ḋ", "̣EOTd", ".", "  ", " !!'", "T"]}
+{"text": "'Sḍ̇.\r\n\r\n­३　­!㍿", "tokens": 16, "pieces": ["'S", "ḋ", "̣.\r\n\r\n", "­", "३", "　", "­!㍿"]}
+{"text": "'VE‍㍿\naå'S.", "tokens": 14, "pieces": ["'VE", "‍㍿\n", "aa", "̊'", "S", "."]}
+{"text": "åDžſ'T😀🏽\r\n\r\n\n'SEOT\r\n\r\nḍ̇İ9 ㋿'Re㋿Dž''re'Ma㋿'T!a,\"\r\n\r\n\na'VE0'Reé", "tokens": 57, "pieces": ["a", "̊Džſ", "'T", "😀🏽\r\n\r\n\n", "'S", "EOT", "\r\n\r\n", "ḋ", "̣İ", "9", " ", "㋿'", "Re", "㋿Dž", "''", "re", "'M", "a", "㋿'", "T", "!a", ",\"\r\n\r\n\n", "a", "'VE", "0", "'Re", "é"]}
+{"text": "tt\r\nDžm'<EOT>a,<🙂\u000b­.‍9EOT<\rع\r
9! \tİع<EOT>٣٤٥٦👍🏽Z'ſꟲåİ", "tokens": 60, "pieces": ["tt", "\r\n", "Džm", "'<", "EOT", ">a", ",<🙂", "\u000b", "­.‍", "9", "EOT", "<\r", "ع", "\r", "
", "9", "!", " ", "\tİع", "<EOT", ">", "٣٤٥", "٦", "👍🏽", "Z", "'ſ", "ꟲa", "̊İ"]}
+{"text": "\n\u000bfi<META_START><|fim_prefix|>,  t'M-a\r\n\r\néⅣ'reＡfi　\r\n", "tokens": 29, "pieces": ["\n", "\u000bfi", "<META", "_START", "><|", "fim", "_prefix", "|>,", " ", " t", "'M", "-a", "\r\n\r\n", "é", "Ⅳ", "'re", "Ａfi", "　\r\n"]}
+{"text": "'sع!!   \nعm👍🏽fiß ́Ａ(<㋿'ſ'D!\t漢's<EOT>­🙂,", "tokens": 39, "pieces": ["'s", "ع", "!!", "   \n", "عm", "👍🏽", "fiß", " ́", "Ａ", "(<㋿'", "ſ", "'D", "!", "\t漢", "'s", "<EOT", ">­🙂,"]}
+{"text": "́<|fim_prefix|>å12345678>½'S‍ع😀🏽'T‍<EOT>12345678\nfi", "tokens": 39, "pieces": ["́<|", "fim", "_prefix", "|>", "a", "̊", "123", "456", "78", ">", "½", "'S", "‍ع", "😀🏽'", "T", "‍<", "EOT", ">", "123", "456", "78", "\n", "fi"]}
+{"text": "\r\n\r\n<META_START> DžZfi'ſ<|endoftext|>   \n漢09\r'VE😀🏽Z.ß'ſ, \n𐞁\u000b'Re<|endoftext|>éß", "tokens": 56, "pieces": ["\r\n\r\n", "<META", "_START", ">", " DžZfi", "'ſ", "<|", "endoftext", "|>", "   \n", "漢", "09", "\r", "'VE", "😀🏽", "Z", ".ß", "'ſ", ",", " \n", "𐞁", "\u000b", "'Re", "<|", "endoftext", "|>", "éß"]}
+{"text": "'D㍿'re'ſ's\naé<META_START>​d>\ré३Ａt​   \n-½   \nfiİfi字㍿'VE'D!Z\r\n\u000b'ſ", "tokens": 52, "pieces": ["'D", "㍿'", "re", "'ſ", "'s", "\n", "ae", "́<", "META", "_START", ">​", "d", ">\r", "e", "́", "३", "Ａt", "​", "   \n", "-", "½", "   \n", "fiİfi字", "㍿'", "VE", "'D", "!Z", "\r\n", "\u000b", "'ſ"]}
+{"text": "🙂'VEſ👍🏽İ're­字(   \n", "tokens": 18, "pieces": ["🙂'", "VEſ", "👍🏽", "İ", "'re", "­字", "(", "   \n"]}
+{"text": "a!عDža​ 😀🏽…åع'M­d‍\"", "tokens": 23, "pieces": ["a", "!عDža", "​", " 😀🏽", "…a", "̊ع", "'M", "­d", "‍\""]}
+{"text": "9\r\n\"<<EOT>>   \n…(Ⅳ'M'S
'VE㋿>­٣٤٥٦'M0…字…", "tokens": 38, "pieces": ["9", "\r\n", "\"<<", "EOT", ">>", "   \n", "…", "(", "Ⅳ", "'M", "'S", "
", "'VE", "㋿>­", "٣٤٥", "٦", "'M", "0", "…字", "…"]}
+{"text": "'Re!­'३　d​-\u000b", "tokens": 11, "pieces": ["'Re", "!­'", "३", "　d", "​-", "\u000b"]}
+{"text": "½'re'VE…Z9ꟲ", "tokens": 11, "pieces": ["½", "'re", "'VE", "…Z", "9", "ꟲ"]}
+{"text": "åⅣd👍🏽Ⅳ㍿dd,३́'Re<|fim_prefix|>\u000b<EOT>   \n>.", "tokens": 37, "pieces": ["a", "̊", "Ⅳ", "d", "👍🏽", "Ⅳ", "㍿dd", ",", "३", "́'", "Re", "<|", "fim", "_prefix", "|>", "\u000b", "<EOT", ">", "   \n", ">."]}
+{"text": "𐞁İ㋿\u000b'Ḿ   \nZ‍é't0éZＡ9३字fi", "tokens": 31, "pieces": ["𐞁İ", "㋿", "\u000b", "'M", "́", "   \n", "Z", "‍e", "́'", "t", "0", "e", "́ZＡ", "9३", "字fi"]}
+{"text": "'ll'S<META_START>İ(́s­字\r\n\r\nEOT'👍🏽'İ…>é'll  𐞁ݽ字'T'D🙂…sⅣé٣٤٥٦\" e\n", "tokens": 60, "pieces": ["'ll", "'S", "<META", "_START", ">İ", "(́", "s", "­字", "\r\n\r\n", "EOT", "'👍🏽'", "İ", "…", ">é", "'ll", " ", " 𐞁İ", "½", "字", "'T", "'D", "🙂", "…s", "Ⅳ", "e", "́", "٣٤٥", "٦", "\"", " e", "\n"]}
+{"text": "  字a(\r\nعⅣfi'M!d😀🏽12345678", "tokens": 20, "pieces": [" ", " 字a", "(\r\n", "ع", "Ⅳ", "fi", "'M", "!d", "😀🏽", "123", "456", "78"]}
+{"text": "㍿<ß'VE>d's३'llm…​(ꟲ!'reé漢12345678're\u000b're'M'D", "tokens": 33, "pieces": ["㍿<", "ß", "'VE", ">d", "'s", "३", "'ll", "m", "…", "​(", "ꟲ", "!'", "ree", "́漢", "123", "456", "78", "'re", "\u000b", "'re", "'M", "'D"]}
+{"text": "e<EOT>​a<META_START>e!<ع", "tokens": 12, "pieces": ["e", "<EOT", ">​", "a", "<META", "_START", ">e", "!<", "ع"]}
+{"text": "​字e𐞁EOTaſḍ̇#$%　\"0\u000bſßm<META_START>字…   \n<|fim_prefix|>åEOT", "tokens": 47, "pieces": ["​字e𐞁EOTaſḋ", "̣#$%", "　", "\"", "0", "\u000bſßm", "<META", "_START", ">字", "…   \n", "<|", "fim", "_prefix", "|>", "a", "̊EOT"]}
+{"text": "#$%!!Dž½३'VE.!e's <META_START>Dž#$%Z'D​-🙂३'VEs'S,", "tokens": 35, "pieces": ["#$%!!", "Dž", "½३", "'VE", ".!", "e", "'s", " ", "<META", "_START", ">Dž", "#$%", "Z", "'D", "​-🙂", "३", "'VE", "s", "'S", ","]}
+{"text": "-'VE<|fim_prefix|>'<ꟲfi'T٣٤٥٦عſ字字fi\t́字", "tokens": 34, "pieces": ["-'", "VE", "<|", "fim", "_prefix", "|>'<", "ꟲfi", "'T", "٣٤٥", "٦", "عſ字字fi", "\t", "́字"]}
+{"text": "<'M's<|endoftext|>d(👍🏽٣٤٥٦字𐞁.t<漢'ſ\n​é<|endoftext|>'re9𐞁", "tokens": 55, "pieces": ["<'", "M", "'s", "<|", "endoftext", "|>", "d", "(👍🏽", "٣٤٥", "٦", "字𐞁", ".t", "<漢", "'ſ", "\n", "​e", "́<|", "endoftext", "|>'", "re", "9", "𐞁"]}
+{"text": "\"ع३EOT", "tokens": 6, "pieces": ["\"ع", "३", "EOT"]}
+{"text": "'ś\r!.,'M", "tokens": 7, "pieces": ["'s", "́\r", "!.,'", "M"]}
+{"text": ">,<|endoftext|>9!!㋿½Ⅳ\r\n\r\nd'T9𐞁İİ\n­㍿​EOT‍\"'M><|endoftext|>   \n\r", "tokens": 47, "pieces": [">,<|", "endoftext", "|>", "9", "!!㋿", "½Ⅳ", "\r\n\r\n", "d", "'T", "9", "𐞁İİ", "\n", "­㍿​", "EOT", "‍\"'", "M", "><|", "endoftext", "|>", "   \n\r"]}
+{"text": "s漢漢　٣٤٥٦", "tokens": 14, "pieces": ["s漢漢", "　", "٣٤٥", "٦"]}
+{"text": "'ſ   \n字‍\rḍ̇Dž\"EOT'ſⅣ\"<EOT>'M'S\u000b!!‍ßm's.fi­'ReⅣ", "tokens": 43, "pieces": ["'ſ", "   \n", "字", "‍\r", "ḋ", "̣Dž", "\"EOT", "'ſ", "Ⅳ", "\"<", "EOT", ">'", "M", "'S", "\u000b", "!!‍", "ßm", "'s", ".fi", "­'", "Re", "Ⅳ"]}
+{"text": "t#$%#$%''s\r\n\r\nſZ\"<|endoftext|><٣٤٥٦<|fim_prefix|>!!-'Sé😀🏽٣٤٥٦d字#$%0s'Re漢é<META_START>'Reeḍ̇s㋿ع", "tokens": 77, "pieces": ["t", "#$%#$%''", "s", "\r\n\r\n", "ſZ", "\"<|", "endoftext", "|><", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>!!-'", "Sé", "😀🏽", "٣٤٥", "٦", "d字", "#$%", "0", "s", "'Re", "漢e", "́<", "META", "_START", ">'", "Reeḋ", "̣s", "㋿ع"]}
+{"text": "\ta #$%,a\u000bt,Dža'll'Re-efi𐞁ſ٣٤٥٦
,éa㍿12345678👍🏽\r\n'D12345678<META_START>d㋿12345678åEOT", "tokens": 66, "pieces": ["\ta", " #$%,", "a", "\u000bt", ",Dža", "'ll", "'Re", "-efi𐞁ſ", "٣٤٥", "٦", "
", ",éa", "㍿", "123", "456", "78", "👍🏽\r\n", "'D", "123", "456", "78", "<META", "_START", ">d", "㋿", "123", "456", "78", "a", "̊EOT"]}
+{"text": "éḍ̇'T👍🏽　‍  Ⅳ'ReZ…\"Ⅳİ!12345678ſd,   \n 漢s\r\n\r\nDžå<|endoftext|>t(😀🏽   \n'Re!eé'red", "tokens": 69, "pieces": ["éḋ", "̣'", "T", "👍🏽", "　", "‍", " ", " ", "Ⅳ", "'Re", "Z", "…", "\"", "Ⅳ", "İ", "!", "123", "456", "78", "ſd", ",", "   \n", " 漢s", "\r\n\r\n", "Dža", "̊<|", "endoftext", "|>", "t", "(😀🏽", "   \n", "'Re", "!eé", "'re", "d"]}
+{"text": "İ
‍ḍ̇ꟲfi…", "tokens": 17, "pieces": ["İ", "
", "‍ḋ", "̣ꟲfi", "…"]}
+{"text": "!!㍿́'ll𐞁㋿\r", "tokens": 15, "pieces": ["!!㍿́'", "ll𐞁", "㋿\r"]}
+{"text": "  0<|fim_prefix|>'ll㋿'så­t😀🏽३'Taå\r\nZ㍿12345678𐞁​
ꟲİ ꟲ\r\n", "tokens": 54, "pieces": [" ", " ", "0", "<|", "fim", "_prefix", "|>'", "ll", "㋿'", "sa", "̊­", "t", "😀🏽", "३", "'T", "aa", "̊\r\n", "Z", "㍿", "123", "456", "78", "𐞁", "​", "
ꟲİ", " ꟲ", "\r\n"]}
+{"text": "e𐞁㍿<META_START>é 12345678'sß　12345678meZ㋿字0'Re!'MZ-ſ'T𐞁", "tokens": 41, "pieces": ["e𐞁", "㍿<", "META", "_START", ">é", " ", "123", "456", "78", "'s", "ß", "　", "123", "456", "78", "meZ", "㋿字", "0", "'Re", "!'", "MZ", "-ſ", "'T", "𐞁"]}
+{"text": " 0𐞁Z…#$%<|endoftext|>'D …👍🏽12345678á<|fim_prefix|>'re!!'Sfi   \n😀🏽's٣٤٥٦'s'T<(", "tokens": 65, "pieces": [" ", "0", "𐞁Z", "…", "#$%<|", "endoftext", "|>'", "D", " ", "…", "👍🏽", "123", "456", "78", "a", "́<|", "fim", "_prefix", "|>'", "re", "!!'", "Sfi", "   \n", "😀🏽'", "s", "٣٤٥", "٦", "'s", "'T", "<("]}
+{"text": "👍🏽Ａ'reé'reİ\n३字<EOT>字,åZt३ꟲ<|endoftext|> 'Mꟲ", "tokens": 44, "pieces": ["👍🏽", "Ａ", "'re", "e", "́'", "reİ", "\n", "३", "字", "<EOT", ">字", ",a", "̊Zt", "३", "ꟲ", "<|", "endoftext", "|>", " ", "'M", "ꟲ"]}
+{"text": "  　‍…\r漢ع're­ع   \né'S👍🏽", "tokens": 22, "pieces": ["  ", "　", "‍", "…\r", "漢ع", "'re", "­ع", "   \n", "é", "'S", "👍🏽"]}
+{"text": "\r#$%<|endoftext|>\u000b𐞁'T𐞁#$%e's  \u000b…!'T́漢㍿>\r>👍🏽\r
å9,fi'VE‍\r㍿ <  𐞁<|fim_prefix|>漢ſ", "tokens": 82, "pieces": ["\r", "#$%<|", "endoftext", "|>", "\u000b𐞁", "'T", "𐞁", "#$%", "e", "'s", "  \u000b", "…", "!'", "T", "́漢", "㍿>\r", ">👍🏽\r", "
a", "̊", "9", ",fi", "'VE", "‍\r", "㍿", " ", "<", " ", " 𐞁", "<|", "fim", "_prefix", "|>", "漢ſ"]}
+{"text": "ſ9ع'Reé३'reſ'll\t'ſ㋿Ⅳ'Retfi­'re'VE​", "tokens": 31, "pieces": ["ſ", "9", "ع", "'Re", "é", "३", "'re", "ſ", "'ll", "\t", "'ſ", "㋿", "Ⅳ", "'Re", "tfi", "­'", "re", "'VE", "​"]}
+{"text": "EOTd90'llＡ.'ll\" ", "tokens": 11, "pieces": ["EOTd", "90", "'ll", "Ａ", ".'", "ll", "\"", " "]}
+{"text": "dＡ٣٤٥٦½td<­३å'Té12345678㍿字>\t'D <|fim_prefix|>ꟲ\n'MＡ'reå　'Dß🙂å 9", "tokens": 62, "pieces": ["dＡ", "٣٤٥", "٦½", "td", "<­", "३", "a", "̊'", "Té", "123", "456", "78", "㍿字", ">", "\t", "'D", " ", "<|", "fim", "_prefix", "|>", "ꟲ", "\n", "'M", "Ａ", "'re", "a", "̊", "　", "'D", "ß", "🙂a", "̊", " ", "9"]}
+{"text": "'İDž\t½(漢", "tokens": 9, "pieces": ["'İDž", "\t", "½", "(漢"]}
+{"text": "<EOT>.ß𐞁<META_START>‍İ \r\n", "tokens": 17, "pieces": ["<EOT", ">.", "ß𐞁", "<META", "_START", ">‍", "İ", " \r\n"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'ſ ㋿ée👍🏽9\rEOT'\n<|endoftext|> ꟲ'S<d👍🏽a🙂\r\nع…३
d!!!𐞁ع", "tokens": 57, "pieces": ["'ſ", " ", "㋿e", "́e", "👍🏽", "9", "\r", "EOT", "'\n", "<|", "endoftext", "|>", " ꟲ", "'S", "<d", "👍🏽", "a", "🙂\r\n", "ع", "…", "३", "
d", "!!!", "𐞁ع"]}
+{"text": "'re🙂ḍ̇9​\n㋿'S­9éd漢
eİ<META_START>    \n​😀🏽   \nſDžſ'VE٣٤٥٦<META_START><META_START>t\t<>", "tokens": 62, "pieces": ["'re", "🙂ḋ", "̣", "9", "​\n", "㋿'", "S", "­", "9", "éd漢", "
eİ", "<META", "_START", ">", "    \n", "​😀🏽", "   \n", "ſDžſ", "'VE", "٣٤٥", "٦", "<META", "_START", "><", "META", "_START", ">t", "\t", "<>"]}
+{"text": " #$%'D🙂9,…'re", "tokens": 11, "pieces": [" ", "#$%'", "D", "🙂", "9", ",", "…", "'re"]}
+{"text": "ſß!<", "tokens": 4, "pieces": ["ſß", "!<"]}
+{"text": "ßd'Re", "tokens": 3, "pieces": ["ßd", "'Re"]}
+{"text": "fi( 'M\t''ReEOTéa\r\n㍿𐞁½ ३ é😀🏽\u000b>😀🏽'Dع'Dé\"İ  ", "tokens": 48, "pieces": ["fi", "(", " ", "'M", "\t", "''", "ReEOTe", "́a", "\r\n", "㍿𐞁", "½", " ", "३", " e", "́😀🏽", "\u000b", ">😀🏽'", "Dع", "'D", "é", "\"İ", "  "]}
+{"text": "㋿́!!-😀🏽'0ع<META_START>\t'ſ'D!!<åå  'D<EOT>#$%<é漢fi<­", "tokens": 47, "pieces": ["㋿́!!-😀🏽'", "0", "ع", "<META", "_START", ">", "\t", "'ſ", "'D", "!!<", "a", "̊a", "̊", " ", " '", "D", "<EOT", ">#$%<", "é漢fi", "<­"]}
+{"text": ".'Re­>", "tokens": 4, "pieces": [".'", "Re", "­>"]}
+{"text": " <|endoftext|>​   \n-", "tokens": 9, "pieces": [" <|", "endoftext", "|>​", "   \n", "-"]}
+{"text": "'ſ!m漢😀🏽m㋿ſ9(   \n𐞁Zꟲ'llé'M‍'s#$%(åḍ̇㍿٣٤٥٦'Re   \n\r\nZ", "tokens": 63, "pieces": ["'ſ", "!m漢", "😀🏽", "m", "㋿ſ", "9", "(", "   \n", "𐞁Zꟲ", "'ll", "e", "́'", "M", "‍'", "s", "#$%(", "a", "̊ḋ", "̣㍿", "٣٤٥", "٦", "'Re", "   \n\r\n", "Z"]}
+{"text": "t'ReEOTdＡ<EOT>'M\r\n'D'VE\r\n'ſſ𐞁㋿'M'ſt>字", "tokens": 36, "pieces": ["t", "'Re", "EOTdＡ", "<EOT", ">'", "M", "\r\n", "'D", "'VE", "\r\n", "'ſ", "ſ𐞁", "㋿'", "M", "'ſ", "t", ">字"]}
+{"text": "'Mſ'T३d​\r\n<|fim_prefix|>'ſḍ̇'VE-Z-'Sİ㋿\r­ⅣEOT㋿\r\n\né😀🏽㍿'D>'M", "tokens": 55, "pieces": ["'M", "ſ", "'T", "३", "d", "​\r\n", "<|", "fim", "_prefix", "|>'", "ſḋ", "̣'", "VE", "-Z", "-'", "Sİ", "㋿\r", "­", "Ⅳ", "EOT", "㋿\r\n\n", "é", "😀🏽㍿'", "D", ">'", "M"]}
+{"text": "漢　\r
   
'll½字Ⅳm\r\n\r\n,<EOT>eémDž<|fim_prefix|>!  0​'S're-!!'D<META_START>'D
ꟲ\"𐞁ḍ̇\u000b‍", "tokens": 66, "pieces": ["漢", "　\r", "
   ", "
", "'ll", "½", "字", "Ⅳ", "m", "\r\n\r\n", ",<", "EOT", ">eémDž", "<|", "fim", "_prefix", "|>!", " ", " ", "0", "​'", "S", "'re", "-!!'", "D", "<META", "_START", ">'", "D", "
ꟲ", "\"𐞁ḋ", "̣", "\u000b", "‍"]}
+{"text": "\t12345678ßd\r\nm'Re​", "tokens": 10, "pieces": ["\t", "123", "456", "78", "ßd", "\r\n", "m", "'Re", "​"]}
+{"text": ".!!㋿ḍ̇éⅣ'red<EOT>३'Dåt", "tokens": 26, "pieces": [".!!㋿", "ḋ", "̣e", "́", "Ⅳ", "'re", "d", "<EOT", ">", "३", "'D", "a", "̊t"]}
+{"text": "-‍\",
", "tokens": 6, "pieces": ["-‍\",", "
"]}
+{"text": "'s'T DžEOT12345678'S", "tokens": 11, "pieces": ["'s", "'T", " DžEOT", "123", "456", "78", "'S"]}
+{"text": "­㋿<META_START>\r字\r\n\r\n㍿ (​é\r\n", "tokens": 20, "pieces": ["­㋿<", "META", "_START", ">\r", "字", "\r\n\r\n", "㍿", " ", "(​", "e", "́\r\n"]}
+{"text": "字!9", "tokens": 3, "pieces": ["字", "!", "9"]}
+{"text": "e\nḍ̇字Ａ-٣٤٥٦\"<EOT>​
\"'DZ<EOT>Ⅳ𐞁'S<|endoftext|>>  (İ   \nm,<META_START>><漢", "tokens": 58, "pieces": ["e", "\n", "ḋ", "̣字Ａ", "-", "٣٤٥", "٦", "\"<", "EOT", ">​", "
", "\"'", "DZ", "<EOT", ">", "Ⅳ", "𐞁", "'S", "<|", "endoftext", "|>>", " ", " (", "İ", "   \n", "m", ",<", "META", "_START", ">><", "漢"]}
+{"text": "é<‍㍿漢…\u000b​9'M字漢  \r\n㍿ꟲ<'s<!!t​'ſع
éꟲeİ'S'Då३<", "tokens": 52, "pieces": ["e", "́<‍㍿", "漢", "…", "\u000b", "​", "9", "'M", "字漢", "  \r\n", "㍿ꟲ", "<'", "s", "<!!", "t", "​'", "ſع", "
éꟲeİ", "'S", "'D", "a", "̊", "३", "<"]}
+{"text": "éⅣ…!!m(d'VE漢>å\rm漢fi‍!!㋿\"٣٤٥٦ſ", "tokens": 38, "pieces": ["é", "Ⅳ", "…", "!!", "m", "(d", "'VE", "漢", ">a", "̊\r", "m漢fi", "‍!!㋿\"", "٣٤٥", "٦", "ſ"]}
+{"text": "…   \nßⅣ12345678
ḍ̇mعßＡ​İ-é12345678🙂'M‍  'M9EOT\r\n'll\r\n\r\n٣٤٥٦ſ　", "tokens": 54, "pieces": ["…   \n", "ß", "Ⅳ12", "345", "678", "
ḋ", "̣mعßＡ", "​İ", "-e", "́", "123", "456", "78", "🙂'", "M", "‍", " ", " '", "M", "9", "EOT", "\r\n", "'ll", "\r\n\r\n", "٣٤٥", "٦", "ſ", "　"]}
+{"text": "'ll🙂\rꟲ #$%, 'Re½​㋿…'D漢ꟲ'SＡＡ  e\t\tḍ̇'reİ👍🏽e😀🏽<EOT>fi🙂s,  'VEt!", "tokens": 69, "pieces": ["'ll", "🙂\r", "ꟲ", " ", "#$%,", " '", "Re", "½", "​㋿", "…", "'D", "漢ꟲ", "'S", "ＡＡ", " ", " e", "\t", "\tḋ", "̣'", "reİ", "👍🏽", "e", "😀🏽<", "EOT", ">fi", "🙂s", ",", " ", " '", "VEt", "!"]}
+{"text": "漢ß\t​", "tokens": 5, "pieces": ["漢ß", "\t", "​"]}
+{"text": "<EOT>　​må12345678#$%<|fim_prefix|>½<META_START><META_START>Ⅳ㋿字'D字­!é\rꟲ'T", "tokens": 45, "pieces": ["<EOT", ">", "　", "​ma", "̊", "123", "456", "78", "#$%<|", "fim", "_prefix", "|>", "½", "<META", "_START", "><", "META", "_START", ">", "Ⅳ", "㋿字", "'D", "字", "­!", "e", "́\r", "ꟲ", "'T"]}
+{"text": "㍿
'D9𐞁½dß\r\n\r\n\u000bEOTd<META_START>'sDžså'M<|endoftext|>ZDž 
.é'Re'TZ   \n𐞁<META_START>Ⅳ\t", "tokens": 62, "pieces": ["㍿", "
", "'D", "9", "𐞁", "½", "dß", "\r\n\r\n", "\u000bEOTd", "<META", "_START", ">'", "sDžsa", "̊'", "M", "<|", "endoftext", "|>", "ZDž", " ", "
", ".e", "́'", "Re", "'T", "Z", "   \n", "𐞁", "<META", "_START", ">", "Ⅳ", "\t"]}
+{"text": "EOTm'll're'reé ­　m字,<|fim_prefix|>'Re'tfi‍'VE🙂0é'M'VEt' ㋿-\n
'ſ'ſ‍9EOT𐞁'S", "tokens": 58, "pieces": ["EOTm", "'ll", "'re", "'re", "é", " ­", "　m字", ",<|", "fim", "_prefix", "|>'", "Re", "'t", "fi", "‍'", "VE", "🙂", "0", "é", "'M", "'VE", "t", "'", " ㋿-\n", "
", "'ſ", "'ſ", "‍", "9", "EOT𐞁", "'S"]}
+{"text": "Ⅳ#$%ååß 'VE0fi㋿½'T'Re0-.12345678'>'s.🙂>ꟲ…", "tokens": 40, "pieces": ["Ⅳ", "#$%", "a", "̊a", "̊ß", " ", "'VE", "0", "fi", "㋿", "½", "'T", "'Re", "0", "-.", "123", "456", "78", "'>'", "s", ".🙂>", "ꟲ", "…"]}
+{"text": "<|endoftext|>fi-㍿'T​", "tokens": 16, "pieces": ["<|", "endoftext", "|>", "fi", "-㍿'", "T", "​"]}
+{"text": "İſ٣٤٥٦09字'­#$%\t'VE's'­e\"३\r    \n<|fim_prefix|>s㋿Dž'T  ", "tokens": 44, "pieces": ["İſ", "٣٤٥", "٦09", "字", "'­#$%", "\t", "'VE", "'s", "'­", "e", "\"", "३", "\r    \n", "<|", "fim", "_prefix", "|>", "s", "㋿Dž", "'T", "  "]}
+{"text": "Ａ​Ａ<EOT>ſſé-12345678.\u000b-　३½s'Tḍ̇#$%(ع 
ß\nDž'D'MDž 'seß", "tokens": 49, "pieces": ["Ａ", "​Ａ", "<EOT", ">ſſé", "-", "123", "456", "78", ".", "\u000b", "-", "　", "३½", "s", "'T", "ḋ", "̣#$%(", "ع", " ", "
ß", "\n", "Dž", "'D", "'M", "Dž", " ", "'s", "eß"]}
+{"text": "-   \né'Sa'VEſ漢عſ𐞁..EOT<字,'s'ſ<\r\n\r\nt٣٤٥٦ꟲ\r\n\r\n👍🏽é­字9<EOT>", "tokens": 58, "pieces": ["-", "   \n", "e", "́'", "Sa", "'VE", "ſ漢عſ𐞁", "..", "EOT", "<字", ",'", "s", "'ſ", "<\r\n\r\n", "t", "٣٤٥", "٦", "ꟲ", "\r\n\r\n", "👍🏽", "e", "́­", "字", "9", "<EOT", ">"]}
+{"text": "9\n   \n　'D,Dž'ع<<|fim_prefix|><|fim_prefix|><EOT>​EOT>İ'!ع字éée字('ll‍👍🏽\t'VEḍ̇字🙂a字 ,", "tokens": 63, "pieces": ["9", "\n   \n", "　", "'D", ",Dž", "'ع", "<<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|><", "EOT", ">​", "EOT", ">İ", "'!", "ع字e", "́ée字", "('", "ll", "‍👍🏽", "\t", "'VE", "ḋ", "̣字", "🙂a字", " ", ","]}
+{"text": "å<'re<|endoftext|>½   \n<|endoftext|>\r\n\r\n٣٤٥٦fi  ​\r0'reZ   \nEOTDž. ㍿­\r\n#$%İ,  9   \n\"'M'TＡ", "tokens": 62, "pieces": ["a", "̊<'", "re", "<|", "endoftext", "|>", "½", "   \n", "<|", "endoftext", "|>\r\n\r\n", "٣٤٥", "٦", "fi", " ", " ​\r", "0", "'re", "Z", "   \n", "EOTDž", ".", " ", "㍿­\r\n", "#$%", "İ", ",", " ", " ", "9", "   \n", "\"'", "M", "'T", "Ａ"]}
+{"text": "\u000b<|endoftext|>\u000b㋿'s३ſ‍.'VE
\u000ba<META_START>㍿Ⅳt​'Re\r ꟲ<META_START>", "tokens": 47, "pieces": ["\u000b", "<|", "endoftext", "|>", "\u000b", "㋿'", "s", "३", "ſ", "‍.'", "VE", "
", "\u000ba", "<META", "_START", ">㍿", "Ⅳ", "t", "​'", "Re", "\r", " ꟲ", "<META", "_START", ">"]}
+{"text": "EOT#$%😀🏽9㋿'T'D
<|endoftext|>'M,", "tokens": 27, "pieces": ["EOT", "#$%😀🏽", "9", "㋿'", "T", "'D", "
", "<|", "endoftext", "|>'", "M", ","]}
+{"text": "'ſ<EOT>  ", "tokens": 7, "pieces": ["'ſ", "<EOT", ">", "  "]}
+{"text": "éå'M字
>­​dé\r\n\r\n½\r\n, \u000bmfi.'llſ👍🏽   \n ع​t …é'T12345678fi('t\n½", "tokens": 52, "pieces": ["éa", "̊'", "M字", "
", ">­​", "dé", "\r\n\r\n", "½", "\r\n", ",", " ", "\u000bmfi", ".'", "llſ", "👍🏽", "   \n", " ع", "​t", " ", "…é", "'T", "123", "456", "78", "fi", "('", "t", "\n", "½"]}
+{"text": "٣٤٥٦å👍🏽t'M'!'ſm'Ś12345678…(ſ<EOT>\u000b👍🏽漢's'Re'T!", "tokens": 50, "pieces": ["٣٤٥", "٦", "a", "̊👍🏽", "t", "'M", "'!'", "ſm", "'S", "́", "123", "456", "78", "…", "(ſ", "<EOT", ">", "\u000b", "👍🏽", "漢", "'s", "'Re", "'T", "!"]}
+{"text": "'s­'S\r", "tokens": 5, "pieces": ["'s", "­'", "S", "\r"]}
+{"text": "́㋿ 
Ⅳ字!  ‍Dž'T\rß(Ａß漢字🙂.'M'VEDže'VE'ét٣٤٥٦…(9\r\n\r\n'VE\r\n\r\n
Ａ", "tokens": 60, "pieces": ["́㋿", " ", "
", "Ⅳ", "字", "!", " ", " ‍", "Dž", "'T", "\r", "ß", "(Ａß漢字", "🙂.'", "M", "'VE", "Dže", "'VE", "'e", "́t", "٣٤٥", "٦", "…", "(", "9", "\r\n\r\n", "'VE", "\r\n\r\n", "
Ａ"]}
+{"text": "DžéaＡ㋿ .,é
٣٤٥٦ßⅣ12345678", "tokens": 29, "pieces": ["Dže", "́aＡ", "㋿", " .,", "é", "
", "٣٤٥", "٦", "ß", "Ⅳ12", "345", "678"]}
+{"text": "  👍🏽!!'M\t!!>½s३<|fim_prefix|>åＡ३'D\tZ\r\n\r\n'Re<EOT>>#$%ḍ̇Ⅳd<EOT>\r\n\r\n\t<EOT>dt<META_START>!!< t  \"ع", "tokens": 66, "pieces": [" ", " 👍🏽!!'", "M", "\t", "!!>", "½", "s", "३", "<|", "fim", "_prefix", "|>", "a", "̊Ａ", "३", "'D", "\tZ", "\r\n\r\n", "'Re", "<EOT", ">>#$%", "ḋ", "̣", "Ⅳ", "d", "<EOT", ">\r\n\r\n", "\t", "<EOT", ">dt", "<META", "_START", ">!!<", " t", " ", " \"", "ع"]}
+{"text": "㍿३عＡ<EOT>ſ,>#$%!!'ll12345678'", "tokens": 24, "pieces": ["㍿", "३", "عＡ", "<EOT", ">ſ", ",>#$%!!'", "ll", "123", "456", "78", "'"]}
+{"text": "<META_START><EOT>'S-　!!\"😀🏽 aåé　'S
", "tokens": 25, "pieces": ["<META", "_START", "><", "EOT", ">'", "S", "-", "　", "!!\"😀🏽", " aa", "̊é", "　", "'S", "
"]}
+{"text": "Dž(   \n12345678sé#$%(12345678e😀🏽", "tokens": 20, "pieces": ["Dž", "(", "   \n", "123", "456", "78", "sé", "#$%(", "123", "456", "78", "e", "😀🏽"]}
+{"text": "'ReéDž<EOT>é 😀🏽­㍿　'lle<EOT>", "tokens": 23, "pieces": ["'Re", "e", "́Dž", "<EOT", ">e", "́", " 😀🏽­㍿", "　", "'ll", "e", "<EOT", ">"]}
+{"text": "३!㋿m<META_START>\t'D㍿\r\n\r\n.'llDž　'lls'é<", "tokens": 26, "pieces": ["३", "!㋿", "m", "<META", "_START", ">", "\t", "'D", "㍿\r\n\r\n", ".'", "llDž", "　", "'ll", "s", "'é", "<"]}
+{"text": "   \n'VE'Sd­　ع'Må\r\n\r\n'ree  'ReeZ's‍　('re🙂<META_START> (\r\u000bꟲ", "tokens": 39, "pieces": ["   \n", "'VE", "'S", "d", "­", "　ع", "'M", "a", "̊\r\n\r\n", "'re", "e", " ", " '", "ReeZ", "'s", "‍", "　", "('", "re", "🙂<", "META", "_START", ">", " ", "(\r", "\u000bꟲ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'sZ", "tokens": 2, "pieces": ["'s", "Z"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n'S!!‍字\r\n\r\ns漢Ａ‍漢0!!‍dém0<EOT>漢-́Dž \r\n\r\n<漢're‍'M12345678ḍ̇", "tokens": 51, "pieces": ["\r\n", "'S", "!!‍", "字", "\r\n\r\n", "s漢Ａ", "‍漢", "0", "!!‍", "de", "́m", "0", "<EOT", ">漢", "-́", "Dž", " \r\n\r\n", "<漢", "'re", "‍'", "M", "123", "456", "78", "ḋ", "̣"]}
+{"text": "<|endoftext|>𐞁३'S,ſ́!!e\t­<META_START>\r\n'Reḍ̇'s'Ss३ ㍿#$%Z'ſa½<(!9", "tokens": 53, "pieces": ["<|", "endoftext", "|>", "𐞁", "३", "'S", ",ſ", "́!!", "e", "\t", "­<", "META", "_START", ">\r\n", "'Re", "ḋ", "̣'", "s", "'S", "s", "३", " ", "㍿#$%", "Z", "'ſ", "a", "½", "<(!", "9"]}
+{"text": "méꟲé\n漢's<|fim_prefix|>
9<EOT>३ éa   Ａ'VE३!!漢   \na'VE>éEOT<|endoftext|>ḍ̇ Ａ,字'll#$%ſ", "tokens": 67, "pieces": ["me", "́ꟲe", "́\n", "漢", "'s", "<|", "fim", "_prefix", "|>", "
", "9", "<EOT", ">", "३", " éa", "  ", " Ａ", "'VE", "३", "!!", "漢", "   \n", "a", "'VE", ">éEOT", "<|", "endoftext", "|>", "ḋ", "̣", " Ａ", ",字", "'ll", "#$%", "ſ"]}
+{"text": "EOT३('ll㍿e😀🏽Ａ'ſ­é<12345678
漢\u000b ́12345678", "tokens": 36, "pieces": ["EOT", "३", "('", "ll", "㍿e", "😀🏽", "Ａ", "'ſ", "­é", "<", "123", "456", "78", "
漢", "\u000b", " ", "́", "123", "456", "78"]}
+{"text": "!👍🏽'S'ſ  \r\n'VE‍'!!'ḍ̇>Dž\r\n'ſ٣٤٥٦md é字ع!!<|endoftext|>0!!!'S
𐞁d", "tokens": 64, "pieces": ["!👍🏽'", "S", "'ſ", "  \r\n", "'VE", "‍'!!'", "ḋ", "̣>", "Dž", "\r\n", "'ſ", "٣٤٥", "٦", "md", " e", "́字ع", "!!<|", "endoftext", "|>", "0", "!!!'", "S", "
𐞁d"]}
+{"text": "é'ſtＡ'ſ\r\n<|fim_prefix|>\t'ſ३漢\r\n\u000b\nét!'s\r\n\r\n-Dž<|fim_prefix|>ع>9'VEİé㍿", "tokens": 55, "pieces": ["é", "'ſ", "tＡ", "'ſ", "\r\n", "<|", "fim", "_prefix", "|>", "\t", "'ſ", "३", "漢", "\r\n\u000b\n", "e", "́t", "!'", "s", "\r\n\r\n", "-Dž", "<|", "fim", "_prefix", "|>", "ع", ">", "9", "'VE", "İé", "㍿"]}
+{"text": "<12345678👍🏽\r­‍", "tokens": 14, "pieces": ["<", "123", "456", "78", "👍🏽\r", "­‍"]}
+{"text": "'s <'s!!ع\n-​\u000b Dž👍🏽Ⅳ's're<‍<|endoftext|>😀🏽\"'M 'll>٣٤٥٦ \tEOTm  ", "tokens": 56, "pieces": ["'s", " ", "<'", "s", "!!", "ع", "\n", "-​", "\u000b", " Dž", "👍🏽", "Ⅳ", "'s", "'re", "<‍<|", "endoftext", "|>😀🏽\"'", "M", " ", "'ll", ">", "٣٤٥", "٦", " ", "\tEOTm", "  "]}
+{"text": "\r\n\"🙂fi  é‍٣٤٥٦ḍ̇å<|endoftext|>
!å​　'Mé'T9!!!३㍿.d12345678'VE'D<(", "tokens": 61, "pieces": ["\r\n", "\"🙂", "fi", " ", " e", "́‍", "٣٤٥", "٦", "ḋ", "̣a", "̊<|", "endoftext", "|>", "
", "!a", "̊​", "　", "'M", "é", "'T", "9", "!!!", "३", "㍿.", "d", "123", "456", "78", "'VE", "'D", "<("]}
+{"text": "́ ḍ̇\"㍿'VEsⅣſ(#$%ß 　
\rＡعt\t𐞁!!👍🏽­sfi!'Reå-fiEOT", "tokens": 57, "pieces": ["́", " ḋ", "̣\"㍿'", "VEs", "Ⅳ", "ſ", "(#$%", "ß", " 　
\r", "Ａعt", "\t𐞁", "!!👍🏽­", "sfi", "!'", "Rea", "̊-", "fiEOT"]}
+{"text": "'T‍३Ⅳ", "tokens": 7, "pieces": ["'T", "‍", "३Ⅳ"]}
+{"text": "!!tＡ'reꟲ½ع­३a!s'll\r\n<<|fim_prefix|>'S're<|endoftext|>👍🏽 Ａ   \n,fi\r\n,İ'ſ👍🏽d#$%t-", "tokens": 64, "pieces": ["!!", "tＡ", "'re", "ꟲ", "½", "ع", "­", "३", "a", "!s", "'ll", "\r\n", "<<|", "fim", "_prefix", "|>'", "S", "'re", "<|", "endoftext", "|>👍🏽", " Ａ", "   \n", ",fi", "\r\n", ",İ", "'ſ", "👍🏽", "d", "#$%", "t", "-"]}
+{"text": ">'s'll‍ꟲ\u000b​'s#$%'Td👍🏽", "tokens": 21, "pieces": [">'", "s", "'ll", "‍ꟲ", "\u000b", "​'", "s", "#$%'", "Td", "👍🏽"]}
+{"text": "<EOT>\r\n\"​'ſ漢\u000bⅣ-٣٤٥٦t.", "tokens": 24, "pieces": ["<EOT", ">\r\n", "\"​'", "ſ漢", "\u000b", "Ⅳ", "-", "٣٤٥", "٦", "t", "."]}
+{"text": "9​å\r\n\r\n''VE३d,​́és're'T'ſmḍ̇<t­👍🏽 \r\n👍🏽!ꟲ<-<META_START>,   \n é
\"mſİ", "tokens": 63, "pieces": ["9", "​a", "̊\r\n\r\n", "''", "VE", "३", "d", ",​́", "e", "́s", "'re", "'T", "'ſ", "mḋ", "̣<", "t", "­👍🏽", " \r\n", "👍🏽!", "ꟲ", "<-<", "META", "_START", ">,", "   \n", " é", "
", "\"mſİ"]}
+{"text": "‍<EOT>\r\n㍿Zİ9é.>fi'VEEOT ٣٤٥٦å😀🏽'D    \n#$%‍'re߅\r\n\r\n\u000b\"a　12345678", "tokens": 58, "pieces": ["‍<", "EOT", ">\r\n", "㍿Zİ", "9", "é", ".>", "fi", "'VE", "EOT", " ", "٣٤٥", "٦", "a", "̊😀🏽'", "D", "    \n", "#$%‍'", "reß", "…\r\n\r\n", "\u000b", "\"a", "　", "123", "456", "78"]}
+{"text": "Ａ.३<EOT>-\u000b9字ꟲZ'll㋿(a!𐞁s<EOT>EOT'll.'å!! ḍ̇", "tokens": 43, "pieces": ["Ａ", ".", "३", "<EOT", ">-", "\u000b", "9", "字ꟲZ", "'ll", "㋿(", "a", "!𐞁s", "<EOT", ">EOT", "'ll", ".'", "a", "̊!!", " ḋ", "̣"]}
+{"text": "!!s'fifi👍🏽m…\u000ba\"Ⅳ're½.9İEOTꟲſe字ꟲ'ſ", "tokens": 41, "pieces": ["!!", "s", "'fifi", "👍🏽", "m", "…", "\u000ba", "\"", "Ⅳ", "'re", "½", ".", "9", "İEOTꟲſe字ꟲ", "'ſ"]}
+{"text": "𐞁'Sß​<|fim_prefix|>ſ   \n>㋿9ꟲＡ9  a", "tokens": 30, "pieces": ["𐞁", "'S", "ß", "​<|", "fim", "_prefix", "|>", "ſ", "   \n", ">㋿", "9", "ꟲＡ", "9", " ", " a"]}
+{"text": "fi३\u000b're'VEع", "tokens": 9, "pieces": ["fi", "३", "\u000b", "'re", "'VE", "ع"]}
+{"text": "👍🏽'séd<­Ａ㋿
'Mm'M½
", "tokens": 25, "pieces": ["👍🏽'", "se", "́d", "<­", "Ａ", "㋿", "
", "'M", "m", "'M", "½", "
"]}
+{"text": "'VEs-漢>Z'", "tokens": 8, "pieces": ["'VE", "s", "-漢", ">Z", "'"]}
+{"text": "İḍ̇t're½e0😀🏽'\"d", "tokens": 18, "pieces": ["İḋ", "̣t", "'re", "½", "e", "0", "😀🏽'\"", "d"]}
+{"text": "efi're🙂\r㋿(字
…", "tokens": 16, "pieces": ["efi", "'re", "🙂\r", "㋿(", "字", "
…"]}
+{"text": "<EOT>9<EOT>​é", "tokens": 9, "pieces": ["<EOT", ">", "9", "<EOT", ">​", "é"]}
+{"text": "ß😀🏽å's", "tokens": 11, "pieces": ["ß", "😀🏽", "a", "̊'", "s"]}
+{"text": "‍Z<|fim_prefix|>३!!\n­", "tokens": 14, "pieces": ["‍Z", "<|", "fim", "_prefix", "|>", "३", "!!\n", "­"]}
+{"text": "漢é.…<EOT>", "tokens": 10, "pieces": ["漢e", "́.", "…", "<EOT", ">"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "9.9  ㋿<EOT>é(\r\nİ,s
", "tokens": 18, "pieces": ["9", ".", "9", " ", " ㋿<", "EOT", ">é", "(\r\n", "İ", ",s", "
"]}
+{"text": "\u000b　#$%Ａ   \n'VE'ſ🙂<META_START>́'Tsé'ſt ", "tokens": 28, "pieces": ["\u000b", "　", "#$%", "Ａ", "   \n", "'VE", "'ſ", "🙂<", "META", "_START", ">́'", "Tse", "́'", "ſt", " "]}
+{"text": "𐞁३   \n٣٤٥٦'ll­‍'ReꟲEOT'D👍🏽'M'll<'ll.d\"'Md'T<EOT>漢(", "tokens": 48, "pieces": ["𐞁", "३", "   \n", "٣٤٥", "٦", "'ll", "­‍'", "ReꟲEOT", "'D", "👍🏽'", "M", "'ll", "<'", "ll", ".d", "\"'", "Md", "'T", "<EOT", ">漢", "("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "0fiß.'re\"\u000b<META_START>   'ſfiß!!'ll\r\n'S​'D㋿\r\n\r\n…", "tokens": 33, "pieces": ["0", "fiß", ".'", "re", "\"", "\u000b", "<META", "_START", ">", "  ", " '", "ſfiß", "!!'", "ll", "\r\n", "'S", "​'", "D", "㋿\r\n\r\n", "…"]}
+{"text": "ß३'VEع<|endoftext|>Ⅳ👍🏽ß,", "tokens": 23, "pieces": ["ß", "३", "'VE", "ع", "<|", "endoftext", "|>", "Ⅳ", "👍🏽", "ß", ","]}
+{"text": "t\r'T9­Ａ'S🙂　#$%!'T<EOT>\tt½'VE㋿
-m👍🏽\n
   \n", "tokens": 38, "pieces": ["t", "\r", "'T", "9", "­Ａ", "'S", "🙂", "　", "#$%!'", "T", "<EOT", ">", "\tt", "½", "'VE", "㋿", "
", "-m", "👍🏽\n", "
   \n"]}
+{"text": "0ḍ̇Zdé<META_START>.\r\n\r\nZ­<|endoftext|>as…'ll'M12345678<|fim_prefix|><\n‍  'S👍🏽9!e'Re'Re", "tokens": 55, "pieces": ["0", "ḋ", "̣Zdé", "<META", "_START", ">.\r\n\r\n", "Z", "­<|", "endoftext", "|>", "as", "…", "'ll", "'M", "123", "456", "78", "<|", "fim", "_prefix", "|><\n", "‍", " ", " '", "S", "👍🏽", "9", "!e", "'Re", "'Re"]}
+{"text": "é漢ḍ̇", "tokens": 8, "pieces": ["é漢ḋ", "̣"]}
+{"text": "<META_START>ß٣٤٥٦'TZt३<|endoftext|>å.漢a\tm'TＡ Ａ½e‍​ ㋿㋿'M
   \n<'Re   \n٣٤٥٦́", "tokens": 67, "pieces": ["<META", "_START", ">ß", "٣٤٥", "٦", "'T", "Zt", "३", "<|", "endoftext", "|>", "a", "̊.", "漢a", "\tm", "'T", "Ａ", " Ａ", "½", "e", "‍​", " ", "㋿㋿'", "M", "
   \n", "<'", "Re", "   \n", "٣٤٥", "٦", "́"]}
+{"text": "  ㍿ 'll Ａ字<|fim_prefix|>'Re　<|fim_prefix|>٣٤٥٦'M'Mꟲ\r\nå>Ⅳ.𐞁<EOT>EOT‍'ll\n\rt!\nm<|fim_prefix|>", "tokens": 72, "pieces": [" ", " ㍿", " ", "'ll", " Ａ字", "<|", "fim", "_prefix", "|>'", "Re", "　", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "'M", "'M", "ꟲ", "\r\n", "a", "̊>", "Ⅳ", ".𐞁", "<EOT", ">EOT", "‍'", "ll", "\n\r", "t", "!\n", "m", "<|", "fim", "_prefix", "|>"]}
+{"text": "d\nḍ̇fiß\r'M😀🏽'S'T㋿  \r\n\r\n㍿<­漢٣٤٥٦'ReDž\n<|endoftext|>a--!!漢fi…\u000bé\r३­", "tokens": 65, "pieces": ["d", "\n", "ḋ", "̣fiß", "\r", "'M", "😀🏽'", "S", "'T", "㋿", "  \r\n\r\n", "㍿<­", "漢", "٣٤٥", "٦", "'Re", "Dž", "\n", "<|", "endoftext", "|>", "a", "--!!", "漢fi", "…", "\u000bé", "\r", "३", "­"]}
+{"text": "́a!!", "tokens": 3, "pieces": ["́a", "!!"]}
+{"text": "a<|endoftext|>𐞁\nꟲ'S\r\nfiEOT12345678🙂", "tokens": 27, "pieces": ["a", "<|", "endoftext", "|>", "𐞁", "\n", "ꟲ", "'S", "\r\n", "fiEOT", "123", "456", "78", "🙂"]}
+{"text": "👍🏽'reé㍿ 🙂0\t㋿\r#$%　
m!!é#$%🙂's㍿s'VEeſ'M#$%'ll漢Z,a( ", "tokens": 52, "pieces": ["👍🏽'", "reé", "㍿", " 🙂", "0", "\t", "㋿\r", "#$%", "　", "
m", "!!", "é", "#$%🙂'", "s", "㍿s", "'VE", "eſ", "'M", "#$%'", "ll漢Z", ",a", "(", " "]}
+{"text": "👍🏽…㋿İd ", "tokens": 14, "pieces": ["👍🏽", "…", "㋿İd", " "]}
+{"text": " 字　\u000bmEOT​ḍ̇ İ٣٤٥٦👍🏽'ſDža'T\r>'TDžDž!!٣٤٥٦\"<EOT>'VE", "tokens": 57, "pieces": [" 字", "　", "\u000bmEOT", "​ḋ", "̣", " İ", "٣٤٥", "٦", "👍🏽'", "ſDža", "'T", "\r", ">'", "TDžDž", "!!", "٣٤٥", "٦", "\"<", "EOT", ">'", "VE"]}
+{"text": "ḍ̇    \n é<|endoftext|>'ll<|endoftext|>é…\t   \né\r\nm.'Dé<EOT>Ａ#$%\u000bⅣ­", "tokens": 45, "pieces": ["ḋ", "̣", "    \n", " e", "́<|", "endoftext", "|>'", "ll", "<|", "endoftext", "|>", "é", "…\t   \n", "é", "\r\n", "m", ".'", "Dé", "<EOT", ">Ａ", "#$%", "\u000b", "Ⅳ", "­"]}
+{"text": "'­ßع<|endoftext|>'llss\"٣٤٥٦é", "tokens": 23, "pieces": ["'­", "ßع", "<|", "endoftext", "|>'", "llss", "\"", "٣٤٥", "٦", "é"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Ⅳ!!éé<|endoftext|>m
Dž'D ḍ̇\"३<|endoftext|>'👍🏽́'́'VEa!\n'll㋿́EOT<|endoftext|>!!‍9ḍ̇", "tokens": 69, "pieces": ["Ⅳ", "!!", "ée", "́<|", "endoftext", "|>", "m", "
Dž", "'D", " ḋ", "̣\"", "३", "<|", "endoftext", "|>'👍🏽́'́'", "VEa", "!\n", "'ll", "㋿́", "EOT", "<|", "endoftext", "|>!!‍", "9", "ḋ", "̣"]}
+{"text": "  ٣٤٥٦ſ!!ع𐞁-漢å漢३İ‍'M\"ع!Ａ#$%EOTe9\u000b<|endoftext|>‍'VE ٣٤٥٦12345678 ée9>\r\n\r\n\r\n\r\n<EOT><EOT>'S", "tokens": 81, "pieces": [" ", " ", "٣٤٥", "٦", "ſ", "!!", "ع𐞁", "-漢a", "̊漢", "३", "İ", "‍'", "M", "\"ع", "!Ａ", "#$%", "EOTe", "9", "\u000b", "<|", "endoftext", "|>‍'", "VE", " ", "٣٤٥", "٦12", "345", "678", " e", "́e", "9", ">\r\n\r\n\r\n\r\n", "<EOT", "><", "EOT", ">'", "S"]}
+{"text": "'D½!é0- \r\n\r\nd😀🏽  9­#$%Z…éꟲ　e'Reé>漢'S9", "tokens": 37, "pieces": ["'D", "½", "!e", "́", "0", "-", " \r\n\r\n", "d", "😀🏽", " ", " ", "9", "­#$%", "Z", "…éꟲ", "　e", "'Re", "é", ">漢", "'S", "9"]}
+{"text": "　\r\né t! '  #$%12345678!e12345678! \r", "tokens": 23, "pieces": ["　\r\n", "e", "́", " t", "!", " ", "'", " ", " #$%", "123", "456", "78", "!e", "123", "456", "78", "!", " \r"]}
+{"text": "EOT!'ſ­\r\nع", "tokens": 8, "pieces": ["EOT", "!'", "ſ", "­\r\n", "ع"]}
+{"text": "㍿9#$%(d!!Ａ́
ع<META_START>٣٤٥٦\"\"eß\u000b   \n!!𐞁<META_START>𐞁٣٤٥٦​👍🏽'll　
", "tokens": 64, "pieces": ["㍿", "9", "#$%(", "d", "!!", "Ａ", "́", "
ع", "<META", "_START", ">", "٣٤٥", "٦", "\"\"", "eß", "\u000b   \n", "!!", "𐞁", "<META", "_START", ">𐞁", "٣٤٥", "٦", "​👍🏽'", "ll", "　
"]}
+{"text": ", EOT\n<|endoftext|>'ReEOT
ſ'ſ㍿İſ\r\n\r\n㍿½🙂<|endoftext|>'\r\n\r\nⅣꟲ<META_START>m", "tokens": 51, "pieces": [",", " EOT", "\n", "<|", "endoftext", "|>'", "ReEOT", "
ſ", "'ſ", "㍿İſ", "\r\n\r\n", "㍿", "½", "🙂<|", "endoftext", "|>'\r\n\r\n", "Ⅳ", "ꟲ", "<META", "_START", ">m"]}
+{"text": "ß \n<|endoftext|>Ａ'llEOT \r åé9é👍🏽㍿㍿'Ḿm\"ꟲḍ̇漢'ſ12345678'T३   \n're'('D\u000b", "tokens": 66, "pieces": ["ß", " \n", "<|", "endoftext", "|>", "Ａ", "'ll", "EOT", " \r", " a", "̊e", "́", "9", "e", "́👍🏽㍿㍿'", "M", "́m", "\"ꟲḋ", "̣漢", "'ſ", "123", "456", "78", "'T", "३", "   \n", "'re", "'('", "D", "\u000b"]}
+{"text": "\n're😀🏽‍éḍ̇9㋿", "tokens": 20, "pieces": ["\n", "'re", "😀🏽‍", "e", "́ḋ", "̣", "9", "㋿"]}
+{"text": "漢\u000b\r\n\r\n
 漢'redİ\r\n", "tokens": 13, "pieces": ["漢", "\u000b\r\n\r\n", "
", " 漢", "'re", "dİ", "\r\n"]}
+{"text": "½!e", "tokens": 3, "pieces": ["½", "!e"]}
+{"text": "　'VE​t३", "tokens": 7, "pieces": ["　", "'VE", "​t", "३"]}
+{"text": "'M,d㋿\r>as>!'re\tſ́<|fim_prefix|>#$%-fi𐞁½㋿́\ré", "tokens": 37, "pieces": ["'M", ",d", "㋿\r", ">as", ">!'", "re", "\tſ", "́<|", "fim", "_prefix", "|>#$%-", "fi𐞁", "½", "㋿́\r", "é"]}
+{"text": "e,😀🏽9\r\n#$%'Dt👍🏽s'ReⅣ<META_START>", "tokens": 26, "pieces": ["e", ",😀🏽", "9", "\r\n", "#$%'", "Dt", "👍🏽", "s", "'Re", "Ⅳ", "<META", "_START", ">"]}
+{"text": "…\"\"½#$%😀🏽's!!\"ea<   \n", "tokens": 18, "pieces": ["…", "\"\"", "½", "#$%😀🏽'", "s", "!!\"", "ea", "<", "   \n"]}
+{"text": "'TⅣ're㋿\r\n\r\n🙂<META_START>'Re<|endoftext|>　'reꟲ  ḍ̇m😀🏽字'S'ReåＡ", "tokens": 47, "pieces": ["'T", "Ⅳ", "'re", "㋿\r\n\r\n", "🙂<", "META", "_START", ">'", "Re", "<|", "endoftext", "|>", "　", "'re", "ꟲ", " ", " ḋ", "̣m", "😀🏽", "字", "'S", "'Re", "a", "̊Ａ"]}
+{"text": "'<漢…🙂<META_START><|endoftext|> ßé\r\n\r\nḍ̇Dž", "tokens": 28, "pieces": ["'<", "漢", "…", "🙂<", "META", "_START", "><|", "endoftext", "|>", " ße", "́\r\n\r\n", "ḋ", "̣Dž"]}
+{"text": "a'fi.EOT( 'T-\r\n\r\n12345678….", "tokens": 17, "pieces": ["a", "'fi", ".EOT", "(", " '", "T", "-\r\n\r\n", "123", "456", "78", "…", "."]}
+{"text": "­'Re<㋿", "tokens": 7, "pieces": ["­'", "Re", "<㋿"]}
+{"text": "   \n<EOT>><META_START>😀🏽 -ع'S३
🙂ß,!'s<-'re'Mmm'TdEOT-­\r\n\r\n", "tokens": 38, "pieces": ["   \n", "<EOT", ">><", "META", "_START", ">😀🏽", " -", "ع", "'S", "३", "
", "🙂ß", ",!'", "s", "<-'", "re", "'M", "mm", "'T", "dEOT", "-­\r\n\r\n"]}
+{"text": "å'Refie　<|fim_prefix|>'TEOT a३d'sſ'   \n!'reDž(߅(Ⅳeع", "tokens": 41, "pieces": ["a", "̊'", "Refie", "　", "<|", "fim", "_prefix", "|>'", "TEOT", " a", "३", "d", "'s", "ſ", "'", "   \n", "!'", "reDž", "(ß", "…", "(", "Ⅳ", "eع"]}
+{"text": "ع‍'ſDž12345678😀🏽   \n  #$%(s<|endoftext|>'VE", "tokens": 29, "pieces": ["ع", "‍'", "ſDž", "123", "456", "78", "😀🏽", "   \n", " ", " #$%(", "s", "<|", "endoftext", "|>'", "VE"]}
+{"text": "‍👍🏽", "tokens": 8, "pieces": ["‍👍🏽"]}
+{"text": "å　字­👍🏽ésm٣٤٥٦Dže12345678\r\n,9İ'Re
Ａ", "tokens": 37, "pieces": ["a", "̊", "　字", "­👍🏽", "ésm", "٣٤٥", "٦", "Dže", "123", "456", "78", "\r\n", ",", "9", "İ", "'Re", "
Ａ"]}
+{"text": "#$%Zd (\r\n,'ſ漢\r\nDž#$%‍Ａ𐞁", "tokens": 24, "pieces": ["#$%", "Zd", " ", "(\r\n", ",'", "ſ漢", "\r\n", "Dž", "#$%‍", "Ａ𐞁"]}
+{"text": "(a'D's<|fim_prefix|>(Z  åt😀🏽EOTe!\r\na'TEOT…!", "tokens": 32, "pieces": ["(a", "'D", "'s", "<|", "fim", "_prefix", "|>(", "Z", " ", " a", "̊t", "😀🏽", "EOTe", "!\r\n", "a", "'T", "EOT", "…", "!"]}
+{"text": "\u000b'De\ns", "tokens": 5, "pieces": ["\u000b", "'D", "e", "\n", "s"]}
+{"text": "s", "tokens": 1, "pieces": ["s"]}
+{"text": "'Refi  EOTſ  𐞁\u000b字!'ReⅣ'ſ", "tokens": 23, "pieces": ["'Re", "fi", " ", " EOTſ", " ", " 𐞁", "\u000b字", "!'", "Re", "Ⅳ", "'ſ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "- 'llＡſ <EOT>İ.\r\n\r\n𐞁<META_START>#$%½9\u000b㋿\u000b　​m'St‍å0ſ… ", "tokens": 46, "pieces": ["-", " '", "llＡſ", " <", "EOT", ">İ", ".\r\n\r\n", "𐞁", "<META", "_START", ">#$%", "½9", "\u000b", "㋿", "\u000b", "　", "​m", "'S", "t", "‍a", "̊", "0", "ſ", "… "]}
+{"text": "\r\n'Rete\u000bfi'M\rꟲ9'll㍿ḍ̇  és'9Dž‍'T!​", "tokens": 33, "pieces": ["\r\n", "'Re", "te", "\u000bfi", "'M", "\r", "ꟲ", "9", "'ll", "㍿ḋ", "̣", " ", " és", "'", "9", "Dž", "‍'", "T", "!​"]}
+{"text": "‍Ａ'\r\n…\u000b#$%.9'T12345678
\u000b m<META_START>ſ\r\n\r\n", "tokens": 27, "pieces": ["‍Ａ", "'\r\n", "…", "\u000b", "#$%.", "9", "'T", "123", "456", "78", "
\u000b", " m", "<META", "_START", ">ſ", "\r\n\r\n"]}
+{"text": "🙂Ａ, 12345678…㋿­३٣٤٥٦12345678Ａ३<META_START>\r#$%<​­å", "tokens": 46, "pieces": ["🙂Ａ", ",", " ", "123", "456", "78", "…", "㋿­", "३٣٤", "٥٦1", "234", "567", "8", "Ａ", "३", "<META", "_START", ">\r", "#$%<​­", "a", "̊"]}
+{"text": "㍿é'M\t'S!!s\n,aİZé12345678‍­('M\"å😀🏽'M<|endoftext|>fiḍ̇d   \n𐞁", "tokens": 54, "pieces": ["㍿e", "́'", "M", "\t", "'S", "!!", "s", "\n", ",aİZé", "123", "456", "78", "‍­('", "M", "\"a", "̊😀🏽'", "M", "<|", "endoftext", "|>", "fiḋ", "̣d", "   \n", "𐞁"]}
+{"text": "  '😀🏽ḍ̇<|endoftext|><|endoftext|>Ⅳ\"  'ḍ̇🙂'S'S'll m'VE Ⅳ   \n'🙂字'ſ'VE\rEOT\r‍‍!!\r9", "tokens": 69, "pieces": [" ", " '😀🏽", "ḋ", "̣<|", "endoftext", "|><|", "endoftext", "|>", "Ⅳ", "\"", " ", " '", "ḋ", "̣🙂'", "S", "'S", "'ll", " m", "'VE", " ", "Ⅳ", "   \n", "'🙂", "字", "'ſ", "'VE", "\r", "EOT", "\r", "‍‍!!\r", "9"]}
+{"text": "0<|fim_prefix|>(Dž   \n㍿\u000bDž<…​漢Ａ(,.12345678٣٤٥٦\"字​'Re㍿\r\n\r\n‍㍿", "tokens": 52, "pieces": ["0", "<|", "fim", "_prefix", "|>(", "Dž", "   \n", "㍿", "\u000bDž", "<", "…", "​漢Ａ", "(,.", "123", "456", "78٣", "٤٥٦", "\"字", "​'", "Re", "㍿\r\n\r\n", "‍㍿"]}
+{"text": "漢३DžⅣ\n<EOT>'ſ३fi   \n  'Re'MＡ<|fim_prefix|>\r\n\r\n\r\n-ꟲ½!!<|endoftext|>½   's½\r\n३ḍ̇\r\n\r\nſ
𐞁Ⅳa　‍٣٤٥٦", "tokens": 81, "pieces": ["漢", "३", "Dž", "Ⅳ", "\n", "<EOT", ">'", "ſ", "३", "fi", "   \n", " ", " '", "Re", "'M", "Ａ", "<|", "fim", "_prefix", "|>\r\n\r\n\r\n", "-ꟲ", "½", "!!<|", "endoftext", "|>", "½", "  ", " '", "s", "½", "\r\n", "३", "ḋ", "̣\r\n\r\n", "ſ", "
𐞁", "Ⅳ", "a", "　", "‍", "٣٤٥", "٦"]}
+{"text": "\t<EOT>\r\n<<META_START>am
>('S're\n㋿'Re\u000b‍\"́   \n<ß0
t 're''½>­\"'S'reDž-", "tokens": 44, "pieces": ["\t", "<EOT", ">\r\n", "<<", "META", "_START", ">am", "
", ">('", "S", "'re", "\n", "㋿'", "Re", "\u000b", "‍\"́", "   \n", "<ß", "0", "
t", " ", "'re", "''", "½", ">­\"'", "S", "'re", "Dž", "-"]}
+{"text": "\r\n<𐞁9'M​ß🙂'D", "tokens": 14, "pieces": ["\r\n", "<𐞁", "9", "'M", "​ß", "🙂'", "D"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "…ꟲ 𐞁'Té​Z(é\u000bＡ\n\u000b!\"!!#$%   ſ\r0're 'T(٣٤٥٦<|fim_prefix|>\r<META_START>'re<|endoftext|>12345678Ⅳ㍿\r 😀🏽", "tokens": 77, "pieces": ["…ꟲ", " 𐞁", "'T", "e", "́​", "Z", "(e", "́", "\u000bＡ", "\n", "\u000b", "!\"!!#$%", "  ", " ſ", "\r", "0", "'re", " ", "'T", "(", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>\r", "<META", "_START", ">'", "re", "<|", "endoftext", "|>", "123", "456", "78Ⅳ", "㍿\r", " 😀🏽"]}
+{"text": "#$%eİ\nḍ̇", "tokens": 10, "pieces": ["#$%", "eİ", "\n", "ḋ", "̣"]}
+{"text": "
-­😀🏽", "tokens": 9, "pieces": ["
", "-­😀🏽"]}
+{"text": "(Ⅳß　'ſ-<|endoftext|>", "tokens": 16, "pieces": ["(", "Ⅳ", "ß", "　", "'ſ", "-<|", "endoftext", "|>"]}
+{"text": "mt0#$%sＡ<EOT>\n<EOT>ع 'T\r\n\r\nfiå(<EOT>Džḍ̇İ   \n\r", "tokens": 36, "pieces": ["mt", "0", "#$%", "sＡ", "<EOT", ">\n", "<EOT", ">ع", " ", "'T", "\r\n\r\n", "fia", "̊(<", "EOT", ">Džḋ", "̣İ", "   \n\r"]}
+{"text": "İ㋿#$%EOT𐞁३­#$%­-ꟲåḍ̇ⅣⅣḍ̇t's漢漢ꟲs'M'VEs\r\n½ İEOT٣٤٥٦Ａ'll'M12345678", "tokens": 74, "pieces": ["İ", "㋿#$%", "EOT𐞁", "३", "­#$%­-", "ꟲa", "̊ḋ", "̣", "ⅣⅣ", "ḋ", "̣t", "'s", "漢漢ꟲs", "'M", "'VE", "s", "\r\n", "½", " İEOT", "٣٤٥", "٦", "Ａ", "'ll", "'M", "123", "456", "78"]}
+{"text": "ſd\r\n\r\ne!!12345678'a'Dſ漢  EOT<|endoftext|>t!!  -',\n🙂<|endoftext|> <|endoftext|>", "tokens": 48, "pieces": ["ſd", "\r\n\r\n", "e", "!!", "123", "456", "78", "'a", "'D", "ſ漢", " ", " EOT", "<|", "endoftext", "|>", "t", "!!", " ", " -',\n", "🙂<|", "endoftext", "|>", " ", "<|", "endoftext", "|>"]}
+{"text": "!.Z'Dfié", "tokens": 7, "pieces": ["!.", "Z", "'D", "fie", "́"]}
+{"text": "​Zé<#$%12345678d
EOT३́\r\n\r\né­!EOTå'T'T३
\r\n12345678
", "tokens": 40, "pieces": ["​Ze", "́<#$%", "123", "456", "78", "d", "
EOT", "३", "́\r\n\r\n", "e", "́­!", "EOTa", "̊'", "T", "'T", "३", "
\r\n", "123", "456", "78", "
"]}
+{"text": "<EOT>ſ<META_START>🙂'lléع́>😀🏽'VEe#$%😀🏽\tfiDžé'Re‍🙂ß'<Ⅳ9​'M㋿\r\nd'S　<META_START>\t>\n", "tokens": 64, "pieces": ["<EOT", ">ſ", "<META", "_START", ">🙂'", "lle", "́ع", "́>😀🏽'", "VEe", "#$%😀🏽", "\tfiDžé", "'Re", "‍🙂", "ß", "'<", "Ⅳ9", "​'", "M", "㋿\r\n", "d", "'S", "　", "<META", "_START", ">", "\t", ">\n"]}
+{"text": "İ<EOT>as👍🏽'ſé'll<META_START>ع\tDžé12345678!é!<İ\r\nfi　'VE", "tokens": 42, "pieces": ["İ", "<EOT", ">as", "👍🏽'", "ſe", "́'", "ll", "<META", "_START", ">ع", "\tDže", "́", "123", "456", "78", "!e", "́!<", "İ", "\r\n", "fi", "　", "'VE"]}
+{"text": "Zdꟲ(EOT'T\n", "tokens": 9, "pieces": ["Zdꟲ", "(EOT", "'T", "\n"]}
+{"text": "字'D­'M

'll>İ(½'s३!㍿‍İ's#$%ééaß're.'T   \n\"\r\nß­٣٤٥٦ꟲfi😀🏽", "tokens": 57, "pieces": ["字", "'D", "­'", "M", "
", "
", "'ll", ">İ", "(", "½", "'s", "३", "!㍿‍", "İ", "'s", "#$%", "e", "́éaß", "'re", ".'", "T", "   \n", "\"\r\n", "ß", "­", "٣٤٥", "٦", "ꟲfi", "😀🏽"]}
+{"text": "9('VEß<EOT​\n  'ſ,> <META_START>'T<|fim_prefix|><|endoftext|>🙂\t३>!!å'D㋿(", "tokens": 49, "pieces": ["9", "('", "VEß", "<EOT", "​\n", " ", " '", "ſ", ",>", " ", "<META", "_START", ">'", "T", "<|", "fim", "_prefix", "|><|", "endoftext", "|>🙂", "\t", "३", ">!!", "a", "̊'", "D", "㋿("]}
+{"text": "½<EOT>'D́e'sßEOT >'ReDžt", "tokens": 17, "pieces": ["½", "<EOT", ">'", "D", "́e", "'s", "ßEOT", " ", ">'", "ReDžt"]}
+{"text": "‍­", "tokens": 3, "pieces": ["‍­"]}
+{"text": "<|endoftext|> 'M㋿ß\r\n<META_START>Ⅳ㋿​'Re\ne\n  12345678　'Reḍ̇'VE\"ḍ̇", "tokens": 49, "pieces": ["<|", "endoftext", "|>", " '", "M", "㋿ß", "\r\n", "<META", "_START", ">", "Ⅳ", "㋿​'", "Re", "\n", "e", "\n", " ", " ", "123", "456", "78", "　", "'Re", "ḋ", "̣'", "VE", "\"ḋ", "̣"]}
+{"text": "é<META_START>'SZß\r\n\r\n\u000b<|endoftext|>!! 　\u000b  >(ḍ̇Džds😀🏽'll<!!'ll٣٤٥٦ßعＡ㋿Ⅳ9a\r\n\r\n'…", "tokens": 65, "pieces": ["e", "́<", "META", "_START", ">'", "SZß", "\r\n\r\n", "\u000b", "<|", "endoftext", "|>!!", " 　\u000b ", " >(", "ḋ", "̣Džds", "😀🏽'", "ll", "<!!'", "ll", "٣٤٥", "٦", "ßعＡ", "㋿", "Ⅳ9", "a", "\r\n\r\n", "'", "…"]}
+{"text": "३\"<|endoftext|>३#$%a'ſ'S­
's字m", "tokens": 24, "pieces": ["३", "\"<|", "endoftext", "|>", "३", "#$%", "a", "'ſ", "'S", "­", "
", "'s", "字m"]}
+{"text": "'re٣٤٥٦‍ḍ̇'S'ſ漢m…३ſꟲ‍½   'ſ<|fim_prefix|>́'Re'Reع\té,ḍ̇.ß   \n字'ſ<EOT>", "tokens": 71, "pieces": ["'re", "٣٤٥", "٦", "‍ḋ", "̣'", "S", "'ſ", "漢m", "…", "३", "ſꟲ", "‍", "½", "  ", " ", "'ſ", "<|", "fim", "_prefix", "|>́'", "Re", "'Re", "ع", "\te", "́,", "ḋ", "̣.", "ß", "   \n", "字", "'ſ", "<EOT", ">"]}
+{"text": "-d(\u000b\"३fi३   \n🙂\r'T'M", "tokens": 16, "pieces": ["-d", "(", "\u000b", "\"", "३", "fi", "३", "   \n", "🙂\r", "'T", "'M"]}
+{"text": "\r\n字<EOT>!\n0٣٤٥٦👍🏽㍿ⅣZ𐞁ß㍿\" é,Z  
३'M", "tokens": 44, "pieces": ["\r\n", "字", "<EOT", ">!\n", "0٣٤", "٥٦", "👍🏽㍿", "Ⅳ", "Z𐞁ß", "㍿\"", " é", ",Z", "  ", "
", "३", "'M"]}
+{"text": "><EOT>'d12345678\"…ßⅣ\n12345678Džع𐞁<|endoftext|><|endoftext|>\r'llEOTd½  'T😀🏽0'​EOT\"٣٤٥٦㋿'ll12345678'll'll,'D", "tokens": 78, "pieces": ["><", "EOT", ">'", "d", "123", "456", "78", "\"", "…ß", "Ⅳ", "\n", "123", "456", "78", "Džع𐞁", "<|", "endoftext", "|><|", "endoftext", "|>\r", "'ll", "EOTd", "½", " ", " '", "T", "😀🏽", "0", "'​", "EOT", "\"", "٣٤٥", "٦", "㋿'", "ll", "123", "456", "78", "'ll", "'ll", ",'", "D"]}
+{"text": "­", "tokens": 1, "pieces": ["­"]}
+{"text": "Džå\u000b'Re🙂é>'re", "tokens": 13, "pieces": ["Dža", "̊", "\u000b", "'Re", "🙂e", "́>'", "re"]}
+{"text": "٣٤٥٦d,\n'll'sعfi \r\n!!é!\t'Sfi😀🏽(­", "tokens": 31, "pieces": ["٣٤٥", "٦", "d", ",\n", "'ll", "'s", "عfi", " \r\n", "!!", "é", "!", "\t", "'S", "fi", "😀🏽(­"]}
+{"text": "🙂'sＡå  \ts漢Z'll-éع", "tokens": 18, "pieces": ["🙂'", "sＡa", "̊", "  ", "\ts漢Z", "'ll", "-e", "́ع"]}
+{"text": "'Re½\r\nm", "tokens": 4, "pieces": ["'Re", "½", "\r\n", "m"]}
+{"text": ">'s!!<META_START>　漢३<|endoftext|>Ａعa>!!<|endoftext|>\r!s\r\n‍  Dž   \nⅣ's#$% \r\né٣٤٥٦<|endoftext|>'D0Z\t", "tokens": 71, "pieces": [">'", "s", "!!<", "META", "_START", ">", "　漢", "३", "<|", "endoftext", "|>", "Ａعa", ">!!<|", "endoftext", "|>\r", "!s", "\r\n", "‍", " ", " Dž", "   \n", "Ⅳ", "'s", "#$%", " \r\n", "e", "́", "٣٤٥", "٦", "<|", "endoftext", "|>'", "D", "0", "Z", "\t"]}
+{"text": "'s,ßDž'Re'!!!e9'Då\r\nİ   \n-㍿d\u000b'T", "tokens": 24, "pieces": ["'s", ",ßDž", "'Re", "'!!!", "e", "9", "'D", "a", "̊\r\n", "İ", "   \n", "-㍿", "d", "\u000b", "'T"]}
+{"text": "\u000b'T9　😀🏽'Té\n're\t́ß!'M　<…
­😀🏽Ⅳa", "tokens": 34, "pieces": ["\u000b", "'T", "9", "　", "😀🏽'", "Té", "\n", "'re", "\t", "́ß", "!'", "M", "　", "<", "…", "
", "­😀🏽", "Ⅳ", "a"]}
+{"text": "ḍ̇ꟲ‍m  ­　'Re㋿,'M  ㍿-EOT‍́   \nع\n'ḾDž   \n\"é'Red½éEOT'S", "tokens": 48, "pieces": ["ḋ", "̣ꟲ", "‍m", " ", " ­", "　", "'Re", "㋿,'", "M", " ", " ㍿-", "EOT", "‍́", "   \n", "ع", "\n", "'M", "́Dž", "   \n", "\"é", "'Re", "d", "½", "éEOT", "'S"]}
+{"text": "'Re   \n's­ع㋿字é   \nEOT'Re\" 'M😀🏽EOTḍ̇0<|fim_prefix|>漢-!३½Ⅳ<META_START>𐞁ꟲ's", "tokens": 59, "pieces": ["'Re", "   \n", "'s", "­ع", "㋿字e", "́", "   \n", "EOT", "'Re", "\"", " ", "'M", "😀🏽", "EOTḋ", "̣", "0", "<|", "fim", "_prefix", "|>", "漢", "-!", "३½Ⅳ", "<META", "_START", ">𐞁ꟲ", "'s"]}
+{"text": "fi!fi<‍Ａ‍́😀🏽\r\n\r\n'll\"Ａ漢'Re<|fim_prefix|><|fim_prefix|><‍㍿", "tokens": 44, "pieces": ["fi", "!fi", "<‍", "Ａ", "‍́😀🏽\r\n\r\n", "'ll", "\"Ａ漢", "'Re", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|><‍㍿"]}
+{"text": "👍🏽'VE'Re<EOT>é👍🏽d\"   \n-\"𐞁<META_START>d<|endoftext|>\r\n<META_START>­EOT(12345678३'reＡ㋿", "tokens": 57, "pieces": ["👍🏽'", "VE", "'Re", "<EOT", ">é", "👍🏽", "d", "\"", "   \n", "-\"", "𐞁", "<META", "_START", ">d", "<|", "endoftext", "|>\r\n", "<META", "_START", ">­", "EOT", "(", "123", "456", "78३", "'re", "Ａ", "㋿"]}
+{"text": "Ａå🙂.Ａ㋿<META_START>½EOTꟲ12345678İ'M's", "tokens": 29, "pieces": ["Ａa", "̊🙂.", "Ａ", "㋿<", "META", "_START", ">", "½", "EOTꟲ", "123", "456", "78", "İ", "'M", "'s"]}
+{"text": "-Džt,#$%EOT's0ꟲ
👍🏽mé३ꟲ'S.<META_START>  ع字ß\"''re
å'S　\u000bé ", "tokens": 53, "pieces": ["-Džt", ",#$%", "EOT", "'s", "0", "ꟲ", "
", "👍🏽", "mé", "३", "ꟲ", "'S", ".<", "META", "_START", ">", " ", " ع字ß", "\"''", "re", "
a", "̊'", "S", "　", "\u000be", "́", " "]}
+{"text": "<EOT>३  <META_START>dDž", "tokens": 12, "pieces": ["<EOT", ">", "३", " ", " <", "META", "_START", ">dDž"]}
+{"text": "‍'ReDžfiİé'ſ\r'ſꟲＡ٣٤٥٦👍🏽e½\r\né.'M'", "tokens": 44, "pieces": ["‍'", "ReDžfiİé", "'ſ", "\r", "'ſ", "ꟲＡ", "٣٤٥", "٦", "👍🏽", "e", "½", "\r\n", "e", "́.'", "M", "'"]}
+{"text": "<META_START>Ⅳ　́0   \n>a

a½'<|fim_prefix|>𐞁ع(t\"<|fim_prefix|>'ſDžt", "tokens": 42, "pieces": ["<META", "_START", ">", "Ⅳ", "　", "́", "0", "   \n", ">a", "
", "
a", "½", "'<|", "fim", "_prefix", "|>", "𐞁ع", "(t", "\"<|", "fim", "_prefix", "|>'", "ſDžt"]}
+{"text": "\r\n\r\n​३<|endoftext|>­'ll\u000b　s㋿a
", "tokens": 23, "pieces": ["\r\n\r\n", "​", "३", "<|", "endoftext", "|>­'", "ll", "\u000b", "　s", "㋿a", "
"]}
+{"text": "\u000b<|endoftext|>0\n9𐞁fi'Så\u000b‍>㍿é𐞁m　İ<EOT>téé (12345678", "tokens": 47, "pieces": ["\u000b", "<|", "endoftext", "|>", "0", "\n", "9", "𐞁fi", "'S", "a", "̊", "\u000b", "‍>㍿", "e", "́𐞁m", "　İ", "<EOT", ">téé", " ", "(", "123", "456", "78"]}
+{"text": "<META_START>½'ſfi👍🏽‍\u000b\r\nEOT \r\n\r\nfi'M12345678\u000bdＡ9 \"٣٤٥٦<<|fim_prefix|> ", "tokens": 52, "pieces": ["<META", "_START", ">", "½", "'ſ", "fi", "👍🏽‍", "\u000b\r\n", "EOT", " \r\n\r\n", "fi", "'M", "123", "456", "78", "\u000bdＡ", "9", " \"", "٣٤٥", "٦", "<<|", "fim", "_prefix", "|>", " "]}
+{"text": "(\n漢EOT😀🏽", "tokens": 10, "pieces": ["(\n", "漢EOT", "😀🏽"]}
+{"text": "ſ㍿aZ ß'Re'é…​ＡعⅣéfi12345678½", "tokens": 27, "pieces": ["ſ", "㍿aZ", " ß", "'Re", "'e", "́", "…", "​Ａع", "Ⅳ", "éfi", "123", "456", "78½"]}
+{"text": "İ'D㍿   \n字é‍ßd😀🏽ḍ̇a>'ſ漢 >12345678ß<>'ll fi'😀🏽<|fim_prefix|>", "tokens": 53, "pieces": ["İ", "'D", "㍿", "   \n", "字e", "́‍", "ßd", "😀🏽", "ḋ", "̣a", ">'", "ſ漢", " >", "123", "456", "78", "ß", "<>'", "ll", " fi", "'😀🏽<|", "fim", "_prefix", "|>"]}
+{"text": "\"'M\t\r\ns12345678.éé\"\tß‍<åZ,\ta 'Re're9å''Re㋿EOTⅣＡ🙂\nḍ̇½ 🙂", "tokens": 51, "pieces": ["\"'", "M", "\t\r\n", "s", "123", "456", "78", ".e", "́e", "́\"", "\tß", "‍<", "a", "̊Z", ",", "\ta", " ", "'Re", "'re", "9", "a", "̊''", "Re", "㋿EOT", "Ⅳ", "Ａ", "🙂\n", "ḋ", "̣", "½", " 🙂"]}
+{"text": "'Re½👍🏽½'ſſ!<|endoftext|>\"!!é-　
a#$%ß　   \n  'VE", "tokens": 36, "pieces": ["'Re", "½", "👍🏽", "½", "'ſ", "ſ", "!<|", "endoftext", "|>\"!!", "é", "-", "　", "
a", "#$%", "ß", "　   \n", " ", " '", "VE"]}
+{"text": "㍿!Ａ字Dž", "tokens": 9, "pieces": ["㍿!", "Ａ字Dž"]}
+{"text": "٣٤٥٦'Sꟲ\r\n\r\n😀🏽é(!>'re字é㋿e
-́<EOT>​😀🏽́\r\néDž<|fim_prefix|>𐞁​​'llå\"😀🏽", "tokens": 71, "pieces": ["٣٤٥", "٦", "'S", "ꟲ", "\r\n\r\n", "😀🏽", "e", "́(!>'", "re字e", "́㋿", "e", "
", "-́<", "EOT", ">​😀🏽́\r\n", "éDž", "<|", "fim", "_prefix", "|>", "𐞁", "​​'", "lla", "̊\"😀🏽"]}
+{"text": "…

…‍Ⅳ'D'ſ'll.½fi\r\n\r\n-9<|endoftext|>  漢!!", "tokens": 36, "pieces": ["…

", "…", "‍", "Ⅳ", "'D", "'ſ", "'ll", ".", "½", "fi", "\r\n\r\n", "-", "9", "<|", "endoftext", "|>", " ", " 漢", "!!"]}
+{"text": "'D́
's​EOT٣٤٥٦İꟲ\r\n\r\nＡ  9d<a'VE 're½ſ<|fim_prefix|>ß'Sm<|endoftext|>😀🏽
's", "tokens": 60, "pieces": ["'D", "́", "
", "'s", "​EOT", "٣٤٥", "٦", "İꟲ", "\r\n\r\n", "Ａ", " ", " ", "9", "d", "<a", "'VE", " ", "'re", "½", "ſ", "<|", "fim", "_prefix", "|>", "ß", "'S", "m", "<|", "endoftext", "|>😀🏽", "
", "'s"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ع\n'D(ß㍿‍-'D😀🏽ß½Z<EOT>'ll\u000b'reİ", "tokens": 27, "pieces": ["ع", "\n", "'D", "(ß", "㍿‍-'", "D", "😀🏽", "ß", "½", "Z", "<EOT", ">'", "ll", "\u000b", "'re", "İ"]}
+{"text": "Ⅳ!!👍🏽Ⅳ🙂ſ <EOT>㋿!>½\rß<EOT>½  ''D<fi'ſ", "tokens": 40, "pieces": ["Ⅳ", "!!👍🏽", "Ⅳ", "🙂ſ", " ", "<EOT", ">㋿!>", "½", "\r", "ß", "<EOT", ">", "½", " ", " ''", "D", "<fi", "'ſ"]}
+{"text": "́EOT'D<‍!'S9字🙂\nå<|fim_prefix|>.a\t\r\né!!0<|endoftext|>Ⅳİ'll!\" 0", "tokens": 44, "pieces": ["́EOT", "'D", "<‍!'", "S", "9", "字", "🙂\n", "a", "̊<|", "fim", "_prefix", "|>.", "a", "\t\r\n", "e", "́!!", "0", "<|", "endoftext", "|>", "Ⅳ", "İ", "'ll", "!\"", " ", "0"]}
+{"text": "<9\u000b'ſmⅣ'MßtＡ😀🏽ꟲ'reع ع'M<,ſİé'ſ-\r\n9Ａ­漢　9👍🏽<EOT>.३mt", "tokens": 59, "pieces": ["<", "9", "\u000b", "'ſ", "m", "Ⅳ", "'M", "ßtＡ", "😀🏽", "ꟲ", "'re", "ع", " ع", "'M", "<,", "ſİe", "́'", "ſ", "-\r\n", "9", "Ａ", "­漢", "　", "9", "👍🏽<", "EOT", ">.", "३", "mt"]}
+{"text": "0'M", "tokens": 2, "pieces": ["0", "'M"]}
+{"text": "åe𐞁
\r,ß'VEa12345678ḍ̇a'Re<META_START>e.> 
́😀🏽'T㋿Z,'ſ\r\n  𐞁åé\t", "tokens": 62, "pieces": ["a", "̊e𐞁", "
\r", ",ß", "'VE", "a", "123", "456", "78", "ḋ", "̣a", "'Re", "<META", "_START", ">e", ".>", " ", "
", "́😀🏽'", "T", "㋿Z", ",'", "ſ", "\r\n", " ", " 𐞁a", "̊é", "\t"]}
+{"text": "'ſ́é   \n½\n's𐞁>a​ꟲfi-Z'ſ\r\n㋿ é   \n
Dž…́'M…­éⅣ😀🏽字ſ're'Re­d'VE", "tokens": 61, "pieces": ["'ſ", "́é", "   \n", "½", "\n", "'s", "𐞁", ">a", "​ꟲfi", "-Z", "'ſ", "\r\n", "㋿", " e", "́", "   \n", "
Dž", "…", "́'", "M", "…", "­e", "́", "Ⅳ", "😀🏽", "字ſ", "'re", "'Re", "­d", "'VE"]}
+{"text": "\r\n\r\nt 😀🏽ßfi'reé'ſe\u000b漢!ß　'Reſ'Mع<|endoftext|>ſ  Ａfi-s字㋿", "tokens": 48, "pieces": ["\r\n\r\n", "t", " ", "😀🏽", "ßfi", "'re", "e", "́'", "ſe", "\u000b漢", "!ß", "　", "'Re", "ſ", "'M", "ع", "<|", "endoftext", "|>", "ſ", " ", " Ａfi", "-s字", "㋿"]}
+{"text": "\n👍🏽!!9'Re😀🏽", "tokens": 15, "pieces": ["\n", "👍🏽!!", "9", "'Re", "😀🏽"]}
+{"text": "<|fim_prefix|>½'½　<EOT>'D", "tokens": 15, "pieces": ["<|", "fim", "_prefix", "|>", "½", "'", "½", "　", "<EOT", ">'", "D"]}
+{"text": "٣٤٥٦Ⅳ", "tokens": 10, "pieces": ["٣٤٥", "٦Ⅳ"]}
+{"text": "#$%   \nꟲ\"Ａ.😀🏽  9're( ٣٤٥٦ ㍿😀🏽", "tokens": 38, "pieces": ["#$%", "   \n", "ꟲ", "\"Ａ", ".😀🏽", " ", " ", "9", "'re", "(", " ", "٣٤٥", "٦", " ", "㍿😀🏽"]}
+{"text": "'re'T 😀🏽½EOTſ\r\n\r\n㋿912345678<|endoftext|>'ReeＡ   \n12345678Z,\n'reḍ̇ḍ̇\n", "tokens": 49, "pieces": ["'re", "'T", " ", "😀🏽", "½", "EOTſ", "\r\n\r\n", "㋿", "912", "345", "678", "<|", "endoftext", "|>'", "ReeＡ", "   \n", "123", "456", "78", "Z", ",\n", "'re", "ḋ", "̣ḋ", "̣\n"]}
+{"text": "​.ſ", "tokens": 4, "pieces": ["​.", "ſ"]}
+{"text": "㍿Ⅳ\téfia\t́,''M>  İ३", "tokens": 19, "pieces": ["㍿", "Ⅳ", "\te", "́fia", "\t", "́,''", "M", ">", " ", " İ", "३"]}
+{"text": ">👍🏽e<EOT>㋿\né​ ३('D", "tokens": 23, "pieces": [">👍🏽", "e", "<EOT", ">㋿\n", "e", "́​", " ", "३", "('", "D"]}
+{"text": "\n'>'Ddé🙂12345678å'Mع0  9  ३㍿!!", "tokens": 29, "pieces": ["\n", "'>'", "Dde", "́🙂", "123", "456", "78", "a", "̊'", "Mع", "0", " ", " ", "9", " ", " ", "३", "㍿!!"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "İåfiå   \n­\r\n\r\nt​.ꟲ­-'llꟲ\r\né!!DžＡ!d🙂\"　a'D     \né‍ßde(fi　\n🙂", "tokens": 54, "pieces": ["İa", "̊fia", "̊", "   \n", "­\r\n\r\n", "t", "​.", "ꟲ", "­-'", "llꟲ", "\r\n", "e", "́!!", "DžＡ", "!d", "🙂\"", "　a", "'D", "     \n", "e", "́‍", "ßde", "(fi", "　\n", "🙂"]}
+{"text": "\n­\nꟲ½e\n😀🏽…عİ   \n㍿!\"'Re", "tokens": 25, "pieces": ["\n", "­\n", "ꟲ", "½", "e", "\n", "😀🏽", "…عİ", "   \n", "㍿!\"'", "Re"]}
+{"text": "e><<|fim_prefix|>å'Dع9<'VEé'D…½३!　'S😀🏽's👍🏽", "tokens": 43, "pieces": ["e", "><<|", "fim", "_prefix", "|>", "a", "̊'", "Dع", "9", "<'", "VEe", "́'", "D", "…", "½३", "!", "　", "'S", "😀🏽'", "s", "👍🏽"]}
+{"text": "　", "tokens": 1, "pieces": ["　"]}
+{"text": "  \u000b'M\nEOT　   \n<|fim_prefix|>'SEOTſ'll'VE‍Dž'll字<EOT>'\r9.'reع　", "tokens": 37, "pieces": ["  ", "\u000b", "'M", "\n", "EOT", "　   \n", "<|", "fim", "_prefix", "|>'", "SEOTſ", "'ll", "'VE", "‍Dž", "'ll", "字", "<EOT", ">'\r", "9", ".'", "reع", "　"]}
+{"text": "t (12345678😀🏽字½ع'DⅣ👍🏽㍿\"👍🏽<EOT><|endoftext|>İfiꟲⅣ(", "tokens": 52, "pieces": ["t", " ", "(", "123", "456", "78", "😀🏽", "字", "½", "ع", "'D", "Ⅳ", "👍🏽㍿\"👍🏽<", "EOT", "><|", "endoftext", "|>", "İfiꟲ", "Ⅳ", "("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\n   \n12345678👍🏽İ'llZ!!ſ\u000b<META_START>\"<㋿Dž<META_START>tİ'ReİＡa👍🏽'Så\t<½,. d<EOT>'T", "tokens": 57, "pieces": ["\n   \n", "123", "456", "78", "👍🏽", "İ", "'ll", "Z", "!!", "ſ", "\u000b", "<META", "_START", ">\"<㋿", "Dž", "<META", "_START", ">tİ", "'Re", "İＡa", "👍🏽'", "Sa", "̊", "\t", "<", "½", ",.", " d", "<EOT", ">'", "T"]}
+{"text": "ḍ̇㍿ḍ̇", "tokens": 13, "pieces": ["ḋ", "̣㍿", "ḋ", "̣"]}
+{"text": "'VE㍿EOT\nİ", "tokens": 9, "pieces": ["'VE", "㍿EOT", "\n", "İ"]}
+{"text": "Ⅳ́ 's   \n", "tokens": 6, "pieces": ["Ⅳ", "́", " '", "s", "   \n"]}
+{"text": "<!!\r\n…", "tokens": 5, "pieces": ["<!!\r\n", "…"]}
+{"text": "å<|endoftext|>(", "tokens": 10, "pieces": ["a", "̊<|", "endoftext", "|>("]}
+{"text": "!‍   \n'Tſ9<𐞁Ⅳ\rt'sfi!!", "tokens": 21, "pieces": ["!‍", "   \n", "'T", "ſ", "9", "<𐞁", "Ⅳ", "\r", "t", "'s", "fi", "!!"]}
+{"text": "ḍ̇‍Ａ'Mſİع́<EOT>İ0fi", "tokens": 23, "pieces": ["ḋ", "̣‍", "Ａ", "'M", "ſİع", "́<", "EOT", ">İ", "0", "fi"]}
+{"text": "ß👍🏽 ꟲ.'D­字\"😀🏽'll<EOT>>ع< ſ \r\n\r\n
𐞁😀🏽Z‍٣٤٥٦e", "tokens": 55, "pieces": ["ß", "👍🏽", " ꟲ", ".'", "D", "­字", "\"😀🏽'", "ll", "<EOT", ">>", "ع", "<", " ſ", " \r\n\r\n", "
𐞁", "😀🏽", "Z", "‍", "٣٤٥", "٦", "e"]}
+{"text": "㋿\"'sꟲ. åéé(😀🏽", "tokens": 20, "pieces": ["㋿\"'", "sꟲ", ".", " a", "̊éé", "(😀🏽"]}
+{"text": "!", "tokens": 1, "pieces": ["!"]}
+{"text": "<ḍ̇\"　'Re<META_START>!!#$%​!
😀🏽'T", "tokens": 27, "pieces": ["<ḋ", "̣\"", "　", "'Re", "<META", "_START", ">!!#$%​!", "
", "😀🏽'", "T"]}
+{"text": "'VE'T­​Ａ #$%t​　\r\n\r\nꟲm0å'३!\tfit<|fim_prefix|>\r12345678'D.'VE<|fim_prefix|>'re", "tokens": 52, "pieces": ["'VE", "'T", "­​", "Ａ", " ", "#$%", "t", "​", "　\r\n\r\n", "ꟲm", "0", "a", "̊'", "३", "!", "\tfit", "<|", "fim", "_prefix", "|>\r", "123", "456", "78", "'D", ".'", "VE", "<|", "fim", "_prefix", "|>'", "re"]}
+{"text": "ZZ<EOT>ß👍🏽٣٤٥٦d'D漢𐞁\r\n'll'ſ…😀🏽!!\"㍿", "tokens": 44, "pieces": ["ZZ", "<EOT", ">ß", "👍🏽", "٣٤٥", "٦", "d", "'D", "漢𐞁", "\r\n", "'ll", "'ſ", "…", "😀🏽!!\"㍿"]}
+{"text": "½'Mdꟲ　\"9Ａfi<EOT>'s'D'ſåé
\r\n\n!ḍ̇\"\r\n'T0ḍ̇👍🏽漢 漢12345678👍🏽ع!\"", "tokens": 64, "pieces": ["½", "'M", "dꟲ", "　", "\"", "9", "Ａfi", "<EOT", ">'", "s", "'D", "'ſ", "a", "̊é", "
\r\n\n", "!ḋ", "̣\"\r\n", "'T", "0", "ḋ", "̣👍🏽", "漢", " 漢", "123", "456", "78", "👍🏽", "ع", "!\""]}
+{"text": "EOT\r\n\r\n<EOT>'MZ'D<|endoftext|>ḍ̇'T\"'ſ<|endoftext|>", "tokens": 32, "pieces": ["EOT", "\r\n\r\n", "<EOT", ">'", "MZ", "'D", "<|", "endoftext", "|>", "ḋ", "̣'", "T", "\"'", "ſ", "<|", "endoftext", "|>"]}
+{"text": "İ\rß>t٣٤٥٦éfi", "tokens": 16, "pieces": ["İ", "\r", "ß", ">t", "٣٤٥", "٦", "e", "́fi"]}
+{"text": " ſ!!!\r\n\r\n㍿'TDž३é!'S<META_START>́'ll9३ḍ̇", "tokens": 33, "pieces": [" ſ", "!!!\r\n\r\n", "㍿'", "TDž", "३", "e", "́!'", "S", "<META", "_START", ">́'", "ll", "9३", "ḋ", "̣"]}
+{"text": "\"#$%é🙂fi", "tokens": 8, "pieces": ["\"#$%", "é", "🙂fi"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "(٣٤٥٦३𐞁\r-'D́'漢'ſعEOT.ſt\u000b'…-<|fim_prefix|>😀🏽٣٤٥٦\"12345678ꟲs𐞁<EOT>\u000b<|fim_prefix|>ḍ̇EOT-,", "tokens": 88, "pieces": ["(", "٣٤٥", "٦३", "𐞁", "\r", "-'", "D", "́'", "漢", "'ſ", "عEOT", ".ſt", "\u000b", "'", "…", "-<|", "fim", "_prefix", "|>😀🏽", "٣٤٥", "٦", "\"", "123", "456", "78", "ꟲs𐞁", "<EOT", ">", "\u000b", "<|", "fim", "_prefix", "|>", "ḋ", "̣EOT", "-,"]}
+{"text": "-­(Ⅳe>Z<META_START>ع,", "tokens": 13, "pieces": ["-­(", "Ⅳ", "e", ">Z", "<META", "_START", ">ع", ","]}
+{"text": "㋿\u000b㍿\r\nİ'\r😀🏽'ſ😀🏽a!!'ſ\t>.漢٣٤٥٦  <META_START>'s㋿9.ås   \n\r\n\r\n0   \n'll\"㋿<|endoftext|>m", "tokens": 72, "pieces": ["㋿", "\u000b", "㍿\r\n", "İ", "'\r", "😀🏽'", "ſ", "😀🏽", "a", "!!'", "ſ", "\t", ">.", "漢", "٣٤٥", "٦", " ", " <", "META", "_START", ">'", "s", "㋿", "9", ".a", "̊s", "   \n\r\n\r\n", "0", "   \n", "'ll", "\"㋿<|", "endoftext", "|>", "m"]}
+{"text": "ſ　eⅣt're漢<ḍ̇'Dd<EOT>'D<META_START>EOT're​", "tokens": 30, "pieces": ["ſ", "　e", "Ⅳ", "t", "'re", "漢", "<ḋ", "̣'", "Dd", "<EOT", ">'", "D", "<META", "_START", ">EOT", "'re", "​"]}
+{"text": "\u000bEOT00<|endoftext|>‍Z,<EOT>ḍ̇12345678<|fim_prefix|>sEOTs­am  <|fim_prefix|>å👍🏽sＡ漢", "tokens": 60, "pieces": ["\u000bEOT", "00", "<|", "endoftext", "|>‍", "Z", ",<", "EOT", ">ḋ", "̣", "123", "456", "78", "<|", "fim", "_prefix", "|>", "sEOTs", "­am", " ", " <|", "fim", "_prefix", "|>", "a", "̊👍🏽", "sＡ漢"]}
+{"text": "<|endoftext|>9<ꟲEOTⅣfi!tⅣ  ß\r\n\r\n​-३'Re", "tokens": 31, "pieces": ["<|", "endoftext", "|>", "9", "<ꟲEOT", "Ⅳ", "fi", "!t", "Ⅳ", " ", " ß", "\r\n\r\n", "​-", "३", "'Re"]}
+{"text": "'D😀🏽 'D0٣٤٥٦\r9m🙂\r   \n‍", "tokens": 26, "pieces": ["'D", "😀🏽", " '", "D", "0٣٤", "٥٦", "\r", "9", "m", "🙂\r", "   \n", "‍"]}
+{"text": "é'M🙂<META_START>Dž
,<㍿'ll\"\t字aḍ̇字<|fim_prefix|>'ſ!!d🙂<|fim_prefix|>İ'VE  .‍'s㍿'VE\t12345678<META_START>İ\u000bⅣé", "tokens": 76, "pieces": ["é", "'M", "🙂<", "META", "_START", ">Dž", "
", ",<㍿'", "ll", "\"", "\t字aḋ", "̣字", "<|", "fim", "_prefix", "|>'", "ſ", "!!", "d", "🙂<|", "fim", "_prefix", "|>", "İ", "'VE", " ", " .‍'", "s", "㍿'", "VE", "\t", "123", "456", "78", "<META", "_START", ">İ", "\u000b", "Ⅳ", "e", "́"]}
+{"text": "0,　å漢  ſ", "tokens": 11, "pieces": ["0", ",", "　a", "̊漢", " ", " ſ"]}
+{"text": "'s<META_START><‍\n're‍🙂   \n#$%　'Re'Ms😀🏽s\r'll<EOT>t…fiḍ̇'ll​ßİ0…\"<ß‍", "tokens": 52, "pieces": ["'s", "<META", "_START", "><‍\n", "'re", "‍🙂", "   \n", "#$%", "　", "'Re", "'M", "s", "😀🏽", "s", "\r", "'ll", "<EOT", ">t", "…fiḋ", "̣'", "ll", "​ßİ", "0", "…", "\"<", "ß", "‍"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "9'SDž<|fim_prefix|> 𐞁<|endoftext|>'ll  !>㍿\u000b", "tokens": 31, "pieces": ["9", "'S", "Dž", "<|", "fim", "_prefix", "|>", " 𐞁", "<|", "endoftext", "|>'", "ll", " ", " !>㍿", "\u000b"]}
+{"text": "㍿EOT'ſ㋿\u000b\r\n\r\n　's   \nd   \nع🙂0!!ſDž'T>éd३é,Ⅳt<​<EOT>‍İ12345678\r\n\r\n'S\r<EOT>", "tokens": 56, "pieces": ["㍿EOT", "'ſ", "㋿", "\u000b\r\n\r\n", "　", "'s", "   \n", "d", "   \n", "ع", "🙂", "0", "!!", "ſDž", "'T", ">éd", "३", "e", "́,", "Ⅳ", "t", "<​<", "EOT", ">‍", "İ", "123", "456", "78", "\r\n\r\n", "'S", "\r", "<EOT", ">"]}
+{"text": "㍿-㋿٣٤٥٦d🙂>t 's\r\n\r\nZ.'VEé\r\nDž  å👍🏽‍ ", "tokens": 43, "pieces": ["㍿-㋿", "٣٤٥", "٦", "d", "🙂>", "t", " '", "s", "\r\n\r\n", "Z", ".'", "VEé", "\r\n", "Dž", " ", " a", "̊👍🏽‍", " "]}
+{"text": "́('D…😀🏽ß\r\n 'll'Re'sⅣ\r\n", "tokens": 19, "pieces": ["́('", "D", "…", "😀🏽", "ß", "\r\n", " '", "ll", "'Re", "'s", "Ⅳ", "\r\n"]}
+{"text": "  ", "tokens": 1, "pieces": ["  "]}
+{"text": "<EOT>½‍😀🏽'll'Mfiå<　12345678­👍🏽å
ḍ̇\r\ń㍿'Reå​ḍ̇", "tokens": 57, "pieces": ["<EOT", ">", "½", "‍😀🏽'", "ll", "'M", "fia", "̊<", "　", "123", "456", "78", "­👍🏽", "a", "̊", "
ḋ", "̣\r\n", "́㍿'", "Rea", "̊​", "ḋ", "̣"]}
+{"text": ",ß\r\n'S<ſée‍tt", "tokens": 11, "pieces": [",ß", "\r\n", "'S", "<ſée", "‍tt"]}
+{"text": "ſEOT<|fim_prefix|>\u000b0  ꟲ<|fim_prefix|>İ\t  <|endoftext|>​<|endoftext|>t,9", "tokens": 43, "pieces": ["ſEOT", "<|", "fim", "_prefix", "|>", "\u000b", "0", " ", " ꟲ", "<|", "fim", "_prefix", "|>", "İ", "\t ", " <|", "endoftext", "|>​<|", "endoftext", "|>", "t", ",", "9"]}
+{"text": "\r\n\r\nع३", "tokens": 4, "pieces": ["\r\n\r\n", "ع", "३"]}
+{"text": "#$%\r‍­Džḍ̇'T\nḍ̇🙂>!!é'VEé.-𐞁­­Ａ🙂ſ'Sſ<META_START>\t<EOT>'ſع字>", "tokens": 60, "pieces": ["#$%\r", "‍­", "Džḋ", "̣'", "T", "\n", "ḋ", "̣🙂>!!", "e", "́'", "VEe", "́.-", "𐞁", "­­", "Ａ", "🙂ſ", "'S", "ſ", "<META", "_START", ">", "\t", "<EOT", ">'", "ſع字", ">"]}
+{"text": "𐞁\r\n½d   \n'Reséé'ſſ\"­'llⅣİ😀🏽<|endoftext|>fi", "tokens": 38, "pieces": ["𐞁", "\r\n", "½", "d", "   \n", "'Re", "se", "́é", "'ſ", "ſ", "\"­'", "ll", "Ⅳ", "İ", "😀🏽<|", "endoftext", "|>", "fi"]}
+{"text": "å<|fim_prefix|>'T<\n\na👍🏽\rſ#$%'ll\r<|endoftext|>-'T(\u000b'm0‍ß<META_START>'ReDž", "tokens": 50, "pieces": ["a", "̊<|", "fim", "_prefix", "|>'", "T", "<\n\n", "a", "👍🏽\r", "ſ", "#$%'", "ll", "\r", "<|", "endoftext", "|>-'", "T", "(", "\u000b", "'m", "0", "‍ß", "<META", "_START", ">'", "ReDž"]}
+{"text": "ßع👍🏽m-'ſ'('M", "tokens": 15, "pieces": ["ßع", "👍🏽", "m", "-'", "ſ", "'('", "M"]}
+{"text": "‍EOTꟲ٣٤٥٦", "tokens": 15, "pieces": ["‍EOTꟲ", "٣٤٥", "٦"]}
+{"text": "'M½!!\n​   \nⅣꟲ́  ㋿३Ⅳꟲ<|fim_prefix|>'　  stfi<|fim_prefix|>'VEm då\n​", "tokens": 49, "pieces": ["'M", "½", "!!\n", "​", "   \n", "Ⅳ", "ꟲ", "́", " ", " ㋿", "३Ⅳ", "ꟲ", "<|", "fim", "_prefix", "|>'", "　 ", " stfi", "<|", "fim", "_prefix", "|>'", "VEm", " da", "̊\n", "​"]}
+{"text": "👍🏽‍<EOT>½t", "tokens": 14, "pieces": ["👍🏽‍<", "EOT", ">", "½", "t"]}
+{"text": "\r\n,s!!(　'M ꟲ\"‍😀🏽　​😀🏽EOT'reé", "tokens": 29, "pieces": ["\r\n", ",s", "!!(", "　", "'M", " ꟲ", "\"‍😀🏽", "　", "​😀🏽", "EOT", "'re", "e", "́"]}
+{"text": "'M- é   \n字Dž'll9…EOTḍ̇eİaⅣ\nfi'llＡ'S漢.٣٤٥٦½​<EOT>9.…\n", "tokens": 53, "pieces": ["'M", "-", " é", "   \n", "字Dž", "'ll", "9", "…EOTḋ", "̣eİa", "Ⅳ", "\n", "fi", "'ll", "Ａ", "'S", "漢", ".", "٣٤٥", "٦½", "​<", "EOT", ">", "9", ".", "…\n"]}
+{"text": "e!🙂'Reſ<ſ́👍🏽㍿'sm👍🏽　0eＡm", "tokens": 35, "pieces": ["e", "!🙂'", "Reſ", "<ſ", "́👍🏽㍿'", "sm", "👍🏽", "　", "0", "eＡm"]}
+{"text": "\n0'<|endoftext|>'ll\u000b­(Ａd́", "tokens": 17, "pieces": ["\n", "0", "'<|", "endoftext", "|>'", "ll", "\u000b", "­(", "Ａd", "́"]}
+{"text": "ſ\t", "tokens": 3, "pieces": ["ſ", "\t"]}
+{"text": "‍½m ́​Dž", "tokens": 9, "pieces": ["‍", "½", "m", " ́​", "Dž"]}
+{"text": "ḍ̇　fi<META_START>EOT", "tokens": 13, "pieces": ["ḋ", "̣", "　fi", "<META", "_START", ">EOT"]}
+{"text": ".a(İ
d'D…ع're字㍿😀🏽…'ll字😀🏽>#$%\r\n\r\nm<|fim_prefix|><|endoftext|>!'Mfi,-.é>­'S9dİ", "tokens": 62, "pieces": [".a", "(İ", "
d", "'D", "…ع", "'re", "字", "㍿😀🏽", "…", "'ll", "字", "😀🏽>#$%\r\n\r\n", "m", "<|", "fim", "_prefix", "|><|", "endoftext", "|>!'", "Mfi", ",-.", "e", "́>­'", "S", "9", "dİ"]}
+{"text": "ß🙂ع('s'Da👍🏽å'T'M ́عfiZİ'M", "tokens": 28, "pieces": ["ß", "🙂ع", "('", "s", "'D", "a", "👍🏽", "a", "̊'", "T", "'M", " ", "́عfiZİ", "'M"]}
+{"text": "ع'VE'sZ'\t<META_START>İ​　😀🏽", "tokens": 19, "pieces": ["ع", "'VE", "'s", "Z", "'", "\t", "<META", "_START", ">İ", "​", "　", "😀🏽"]}
+{"text": "\r३'s'VEfiꟲ>", "tokens": 12, "pieces": ["\r", "३", "'s", "'VE", "fiꟲ", ">"]}
+{"text": "👍🏽\tEOT漢'Re  <META_START> .　tEOT\u000bß​\n\t!Ⅳ👍🏽\r\nع.a<META_START>𐞁'VEZ
漢字é'ſ", "tokens": 59, "pieces": ["👍🏽", "\tEOT漢", "'Re", " ", " <", "META", "_START", ">", " .", "　tEOT", "\u000bß", "​\n", "\t", "!", "Ⅳ", "👍🏽\r\n", "ع", ".a", "<META", "_START", ">𐞁", "'VE", "Z", "
漢字e", "́'", "ſ"]}
+{"text": "d<|fim_prefix|>\r\n\r\n漢'Re\"t　عéå-0　字''ſ'D́9
　 EOT", "tokens": 34, "pieces": ["d", "<|", "fim", "_prefix", "|>\r\n\r\n", "漢", "'Re", "\"t", "　عéa", "̊-", "0", "　字", "''", "ſ", "'D", "́", "9", "
　", " EOT"]}
+{"text": "  t  !", "tokens": 4, "pieces": [" ", " t", " ", " !"]}
+{"text": "   👍🏽 Ⅳ\n", "tokens": 10, "pieces": ["  ", " 👍🏽", " ", "Ⅳ", "\n"]}
+{"text": "<|fim_prefix|>漢s'Me'T'll<|endoftext|><|endoftext|>e!!9㋿,'reⅣ'VEee‍'T>dfi<META_START>ḍ̇İ<META_START>'lld३", "tokens": 64, "pieces": ["<|", "fim", "_prefix", "|>", "漢s", "'M", "e", "'T", "'ll", "<|", "endoftext", "|><|", "endoftext", "|>", "e", "!!", "9", "㋿,'", "re", "Ⅳ", "'VE", "ee", "‍'", "T", ">dfi", "<META", "_START", ">ḋ", "̣İ", "<META", "_START", ">'", "lld", "३"]}
+{"text": "½a\"\t😀🏽ſé٣٤٥٦漢\u000b,\t9<EOT>Ⅳ'T\r\n", "tokens": 34, "pieces": ["½", "a", "\"", "\t", "😀🏽", "ſe", "́", "٣٤٥", "٦", "漢", "\u000b", ",", "\t", "9", "<EOT", ">", "Ⅳ", "'T", "\r\n"]}
+{"text": "t! 😀🏽ſⅣ   \n    ꟲ　  m'll漢㍿'漢!!12345678<META_START>ſd́\t🙂ꟲ\"'Re<|endoftext|>", "tokens": 54, "pieces": ["t", "!", " 😀🏽", "ſ", "Ⅳ", "   \n", "   ", " ꟲ", "　 ", " m", "'ll", "漢", "㍿'", "漢", "!!", "123", "456", "78", "<META", "_START", ">ſd", "́", "\t", "🙂ꟲ", "\"'", "Re", "<|", "endoftext", "|>"]}
+{"text": "e\né'T<😀🏽ꟲ.\u000ba   \nＡ'llfi'll\r\n\r\n'll,\rDžeع<|fim_prefix|>👍🏽ét'(t'Re<EOT>'ſ#$%Z👍🏽​'reZ", "tokens": 66, "pieces": ["e", "\n", "é", "'T", "<😀🏽", "ꟲ", ".", "\u000ba", "   \n", "Ａ", "'ll", "fi", "'ll", "\r\n\r\n", "'ll", ",\r", "Džeع", "<|", "fim", "_prefix", "|>👍🏽", "ét", "'(", "t", "'Re", "<EOT", ">'", "ſ", "#$%", "Z", "👍🏽​'", "reZ"]}
+{"text": "́!!ⅣmEOT", "tokens": 7, "pieces": ["́!!", "Ⅳ", "mEOT"]}
+{"text": "!👍🏽 İ\nß>", "tokens": 12, "pieces": ["!👍🏽", " İ", "\n", "ß", ">"]}
+{"text": "ſ\r\n\r\n'll(𐞁're㋿'M", "tokens": 15, "pieces": ["ſ", "\r\n\r\n", "'ll", "(𐞁", "'re", "㋿'", "M"]}
+{"text": "-(½'Rea!\r\n('Re", "tokens": 7, "pieces": ["-(", "½", "'Re", "a", "!\r\n", "('", "Re"]}
+{"text": "!Zع\r\n­'Da漢ZİDž'　#$%\r\n", "tokens": 17, "pieces": ["!Zع", "\r\n", "­'", "Da漢ZİDž", "'", "　", "#$%\r\n"]}
+{"text": "ſع   \n'ſ#$%!é­s\u000b​ß<字m字𐞁éⅣ'T.<<|endoftext|>'ſ́½9­-(🙂'reſ\n12345678🙂", "tokens": 55, "pieces": ["ſع", "   \n", "'ſ", "#$%!", "e", "́­", "s", "\u000b", "​ß", "<字m字𐞁é", "Ⅳ", "'T", ".<<|", "endoftext", "|>'", "ſ", "́", "½9", "­-(🙂'", "reſ", "\n", "123", "456", "78", "🙂"]}
+{"text": "åEOT   \nＡ", "tokens": 8, "pieces": ["a", "̊EOT", "   \n", "Ａ"]}
+{"text": "'sd'T　   \n漢<>'llas(ḍ̇漢​㍿३字­<<|endoftext|>,…ß㍿㍿<META_START>", "tokens": 47, "pieces": ["'s", "d", "'T", "　   \n", "漢", "<>'", "llas", "(ḋ", "̣漢", "​㍿", "३", "字", "­<<|", "endoftext", "|>,", "…ß", "㍿㍿<", "META", "_START", ">"]}
+{"text": "#$%\t½㍿tßEOT\u000b\r\nZ.'llé३>", "tokens": 20, "pieces": ["#$%", "\t", "½", "㍿tßEOT", "\u000b\r\n", "Z", ".'", "llé", "३", ">"]}
+{"text": "!!👍🏽👍🏽eİ
­é'll𐞁'll!!<|fim_prefix|>0'Mé \r\n\r\ń㍿<|fim_prefix|>́'ſ'SⅣ-ZＡt", "tokens": 61, "pieces": ["!!👍🏽👍🏽", "eİ", "
", "­é", "'ll", "𐞁", "'ll", "!!<|", "fim", "_prefix", "|>", "0", "'M", "e", "́", " \r\n\r\n", "́㍿<|", "fim", "_prefix", "|>́'", "ſ", "'S", "Ⅳ", "-ZＡt"]}
+{"text": "  Dž𐞁   \n字EOT​ḍ̇é𐞁t'Re\u000bm<META_START>  \r\n\r\n'M12345678(<|endoftext|>fiZ.'VE,ꟲ㍿\r\n\r\n🙂'll", "tokens": 61, "pieces": [" ", " Dž𐞁", "   \n", "字EOT", "​ḋ", "̣e", "́𐞁t", "'Re", "\u000bm", "<META", "_START", ">", "  \r\n\r\n", "'M", "123", "456", "78", "(<|", "endoftext", "|>", "fiZ", ".'", "VE", ",ꟲ", "㍿\r\n\r\n", "🙂'", "ll"]}
+{"text": "<EOT>12345678
عEOTİ,'VE👍🏽Džfi,'VE'👍🏽Ⅳ", "tokens": 35, "pieces": ["<EOT", ">", "123", "456", "78", "
عEOTİ", ",'", "VE", "👍🏽", "Džfi", ",'", "VE", "'👍🏽", "Ⅳ"]}
+{"text": "< 0s", "tokens": 4, "pieces": ["<", " ", "0", "s"]}
+{"text": "ꟲ", "tokens": 3, "pieces": ["ꟲ"]}
+{"text": "é'S漢.d'Z!!\ta\u000bＡ<Ⅳ­<META_START>😀🏽 é'T<META_START>\t㋿\"0'ſDž< ", "tokens": 46, "pieces": ["é", "'S", "漢", ".d", "'Z", "!!", "\ta", "\u000bＡ", "<", "Ⅳ", "­<", "META", "_START", ">😀🏽", " e", "́'", "T", "<META", "_START", ">", "\t", "㋿\"", "0", "'ſ", "Dž", "<", " "]}
+{"text": "'re𐞁åm'D    \n12345678漢ع<😀🏽\r\n\r\n٣٤٥٦'Seꟲ\r\n\r\n!!<|endoftext|>\t‍'VE<漢٣٤٥٦­ꟲ e'M", "tokens": 69, "pieces": ["'re", "𐞁a", "̊m", "'D", "    \n", "123", "456", "78", "漢ع", "<😀🏽\r\n\r\n", "٣٤٥", "٦", "'S", "eꟲ", "\r\n\r\n", "!!<|", "endoftext", "|>", "\t", "‍'", "VE", "<漢", "٣٤٥", "٦", "­ꟲ", " e", "'M"]}
+{"text": ",🙂\r\n\r\nعİ ßḍ̇<EOT>😀🏽12345678 'ſ'", "tokens": 29, "pieces": [",🙂\r\n\r\n", "عİ", " ßḋ", "̣<", "EOT", ">😀🏽", "123", "456", "78", " '", "ſ", "'"]}
+{"text": "s\n ­👍🏽90'Re𐞁Ａ>", "tokens": 18, "pieces": ["s", "\n", " ­👍🏽", "90", "'Re", "𐞁Ａ", ">"]}
+{"text": "ꟲ(<|endoftext|>", "tokens": 10, "pieces": ["ꟲ", "(<|", "endoftext", "|>"]}
+{"text": "‍eEOT12345678'Dꟲ👍🏽ꟲ漢e　İ!'Ⅳ­.e٣٤٥٦字\u000b🙂0'Sع'ſ  e'Dꟲte", "tokens": 57, "pieces": ["‍eEOT", "123", "456", "78", "'D", "ꟲ", "👍🏽", "ꟲ漢e", "　İ", "!'", "Ⅳ", "­.", "e", "٣٤٥", "٦", "字", "\u000b", "🙂", "0", "'S", "ع", "'ſ", " ", " e", "'D", "ꟲte"]}
+{"text": "Ａ<|endoftext|>\rEOTé!!é>ḍ̇åé
\nmfi \r\n", "tokens": 33, "pieces": ["Ａ", "<|", "endoftext", "|>\r", "EOTé", "!!", "e", "́>", "ḋ", "̣a", "̊é", "
\n", "mfi", " \r\n"]}
+{"text": "'sḍ̇<|fim_prefix|>'٣٤٥٦'re
…ꟲe　٣٤٥٦'VE's\u000b <Zݽ\t(㋿Ａ!ß\"३EOT!!🙂\r\n'reİ   \n  !'T", "tokens": 72, "pieces": ["'s", "ḋ", "̣<|", "fim", "_prefix", "|>'", "٣٤٥", "٦", "'re", "
", "…ꟲe", "　", "٣٤٥", "٦", "'VE", "'s", "\u000b", " <", "Zİ", "½", "\t", "(㋿", "Ａ", "!ß", "\"", "३", "EOT", "!!🙂\r\n", "'re", "İ", "   \n", " ", " !'", "T"]}
+{"text": "!! 😀🏽- ​s​Ａ\r\nع‍ß\t字'Re'　ſ<'Re\"👍🏽\t>\n<|endoftext|>😀🏽ß\u000b", "tokens": 50, "pieces": ["!!", " ", "😀🏽-", " ​", "s", "​Ａ", "\r\n", "ع", "‍ß", "\t字", "'Re", "'", "　ſ", "<'", "Re", "\"👍🏽", "\t", ">\n", "<|", "endoftext", "|>😀🏽", "ß", "\u000b"]}
+{"text": "🙂-<|endoftext|>‍𐞁(", "tokens": 17, "pieces": ["🙂-<|", "endoftext", "|>‍", "𐞁", "("]}
+{"text": "0\n字\ré!👍🏽'ſ'llEOT0<|endoftext|>.😀🏽\rꟲⅣⅣⅣ㍿'T9🙂٣٤٥٦'VEꟲé­​Ⅳ
", "tokens": 70, "pieces": ["0", "\n", "字", "\r", "e", "́!👍🏽'", "ſ", "'ll", "EOT", "0", "<|", "endoftext", "|>.😀🏽\r", "ꟲ", "ⅣⅣⅣ", "㍿'", "T", "9", "🙂", "٣٤٥", "٦", "'VE", "ꟲé", "­​", "Ⅳ", "
"]}
+{"text": "Ａ…fi٣٤٥٦     \r\n\r\n🙂!'s…'Red\r\nZ字#$%🙂12345678ꟲm!!漢'T½𐞁#$%<EOT>", "tokens": 53, "pieces": ["Ａ", "…fi", "٣٤٥", "٦", "     \r\n\r\n", "🙂!'", "s", "…", "'Re", "d", "\r\n", "Z字", "#$%🙂", "123", "456", "78", "ꟲm", "!!", "漢", "'T", "½", "𐞁", "#$%<", "EOT", ">"]}
+{"text": "0!a.字9'M<META_START>'llḍ̇𐞁9漢'ſ>fi\t'T", "tokens": 32, "pieces": ["0", "!a", ".字", "9", "'M", "<META", "_START", ">'", "llḋ", "̣𐞁", "9", "漢", "'ſ", ">fi", "\t", "'T"]}
+{"text": "👍🏽Ⅳ\"!İ0,aİ'D字Ⅳ<ꟲ\t½<META_START><EOT>\u000b 😀🏽", "tokens": 38, "pieces": ["👍🏽", "Ⅳ", "\"!", "İ", "0", ",aİ", "'D", "字", "Ⅳ", "<ꟲ", "\t", "½", "<META", "_START", "><", "EOT", ">", "\u000b", " ", "😀🏽"]}
+{"text": "s\"mＡ12345678å ́🙂'T<META_START>ع👍🏽'M…(漢ꟲ- 'M\n9", "tokens": 43, "pieces": ["s", "\"mＡ", "123", "456", "78", "a", "̊", " ́🙂'", "T", "<META", "_START", ">ع", "👍🏽'", "M", "…", "(漢ꟲ", "-", " ", "'M", "\n", "9"]}
+{"text": ">ꟲ٣٤٥٦\n漢.ß漢Ⅳ0عå  'ſ'ReEOT'T
​-(12345678,  's🙂stꟲ", "tokens": 51, "pieces": [">ꟲ", "٣٤٥", "٦", "\n", "漢", ".ß漢", "Ⅳ0", "عa", "̊", " ", " '", "ſ", "'Re", "EOT", "'T", "
", "​-(", "123", "456", "78", ",", " ", " '", "s", "🙂stꟲ"]}
+{"text": "ß>12345678🙂<|fim_prefix|>\"<|endoftext|>ع  <|fim_prefix|>>0'SEOT  <|endoftext|><|fim_prefix|>漢३,é字é‍\r\n're漢e(d(#$%ßå\u000b<EOT>", "tokens": 76, "pieces": ["ß", ">", "123", "456", "78", "🙂<|", "fim", "_prefix", "|>\"<|", "endoftext", "|>", "ع", " ", " <|", "fim", "_prefix", "|>>", "0", "'S", "EOT", " ", " ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "漢", "३", ",e", "́字e", "́‍\r\n", "'re", "漢e", "(d", "(#$%", "ßa", "̊", "\u000b", "<EOT", ">"]}
+{"text": "fi   İDž\r\n
0<META_START>.'T'VE'Dḍ̇\r\n\r\nt a­𐞁#$%🙂<dé(𐞁½s\r\n\r\ns", "tokens": 49, "pieces": ["fi", "  ", " İDž", "\r\n", "
", "0", "<META", "_START", ">.'", "T", "'VE", "'D", "ḋ", "̣\r\n\r\n", "t", " a", "­𐞁", "#$%🙂<", "dé", "(𐞁", "½", "s", "\r\n\r\n", "s"]}
+{"text": "!!<'ſå  \r\n𐞁fiZ 12345678'reİ(   \nḍ̇३#$%'S'ſ\r,m­㍿.\n\r\n​\n'VE   \n'ſ", "tokens": 52, "pieces": ["!!<'", "ſa", "̊", "  \r\n", "𐞁fiZ", " ", "123", "456", "78", "'re", "İ", "(", "   \n", "ḋ", "̣", "३", "#$%'", "S", "'ſ", "\r", ",m", "­㍿.\n\r\n", "​\n", "'VE", "   \n", "'ſ"]}
+{"text": "å\r'VE\u000b\u000b0>m'sa字a0٣٤٥٦.'S0\t", "tokens": 27, "pieces": ["a", "̊\r", "'VE", "\u000b", "\u000b", "0", ">m", "'s", "a字a", "0٣٤", "٥٦", ".'", "S", "0", "\t"]}
+{"text": " Z<META_START>!!'D<|fim_prefix|>­ å('VÉ", "tokens": 23, "pieces": [" Z", "<META", "_START", ">!!'", "D", "<|", "fim", "_prefix", "|>­", " a", "̊('", "VE", "́"]}
+{"text": "…  'T'VE👍🏽!‍", "tokens": 16, "pieces": ["… ", " '", "T", "'VE", "👍🏽!‍"]}
+{"text": "\r\n\r\n(𐞁ꟲ \u000b'VE㋿👍🏽", "tokens": 22, "pieces": ["\r\n\r\n", "(𐞁ꟲ", " ", "\u000b", "'VE", "㋿👍🏽"]}
+{"text": "​s'llé<META_START>", "tokens": 9, "pieces": ["​s", "'ll", "e", "́<", "META", "_START", ">"]}
+{"text": " \u000b 'VE‍<EOT>m!!!éå. 're'M", "tokens": 20, "pieces": [" \u000b", " '", "VE", "‍<", "EOT", ">m", "!!!", "e", "́a", "̊.", " '", "re", "'M"]}
+{"text": "३Ⅳ0\n\r\n\r\n,å<EOT>", "tokens": 14, "pieces": ["३Ⅳ0", "\n\r\n\r\n", ",a", "̊<", "EOT", ">"]}
+{"text": "ms's\r\nd\r\n\r\n12345678'S''Té(Ａ字'VE\tet(
 a
é12345678'D𐞁\r\r\né", "tokens": 40, "pieces": ["ms", "'s", "\r\n", "d", "\r\n\r\n", "123", "456", "78", "'S", "''", "Té", "(Ａ字", "'VE", "\tet", "(", "
", " a", "
e", "́", "123", "456", "78", "'D", "𐞁", "\r\r\n", "e", "́"]}
+{"text": "<EOT>  fi👍🏽 'll
<　'
'ſ'S   \ne👍🏽𐞁‍'sꟲḍ̇", "tokens": 49, "pieces": ["<EOT", ">", " ", " fi", "👍🏽", " ", "'ll", "
", "<", "　", "'", "
", "'ſ", "'S", "   \n", "e", "👍🏽", "𐞁", "‍'", "sꟲḋ", "̣"]}
+{"text": "'re-㍿\nå-㍿\r\"𐞁!!½🙂
Dž𐞁#$%ſꟲ,\n!!😀🏽'll'Re𐞁\r\n…e👍🏽", "tokens": 62, "pieces": ["'re", "-㍿\n", "a", "̊-㍿\r", "\"𐞁", "!!", "½", "🙂", "
Dž𐞁", "#$%", "ſꟲ", ",\n", "!!😀🏽'", "ll", "'Re", "𐞁", "\r\n", "…e", "👍🏽"]}
+{"text": "½Ａ><|endoftext|>½'M<META_START>>Ⅳع\t>字é🙂   \n!　d\u000b  ,​t㋿漢>\r\n", "tokens": 41, "pieces": ["½", "Ａ", "><|", "endoftext", "|>", "½", "'M", "<META", "_START", ">>", "Ⅳ", "ع", "\t", ">字e", "́🙂", "   \n", "!", "　d", "\u000b ", " ,​", "t", "㋿漢", ">\r\n"]}
+{"text": "'٣٤٥٦ßꟲ漢 'Re​   \n  … ​'VE\"0İ12345678　…0'T𐞁", "tokens": 40, "pieces": ["'", "٣٤٥", "٦", "ßꟲ漢", " '", "Re", "​", "   \n", "  …", " ​'", "VE", "\"", "0", "İ", "123", "456", "78", "　", "…", "0", "'T", "𐞁"]}
+{"text": "e漢'S  ", "tokens": 5, "pieces": ["e漢", "'S", "  "]}
+{"text": "<META_START>ḍ̇ß  
\n", "tokens": 14, "pieces": ["<META", "_START", ">ḋ", "̣ß", "  
\n"]}
+{"text": "ſＡ", "tokens": 4, "pieces": ["ſＡ"]}
+{"text": "\n­Dž٣٤٥٦,.
'D'ſ s'EOT'字e😀🏽0aEOT'M㍿'S\"㋿'VE<EOT>ع", "tokens": 50, "pieces": ["\n", "­Dž", "٣٤٥", "٦", ",.", "
", "'D", "'ſ", " s", "'EOT", "'字e", "😀🏽", "0", "aEOT", "'M", "㍿'", "S", "\"㋿'", "VE", "<EOT", ">ع"]}
+{"text": "字😀🏽9ḍ̇EOTZ'll\t३३'T
s­İ­12345678'VE漢(\r\n\r\n漢İ<META_START>'re㋿ع'VEİ漢👍🏽<META_START>Ａa", "tokens": 67, "pieces": ["字", "😀🏽", "9", "ḋ", "̣EOTZ", "'ll", "\t", "३३", "'T", "
s", "­İ", "­", "123", "456", "78", "'VE", "漢", "(\r\n\r\n", "漢İ", "<META", "_START", ">'", "re", "㋿ع", "'VE", "İ漢", "👍🏽<", "META", "_START", ">Ａa"]}
+{"text": "­\"…‍.
d#$%'ſ'S'll'VE.ſ12345678𐞁's<|fim_prefix|>  'ſ12345678d<|endoftext|>\"<EOT><META_START>!!​  å𐞁DžⅣ\r", "tokens": 73, "pieces": ["­\"", "…", "‍.", "
d", "#$%'", "ſ", "'S", "'ll", "'VE", ".ſ", "123", "456", "78", "𐞁", "'s", "<|", "fim", "_prefix", "|>", " ", " '", "ſ", "123", "456", "78", "d", "<|", "endoftext", "|>\"<", "EOT", "><", "META", "_START", ">!!​", " ", " a", "̊𐞁Dž", "Ⅳ", "\r"]}
+{"text": "å'S<EOT>éꟲDžⅣ३㍿m\r\n😀🏽Ⅳ'Reḍ̇㍿ ٣٤٥٦", "tokens": 48, "pieces": ["a", "̊'", "S", "<EOT", ">éꟲDž", "Ⅳ३", "㍿m", "\r\n", "😀🏽", "Ⅳ", "'Re", "ḋ", "̣㍿", " ", "٣٤٥", "٦"]}
+{"text": "\r\n>ée'S<|endoftext|>ḍ̇Ａ字<|fim_prefix|>fi", "tokens": 29, "pieces": ["\r\n", ">e", "́e", "'S", "<|", "endoftext", "|>", "ḋ", "̣Ａ字", "<|", "fim", "_prefix", "|>", "fi"]}
+{"text": "\n'VE…\"ſß's'ſ<|fim_prefix|>\r", "tokens": 21, "pieces": ["\n", "'VE", "…", "\"ſß", "'s", "'ſ", "<|", "fim", "_prefix", "|>\r"]}
+{"text": "'Dm​'VEåع12345678!!　👍🏽\n   \né", "tokens": 23, "pieces": ["'D", "m", "​'", "VEa", "̊ع", "123", "456", "78", "!!", "　", "👍🏽\n", "   \n", "é"]}
+{"text": "<META_START>字-0'VE,­ع#$%'D'T\r\n-fi", "tokens": 20, "pieces": ["<META", "_START", ">字", "-", "0", "'VE", ",­", "ع", "#$%'", "D", "'T", "\r\n", "-fi"]}
+{"text": "'ll>🙂漢eḍ̇'M\n\r\n‍ 👍🏽", "tokens": 25, "pieces": ["'ll", ">🙂", "漢eḋ", "̣'", "M", "\n\r\n", "‍", " ", "👍🏽"]}
+{"text": "12345678éſ漢!\n9­'ſ>ḍ̇'́  ", "tokens": 24, "pieces": ["123", "456", "78", "e", "́ſ漢", "!\n", "9", "­'", "ſ", ">ḋ", "̣'́", "  "]}
+{"text": "\t,漢>'　dDž>\rDžZꟲ­'ll   \n Ⅳ  d's0'Re'D​", "tokens": 31, "pieces": ["\t", ",漢", ">'", "　dDž", ">\r", "DžZꟲ", "­'", "ll", "   \n", " ", "Ⅳ", " ", " d", "'s", "0", "'Re", "'D", "​"]}
+{"text": "\r\n\r\n-'S  !!-\u000b‍", "tokens": 9, "pieces": ["\r\n\r\n", "-'", "S", " ", " !!-", "\u000b", "‍"]}
+{"text": "é​ꟲ'll‍'re…\rع😀🏽tꟲ\t\"a🙂m,\r\n\r\n
३½   \nt,'ſDžع👍🏽𐞁EOTfiß#$%Dž'll'M ", "tokens": 64, "pieces": ["é", "​ꟲ", "'ll", "‍'", "re", "…\r", "ع", "😀🏽", "tꟲ", "\t", "\"a", "🙂m", ",\r\n\r\n", "
", "३½", "   \n", "t", ",'", "ſDžع", "👍🏽", "𐞁EOTfiß", "#$%", "Dž", "'ll", "'M", " "]}
+{"text": "́㍿'llt'll\"'S　字", "tokens": 12, "pieces": ["́㍿'", "llt", "'ll", "\"'", "S", "　字"]}
+{"text": "'M\t　é>'D㋿İ", "tokens": 10, "pieces": ["'M", "\t", "　é", ">'", "D", "㋿İ"]}
+{"text": "\"é>t'D<|endoftext|>", "tokens": 11, "pieces": ["\"é", ">t", "'D", "<|", "endoftext", "|>"]}
+{"text": "Ａ😀🏽'ſ#$%'re<EOT>'ll#$%​ ㍿　 ", "tokens": 26, "pieces": ["Ａ", "😀🏽'", "ſ", "#$%'", "re", "<EOT", ">'", "ll", "#$%​", " ㍿", "　 "]}
+{"text": "ꟲꟲfi<<EOT> m漢9EOTs𐞁
'll㋿𐞁.a.Ⅳ…   \n<|fim_prefix|>٣٤٥٦🙂½é<META_START>'Reſ", "tokens": 67, "pieces": ["ꟲꟲfi", "<<", "EOT", ">", " m漢", "9", "EOTs𐞁", "
", "'ll", "㋿𐞁", ".a", ".", "Ⅳ", "…   \n", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "🙂", "½", "e", "́<", "META", "_START", ">'", "Reſ"]}
+{"text": "'S'D'se'ſ9Ⅳſ🙂㍿Z\r\n­\u000b", "tokens": 21, "pieces": ["'S", "'D", "'s", "e", "'ſ", "9Ⅳ", "ſ", "🙂㍿", "Z", "\r\n", "­", "\u000b"]}
+{"text": "!\n,(a…aEOT𐞁<EOT>'VE0<t\u000b\n'S,😀🏽e", "tokens": 28, "pieces": ["!\n", ",(", "a", "…aEOT𐞁", "<EOT", ">'", "VE", "0", "<t", "\u000b\n", "'S", ",😀🏽", "e"]}
+{"text": "'llſ\r12345678d<|endoftext|>#$%\"", "tokens": 17, "pieces": ["'ll", "ſ", "\r", "123", "456", "78", "d", "<|", "endoftext", "|>#$%\""]}
+{"text": "'", "tokens": 1, "pieces": ["'"]}
+{"text": "㋿Ａ漢s'Tع
'Mꟲḍ̇é(-　åaſ​Džt\tＡ'S!漢  -漢  ‍<|endoftext|>😀🏽'D", "tokens": 63, "pieces": ["㋿Ａ漢s", "'T", "ع", "
", "'M", "ꟲḋ", "̣e", "́(-", "　a", "̊aſ", "​Džt", "\tＡ", "'S", "!漢", " ", " -", "漢", " ", " ‍<|", "endoftext", "|>😀🏽'", "D"]}
+{"text": "'ll'VE३ß 0字­  'ReİeEOTⅣ\nZ​", "tokens": 22, "pieces": ["'ll", "'VE", "३", "ß", " ", "0", "字", "­", " ", " '", "ReİeEOT", "Ⅳ", "\n", "Z", "​"]}
+{"text": "İＡſ　#$%㋿'M", "tokens": 13, "pieces": ["İＡſ", "　", "#$%㋿'", "M"]}
+{"text": "\"", "tokens": 1, "pieces": ["\""]}
+{"text": "m#$%>'Mm.ZZ👍🏽<META_START>㋿'T
㍿e\"㋿٣٤٥٦9\tḍ̇0½", "tokens": 50, "pieces": ["m", "#$%>'", "Mm", ".ZZ", "👍🏽<", "META", "_START", ">㋿'", "T", "
", "㍿e", "\"㋿", "٣٤٥", "٦9", "\tḋ", "̣", "0½"]}
+{"text": "   \n\t(½EOTßt漢\t㋿EOTß\r\n\r\n㍿'𐞁\u000ba½🙂", "tokens": 31, "pieces": ["   \n", "\t", "(", "½", "EOTßt漢", "\t", "㋿EOTß", "\r\n\r\n", "㍿'", "𐞁", "\u000ba", "½", "🙂"]}
+{"text": "9漢'SDž𐞁㍿ع'ſ३Ⅳ(é½👍🏽\t\r\n,", "tokens": 32, "pieces": ["9", "漢", "'S", "Dž𐞁", "㍿ع", "'ſ", "३Ⅳ", "(e", "́", "½", "👍🏽", "\t\r\n", ","]}
+{"text": "'ſ😀🏽#$%\r\n­<|fim_prefix|><>  EOT>​éⅣ<META_START>'D\r'D\tt­'s  'Re>\"‍EOT#$%\r\nḍ̇fi  d\r\n\r\n😀🏽", "tokens": 64, "pieces": ["'ſ", "😀🏽#$%\r\n", "­<|", "fim", "_prefix", "|><>", " ", " EOT", ">​", "e", "́", "Ⅳ", "<META", "_START", ">'", "D", "\r", "'D", "\tt", "­'", "s", " ", " '", "Re", ">\"‍", "EOT", "#$%\r\n", "ḋ", "̣fi", " ", " d", "\r\n\r\n", "😀🏽"]}
+{"text": "'Ree'sé(#$%Dž🙂́'ſ‍", "tokens": 17, "pieces": ["'Re", "e", "'s", "é", "(#$%", "Dž", "🙂́'", "ſ", "‍"]}
+{"text": "ع𐞁eＡ\r\n\r\nfi‍\"　'ſ<EOT>'VE'sſ'Re.Dž𐞁å'll<|endoftext|>,😀🏽㋿👍🏽ḍ̇<|endoftext|>t  <META_START>.㍿<<🙂
", "tokens": 85, "pieces": ["ع𐞁eＡ", "\r\n\r\n", "fi", "‍\"", "　", "'ſ", "<EOT", ">'", "VE", "'s", "ſ", "'Re", ".Dž𐞁a", "̊'", "ll", "<|", "endoftext", "|>,😀🏽㋿👍🏽", "ḋ", "̣<|", "endoftext", "|>", "t", " ", " <", "META", "_START", ">.㍿<<🙂", "
"]}
+{"text": "'ll>'s<META_START>
\r,𐞁<|fim_prefix|>Z  afi9字're字 ḍ̇<|endoftext|>字\r\n\r\n'sＡ0  d\n#$%12345678‍s'VEm字…", "tokens": 66, "pieces": ["'ll", ">'", "s", "<META", "_START", ">", "
\r", ",𐞁", "<|", "fim", "_prefix", "|>", "Z", " ", " afi", "9", "字", "'re", "字", " ḋ", "̣<|", "endoftext", "|>", "字", "\r\n\r\n", "'s", "Ａ", "0", " ", " d", "\n", "#$%", "123", "456", "78", "‍s", "'VE", "m字", "…"]}
+{"text": "Ａ\n-漢Dž👍🏽٣٤٥٦'ſ'D३ 漢　é", "tokens": 34, "pieces": ["Ａ", "\n", "-漢Dž", "👍🏽", "٣٤٥", "٦", "'ſ", "'D", "३", " 漢", "　e", "́"]}
+{"text": "'S#$%'ß(😀🏽,é½EOTꟲ'VE\r'SⅣ12345678<(ßt'D‍　'M'Ret'VE", "tokens": 40, "pieces": ["'S", "#$%'", "ß", "(😀🏽,", "e", "́", "½", "EOTꟲ", "'VE", "\r", "'S", "Ⅳ12", "345", "678", "<(", "ßt", "'D", "‍", "　", "'M", "'Re", "t", "'VE"]}
+{"text": "'re字'M(\u000b're<EOT>𐞁'Ś9Dž\r\n\r\nDž   \n('reꟲḍ̇
\rs   \n", "tokens": 37, "pieces": ["'re", "字", "'M", "(", "\u000b", "'re", "<EOT", ">𐞁", "'S", "́", "9", "Dž", "\r\n\r\n", "Dž", "   \n", "('", "reꟲḋ", "̣", "
\r", "s", "   \n"]}
+{"text": "​!!İＡ'M!!'sfimⅣ　ꟲ👍🏽t👍🏽…é0é's>å　'ſ<|endoftext|>٣٤٥٦éＡ　Dž(  Dž㍿́ḍ̇😀🏽", "tokens": 85, "pieces": ["​!!", "İＡ", "'M", "!!'", "sfim", "Ⅳ", "　ꟲ", "👍🏽", "t", "👍🏽", "…é", "0", "é", "'s", ">a", "̊", "　", "'ſ", "<|", "endoftext", "|>", "٣٤٥", "٦", "e", "́Ａ", "　Dž", "(", " ", " Dž", "㍿́", "ḋ", "̣😀🏽"]}
+{"text": "🙂\t😀🏽dＡ-😀🏽éⅣ́\r\n\r\n👍🏽 ſ́   \n-  m\" 'Sd", "tokens": 41, "pieces": ["🙂", "\t", "😀🏽", "dＡ", "-😀🏽", "e", "́", "Ⅳ", "́\r\n\r\n", "👍🏽", " ſ", "́", "   \n", "-", " ", " m", "\"", " ", "'S", "d"]}
+{"text": "😀🏽!!éꟲEOT́ꟲ😀🏽'T𐞁½…👍🏽'EOT.ßa𐞁a", "tokens": 47, "pieces": ["😀🏽!!", "éꟲEOT", "́ꟲ", "😀🏽'", "T𐞁", "½", "…", "👍🏽'", "EOT", ".ßa𐞁a"]}
+{"text": "!!t.99٣٤٥٦Ⅳع,漢字\u000bİ9\u000b", "tokens": 23, "pieces": ["!!", "t", ".", "99٣", "٤٥٦", "Ⅳ", "ع", ",漢字", "\u000bİ", "9", "\u000b"]}
+{"text": ".\"Ａ\r>\u000bte<|endoftext|>#$%<|fim_prefix|>,eeå'Re👍🏽 s'Re  'Reſ\n>12345678#$%漢…   \n<|fim_prefix|>\t", "tokens": 61, "pieces": [".\"", "Ａ", "\r", ">", "\u000bte", "<|", "endoftext", "|>#$%<|", "fim", "_prefix", "|>,", "eea", "̊'", "Re", "👍🏽", " s", "'Re", " ", " '", "Reſ", "\n", ">", "123", "456", "78", "#$%", "漢", "…   \n", "<|", "fim", "_prefix", "|>", "\t"]}
+{"text": "'VE're​​\u000b\n\n'> 'll\u000b𐞁 ß'  t<EOT>㍿m٣٤٥٦‍t0­  İ👍🏽Dž‍t\r", "tokens": 53, "pieces": ["'VE", "'re", "​​", "\u000b\n\n", "'>", " '", "ll", "\u000b𐞁", " ß", "'", " ", " t", "<EOT", ">㍿", "m", "٣٤٥", "٦", "‍t", "0", "­", " ", " İ", "👍🏽", "Dž", "‍t", "\r"]}
+{"text": " ㍿㍿\nſ‍!'0👍🏽", "tokens": 20, "pieces": [" ", "㍿㍿\n", "ſ", "‍!'", "0", "👍🏽"]}
+{"text": "ḍ̇ḍ̇'M字sḍ̇\t#$%t,'VEéß३0'Sé'll‍👍🏽,s", "tokens": 46, "pieces": ["ḋ", "̣ḋ", "̣'", "M字sḋ", "̣", "\t", "#$%", "t", ",'", "VEe", "́ß", "३0", "'S", "e", "́'", "ll", "‍👍🏽,", "s"]}
+{"text": "㍿sfi३Z<EOT>
…😀🏽!!\"漢12345678'sfiZd字Dž𐞁Zå0.d9aß\"<|fim_prefix|>'12345678㋿字Z's're", "tokens": 66, "pieces": ["㍿sfi", "३", "Z", "<EOT", ">", "
", "…", "😀🏽!!\"", "漢", "123", "456", "78", "'s", "fiZd字Dž𐞁Za", "̊", "0", ".d", "9", "aß", "\"<|", "fim", "_prefix", "|>'", "123", "456", "78", "㋿字Z", "'s", "'re"]}
+{"text": "  \"'VE're 9ḍ̇éeⅣ'VE!!㍿\t.", "tokens": 24, "pieces": [" ", " \"'", "VE", "'re", " ", "9", "ḋ", "̣e", "́e", "Ⅳ", "'VE", "!!㍿", "\t", "."]}
+{"text": "½å㋿🙂𐞁\r\n12345678's…", "tokens": 20, "pieces": ["½", "a", "̊㋿🙂", "𐞁", "\r\n", "123", "456", "78", "'s", "…"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "
ع…
séİ\r\n\r\n,dſéZ   \n 'DEOT'Re", "tokens": 21, "pieces": ["
ع", "…", "
se", "́İ", "\r\n\r\n", ",dſéZ", "   \n", " '", "DEOT", "'Re"]}
+{"text": "9dZ<EOT>\rZ<EOT>Ａ<META_START>'ll  \t!!(\t​\u000bfi0　sİe­#$%'ſm\u000bm", "tokens": 40, "pieces": ["9", "dZ", "<EOT", ">\r", "Z", "<EOT", ">Ａ", "<META", "_START", ">'", "ll", "  ", "\t", "!!(", "\t", "​", "\u000bfi", "0", "　sİe", "­#$%'", "ſm", "\u000bm"]}
+{"text": "<0‍ZEOTm'D
'll12345678.Z'llZé<ſfiſ0Ⅳ>", "tokens": 29, "pieces": ["<", "0", "‍ZEOTm", "'D", "
", "'ll", "123", "456", "78", ".Z", "'ll", "Zé", "<ſfiſ", "0Ⅳ", ">"]}
+{"text": "  å👍🏽12345678٣٤٥٦㍿ ३𐞁s \t\"३'lle'T'‍''VE 漢Ⅳ<|endoftext|>   \n.👍🏽漢fí٣٤٥٦ſ12345678<META_START>'VE", "tokens": 88, "pieces": [" ", " a", "̊👍🏽", "123", "456", "78٣", "٤٥٦", "㍿", " ", "३", "𐞁s", " ", "\t", "\"", "३", "'ll", "e", "'T", "'‍''", "VE", " 漢", "Ⅳ", "<|", "endoftext", "|>", "   \n", ".👍🏽", "漢fi", "́", "٣٤٥", "٦", "ſ", "123", "456", "78", "<META", "_START", ">'", "VE"]}
+{"text": "Ⅳ    \nḍ̇t<|endoftext|>Ａt　!,㍿!!٣٤٥٦🙂ⅣEOT#$%Ａ\r\n\r\n<EOTEOT\u000b…'ſtéⅣ", "tokens": 57, "pieces": ["Ⅳ", "    \n", "ḋ", "̣t", "<|", "endoftext", "|>", "Ａt", "　", "!,㍿!!", "٣٤٥", "٦", "🙂", "Ⅳ", "EOT", "#$%", "Ａ", "\r\n\r\n", "<EOTEOT", "\u000b", "…", "'ſ", "te", "́", "Ⅳ"]}
+{"text": "　Ａ(\t\r\n字\r…\t", "tokens": 10, "pieces": ["　Ａ", "(", "\t\r\n", "字", "\r…\t"]}
+{"text": "漢​\u000b🙂٣٤٥٦", "tokens": 14, "pieces": ["漢", "​", "\u000b", "🙂", "٣٤٥", "٦"]}
+{"text": "<|fim_prefix|>,½\"\té'reİ\t(漢#$%\r\n\r\nå'!!٣٤٥٦\r'M
Zé٣٤٥٦<EOT>́İ  ́­'३😀🏽å'<|fim_prefix|>", "tokens": 75, "pieces": ["<|", "fim", "_prefix", "|>,", "½", "\"", "\te", "́'", "reİ", "\t", "(漢", "#$%\r\n\r\n", "a", "̊'!!", "٣٤٥", "٦", "\r", "'M", "
Ze", "́", "٣٤٥", "٦", "<EOT", ">́", "İ", " ", " ́­'", "३", "😀🏽", "a", "̊'<|", "fim", "_prefix", "|>"]}
+{"text": "\r\n…\u000b𐞁é-mſ…\r\n\r\nß<|endoftext|>d0 (字३½s字́'T\r\t'ſ'sⅣ́\tDž\r\n", "tokens": 48, "pieces": ["\r\n", "…", "\u000b𐞁é", "-mſ", "…\r\n\r\n", "ß", "<|", "endoftext", "|>", "d", "0", " (", "字", "३½", "s字", "́'", "T", "\r", "\t", "'ſ", "'s", "Ⅳ", "́", "\tDž", "\r\n"]}
+{"text": "#$%!EOTdé'S\u000b<META_START>ß   \n३<|endoftext|>ß<EOT>­s‍'ll0‍", "tokens": 37, "pieces": ["#$%!", "EOTde", "́'", "S", "\u000b", "<META", "_START", ">ß", "   \n", "३", "<|", "endoftext", "|>", "ß", "<EOT", ">­", "s", "‍'", "ll", "0", "‍"]}
+{"text": "İꟲ12345678", "tokens": 7, "pieces": ["İꟲ", "123", "456", "78"]}
+{"text": "Dž(!!Zİ<­  'Ree,
", "tokens": 15, "pieces": ["Dž", "(!!", "Zİ", "<­", " ", " '", "Ree", ",", "
"]}
+{"text": "字 🙂s…Dž\r\n\r\n<m
é'Reḍ̇a​漢eꟲZ s   \n­ ", "tokens": 33, "pieces": ["字", " 🙂", "s", "…Dž", "\r\n\r\n", "<m", "
e", "́'", "Reḋ", "̣a", "​漢eꟲZ", " s", "   \n", "­", " "]}
+{"text": "(s!!ع​d<META_START>'ſ\tsİ𐞁\r'T\rm'VE-a9,e0!漢eİ'VE's s'Re字#$%‍<|endoftext|>", "tokens": 50, "pieces": ["(s", "!!", "ع", "​d", "<META", "_START", ">'", "ſ", "\tsİ𐞁", "\r", "'T", "\r", "m", "'VE", "-a", "9", ",e", "0", "!漢eİ", "'VE", "'s", " s", "'Re", "字", "#$%‍<|", "endoftext", "|>"]}
+{"text": "٣٤٥٦٣٤٥٦EOTé\u000b<|fim_prefix|>𐞁!9漢(字é…😀🏽eİ\"e \t!!Ａ'reḍ̇'saZ\r\ntḍ̇­㍿\r\n\r\n𐞁", "tokens": 80, "pieces": ["٣٤٥", "٦٣٤", "٥٦", "EOTé", "\u000b", "<|", "fim", "_prefix", "|>", "𐞁", "!", "9", "漢", "(字e", "́", "…", "😀🏽", "eİ", "\"e", " ", "\t", "!!", "Ａ", "'re", "ḋ", "̣'", "saZ", "\r\n", "tḋ", "̣­㍿\r\n\r\n", "𐞁"]}
+{"text": "<META_START>éع(Ａ>३#$%!
\n\t'llع\r\n\r\nⅣd'VEs(\n'Re", "tokens": 29, "pieces": ["<META", "_START", ">éع", "(Ａ", ">", "३", "#$%!", "
\n", "\t", "'ll", "ع", "\r\n\r\n", "Ⅳ", "d", "'VE", "s", "(\n", "'Re"]}
+{"text": "عＡZ٣٤٥٦<META_START>#$%", "tokens": 18, "pieces": ["عＡZ", "٣٤٥", "٦", "<META", "_START", ">#$%"]}
+{"text": "\u000bd😀🏽DžＡ३٣٤٥٦\u000bs#$%\t㍿'S,عé‍m\u000b-s!!­Z'#$%", "tokens": 46, "pieces": ["\u000bd", "😀🏽", "DžＡ", "३٣٤", "٥٦", "\u000bs", "#$%", "\t", "㍿'", "S", ",عe", "́‍", "m", "\u000b", "-s", "!!­", "Z", "'#$%"]}
+{"text": "eé
<|fim_prefix|>'re'D<!\r\n\"!!‍Džſ🙂   ‍'D٣٤٥٦\"\r\n\r\n字(　", "tokens": 42, "pieces": ["ee", "́", "
", "<|", "fim", "_prefix", "|>'", "re", "'D", "<!\r\n", "\"!!‍", "Džſ", "🙂", "  ", " ‍'", "D", "٣٤٥", "٦", "\"\r\n\r\n", "字", "(", "　"]}
+{"text": "Ⅳ'VE字'VE<META_START>'T㋿!   \n…!\"'s٣٤٥٦٣٤٥٦'re　", "tokens": 40, "pieces": ["Ⅳ", "'VE", "字", "'VE", "<META", "_START", ">'", "T", "㋿!", "   \n", "…", "!\"'", "s", "٣٤٥", "٦٣٤", "٥٦", "'re", "　"]}
+{"text": "-🙂d<é٣٤٥٦#$%", "tokens": 17, "pieces": ["-🙂", "d", "<e", "́", "٣٤٥", "٦", "#$%"]}
+{"text": "<EOT>𐞁🙂 <\r\n㍿t<EOT>­#$%'T å<|endoftext|>🙂'lls", "tokens": 39, "pieces": ["<EOT", ">𐞁", "🙂", " ", "<\r\n", "㍿t", "<EOT", ">­#$%'", "T", " a", "̊<|", "endoftext", "|>🙂'", "lls"]}
+{"text": "'ſ !㍿,\r\n\r\n<|fim_prefix|>ßefi,㍿'Dİ🙂\t\r\n<|endoftext|>.ß9🙂😀🏽", "tokens": 44, "pieces": ["'ſ", " !㍿,\r\n\r\n", "<|", "fim", "_prefix", "|>", "ßefi", ",㍿'", "Dİ", "🙂", "\t\r\n", "<|", "endoftext", "|>.", "ß", "9", "🙂😀🏽"]}
+{"text": "漢漢eعés\rDž'VE　Z", "tokens": 14, "pieces": ["漢漢eعés", "\r", "Dž", "'VE", "　Z"]}
+{"text": "!fit#$%‍Džfi İ🙂🙂 ㍿‍́'ſ<|fim_prefix|>", "tokens": 35, "pieces": ["!fit", "#$%‍", "Džfi", " İ", "🙂🙂", " ", "㍿‍́'", "ſ", "<|", "fim", "_prefix", "|>"]}
+{"text": "Z👍🏽s#$%<|fim_prefix|>ḍ̇", "tokens": 22, "pieces": ["Z", "👍🏽", "s", "#$%<|", "fim", "_prefix", "|>", "ḋ", "̣"]}
+{"text": "\n'VEZé'll,…😀🏽d<|endoftext|>㋿ß!<|endoftext|>½é\r'lléＡt👍🏽.'VE'!!Ⅳ", "tokens": 55, "pieces": ["\n", "'VE", "Ze", "́'", "ll", ",", "…", "😀🏽", "d", "<|", "endoftext", "|>㋿", "ß", "!<|", "endoftext", "|>", "½", "e", "́\r", "'ll", "éＡt", "👍🏽.'", "VE", "'!!", "Ⅳ"]}
+{"text": "ſ½​­😀🏽½\n'VE('عⅣ…'reé'reee12345678😀🏽- <'ꟲ'ReDž12345678<  　'VEt!! é\r漢's", "tokens": 60, "pieces": ["ſ", "½", "​­😀🏽", "½", "\n", "'VE", "('", "ع", "Ⅳ", "…", "'re", "e", "́'", "reee", "123", "456", "78", "😀🏽-", " <'", "ꟲ", "'Re", "Dž", "123", "456", "78", "<", "  ", "　", "'VE", "t", "!!", " e", "́\r", "漢", "'s"]}
+{"text": "Ａ­ꟲ<'ll
", "tokens": 10, "pieces": ["Ａ", "­ꟲ", "<'", "ll", "
"]}
+{"text": "Dž　#$%㋿字㍿٣٤٥٦d\t…   \n🙂's,-", "tokens": 30, "pieces": ["Dž", "　", "#$%㋿", "字", "㍿", "٣٤٥", "٦", "d", "\t…   \n", "🙂'", "s", ",-"]}
+{"text": "🙂'VE\r­<EOT>'ſⅣꟲfié<|fim_prefix|>,(", "tokens": 28, "pieces": ["🙂'", "VE", "\r", "­<", "EOT", ">'", "ſ", "Ⅳ", "ꟲfié", "<|", "fim", "_prefix", "|>,("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "12345678Z<|endoftext|><EOT>\".\t> ½\u000b'M 12345678#$%㋿\u000bå漢at\u000bd<|endoftext|>!t👍🏽  > …s\tſ", "tokens": 62, "pieces": ["123", "456", "78", "Z", "<|", "endoftext", "|><", "EOT", ">\".", "\t", ">", " ", "½", "\u000b", "'M", " ", "123", "456", "78", "#$%㋿", "\u000ba", "̊漢at", "\u000bd", "<|", "endoftext", "|>!", "t", "👍🏽", " ", " >", " ", "…s", "\tſ"]}
+{"text": "٣٤٥٦<EOT> Z漢́ 'VE‍'VEعع🙂३té\t\r\n\r\n><EOT>🙂'Sé 'S\r½　", "tokens": 46, "pieces": ["٣٤٥", "٦", "<EOT", ">", " Z漢", "́", " ", "'VE", "‍'", "VEعع", "🙂", "३", "te", "́", "\t\r\n\r\n", "><", "EOT", ">🙂'", "Se", "́", " '", "S", "\r", "½", "　"]}
+{"text": " <|endoftext|><|endoftext|>..t<|fim_prefix|>'T#$%Dž<'D👍🏽ås'll'fi​'llꟲ'Sd", "tokens": 52, "pieces": [" ", "<|", "endoftext", "|><|", "endoftext", "|>..", "t", "<|", "fim", "_prefix", "|>'", "T", "#$%", "Dž", "<'", "D", "👍🏽", "a", "̊s", "'ll", "'fi", "​'", "llꟲ", "'S", "d"]}
+{"text": "(.Ⅳ
Dž9", "tokens": 8, "pieces": ["(.", "Ⅳ", "
Dž", "9"]}
+{"text": "…  -,-Ａtfi.عſ'VE'VE㋿㋿'\r>   \n'字  ㋿<|fim_prefix|>'ll
'S㋿ 漢9e漢Z", "tokens": 57, "pieces": ["… ", " -,-", "Ａtfi", ".عſ", "'VE", "'VE", "㋿㋿'\r", ">", "   \n", "'字", " ", " ㋿<|", "fim", "_prefix", "|>'", "ll", "
", "'S", "㋿", " 漢", "9", "e漢Z"]}
+{"text": "́㋿<|fim_prefix|>🙂\r\n\r\nＡ
e
\"d12345678fiDž　's'Re <|endoftext|><|fim_prefix|>fi𐞁å㋿ع…🙂­३'(ß<m", "tokens": 69, "pieces": ["́㋿<|", "fim", "_prefix", "|>🙂\r\n\r\n", "Ａ", "
e", "
", "\"d", "123", "456", "78", "fiDž", "　", "'s", "'Re", " ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "fi𐞁a", "̊㋿", "ع", "…", "🙂­", "३", "'(", "ß", "<m"]}
+{"text": "!'T٣٤٥٦m12345678é　👍🏽é   \n…é,'S(­İ'S\n<|endoftext|>é>#$% '", "tokens": 47, "pieces": ["!'", "T", "٣٤٥", "٦", "m", "123", "456", "78", "e", "́", "　", "👍🏽", "é", "   \n", "…é", ",'", "S", "(­", "İ", "'S", "\n", "<|", "endoftext", "|>", "é", ">#$%", " '"]}
+{"text": "<META_START>!👍🏽
é12345678'll'Re🙂…Ａ#$%!🙂're\rİ><EOT>", "tokens": 38, "pieces": ["<META", "_START", ">!👍🏽", "
e", "́", "123", "456", "78", "'ll", "'Re", "🙂", "…Ａ", "#$%!🙂'", "re", "\r", "İ", "><", "EOT", ">"]}
+{"text": "DžⅣ   \nſ  're…'-t<META_START>fi'reⅣ   \ń.dma<EOT>", "tokens": 30, "pieces": ["Dž", "Ⅳ", "   \n", "ſ", " ", " '", "re", "…", "'-", "t", "<META", "_START", ">fi", "'re", "Ⅳ", "   \n", "́.", "dma", "<EOT", ">"]}
+{"text": "'(👍🏽e#$%'S😀🏽\tß-​Ａa㍿\r\n\r\n  <META_START>eå<|fim_prefix|>\u000b!\n\t😀🏽🙂\tt'llZ㍿　", "tokens": 59, "pieces": ["'(👍🏽", "e", "#$%'", "S", "😀🏽", "\tß", "-​", "Ａa", "㍿\r\n\r\n", " ", " <", "META", "_START", ">ea", "̊<|", "fim", "_prefix", "|>", "\u000b", "!\n", "\t", "😀🏽🙂", "\tt", "'ll", "Z", "㍿", "　"]}
+{"text": "字ꟲ fi​t12345678<'llEOT ­👍🏽\r\n
<|fim_prefix|>a㍿́-<|fim_prefix|>\t <́#$%Z,\nİ   \n\r\n", "tokens": 55, "pieces": ["字ꟲ", " fi", "​t", "123", "456", "78", "<'", "llEOT", " ­👍🏽\r\n", "
", "<|", "fim", "_prefix", "|>", "a", "㍿́-<|", "fim", "_prefix", "|>", "\t", " <́#$%", "Z", ",\n", "İ", "   \n\r\n"]}
+{"text": "㋿", "tokens": 3, "pieces": ["㋿"]}
+{"text": "<|fim_prefix|>d字\r\n\r\n-('Reé'VEع　👍🏽٣٤٥٦\r\n\r\nſ𐞁\n٣٤٥٦İ!!>\r​😀🏽9", "tokens": 60, "pieces": ["<|", "fim", "_prefix", "|>", "d字", "\r\n\r\n", "-('", "Ree", "́'", "VEع", "　", "👍🏽", "٣٤٥", "٦", "\r\n\r\n", "ſ𐞁", "\n", "٣٤٥", "٦", "İ", "!!>\r", "​😀🏽", "9"]}
+{"text": "
a'Dß,!'S<|endoftext|>\tⅣ'D'S½å😀🏽ع　­ß<META_START>tع!\u000b!!   \n­漢9㋿‍!", "tokens": 52, "pieces": ["
a", "'D", "ß", ",!'", "S", "<|", "endoftext", "|>", "\t", "Ⅳ", "'D", "'S", "½", "a", "̊😀🏽", "ع", "　", "­ß", "<META", "_START", ">tع", "!", "\u000b", "!!", "   \n", "­漢", "9", "㋿‍!"]}
+{"text": "३  ß😀🏽<|endoftext|>½​́'S\"!!Ａ𐞁漢😀🏽\r٣٤٥٦'VE　😀🏽\u000b​\n
Z\r\n\r\n!!㍿EOT<|fim_prefix|>Ａ‍Z‍ (", "tokens": 82, "pieces": ["३", " ", " ß", "😀🏽<|", "endoftext", "|>", "½", "​́'", "S", "\"!!", "Ａ𐞁漢", "😀🏽\r", "٣٤٥", "٦", "'VE", "　", "😀🏽", "\u000b", "​\n", "
Z", "\r\n\r\n", "!!㍿", "EOT", "<|", "fim", "_prefix", "|>", "Ａ", "‍Z", "‍", " ("]}
+{"text": ".a12345678å  'll  's!!𐞁   \n.t'Re३٣٤٥٦ⅣEOTEOT𐞁", "tokens": 40, "pieces": [".a", "123", "456", "78", "a", "̊", " ", " '", "ll", " ", " '", "s", "!!", "𐞁", "   \n", ".t", "'Re", "३٣٤", "٥٦Ⅳ", "EOTEOT𐞁"]}
+{"text": "   \n٣٤٥٦", "tokens": 9, "pieces": ["   \n", "٣٤٥", "٦"]}
+{"text": ">ſ9!!İ,عß½te\"​é'Té漢m\u000b  \t­  #$%9<İ\r's09a\r👍🏽", "tokens": 42, "pieces": [">ſ", "9", "!!", "İ", ",عß", "½", "te", "\"​", "e", "́'", "Te", "́漢m", "\u000b  ", "\t", "­", " ", " #$%", "9", "<İ", "\r", "'s", "09", "a", "\r", "👍🏽"]}
+{"text": "½​-<EOT>  ३𐞁𐞁éع字's9t'D🙂😀🏽#$%ß字٣٤٥٦s'M", "tokens": 48, "pieces": ["½", "​-<", "EOT", ">", " ", " ", "३", "𐞁𐞁e", "́ع字", "'s", "9", "t", "'D", "🙂😀🏽#$%", "ß字", "٣٤٥", "٦", "s", "'M"]}
+{"text": "३é.'Re-٣٤٥٦Dž#$%𐞁​́é<|fim_prefix|>ꟲ\".😀🏽<𐞁t12345678dd\t\t(ḍ̇-　", "tokens": 62, "pieces": ["३", "e", "́.'", "Re", "-", "٣٤٥", "٦", "Dž", "#$%", "𐞁", "​́", "é", "<|", "fim", "_prefix", "|>", "ꟲ", "\".😀🏽<", "𐞁t", "123", "456", "78", "dd", "\t", "\t", "(ḋ", "̣-", "　"]}
+{"text": "9…३Ⅳ漢EOTe👍🏽𐞁s漢EOTå9fi'll", "tokens": 34, "pieces": ["9", "…", "३Ⅳ", "漢EOTe", "👍🏽", "𐞁s漢EOTa", "̊", "9", "fi", "'ll"]}
+{"text": "㋿\r…'VEEOTß12345678å'lléfi​<EOT>
å'T㍿'s'M　\r'TåDžd>漢  d　㍿", "tokens": 58, "pieces": ["㋿\r", "…", "'VE", "EOTß", "123", "456", "78", "a", "̊'", "lléfi", "​<", "EOT", ">", "
a", "̊'", "T", "㍿'", "s", "'M", "　\r", "'T", "a", "̊Džd", ">漢", " ", " d", "　", "㍿"]}
+{"text": "ꟲ<META_START>'s'ſ…Zt\r\n\r\n<🙂ꟲ\teß'T'Dꟲ'll.𐞁dZdtDžEOT<EOT>", "tokens": 45, "pieces": ["ꟲ", "<META", "_START", ">'", "s", "'ſ", "…Zt", "\r\n\r\n", "<🙂", "ꟲ", "\teß", "'T", "'D", "ꟲ", "'ll", ".𐞁dZdtDžEOT", "<EOT", ">"]}
+{"text": "s<|fim_prefix|>​ſ\u000b-d<漢're\"👍🏽(…\r'ſ#$%\"'S<|fim_prefix|>a
'D\n\té-åİ'<EOT>Ⅳd<|endoftext|>字\r<|fim_prefix|>", "tokens": 76, "pieces": ["s", "<|", "fim", "_prefix", "|>​", "ſ", "\u000b", "-d", "<漢", "'re", "\"👍🏽(", "…\r", "'ſ", "#$%\"'", "S", "<|", "fim", "_prefix", "|>", "a", "
", "'D", "\n", "\té", "-a", "̊İ", "'<", "EOT", ">", "Ⅳ", "d", "<|", "endoftext", "|>", "字", "\r", "<|", "fim", "_prefix", "|>"]}
+{"text": "́'re9\r\n\r\n>٣٤٥٦asß>​ع'ſ'VEe\t'S9, Z'Re­<META_START>𐞁'Re", "tokens": 42, "pieces": ["́'", "re", "9", "\r\n\r\n", ">", "٣٤٥", "٦", "asß", ">​", "ع", "'ſ", "'VE", "e", "\t", "'S", "9", ",", " Z", "'Re", "­<", "META", "_START", ">𐞁", "'Re"]}
+{"text": "😀🏽👍🏽\t", "tokens": 12, "pieces": ["😀🏽👍🏽", "\t"]}
+{"text": "a㋿'ll!!\r\n\r\né\"! ' -9'reＡ३ß <#$%'VE\"0!#$%Dž漢'T\r\n", "tokens": 37, "pieces": ["a", "㋿'", "ll", "!!\r\n\r\n", "é", "\"!", " '", " ", "-", "9", "'re", "Ａ", "३", "ß", " ", "<#$%'", "VE", "\"", "0", "!#$%", "Dž漢", "'T", "\r\n"]}
+{"text": "   \nßDž😀🏽<EOT>'s,m-'ſEOT𐞁𐞁", "tokens": 28, "pieces": ["   \n", "ßDž", "😀🏽<", "EOT", ">'", "s", ",m", "-'", "ſEOT𐞁𐞁"]}
+{"text": "
\r㍿<|endoftext|>'ll(<|fim_prefix|>　fi​eⅣ٣٤٥٦", "tokens": 36, "pieces": ["
\r", "㍿<|", "endoftext", "|>'", "ll", "(<|", "fim", "_prefix", "|>", "　fi", "​e", "Ⅳ٣٤", "٥٦"]}
+{"text": "İZ    \n12345678fi'Re'sſ
字,　<|fim_prefix|>'D,12345678\"a ,㋿", "tokens": 34, "pieces": ["İZ", "    \n", "123", "456", "78", "fi", "'Re", "'s", "ſ", "
字", ",", "　", "<|", "fim", "_prefix", "|>'", "D", ",", "123", "456", "78", "\"a", " ,㋿"]}
+{"text": "<EOT>EOT漢!fi,İ'se'Re㍿३'VE#$%<EOT>t0Z\u000bⅣZ", "tokens": 33, "pieces": ["<EOT", ">EOT漢", "!fi", ",İ", "'s", "e", "'Re", "㍿", "३", "'VE", "#$%<", "EOT", ">t", "0", "Z", "\u000b", "Ⅳ", "Z"]}
+{"text": " \u000b🙂<|fim_prefix|>　
12345678'TtⅣꟲ>fi३…㍿sⅣEOT'VE½étİé", "tokens": 47, "pieces": [" ", "\u000b", "🙂<|", "fim", "_prefix", "|>", "　", "
", "123", "456", "78", "'T", "t", "Ⅳ", "ꟲ", ">fi", "३", "…", "㍿s", "Ⅳ", "EOT", "'VE", "½", "e", "́tİé"]}
+{"text": "٣٤٥٦0\r\n12345678<|endoftext|>m'D   \n٣٤٥٦'S<EOT>३ſ\t漢'Re३'M12345678Ⅳ'VE're.字　.<|fim_prefix|>\u000b<|fim_prefix|>m", "tokens": 73, "pieces": ["٣٤٥", "٦0", "\r\n", "123", "456", "78", "<|", "endoftext", "|>", "m", "'D", "   \n", "٣٤٥", "٦", "'S", "<EOT", ">", "३", "ſ", "\t漢", "'Re", "३", "'M", "123", "456", "78Ⅳ", "'VE", "'re", ".字", "　", ".<|", "fim", "_prefix", "|>", "\u000b", "<|", "fim", "_prefix", "|>", "m"]}
+{"text": "㋿ß(12345678\tmع'S", "tokens": 11, "pieces": ["㋿ß", "(", "123", "456", "78", "\tmع", "'S"]}
+{"text": "ꟲ​½s\u000b㋿#$%Ａ\"​ Dž!!ḍ̇Z字>fi'S\r\n\rå!e漢.ßa.👍🏽>'", "tokens": 51, "pieces": ["ꟲ", "​", "½", "s", "\u000b", "㋿#$%", "Ａ", "\"​", " Dž", "!!", "ḋ", "̣Z字", ">fi", "'S", "\r\n\r", "a", "̊!", "e漢", ".ßa", ".👍🏽>'"]}
+{"text": "‍\t\t'DéＡ   \n   <|fim_prefix|>", "tokens": 17, "pieces": ["‍", "\t", "\t", "'D", "e", "́Ａ", "   \n", "  ", " <|", "fim", "_prefix", "|>"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "  Dž#$%'T'T'M漢🙂<|fim_prefix|><'Té'D㋿<EOT>👍🏽…fi<META_START>🙂0Dž9👍🏽're😀🏽
éع\téa-.", "tokens": 73, "pieces": [" ", " Dž", "#$%'", "T", "'T", "'M", "漢", "🙂<|", "fim", "_prefix", "|><'", "Té", "'D", "㋿<", "EOT", ">👍🏽", "…fi", "<META", "_START", ">🙂", "0", "Dž", "9", "👍🏽'", "re", "😀🏽", "
e", "́ع", "\téa", "-."]}
+{"text": "​\r!,ad字t…𐞁>🙂'VE\r\n\r\nſ Dž,  'ſ'Re   \n're're㍿'S0<漢'D,", "tokens": 43, "pieces": ["​\r", "!,", "ad字t", "…𐞁", ">🙂'", "VE", "\r\n\r\n", "ſ", " Dž", ",", " ", " '", "ſ", "'Re", "   \n", "'re", "'re", "㍿'", "S", "0", "<漢", "'D", ","]}
+{"text": "Z12345678.\"३\u000bİ字fi!!​\r\n\r\n🙂!!<EOT>'ſ​<EOT>㍿
'D!!t😀🏽½ſ٣٤٥٦
fi", "tokens": 57, "pieces": ["Z", "123", "456", "78", ".\"", "३", "\u000bİ字fi", "!!​\r\n\r\n", "🙂!!<", "EOT", ">'", "ſ", "​<", "EOT", ">㍿", "
", "'D", "!!", "t", "😀🏽", "½", "ſ", "٣٤٥", "٦", "
fi"]}
+{"text": "\r\n\r\ns\t>\"étfiém'VEa're字\"Z\u000b m#$%İ\r<|endoftext|>s🙂ꟲ\te>", "tokens": 39, "pieces": ["\r\n\r\n", "s", "\t", ">\"", "étfie", "́m", "'VE", "a", "'re", "字", "\"Z", "\u000b", " m", "#$%", "İ", "\r", "<|", "endoftext", "|>", "s", "🙂ꟲ", "\te", ">"]}
+{"text": "'VE#$%ꟲ'll٣٤٥٦ſꟲ åⅣ.…<|fim_prefix|>٣٤٥٦ea'M!!३Ⅳå'D<META_START>\r\n​\r\n'S㋿½'ll½ع'MZEOT'", "tokens": 75, "pieces": ["'VE", "#$%", "ꟲ", "'ll", "٣٤٥", "٦", "ſꟲ", " a", "̊", "Ⅳ", ".", "…", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "ea", "'M", "!!", "३Ⅳ", "a", "̊'", "D", "<META", "_START", ">\r\n", "​\r\n", "'S", "㋿", "½", "'ll", "½", "ع", "'M", "ZEOT", "'"]}
+{"text": "​Ⅳ EOT<|endoftext|>as!㋿éſd'DDž  é,㍿(d<META_START>​
\r\né  a🙂ſ", "tokens": 50, "pieces": ["​", "Ⅳ", " EOT", "<|", "endoftext", "|>", "as", "!㋿", "éſd", "'D", "Dž", " ", " e", "́,㍿(", "d", "<META", "_START", ">​", "
\r\n", "e", "́", " ", " a", "🙂ſ"]}
+{"text": "<META_START>㍿<|endoftext|>fitZ  𐞁'VE'll'D…\t🙂<Dž>Ａ!!'VEEOT'sع字's \"(…😀🏽'T!!'ſ​Z", "tokens": 65, "pieces": ["<META", "_START", ">㍿<|", "endoftext", "|>", "fitZ", " ", " 𐞁", "'VE", "'ll", "'D", "…", "\t", "🙂<", "Dž", ">Ａ", "!!'", "VEEOT", "'s", "ع字", "'s", " ", "\"(", "…", "😀🏽'", "T", "!!'", "ſ", "​Z"]}
+{"text": "ḍ̇½'Sa'́9<META_START>Ⅳfi
   \n\u000bfi  e,d…", "tokens": 30, "pieces": ["ḋ", "̣", "½", "'S", "a", "'́", "9", "<META", "_START", ">", "Ⅳ", "fi", "
   \n", "\u000bfi", " ", " e", ",d", "…"]}
+{"text": "漢 éå🙂é   \n(ſs#$%'s  e( ,㋿🙂ꟲ\n㍿<EOT>
", "tokens": 41, "pieces": ["漢", " éa", "̊🙂", "e", "́", "   \n", "(ſs", "#$%'", "s", " ", " e", "(", " ", ",㋿🙂", "ꟲ", "\n", "㍿<", "EOT", ">", "
"]}
+{"text": "s'VE<EOTam'D\t́३\r\n>ß𐞁ſ9  mfi!!㍿<|fim_prefix|>s<EOT>9  　", "tokens": 43, "pieces": ["s", "'VE", "<EOTam", "'D", "\t", "́", "३", "\r\n", ">ß𐞁ſ", "9", " ", " mfi", "!!㍿<|", "fim", "_prefix", "|>", "s", "<EOT", ">", "9", "  　"]}
+{"text": ">-ſEOT'T<<|endoftext|>\r<META_START>　fi漢👍🏽  a\"å㍿  ​EOT\n're-Z   \n<|endoftext|>sm٣٤٥٦字", "tokens": 62, "pieces": [">-", "ſEOT", "'T", "<<|", "endoftext", "|>\r", "<META", "_START", ">", "　fi漢", "👍🏽", " ", " a", "\"a", "̊㍿", " ", " ​", "EOT", "\n", "'re", "-Z", "   \n", "<|", "endoftext", "|>", "sm", "٣٤٥", "٦", "字"]}
+{"text": "\"𐞁ſ-٣٤٥٦ßémİ!३٣٤٥٦á>‍\r\n\r\n<|fim_prefix|>#$%ß're
🙂a<|fim_prefix|><|endoftext|>12345678d\",", "tokens": 70, "pieces": ["\"𐞁ſ", "-", "٣٤٥", "٦", "ßémİ", "!", "३٣٤", "٥٦", "a", "́>‍\r\n\r\n", "<|", "fim", "_prefix", "|>#$%", "ß", "'re", "
", "🙂a", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "123", "456", "78", "d", "\","]}
+{"text": "😀🏽…,‍('T𐞁#$%
Ⅳع\t'字's're\r\n\r\n'll👍🏽ع  .½<  😀🏽é३'VE漢漢'S\nⅣع…Ａ#$%", "tokens": 66, "pieces": ["😀🏽", "…", ",‍('", "T𐞁", "#$%", "
", "Ⅳ", "ع", "\t", "'字", "'s", "'re", "\r\n\r\n", "'ll", "👍🏽", "ع", " ", " .", "½", "<", " ", " 😀🏽", "é", "३", "'VE", "漢漢", "'S", "\n", "Ⅳ", "ع", "…Ａ", "#$%"]}
+{"text": "Z   \n>३d'S<|endoftext|>12345678👍🏽😀🏽'lĺ(­…㍿\t㋿㋿字fie0'Ａ'll漢s's🙂👍🏽😀🏽'VE<🙂fi", "tokens": 78, "pieces": ["Z", "   \n", ">", "३", "d", "'S", "<|", "endoftext", "|>", "123", "456", "78", "👍🏽😀🏽'", "ll", "́(­", "…", "㍿", "\t", "㋿㋿", "字fie", "0", "'Ａ", "'ll", "漢s", "'s", "🙂👍🏽😀🏽'", "VE", "<🙂", "fi"]}
+{"text": "é>EOT'VE'VE　'VEⅣ
 'll३0d12345678<META_START>👍🏽Ⅳ字å字Ａḍ̇½<|fim_prefix|>Ⅳ<　<|endoftext|>å<!!漢!<(", "tokens": 77, "pieces": ["e", "́>", "EOT", "'VE", "'VE", "　", "'VE", "Ⅳ", "
", " '", "ll", "३0", "d", "123", "456", "78", "<META", "_START", ">👍🏽", "Ⅳ", "字a", "̊字Ａḋ", "̣", "½", "<|", "fim", "_prefix", "|>", "Ⅳ", "<", "　", "<|", "endoftext", "|>", "a", "̊<!!", "漢", "!<("]}
+{"text": "٣٤٥٦ fi<META_START>!<META_START>字<|fim_prefix|>#$%عté12345678😀🏽İ३d­>ꟲ-'sa३<EOT>½­…é", "tokens": 62, "pieces": ["٣٤٥", "٦", " fi", "<META", "_START", ">!<", "META", "_START", ">字", "<|", "fim", "_prefix", "|>#$%", "عte", "́", "123", "456", "78", "😀🏽", "İ", "३", "d", "­>", "ꟲ", "-'", "sa", "३", "<EOT", ">", "½", "­", "…e", "́"]}
+{"text": "éEOT<EOT>e.(　٣٤٥٦<|fim_prefix|>e😀🏽🙂 😀🏽><|endoftext|>é٣٤٥٦Z   \n><META_START>　'llfié<|fim_prefix|>👍🏽漢ꟲ  .'M", "tokens": 84, "pieces": ["éEOT", "<EOT", ">e", ".(", "　", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "e", "😀🏽🙂", " 😀🏽><|", "endoftext", "|>", "e", "́", "٣٤٥", "٦", "Z", "   \n", "><", "META", "_START", ">", "　", "'ll", "fié", "<|", "fim", "_prefix", "|>👍🏽", "漢ꟲ", " ", " .'", "M"]}
+{"text": "ßꟲs𐞁🙂<META_START><|fim_prefix|>e\"\r\n\r\n   \n", "tokens": 24, "pieces": ["ßꟲs𐞁", "🙂<", "META", "_START", "><|", "fim", "_prefix", "|>", "e", "\"\r\n\r\n", "   \n"]}
+{"text": "<|fim_prefix|>'T　#$%‍'ll<|fim_prefix|>'T \t0字ꟲé😀🏽é\n'🙂( m½é'M\u000b<|fim_prefix|>㋿>", "tokens": 59, "pieces": ["<|", "fim", "_prefix", "|>'", "T", "　", "#$%‍'", "ll", "<|", "fim", "_prefix", "|>'", "T", " ", "\t", "0", "字ꟲé", "😀🏽", "e", "́\n", "'🙂(", " m", "½", "é", "'M", "\u000b", "<|", "fim", "_prefix", "|>㋿>"]}
+{"text": "́​ꟲ", "tokens": 5, "pieces": ["́​", "ꟲ"]}
+{"text": "'lla३́ꟲ<EOT>　 🙂
", "tokens": 15, "pieces": ["'ll", "a", "३", "́ꟲ", "<EOT", ">", "　", " 🙂", "
"]}
+{"text": "0<EOT'ſ\u000b𐞁s​a \r\n\r\n   \n#$%👍🏽​٣٤٥٦👍🏽‍e<|endoftext|>٣٤٥٦İ's(12345678\u000b0'M ", "tokens": 68, "pieces": ["0", "<EOT", "'ſ", "\u000b𐞁s", "​a", " \r\n\r\n   \n", "#$%👍🏽​", "٣٤٥", "٦", "👍🏽‍", "e", "<|", "endoftext", "|>", "٣٤٥", "٦", "İ", "'s", "(", "123", "456", "78", "\u000b", "0", "'M", " "]}
+{"text": "\u000bſ9́   \n'Re𐞁\r漢<|fim_prefix|>", "tokens": 21, "pieces": ["\u000bſ", "9", "́", "   \n", "'Re", "𐞁", "\r", "漢", "<|", "fim", "_prefix", "|>"]}
+{"text": "\r\n'D\r\nİ ('M٣٤٥٦ ع", "tokens": 16, "pieces": ["\r\n", "'D", "\r\n", "İ", " ('", "M", "٣٤٥", "٦", " ع"]}
+{"text": "Ⅳ\"ꟲ\nß😀🏽9<META_START>👍🏽é㍿ع㍿Džع!!𐞁　'S9😀🏽9'Ssꟲ'S‍<|endoftext|>\r\n३-
<|fim_prefix|>'EOTḍ̇३a", "tokens": 87, "pieces": ["Ⅳ", "\"ꟲ", "\n", "ß", "😀🏽", "9", "<META", "_START", ">👍🏽", "e", "́㍿", "ع", "㍿Džع", "!!", "𐞁", "　", "'S", "9", "😀🏽", "9", "'S", "sꟲ", "'S", "‍<|", "endoftext", "|>\r\n", "३", "-", "
", "<|", "fim", "_prefix", "|>'", "EOTḋ", "̣", "३", "a"]}
+{"text": "🙂́<META_START>\u000bß!!Ⅳ,\r(漢'sꟲ½字\r\nＡ,\t'Tå𐞁३!!👍🏽Ⅳ\n<META_START>t'Se", "tokens": 54, "pieces": ["🙂́<", "META", "_START", ">", "\u000bß", "!!", "Ⅳ", ",\r", "(漢", "'s", "ꟲ", "½", "字", "\r\n", "Ａ", ",", "\t", "'T", "a", "̊𐞁", "३", "!!👍🏽", "Ⅳ", "\n", "<META", "_START", ">t", "'S", "e"]}
+{"text": "'D\"se🙂ع12345678e", "tokens": 10, "pieces": ["'D", "\"se", "🙂ع", "123", "456", "78", "e"]}
+{"text": "<(<META_START>   \n<META_START> (", "tokens": 12, "pieces": ["<(<", "META", "_START", ">", "   \n", "<META", "_START", ">", " ", "("]}
+{"text": "İ'MEOT'ſ<META_START>\u000b३\r\n\r\nع'M\r\n>\t  ", "tokens": 20, "pieces": ["İ", "'M", "EOT", "'ſ", "<META", "_START", ">", "\u000b", "३", "\r\n\r\n", "ع", "'M", "\r\n", ">", "\t  "]}
+{"text": " -<META_START>'S\r\né漢0ſ​<EOT>'s'T'ſ  '\u000b'D,㋿'M​td㍿<|endoftext|>", "tokens": 45, "pieces": [" -<", "META", "_START", ">'", "S", "\r\n", "é漢", "0", "ſ", "​<", "EOT", ">'", "s", "'T", "'ſ", " ", " '", "\u000b", "'D", ",㋿'", "M", "​td", "㍿<|", "endoftext", "|>"]}
+{"text": "\nꟲ㍿<|endoftext|>  'M'sm½EOT  　sꟲ ع🙂!\n!!Ⅳ-<|fim_prefix|>.m'M<EOT>\r㍿'Rem", "tokens": 54, "pieces": ["\n", "ꟲ", "㍿<|", "endoftext", "|>", " ", " '", "M", "'s", "m", "½", "EOT", "  ", "　sꟲ", " ع", "🙂!\n", "!!", "Ⅳ", "-<|", "fim", "_prefix", "|>.", "m", "'M", "<EOT", ">\r", "㍿'", "Rem"]}
+{"text": "ع<META_START> 'Res", "tokens": 8, "pieces": ["ع", "<META", "_START", ">", " ", "'Re", "s"]}
+{"text": "9!   \ń'SDž३'Ss'D0(Z🙂ſDž!!ꟲß0…fi", "tokens": 31, "pieces": ["9", "!", "   \n", "́'", "SDž", "३", "'S", "s", "'D", "0", "(Z", "🙂ſDž", "!!", "ꟲß", "0", "…fi"]}
+{"text": "\"́½   \nⅣＡéꟲ👍🏽<Ａ(  ́d漢👍🏽'ſ'S12345678\t'D,Dž12345678३", "tokens": 51, "pieces": ["\"́", "½", "   \n", "Ⅳ", "Ａéꟲ", "👍🏽<", "Ａ", "(", " ", " ́", "d漢", "👍🏽'", "ſ", "'S", "123", "456", "78", "\t", "'D", ",Dž", "123", "456", "78३"]}
+{"text": "\r\nå,  !!fi ́字½12345678\n're𐞁'Re　<|endoftext|>👍🏽tEOT👍🏽  emⅣe", "tokens": 51, "pieces": ["\r\n", "a", "̊,", " ", " !!", "fi", " ", "́字", "½12", "345", "678", "\n", "'re", "𐞁", "'Re", "　", "<|", "endoftext", "|>👍🏽", "tEOT", "👍🏽", " ", " em", "Ⅳ", "e"]}
+{"text": "\réß<META_START>e字0's
३ḍ̇0EOT", "tokens": 23, "pieces": ["\r", "e", "́ß", "<META", "_START", ">e字", "0", "'s", "
", "३", "ḋ", "̣", "0", "EOT"]}
+{"text": "<EOT>Ａ'ſ🙂EOT\"ḍ̇Ⅳ㍿́٣٤٥٦", "tokens": 32, "pieces": ["<EOT", ">Ａ", "'ſ", "🙂EOT", "\"ḋ", "̣", "Ⅳ", "㍿́", "٣٤٥", "٦"]}
+{"text": "३.'M\t", "tokens": 5, "pieces": ["३", ".'", "M", "\t"]}
+{"text": "'Re'llİ<  \r\n\r\n\n<EOT>EOT.d<META_START>'ll!'S,", "tokens": 19, "pieces": ["'Re", "'ll", "İ", "<", "  \r\n\r\n\n", "<EOT", ">EOT", ".d", "<META", "_START", ">'", "ll", "!'", "S", ","]}
+{"text": "1234567812345678'D'M\"㍿🙂'S'S<|endoftext|> >\n.'S.é<EOT>𐞁​🙂 ſ   \n<\r\nḍ̇0👍🏽!३,", "tokens": 62, "pieces": ["123", "456", "781", "234", "567", "8", "'D", "'M", "\"㍿🙂'", "S", "'S", "<|", "endoftext", "|>", " >\n", ".'", "S", ".e", "́<", "EOT", ">𐞁", "​🙂", " ſ", "   \n", "<\r\n", "ḋ", "̣", "0", "👍🏽!", "३", ","]}
+{"text": "'Sß'll
‍ß-é'D.Ａ३!!字're'll(0a'\"ⅣEOT‍🙂\r\n㍿😀🏽Ａ<EOT>#$%EOT   \n!!fíḍ̇", "tokens": 61, "pieces": ["'S", "ß", "'ll", "
", "‍ß", "-e", "́'", "D", ".Ａ", "३", "!!", "字", "'re", "'ll", "(", "0", "a", "'\"", "Ⅳ", "EOT", "‍🙂\r\n", "㍿😀🏽", "Ａ", "<EOT", ">#$%", "EOT", "   \n", "!!", "fi", "́ḋ", "̣"]}
+{"text": "👍🏽Z'ſ \r\n-\r\n!字fi   \n,s   \n㍿,<|fim_prefix|>12345678🙂漢عemsḍ̇'e\"<|endoftext|>\tⅣ", "tokens": 56, "pieces": ["👍🏽", "Z", "'ſ", " \r\n", "-\r\n", "!字fi", "   \n", ",s", "   \n", "㍿,<|", "fim", "_prefix", "|>", "123", "456", "78", "🙂漢عemsḋ", "̣'", "e", "\"<|", "endoftext", "|>", "\t", "Ⅳ"]}
+{"text": "!!\t\r\n\r\n
😀🏽\r0\u000b😀🏽ع <|endoftext|>0 ٣٤٥٦\u000b​s३<|endoftext|> ́'VEEOT　mmå<META_START>-३字<META_START>३  漢", "tokens": 73, "pieces": ["!!", "\t\r\n\r\n", "
", "😀🏽\r", "0", "\u000b", "😀🏽", "ع", " <|", "endoftext", "|>", "0", " ", "٣٤٥", "٦", "\u000b", "​s", "३", "<|", "endoftext", "|>", " ", "́'", "VEEOT", "　mma", "̊<", "META", "_START", ">-", "३", "字", "<META", "_START", ">", "३", " ", " 漢"]}
+{"text": "ع½śdDž!!,Z'llt३́Ａ", "tokens": 16, "pieces": ["ع", "½", "s", "́dDž", "!!,", "Z", "'ll", "t", "३", "́Ａ"]}
+{"text": "<|endoftext|>'ll12345678   \n漢're३㍿'S-\"'re…<|endoftext|>'Śḍ̇!!", "tokens": 42, "pieces": ["<|", "endoftext", "|>'", "ll", "123", "456", "78", "   \n", "漢", "'re", "३", "㍿'", "S", "-\"'", "re", "…", "<|", "endoftext", "|>'", "S", "́ḋ", "̣!!"]}
+{"text": "ḍ̇0!\t​👍🏽9ſ(dⅣt'VE­0'D<漢\r\n\r\nＡ<|fim_prefix|>EOTfi", "tokens": 44, "pieces": ["ḋ", "̣", "0", "!", "\t", "​👍🏽", "9", "ſ", "(d", "Ⅳ", "t", "'VE", "­", "0", "'D", "<漢", "\r\n\r\n", "Ａ", "<|", "fim", "_prefix", "|>", "EOTfi"]}
+{"text": "‍  \"\rsß½ꟲß😀🏽…漢'M㍿<́-t‍漢Zعd<|endoftext|>", "tokens": 43, "pieces": ["‍", " ", " \"\r", "sß", "½", "ꟲß", "😀🏽", "…漢", "'M", "㍿<́-", "t", "‍漢Zعd", "<|", "endoftext", "|>"]}
+{"text": " 're!ém<|fim_prefix|>​\r\n<|endoftext|>\rع​#$%'llḍ̇㋿𐞁Ａ!>\rå­12345678ſéꟲ٣٤٥٦Ａm\r\n\r\nع'ſ'", "tokens": 76, "pieces": [" '", "re", "!e", "́m", "<|", "fim", "_prefix", "|>​\r\n", "<|", "endoftext", "|>\r", "ع", "​#$%'", "llḋ", "̣㋿", "𐞁Ａ", "!>\r", "a", "̊­", "123", "456", "78", "ſe", "́ꟲ", "٣٤٥", "٦", "Ａm", "\r\n\r\n", "ع", "'ſ", "'"]}
+{"text": "'sEOTefi'\r\n\r\ń­ß<|endoftext|>t'reⅣ🙂", "tokens": 23, "pieces": ["'s", "EOTefi", "'\r\n\r\n", "́­", "ß", "<|", "endoftext", "|>", "t", "'re", "Ⅳ", "🙂"]}
+{"text": ">(😀🏽'M\téⅣ\u000b'VE!!   \n(\tm\t12345678<.t<|fim_prefix|>'re​,  ́ꟲ!!​<EOT>\r\nDž'sḍ̇", "tokens": 56, "pieces": [">(😀🏽'", "M", "\té", "Ⅳ", "\u000b", "'VE", "!!", "   \n", "(", "\tm", "\t", "123", "456", "78", "<.", "t", "<|", "fim", "_prefix", "|>'", "re", "​,", " ", " ́", "ꟲ", "!!​<", "EOT", ">\r\n", "Dž", "'s", "ḋ", "̣"]}
+{"text": "🙂'ſⅣ'Re漢́㍿<META_START>'Mmd-t!!🙂-!!'Sİ'ſ३㋿\r𐞁'S'T<|endoftext|>m'VEſ…dع'rem٣٤٥٦", "tokens": 70, "pieces": ["🙂'", "ſ", "Ⅳ", "'Re", "漢", "́㍿<", "META", "_START", ">'", "Mmd", "-t", "!!🙂-!!'", "Sİ", "'ſ", "३", "㋿\r", "𐞁", "'S", "'T", "<|", "endoftext", "|>", "m", "'VE", "ſ", "…dع", "'re", "m", "٣٤٥", "٦"]}
+{"text": "-👍🏽­'ll12345678!३㋿ß‍ 'så\r\nⅣ\r\n\r\n
\r\n ㍿३ m   \n\t", "tokens": 42, "pieces": ["-👍🏽­'", "ll", "123", "456", "78", "!", "३", "㋿ß", "‍", " '", "sa", "̊\r\n", "Ⅳ", "\r\n\r\n
\r\n", " ", "㍿", "३", " m", "   \n\t"]}
+{"text": "ḍ̇!m㍿s\r　,𐞁ع  fí", "tokens": 23, "pieces": ["ḋ", "̣!", "m", "㍿s", "\r", "　", ",𐞁ع", " ", " fi", "́"]}
+{"text": ",İ\r\n\u000b", "tokens": 4, "pieces": [",İ", "\r\n\u000b"]}
+{"text": "‍#$%<'S'ReⅣee𐞁'M \r\n9-٣٤٥٦…,'re٣٤٥٦'M'VE<META_START>  'T٣٤٥٦<META_START>Ａ-\"-'VEſſ-", "tokens": 70, "pieces": ["‍#$%<'", "S", "'Re", "Ⅳ", "ee𐞁", "'M", " \r\n", "9", "-", "٣٤٥", "٦", "…", ",'", "re", "٣٤٥", "٦", "'M", "'VE", "<META", "_START", ">", " ", " '", "T", "٣٤٥", "٦", "<META", "_START", ">Ａ", "-\"-'", "VEſſ", "-"]}
+{"text": "<|endoftext|>३ <‍<EOT>İ'så३'Mta's'M'ſ're  \r\n\r\nꟲ\n😀🏽'Reꟲå\ndꟲ9Z\r\u000b   \n\r\nté­İ", "tokens": 64, "pieces": ["<|", "endoftext", "|>", "३", " <‍<", "EOT", ">İ", "'s", "a", "̊", "३", "'M", "ta", "'s", "'M", "'ſ", "'re", "  \r\n\r\n", "ꟲ", "\n", "😀🏽'", "Reꟲa", "̊\n", "dꟲ", "9", "Z", "\r\u000b   \n\r\n", "té", "­İ"]}
+{"text": "<META_START>㋿<META_START><|endoftext|>é<EOT>‍å   \n३!😀🏽  \n'VE\t\r\n\r\n\néßå🙂\r\n\r\nfia", "tokens": 51, "pieces": ["<META", "_START", ">㋿<", "META", "_START", "><|", "endoftext", "|>", "é", "<EOT", ">‍", "a", "̊", "   \n", "३", "!😀🏽", "  \n", "'VE", "\t\r\n\r\n\n", "éßa", "̊🙂\r\n\r\n", "fia"]}
+{"text": "字s12345678", "tokens": 5, "pieces": ["字s", "123", "456", "78"]}
+{"text": "ḍ̇m㋿\n👍🏽,😀🏽 漢   \n­<!0'ſå0EOTİ字字å👍🏽😀🏽½", "tokens": 56, "pieces": ["ḋ", "̣m", "㋿\n", "👍🏽,😀🏽", " 漢", "   \n", "­<!", "0", "'ſ", "a", "̊", "0", "EOTİ字字a", "̊👍🏽😀🏽", "½"]}
+{"text": "\u000b́'MİＡ12345678EOT<|fim_prefix|>'T漢\t́'MåEOT're<META_START>9t­\rß!　Ⅳ‍'Re\r", "tokens": 49, "pieces": ["\u000b", "́'", "MİＡ", "123", "456", "78", "EOT", "<|", "fim", "_prefix", "|>'", "T漢", "\t", "́'", "Ma", "̊EOT", "'re", "<META", "_START", ">", "9", "t", "­\r", "ß", "!", "　", "Ⅳ", "‍'", "Re", "\r"]}
+{"text": "漢٣٤٥٦d<|fim_prefix|>'sEOT #$%​<|endoftext|> 'Sfiع!\"ſ漢", "tokens": 42, "pieces": ["漢", "٣٤٥", "٦", "d", "<|", "fim", "_prefix", "|>'", "sEOT", " ", "#$%​<|", "endoftext", "|>", " ", "'S", "fiع", "!\"", "ſ漢"]}
+{"text": "'🙂ſ३'VE99
t…🙂字EOT0.   \n​عEOTtꟲDžfí'llİ‍\r\né", "tokens": 44, "pieces": ["'🙂", "ſ", "३", "'VE", "99", "
t", "…", "🙂字EOT", "0", ".", "   \n", "​عEOTtꟲDžfi", "́'", "llİ", "‍\r\n", "e", "́"]}
+{"text": "'S​'ll‍
İ", "tokens": 9, "pieces": ["'S", "​'", "ll", "‍", "
İ"]}
+{"text": "å'Så  ३<EOT>é👍🏽'VE><\r\n\r\n😀🏽𐞁'<META_START>aEOT\r\n\r\nß'll0Dže​Ａꟲ", "tokens": 53, "pieces": ["a", "̊'", "Sa", "̊", " ", " ", "३", "<EOT", ">é", "👍🏽'", "VE", "><\r\n\r\n", "😀🏽", "𐞁", "'<", "META", "_START", ">aEOT", "\r\n\r\n", "ß", "'ll", "0", "Dže", "​Ａꟲ"]}
+{"text": "''Mع<META_START>>🙂ꟲ\r\n 9e\"字
", "tokens": 20, "pieces": ["''", "Mع", "<META", "_START", ">>🙂", "ꟲ", "\r\n", " ", "9", "e", "\"字", "
"]}
+{"text": ",
!<|endoftext|>‍㍿…'M‍㍿  \r\n'Mtİḍ̇fi👍🏽.\r\n\r\né>'re\"\r\n", "tokens": 45, "pieces": [",", "
", "!<|", "endoftext", "|>‍㍿", "…", "'M", "‍㍿", "  \r\n", "'M", "tİḋ", "̣fi", "👍🏽.\r\n\r\n", "é", ">'", "re", "\"\r\n"]}
+{"text": "'M'D‍012345678'll12345678<|fim_prefix|>\u000bＡ　ḍ̇!Ⅳ,'ll‍Ａ>İé   \n👍🏽're9''ll<META_START>漢-.a\n㋿é", "tokens": 65, "pieces": ["'M", "'D", "‍", "012", "345", "678", "'ll", "123", "456", "78", "<|", "fim", "_prefix", "|>", "\u000bＡ", "　ḋ", "̣!", "Ⅳ", ",'", "ll", "‍Ａ", ">İe", "́", "   \n", "👍🏽'", "re", "9", "''", "ll", "<META", "_START", ">漢", "-.", "a", "\n", "㋿é"]}
+{"text": "'VE-'llḍ̇fi'DⅣ.​,́", "tokens": 18, "pieces": ["'VE", "-'", "llḋ", "̣fi", "'D", "Ⅳ", ".​,́"]}
+{"text": "<|endoftext|>tm😀🏽!!'T,'sfi,漢,'ſfiZé<|fim_prefix|>,,!!
\t", "tokens": 42, "pieces": ["<|", "endoftext", "|>", "tm", "😀🏽!!'", "T", ",'", "sfi", ",漢", ",'", "ſfiZe", "́<|", "fim", "_prefix", "|>,,!!", "
\t"]}
+{"text": "́'Reꟲ   \n'M>.　9 EOT#$%👍🏽t字   \nt​  ٣٤٥٦(<|fim_prefix|>'re\t", "tokens": 45, "pieces": ["́'", "Reꟲ", "   \n", "'M", ">.", "　", "9", " EOT", "#$%👍🏽", "t字", "   \n", "t", "​", " ", " ", "٣٤٥", "٦", "(<|", "fim", "_prefix", "|>'", "re", "\t"]}
+{"text": "\t're…'VEſ字ea🙂\re٣٤٥٦'T字'reé'llꟲ'ſ½   \nⅣa", "tokens": 40, "pieces": ["\t", "'re", "…", "'VE", "ſ字ea", "🙂\r", "e", "٣٤٥", "٦", "'T", "字", "'re", "e", "́'", "llꟲ", "'ſ", "½", "   \n", "Ⅳ", "a"]}
+{"text": "\tⅣe　0漢\u000b<EOT>'D,　,漢Ⅳع😀🏽é́
'D<META_START>   \n\t.‍dꟲİ‍#$%Ａ'T", "tokens": 52, "pieces": ["\t", "Ⅳ", "e", "　", "0", "漢", "\u000b", "<EOT", ">'", "D", ",", "　", ",漢", "Ⅳ", "ع", "😀🏽", "é", "́", "
", "'D", "<META", "_START", ">", "   \n", "\t", ".‍", "dꟲİ", "‍#$%", "Ａ", "'T"]}
+{"text": "字!!'s  're'D\r\n\r\n(​👍🏽\r\n\r\n𐞁'll fiDž123456780‍'Tå漢٣٤٥٦", "tokens": 47, "pieces": ["字", "!!'", "s", " ", " '", "re", "'D", "\r\n\r\n", "(​👍🏽\r\n\r\n", "𐞁", "'ll", " fiDž", "123", "456", "780", "‍'", "Ta", "̊漢", "٣٤٥", "٦"]}
+{"text": "Ⅳ. ⅣEOT  \raſ漢<👍🏽-!e.٣٤٥٦.m", "tokens": 35, "pieces": ["Ⅳ", ".", " ", "Ⅳ", "EOT", "  \r", "aſ漢", "<👍🏽-!", "e", ".", "٣٤٥", "٦", ".m"]}
+{"text": "-#$%'T…Z<|fim_prefix|>\"9   \n½<|fim_prefix|>'M", "tokens": 25, "pieces": ["-#$%'", "T", "…Z", "<|", "fim", "_prefix", "|>\"", "9", "   \n", "½", "<|", "fim", "_prefix", "|>'", "M"]}
+{"text": "ꟲ३'T  .
<''T'ReＡe'S<META_START><|endoftext|>​a<|endoftext|>𐞁\r\n　>EOT're😀🏽Z'T\"#$%ßZ'll\r\n\r\n㍿", "tokens": 63, "pieces": ["ꟲ", "३", "'T", " ", " .", "
", "<''", "T", "'Re", "Ａe", "'S", "<META", "_START", "><|", "endoftext", "|>​", "a", "<|", "endoftext", "|>", "𐞁", "\r\n", "　", ">EOT", "'re", "😀🏽", "Z", "'T", "\"#$%", "ßZ", "'ll", "\r\n\r\n", "㍿"]}
+{"text": ">m­​   \n'Ds\u000bé㋿́", "tokens": 12, "pieces": [">m", "­​", "   \n", "'D", "s", "\u000bé", "㋿́"]}
+{"text": "<‍\n'MZfiß\tfi!'S\r…'s!!tǻ漢عꟲعå'ſEOT", "tokens": 38, "pieces": ["<‍\n", "'M", "Zfiß", "\tfi", "!'", "S", "\r", "…", "'s", "!!", "ta", "̊́", "漢عꟲعa", "̊'", "ſEOT"]}
+{"text": "字😀🏽👍🏽‍ع\u000b'S㍿<|endoftext|>a!'ll", "tokens": 30, "pieces": ["字", "😀🏽👍🏽‍", "ع", "\u000b", "'S", "㍿<|", "endoftext", "|>", "a", "!'", "ll"]}
+{"text": "ꟲ<|endoftext|>‍😀🏽<META_START>​('ſ<|endoftext|>\t  ​\u000b'D!!㍿'s\r\n\r\n>\"字   \n‍", "tokens": 48, "pieces": ["ꟲ", "<|", "endoftext", "|>‍😀🏽<", "META", "_START", ">​('", "ſ", "<|", "endoftext", "|>", "\t ", " ​", "\u000b", "'D", "!!㍿'", "s", "\r\n\r\n", ">\"", "字", "   \n", "‍"]}
+{"text": "m   \n漢<EOT>'S  \"İ漢𐞁", "tokens": 17, "pieces": ["m", "   \n", "漢", "<EOT", ">'", "S", " ", " \"", "İ漢𐞁"]}
+{"text": " EOTé٣٤٥٦a#$%عEOT#$%ع\n🙂  aZ​EOT\r\nع字m'Re𐞁Ⅳ'SＡ'S  \u000b
!EOT'll<META_START>字", "tokens": 58, "pieces": [" EOTe", "́", "٣٤٥", "٦", "a", "#$%", "عEOT", "#$%", "ع", "\n", "🙂", " ", " aZ", "​EOT", "\r\n", "ع字m", "'Re", "𐞁", "Ⅳ", "'S", "Ａ", "'S", "  \u000b", "
", "!EOT", "'ll", "<META", "_START", ">字"]}
+{"text": "́عé३'re!!.'­a !0s…\"åé's😀🏽9", "tokens": 29, "pieces": ["́عe", "́", "३", "'re", "!!.'­", "a", " !", "0", "s", "…", "\"a", "̊e", "́'", "s", "😀🏽", "9"]}
+{"text": "ḍ̇é\t>\r.d‍'Re字 \tß!<EOT>\t   \n漢'fi t", "tokens": 29, "pieces": ["ḋ", "̣é", "\t", ">\r", ".d", "‍'", "Re字", " ", "\tß", "!<", "EOT", ">", "\t   \n", "漢", "'fi", " t"]}
+{"text": "Z'S0Ａ\r\n\r\n\r\n\r\nß,㋿", "tokens": 11, "pieces": ["Z", "'S", "0", "Ａ", "\r\n\r\n\r\n\r\n", "ß", ",㋿"]}
+{"text": "½é½😀🏽#$%­😀🏽0 9ſ(\r\r>𐞁'Sß-<|fim_prefix|>👍🏽\n👍🏽İ\"عZ'Z,
", "tokens": 62, "pieces": ["½", "e", "́", "½", "😀🏽#$%­😀🏽", "0", " ", "9", "ſ", "(\r\r", ">𐞁", "'S", "ß", "-<|", "fim", "_prefix", "|>👍🏽\n", "👍🏽", "İ", "\"عZ", "'Z", ",", "
"]}
+{"text": "!DžEOT's𐞁t ́\t🙂a٣٤٥٦ḍ̇ꟲＡZ  <EOT>.m0  !!İ'Dt\r'll<|endoftext|>Z\nZ#$%'s­㋿‍#$%", "tokens": 71, "pieces": ["!DžEOT", "'s", "𐞁t", " ́", "\t", "🙂a", "٣٤٥", "٦", "ḋ", "̣ꟲＡZ", " ", " <", "EOT", ">.", "m", "0", " ", " !!", "İ", "'D", "t", "\r", "'ll", "<|", "endoftext", "|>", "Z", "\n", "Z", "#$%'", "s", "­㋿‍#$%"]}
+{"text": "<(d  İs 9!!\r\n\r\n<|endoftext|>s…\r\n'ſ'D'ſ", "tokens": 27, "pieces": ["<(", "d", " ", " İs", " ", "9", "!!\r\n\r\n", "<|", "endoftext", "|>", "s", "…\r\n", "'ſ", "'D", "'ſ"]}
+{"text": "́½0", "tokens": 3, "pieces": ["́", "½0"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㋿é­", "tokens": 5, "pieces": ["㋿é", "­"]}
+{"text": "😀🏽<EOT>aع'VE\"9㍿#$%😀🏽
eEOT!!'sſ<|fim_prefix|>'Re\u000bZ漢'T>­𐞁३　e'ſ‍", "tokens": 62, "pieces": ["😀🏽<", "EOT", ">aع", "'VE", "\"", "9", "㍿#$%😀🏽", "
eEOT", "!!'", "sſ", "<|", "fim", "_prefix", "|>'", "Re", "\u000bZ漢", "'T", ">­", "𐞁", "३", "　e", "'ſ", "‍"]}
+{"text": "#$% #$%Zꟲ漢　EOT'ſ'reＡ­'VE漢😀🏽३😀🏽s9( >\r   \n\u000b
m<|fim_prefix|><   \n٣٤٥٦​e\r\n٣٤٥٦
", "tokens": 76, "pieces": ["#$%", " ", "#$%", "Zꟲ漢", "　EOT", "'ſ", "'re", "Ａ", "­'", "VE漢", "😀🏽", "३", "😀🏽", "s", "9", "(", " >\r", "   \n", "\u000b", "
m", "<|", "fim", "_prefix", "|><", "   \n", "٣٤٥", "٦", "​e", "\r\n", "٣٤٥", "٦", "
"]}
+{"text": "'s<META_START> 
\nİ,'VE　-a   \n\r12345678#$%'S", "tokens": 22, "pieces": ["'s", "<META", "_START", ">", " 
\n", "İ", ",'", "VE", "　", "-a", "   \n\r", "123", "456", "78", "#$%'", "S"]}
+{"text": "'Mdꟲ字", "tokens": 6, "pieces": ["'M", "dꟲ字"]}
+{"text": "…ſ　12345678…㍿  😀🏽m!!ḍ̇", "tokens": 27, "pieces": ["…ſ", "　", "123", "456", "78", "…", "㍿", " ", " ", "😀🏽", "m", "!!", "ḋ", "̣"]}
+{"text": "12345678e.fi're#$%­   \n,漢𐞁👍🏽", "tokens": 25, "pieces": ["123", "456", "78", "e", ".fi", "'re", "#$%­", "   \n", ",漢𐞁", "👍🏽"]}
+{"text": ". 漢sss\u000b\r\n\r\nſs\n😀🏽\t'ret EOT!!‍㍿,\r're\u000b'Re\"Ⅳ'M  ", "tokens": 38, "pieces": [".", " 漢sss", "\u000b\r\n\r\n", "ſs", "\n", "😀🏽", "\t", "'re", "t", " EOT", "!!‍㍿,\r", "'re", "\u000b", "'Re", "\"", "Ⅳ", "'M", "  "]}
+{"text": "!!(!!🙂Ａ㋿㍿0㍿", "tokens": 17, "pieces": ["!!(!!🙂", "Ａ", "㋿㍿", "0", "㍿"]}
+{"text": "𐞁Ź\r\n\r\n're'Tſ'D\td'T're9­<EOT>​e🙂Zع\n'D­\r\n\u000b😀🏽½.ع字😀🏽İEOT½", "tokens": 50, "pieces": ["𐞁Z", "́\r\n\r\n", "'re", "'T", "ſ", "'D", "\td", "'T", "'re", "9", "­<", "EOT", ">​", "e", "🙂Zع", "\n", "'D", "­\r\n", "\u000b", "😀🏽", "½", ".ع字", "😀🏽", "İEOT", "½"]}
+{"text": "İ>", "tokens": 2, "pieces": ["İ", ">"]}
+{"text": "é𐞁漢", "tokens": 7, "pieces": ["é𐞁漢"]}
+{"text": "!!   \n½👍🏽😀🏽#$%<|endoftext|><|fim_prefix|>.㋿<|endoftext|>\u000b", "tokens": 40, "pieces": ["!!", "   \n", "½", "👍🏽😀🏽#$%<|", "endoftext", "|><|", "fim", "_prefix", "|>.㋿<|", "endoftext", "|>", "\u000b"]}
+{"text": "'ll\r\n<|endoftext|>İ­\r\n\r\n's t's'reét\r٣٤٥٦dd(><EOT>m<|endoftext|>'D㍿é", "tokens": 46, "pieces": ["'ll", "\r\n", "<|", "endoftext", "|>", "İ", "­\r\n\r\n", "'s", " t", "'s", "'re", "e", "́t", "\r", "٣٤٥", "٦", "dd", "(><", "EOT", ">m", "<|", "endoftext", "|>'", "D", "㍿é"]}
+{"text": "𐞁𐞁'T", "tokens": 9, "pieces": ["𐞁𐞁", "'T"]}
+{"text": "12345678'T'ſ#$%d​EOTⅣ-…<|fim_prefix|>ꟲ's12345678Džé'llm'VE(Ａåİ́", "tokens": 47, "pieces": ["123", "456", "78", "'T", "'ſ", "#$%", "d", "​EOT", "Ⅳ", "-", "…", "<|", "fim", "_prefix", "|>", "ꟲ", "'s", "123", "456", "78", "Džé", "'ll", "m", "'VE", "(Ａa", "̊İ", "́"]}
+{"text": "👍🏽12345678­ <EOT>   \n0å'S​́ſ0Dž9s12345678é\"ſEOT'llḍ̇-éDžfi're'S", "tokens": 55, "pieces": ["👍🏽", "123", "456", "78", "­", " ", "<EOT", ">", "   \n", "0", "a", "̊'", "S", "​́", "ſ", "0", "Dž", "9", "s", "123", "456", "78", "e", "́\"", "ſEOT", "'ll", "ḋ", "̣-", "e", "́Džfi", "'re", "'S"]}
+{"text": "'llåfi😀🏽e\r\n\t　d<|fim_prefix|>", "tokens": 23, "pieces": ["'ll", "a", "̊fi", "😀🏽", "e", "\r\n", "\t", "　d", "<|", "fim", "_prefix", "|>"]}
+{"text": "'Re\r\n\r\n<META_START><|endoftext|>#$%(    \n", "tokens": 15, "pieces": ["'Re", "\r\n\r\n", "<META", "_START", "><|", "endoftext", "|>#$%(", "    \n"]}
+{"text": ",<META_START>­s.\t\u000b㋿
!!😀🏽'M<|endoftext|>#$%㋿漢e's🙂\t३e'T'm!!.,EOT
<META_START>­mꟲZ", "tokens": 62, "pieces": [",<", "META", "_START", ">­", "s", ".", "\t", "\u000b", "㋿", "
", "!!😀🏽'", "M", "<|", "endoftext", "|>#$%㋿", "漢e", "'s", "🙂", "\t", "३", "e", "'T", "'m", "!!.,", "EOT", "
", "<META", "_START", ">­", "mꟲZ"]}
+{"text": "​>ꟲꟲ㋿\r\nſ👍🏽'Re'T ½'M(", "tokens": 27, "pieces": ["​>", "ꟲꟲ", "㋿\r\n", "ſ", "👍🏽'", "Re", "'T", " ", "½", "'M", "("]}
+{"text": "Ａꟲſ
!dfiEOT12345678", "tokens": 18, "pieces": ["Ａꟲſ", "
", "!dfiEOT", "123", "456", "78"]}
+{"text": "字'S<|endoftext|>9('llꟲ,d-\r\n\r\n12345678té\r\n\r\n٣٤٥٦'S9🙂\"-ꟲＡ9   \n>'llſ­EOT", "tokens": 51, "pieces": ["字", "'S", "<|", "endoftext", "|>", "9", "('", "llꟲ", ",d", "-\r\n\r\n", "123", "456", "78", "té", "\r\n\r\n", "٣٤٥", "٦", "'S", "9", "🙂\"-", "ꟲＡ", "9", "   \n", ">'", "llſ", "­EOT"]}
+{"text": "  ३fi㍿(\re'reſ\"'VE0😀🏽!!𐞁12345678<|endoftext|>ع ZZ'Reé­a9🙂́'ſ­s​", "tokens": 53, "pieces": [" ", " ", "३", "fi", "㍿(\r", "e", "'re", "ſ", "\"'", "VE", "0", "😀🏽!!", "𐞁", "123", "456", "78", "<|", "endoftext", "|>", "ع", " ZZ", "'Re", "é", "­a", "9", "🙂́'", "ſ", "­s", "​"]}
+{"text": "‍'re!!'Re\rfiDž½🙂'Dḍ̇d'ſ…'s\r\n\r\n\r\n('", "tokens": 31, "pieces": ["‍'", "re", "!!'", "Re", "\r", "fiDž", "½", "🙂'", "Dḋ", "̣d", "'ſ", "…", "'s", "\r\n\r\n\r\n", "('"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "!
\t​İ'M ㋿'Dm>ꟲ
'llEOTꟲ ꟲꟲ\"fi\r\nm!ß(…\u000b…𐞁", "tokens": 49, "pieces": ["!", "
", "\t", "​İ", "'M", " ㋿'", "Dm", ">ꟲ", "
", "'ll", "EOTꟲ", " ꟲꟲ", "\"fi", "\r\n", "m", "!ß", "(", "…\u000b", "…𐞁"]}
+{"text": "٣٤٥٦'D   \n#$%\t0-aå😀🏽0‍!e㍿🙂#$%fi-…٣٤٥٦é", "tokens": 49, "pieces": ["٣٤٥", "٦", "'D", "   \n", "#$%", "\t", "0", "-aa", "̊😀🏽", "0", "‍!", "e", "㍿🙂#$%", "fi", "-", "…", "٣٤٥", "٦", "é"]}
+{"text": "'re\r\n​!!   \n​漢Ａ<EOT>\r\n㍿!!\r\nع.😀🏽'ſ<|fim_prefix|>\rZ<\r\n", "tokens": 39, "pieces": ["'re", "\r\n", "​!!", "   \n", "​漢Ａ", "<EOT", ">\r\n", "㍿!!\r\n", "ع", ".😀🏽'", "ſ", "<|", "fim", "_prefix", "|>\r", "Z", "<\r\n"]}
+{"text": "­ꟲ9'M.Z　😀🏽'VE's😀🏽>\r\n\r\nß .
   \ń<META_START>'sḍ̇<EOT>'VEm", "tokens": 44, "pieces": ["­ꟲ", "9", "'M", ".Z", "　", "😀🏽'", "VE", "'s", "😀🏽>\r\n\r\n", "ß", " .", "
   \n", "́<", "META", "_START", ">'", "sḋ", "̣<", "EOT", ">'", "VEm"]}
+{"text": "Dž \r\n\r\nß㍿'re<|fim_prefix|>👍🏽'Re ​0", "tokens": 27, "pieces": ["Dž", " \r\n\r\n", "ß", "㍿'", "re", "<|", "fim", "_prefix", "|>👍🏽'", "Re", " ​", "0"]}
+{"text": "İe'll", "tokens": 3, "pieces": ["İe", "'ll"]}
+{"text": "ſ<|endoftext|>
é0'Re#$%<EOT>daꟲ  'S٣٤٥٦'Re½漢\r\n  ٣٤٥٦́　㍿Ａ'll㋿(", "tokens": 63, "pieces": ["ſ", "<|", "endoftext", "|>", "
e", "́", "0", "'Re", "#$%<", "EOT", ">daꟲ", " ", " '", "S", "٣٤٥", "٦", "'Re", "½", "漢", "\r\n", " ", " ", "٣٤٥", "٦", "́", "　", "㍿Ａ", "'ll", "㋿("]}
+{"text": "٣٤٥٦-tꟲ9EOT<EOT>ſ\u000b́Zm0<EOT>-.<|endoftext|>\r\n  ́  <'s<|endoftext|>
", "tokens": 52, "pieces": ["٣٤٥", "٦", "-tꟲ", "9", "EOT", "<EOT", ">ſ", "\u000b", "́Zm", "0", "<EOT", ">-.<|", "endoftext", "|>\r\n", " ", " ́", " ", " <'", "s", "<|", "endoftext", "|>", "
"]}
+{"text": "a'd12345678𐞁", "tokens": 9, "pieces": ["a", "'d", "123", "456", "78", "𐞁"]}
+{"text": "ß\r'ſ\u000b٣٤٥٦>Ⅳ㍿Ⅳséå<m\"   \n   \n\r\n\r\n'Re'D\u000b𐞁.<EOT>ſ𐞁\u000bİ'VE字EOT'Re😀🏽 0😀🏽eaⅣ", "tokens": 73, "pieces": ["ß", "\r", "'ſ", "\u000b", "٣٤٥", "٦", ">", "Ⅳ", "㍿", "Ⅳ", "séa", "̊<", "m", "\"", "   \n   \n\r\n\r\n", "'Re", "'D", "\u000b𐞁", ".<", "EOT", ">ſ𐞁", "\u000bİ", "'VE", "字EOT", "'Re", "😀🏽", " ", "0", "😀🏽", "ea", "Ⅳ"]}
+{"text": "\r\n\r\n<|endoftext|>!!\u000b'Dḍ̇å\r …a<|fim_prefix|>!!#$%👍🏽ꟲⅣ-\tt.<EOT>\r\n
\"​𐞁\"\r\n\r\n'Z'ſ'S#$%<META_START>", "tokens": 72, "pieces": ["\r\n\r\n", "<|", "endoftext", "|>!!", "\u000b", "'D", "ḋ", "̣a", "̊\r", " ", "…a", "<|", "fim", "_prefix", "|>!!#$%👍🏽", "ꟲ", "Ⅳ", "-", "\tt", ".<", "EOT", ">\r\n", "
", "\"​", "𐞁", "\"\r\n\r\n", "'Z", "'ſ", "'S", "#$%<", "META", "_START", ">"]}
+{"text": "<META_START>\r'T½\n٣٤٥٦'\"m\"𐞁<EOT>", "tokens": 26, "pieces": ["<META", "_START", ">\r", "'T", "½", "\n", "٣٤٥", "٦", "'\"", "m", "\"𐞁", "<EOT", ">"]}
+{"text": "\r\nⅣ\r'Reع㋿​d🙂m<|endoftext|>12345678dḍ̇\"'sſ<META_START>'Re½t#$%🙂e#$%　'll", "tokens": 50, "pieces": ["\r\n", "Ⅳ", "\r", "'Re", "ع", "㋿​", "d", "🙂m", "<|", "endoftext", "|>", "123", "456", "78", "dḋ", "̣\"'", "sſ", "<META", "_START", ">'", "Re", "½", "t", "#$%🙂", "e", "#$%", "　", "'ll"]}
+{"text": "🙂!!\n<|fim_prefix|>​'M0<|endoftext|>…‍fieſaet😀🏽​aZ  　'll👍🏽Ａ", "tokens": 51, "pieces": ["🙂!!\n", "<|", "fim", "_prefix", "|>​'", "M", "0", "<|", "endoftext", "|>", "…", "‍fieſaet", "😀🏽​", "aZ", "  ", "　", "'ll", "👍🏽", "Ａ"]}
+{"text": "#$%>. 😀🏽e\u000b'll👍🏽EOT\"٣٤٥٦eꟲ!!>٣٤٥٦12345678<\"ſa'Re'S\tDž12345678'D", "tokens": 57, "pieces": ["#$%>.", " 😀🏽", "e", "\u000b", "'ll", "👍🏽", "EOT", "\"", "٣٤٥", "٦", "eꟲ", "!!>", "٣٤٥", "٦12", "345", "678", "<\"", "ſa", "'Re", "'S", "\tDž", "123", "456", "78", "'D"]}
+{"text": "㍿\nع\r'ſ912345678Ⅳå,'M'Ré", "tokens": 21, "pieces": ["㍿\n", "ع", "\r", "'ſ", "912", "345", "678", "Ⅳ", "a", "̊,'", "M", "'Re", "́"]}
+{"text": "t'Dm🙂<\n0\r\n\r\n(d-🙂😀🏽-'SＡ😀🏽", "tokens": 26, "pieces": ["t", "'D", "m", "🙂<\n", "0", "\r\n\r\n", "(d", "-🙂😀🏽-'", "SＡ", "😀🏽"]}
+{"text": "Ⅳ9små're३ >​\"fi's<|fim_prefix|>!٣٤٥٦d‍İ#$%<|fim_prefix|>", "tokens": 46, "pieces": ["Ⅳ9", "sma", "̊'", "re", "३", " >​\"", "fi", "'s", "<|", "fim", "_prefix", "|>!", "٣٤٥", "٦", "d", "‍İ", "#$%<|", "fim", "_prefix", "|>"]}
+{"text": "㋿ Z", "tokens": 5, "pieces": ["㋿", " Z"]}
+{"text": "\"'\r\nİ<|fim_prefix|>.   \n<EOT>å.(\u000bfi🙂ḍ̇　 ٣٤٥٦İ𐞁åſ👍🏽", "tokens": 53, "pieces": ["\"'\r\n", "İ", "<|", "fim", "_prefix", "|>.", "   \n", "<EOT", ">a", "̊.(", "\u000bfi", "🙂ḋ", "̣", "　", " ", "٣٤٥", "٦", "İ𐞁a", "̊ſ", "👍🏽"]}
+{"text": "é  \r𐞁½🙂<META_START>३", "tokens": 16, "pieces": ["é", "  \r", "𐞁", "½", "🙂<", "META", "_START", ">", "३"]}
+{"text": "å👍🏽'D<EOT>ع　　́𐞁㍿'re👍🏽㍿½漢<|fim_prefix|>　😀🏽'ſå  e-㍿३", "tokens": 66, "pieces": ["a", "̊👍🏽'", "D", "<EOT", ">ع", "　", "　", "́𐞁", "㍿'", "re", "👍🏽㍿", "½", "漢", "<|", "fim", "_prefix", "|>", "　", "😀🏽'", "ſa", "̊", " ", " e", "-㍿", "३"]}
+{"text": "漢٣٤٥٦\r<|endoftext|>👍🏽٣٤٥٦½t…'VE'VE", "tokens": 40, "pieces": ["漢", "٣٤٥", "٦", "\r", "<|", "endoftext", "|>👍🏽", "٣٤٥", "٦½", "t", "…", "'VE", "'VE"]}
+{"text": "   \nİ-<漢\r\"\u000b
'S\r<|fim_prefix|><META_START>👍🏽sععt́㍿s<EOT>ꟲ𐞁\t<META_START>'9\t😀🏽", "tokens": 60, "pieces": ["   \n", "İ", "-<", "漢", "\r", "\"", "\u000b", "
", "'S", "\r", "<|", "fim", "_prefix", "|><", "META", "_START", ">👍🏽", "sععt", "́㍿", "s", "<EOT", ">ꟲ𐞁", "\t", "<META", "_START", ">'", "9", "\t", "😀🏽"]}
+{"text": "  👍🏽 #$%-​<META_START><ꟲİ'ſ㍿EOT><,!me👍🏽Ａ\n.d😀🏽Z'VE'VE>m'sZ", "tokens": 51, "pieces": [" ", " 👍🏽", " #$%-​<", "META", "_START", "><", "ꟲİ", "'ſ", "㍿EOT", "><,!", "me", "👍🏽", "Ａ", "\n", ".d", "😀🏽", "Z", "'VE", "'VE", ">m", "'s", "Z"]}
+{"text": "ſ 'Re-e\nDž\n<EOT>", "tokens": 12, "pieces": ["ſ", " ", "'Re", "-e", "\n", "Dž", "\n", "<EOT", ">"]}
+{"text": "ḍ̇ſésＡ'é'lls'ſ<EOT>­'M'll'sa😀🏽s", "tokens": 35, "pieces": ["ḋ", "̣ſe", "́sＡ", "'e", "́'", "lls", "'ſ", "<EOT", ">­'", "M", "'ll", "'s", "a", "😀🏽", "s"]}
+{"text": "'​\u000b'Mꟲs字👍🏽t\n𐞁\"İZ'ſ½\r ſ'T🙂㋿😀🏽٣٤٥٦<|fim_prefix|><META_START>é½ Ａ​<META_START>漢'VE9🙂é", "tokens": 78, "pieces": ["'​", "\u000b", "'M", "ꟲs字", "👍🏽", "t", "\n", "𐞁", "\"İZ", "'ſ", "½", "\r", " ſ", "'T", "🙂㋿😀🏽", "٣٤٥", "٦", "<|", "fim", "_prefix", "|><", "META", "_START", ">é", "½", " Ａ", "​<", "META", "_START", ">漢", "'VE", "9", "🙂e", "́"]}
+{"text": "
sé'M'VEsDžé.(‍\"'ſ", "tokens": 17, "pieces": ["
sé", "'M", "'VE", "sDžé", ".(‍\"'", "ſ"]}
+{"text": "'T12345678-\nd!!mé,9'll 'D\" ḍ̇m'ſ'T…<|endoftext|>12345678Ａ字#$%(fi12345678漢", "tokens": 49, "pieces": ["'T", "123", "456", "78", "-\n", "d", "!!", "mé", ",", "9", "'ll", " '", "D", "\"", " ḋ", "̣m", "'ſ", "'T", "…", "<|", "endoftext", "|>", "123", "456", "78", "Ａ字", "#$%(", "fi", "123", "456", "78", "漢"]}
+{"text": "<|endoftext|>Dž", "tokens": 9, "pieces": ["<|", "endoftext", "|>", "Dž"]}
+{"text": "‍<|endoftext|>><EOT><|fim_prefix|>'ſ   \nd's'llmⅣ'ſ'VE٣٤٥٦'VE\u000b'VE#$%dⅣꟲ字‍\r", "tokens": 58, "pieces": ["‍<|", "endoftext", "|>><", "EOT", "><|", "fim", "_prefix", "|>'", "ſ", "   \n", "d", "'s", "'ll", "m", "Ⅳ", "'ſ", "'VE", "٣٤٥", "٦", "'VE", "\u000b", "'VE", "#$%", "d", "Ⅳ", "ꟲ字", "‍\r"]}
+{"text": "'VEå9fi  'll-🙂!!
‍ééＡ\t\rfié<EOT>'D", "tokens": 36, "pieces": ["'VE", "a", "̊", "9", "fi", " ", " '", "ll", "-🙂!!", "
", "‍e", "́e", "́Ａ", "\t\r", "fie", "́<", "EOT", ">'", "D"]}
+{"text": "\rDž#$%0\r\n㍿́12345678å😀🏽'ſ👍🏽", "tokens": 31, "pieces": ["\r", "Dž", "#$%", "0", "\r\n", "㍿́", "123", "456", "78", "a", "̊😀🏽'", "ſ", "👍🏽"]}
+{"text": "  ́<'Re912345678!'re<|fim_prefix|><META_START>0\"EOT​t#$%9Z12345678­'ll\"'re🙂😀🏽　　0<'ſ", "tokens": 50, "pieces": [" ", " ́<'", "Re", "912", "345", "678", "!'", "re", "<|", "fim", "_prefix", "|><", "META", "_START", ">", "0", "\"EOT", "​t", "#$%", "9", "Z", "123", "456", "78", "­'", "ll", "\"'", "re", "🙂😀🏽", "　", "　", "0", "<'", "ſ"]}
+{"text": "\r\n12345678#$%​<|endoftext|>>…EOTⅣ'Séå,́\tＡ\nßZ 😀🏽٣٤٥٦'M!#$%", "tokens": 51, "pieces": ["\r\n", "123", "456", "78", "#$%​<|", "endoftext", "|>>", "…EOT", "Ⅳ", "'S", "éa", "̊,́", "\tＡ", "\n", "ßZ", " ", "😀🏽", "٣٤٥", "٦", "'M", "!#$%"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'!e'ſ!漢'M're0\"İ\r\n\r\n\"😀🏽ꟲeåé>s", "tokens": 31, "pieces": ["'!", "e", "'ſ", "!漢", "'M", "'re", "0", "\"İ", "\r\n\r\n", "\"😀🏽", "ꟲea", "̊e", "́>", "s"]}
+{"text": "Dž<|endoftext|>!!ſ  …t0　å'ſ", "tokens": 24, "pieces": ["Dž", "<|", "endoftext", "|>!!", "ſ", "  ", "…t", "0", "　a", "̊'", "ſ"]}
+{"text": "😀🏽\r's12345678Dž'漢​…(s'0\r\n\r\n…\r٣٤٥٦İ漢<|endoftext|>'Re\u000b ", "tokens": 46, "pieces": ["😀🏽\r", "'s", "123", "456", "78", "Dž", "'漢", "​", "…", "(s", "'", "0", "\r\n\r\n…\r", "٣٤٥", "٦", "İ漢", "<|", "endoftext", "|>'", "Re", "\u000b "]}
+{"text": "'D!!m'Sé​ß  \"‍Z'T'ssİ‍Dž<\t>Dž", "tokens": 25, "pieces": ["'D", "!!", "m", "'S", "é", "​ß", " ", " \"‍", "Z", "'T", "'s", "sİ", "‍Dž", "<", "\t", ">Dž"]}
+{"text": "ꟲ(9   \n
m👍🏽0Ⅳ\r'T  𐞁!\r\n\r\n>­ſ　\u000b>\t'd'S🙂Ⅳé<\"", "tokens": 44, "pieces": ["ꟲ", "(", "9", "   \n", "
m", "👍🏽", "0Ⅳ", "\r", "'T", " ", " 𐞁", "!\r\n\r\n", ">­", "ſ", "　", "\u000b", ">", "\t", "'d", "'S", "🙂", "Ⅳ", "é", "<\""]}
+{"text": "𐞁<META_START>'S#$%字ſ\u000b", "tokens": 15, "pieces": ["𐞁", "<META", "_START", ">'", "S", "#$%", "字ſ", "\u000b"]}
+{"text": ".🙂ꟲ<|endoftext|>s𐞁३12345678!ß(½ét!é  t\r\n३.", "tokens": 39, "pieces": [".🙂", "ꟲ", "<|", "endoftext", "|>", "s𐞁", "३12", "345", "678", "!ß", "(", "½", "e", "́t", "!é", " ", " t", "\r\n", "३", "."]}
+{"text": " ́s'VE.'S٣٤٥٦३٣٤٥٦-sſ'Ms…9're😀🏽t́Ａfi㋿‍'Re<½'M字0-'re!!EOT<META_START>'Ⅳå", "tokens": 71, "pieces": [" ́", "s", "'VE", ".'", "S", "٣٤٥", "٦३٣", "٤٥٦", "-sſ", "'M", "s", "…", "9", "'re", "😀🏽", "t", "́Ａfi", "㋿‍'", "Re", "<", "½", "'M", "字", "0", "-'", "re", "!!", "EOT", "<META", "_START", ">'", "Ⅳ", "a", "̊"]}
+{"text": "é('D 9ḿ'ſ\r'S", "tokens": 12, "pieces": ["é", "('", "D", " ", "9", "m", "́'", "ſ", "\r", "'S"]}
+{"text": " Zſ'\"", "tokens": 4, "pieces": [" Zſ", "'\""]}
+{"text": "漢​'Re<|endoftext|>Ⅳfi<EOT>!!", "tokens": 20, "pieces": ["漢", "​'", "Re", "<|", "endoftext", "|>", "Ⅳ", "fi", "<EOT", ">!!"]}
+{"text": "'M字<META_START>㋿éİß!!㋿ḍ̇Ａsꟲfi'T's漢!(ḍ̇Ⅳ😀🏽0åå9é", "tokens": 55, "pieces": ["'M", "字", "<META", "_START", ">㋿", "éİß", "!!㋿", "ḋ", "̣Ａsꟲfi", "'T", "'s", "漢", "!(", "ḋ", "̣", "Ⅳ", "😀🏽", "0", "a", "̊a", "̊", "9", "é"]}
+{"text": "\te字ꟲ….ſ", "tokens": 10, "pieces": ["\te字ꟲ", "…", ".ſ"]}
+{"text": "éd…­ ㋿٣٤٥٦​'t㋿İ.'Ts0𐞁
🙂'lltع  !!fi👍🏽!!́ ", "tokens": 53, "pieces": ["e", "́d", "…", "­", " ㋿", "٣٤٥", "٦", "​'", "t", "㋿İ", ".'", "Ts", "0", "𐞁", "
", "🙂'", "lltع", " ", " !!", "fi", "👍🏽!!́", " "]}
+{"text": "🙂'Re🙂'll​漢'D(\r\n\r\nİ!👍🏽's'M\n-😀🏽Z\r\r\n<<12345678İa\r\n\r\n", "tokens": 41, "pieces": ["🙂'", "Re", "🙂'", "ll", "​漢", "'D", "(\r\n\r\n", "İ", "!👍🏽'", "s", "'M", "\n", "-😀🏽", "Z", "\r\r\n", "<<", "123", "456", "78", "İa", "\r\n\r\n"]}
+{"text": "'ll字é'M\r\n\r\n\n<|endoftext|>'D'🙂Džéİ<'reå'Reé<|endoftext|>　'T\r<META_START>'D…
s12345678><  sḍ̇𐞁٣٤٥٦'ll<fi\r\n\r\n", "tokens": 77, "pieces": ["'ll", "字é", "'M", "\r\n\r\n\n", "<|", "endoftext", "|>'", "D", "'🙂", "Dže", "́İ", "<'", "rea", "̊'", "Reé", "<|", "endoftext", "|>", "　", "'T", "\r", "<META", "_START", ">'", "D", "…", "
s", "123", "456", "78", "><", " ", " sḋ", "̣𐞁", "٣٤٥", "٦", "'ll", "<fi", "\r\n\r\n"]}
+{"text": "
㍿'DＡ\r\n\r\n'!!>.'ſꟲ\neDž'Re\u000bع-🙂éé,m-\raİ ", "tokens": 40, "pieces": ["
", "㍿'", "DＡ", "\r\n\r\n", "'!!>.'", "ſꟲ", "\n", "eDž", "'Re", "\u000bع", "-🙂", "e", "́e", "́,", "m", "-\r", "aİ", " "]}
+{"text": "é0'Re٣٤٥٦", "tokens": 12, "pieces": ["e", "́", "0", "'Re", "٣٤٥", "٦"]}
+{"text": "d👍🏽  '\u000b…字'll٣٤٥٦<META_START> ſ'D", "tokens": 29, "pieces": ["d", "👍🏽", " ", " '", "\u000b", "…字", "'ll", "٣٤٥", "٦", "<META", "_START", ">", " ſ", "'D"]}
+{"text": "🙂­㋿́s​å​'redfiİ'D
\r\n\r\ne0'T,e…'re漢é!!", "tokens": 34, "pieces": ["🙂­㋿́", "s", "​a", "̊​'", "redfiİ", "'D", "
\r\n\r\n", "e", "0", "'T", ",e", "…", "'re", "漢e", "́!!"]}
+{"text": "'0!   \nⅣ9å㍿𐞁Z12345678é's…㍿!!('T
", "tokens": 35, "pieces": ["'", "0", "!", "   \n", "Ⅳ9", "a", "̊㍿", "𐞁Z", "123", "456", "78", "e", "́'", "s", "…", "㍿!!('", "T", "
"]}
+{"text": "m🙂'Ré", "tokens": 6, "pieces": ["m", "🙂'", "Re", "́"]}
+{"text": "٣٤٥٦ع́ḍ̇,👍🏽(́\r\nm's­'VE
👍🏽\"\r\nſ\u000b sZ٣٤٥٦.'Te𐞁\r'Da,ḍ̇\u000bꟲ!!", "tokens": 72, "pieces": ["٣٤٥", "٦", "ع", "́ḋ", "̣,👍🏽(́\r\n", "m", "'s", "­'", "VE", "
", "👍🏽\"\r\n", "ſ", "\u000b", " sZ", "٣٤٥", "٦", ".'", "Te𐞁", "\r", "'D", "a", ",ḋ", "̣", "\u000bꟲ", "!!"]}
+{"text": "12345678'MsＡ𐞁e٣٤٥٦🙂<EOT>　", "tokens": 27, "pieces": ["123", "456", "78", "'M", "sＡ𐞁e", "٣٤٥", "٦", "🙂<", "EOT", ">", "　"]}
+{"text": "fi­Ａ字mⅣ'D𐞁'T👍🏽😀🏽're!#$%٣٤٥٦\nd", "tokens": 41, "pieces": ["fi", "­Ａ字m", "Ⅳ", "'D", "𐞁", "'T", "👍🏽😀🏽'", "re", "!#$%", "٣٤٥", "٦", "\n", "d"]}
+{"text": "<'ReＡ\r\ns<!
عt'VE\nß   \n<EOT>'s'ret㍿́𐞁.12345678-'S🙂>字\r\n\r\ns<META_START>㍿\r\ne\r\na12345678👍🏽\r\n", "tokens": 63, "pieces": ["<'", "ReＡ", "\r\n", "s", "<!", "
عt", "'VE", "\n", "ß", "   \n", "<EOT", ">'", "s", "'re", "t", "㍿́", "𐞁", ".", "123", "456", "78", "-'", "S", "🙂>", "字", "\r\n\r\n", "s", "<META", "_START", ">㍿\r\n", "e", "\r\n", "a", "123", "456", "78", "👍🏽\r\n"]}
+{"text": "m'ReⅣ​㋿…'VEعßd'S'Re　漢12345678Dž  \té   \n's.\rfi   \n.<EOT>", "tokens": 39, "pieces": ["m", "'Re", "Ⅳ", "​㋿", "…", "'VE", "عßd", "'S", "'Re", "　漢", "123", "456", "78", "Dž", "  ", "\té", "   \n", "'s", ".\r", "fi", "   \n", ".<", "EOT", ">"]}
+{"text": "​>", "tokens": 2, "pieces": ["​>"]}
+{"text": "!!t३#$%   \n\r\n\r㍿#$%9<EOT>ß'ḍ̇­mdé
́.", "tokens": 33, "pieces": ["!!", "t", "३", "#$%", "   \n\r\n\r", "㍿#$%", "9", "<EOT", ">ß", "'ḋ", "̣­", "mde", "́", "
", "́."]}
+{"text": "m  t　'reḍ̇​<|endoftext|>0<|endoftext|>👍🏽<META_START>", "tokens": 36, "pieces": ["m", " ", " t", "　", "'re", "ḋ", "̣​<|", "endoftext", "|>", "0", "<|", "endoftext", "|>👍🏽<", "META", "_START", ">"]}
+{"text": " s ,İꟲع'<EOT>'s'S字t漢-<EOT>😀🏽12345678\r<|fim_prefix|>ꟲ's\ré's'Dfi<|endoftext|>ḍ̇'ſDž'll,字", "tokens": 71, "pieces": [" s", " ,", "İꟲع", "'<", "EOT", ">'", "s", "'S", "字t漢", "-<", "EOT", ">😀🏽", "123", "456", "78", "\r", "<|", "fim", "_prefix", "|>", "ꟲ", "'s", "\r", "e", "́'", "s", "'D", "fi", "<|", "endoftext", "|>", "ḋ", "̣'", "ſDž", "'ll", ",字"]}
+{"text": "
m<|endoftext|><|endoftext|>㋿<|endoftext|>­<EOT>\"(½\u000b\r'S\"(a'Sḍ̇é½'ſå😀🏽a­🙂­ \nſ'Re👍🏽,\u000bd 👍🏽", "tokens": 82, "pieces": ["
m", "<|", "endoftext", "|><|", "endoftext", "|>㋿<|", "endoftext", "|>­<", "EOT", ">\"(", "½", "\u000b\r", "'S", "\"(", "a", "'S", "ḋ", "̣é", "½", "'ſ", "a", "̊😀🏽", "a", "­🙂­", " \n", "ſ", "'Re", "👍🏽,", "\u000bd", " ", "👍🏽"]}
+{"text": "d‍३", "tokens": 5, "pieces": ["d", "‍", "३"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\u000b,\r٣٤٥٦'ll ‍<-!­.\r", "tokens": 20, "pieces": ["\u000b", ",\r", "٣٤٥", "٦", "'ll", " ", "‍<-!­.\r"]}
+{"text": "😀🏽'D​​字", "tokens": 9, "pieces": ["😀🏽'", "D", "​​", "字"]}
+{"text": "'S­   \nⅣ>", "tokens": 6, "pieces": ["'S", "­", "   \n", "Ⅳ", ">"]}
+{"text": "́İ㋿ 字é!'Re<é'ſ(٣٤٥٦ ", "tokens": 26, "pieces": ["́İ", "㋿", " 字é", "!'", "Re", "<e", "́'", "ſ", "(", "٣٤٥", "٦", " "]}
+{"text": "­m\r\"<('Re s>😀🏽#$%字  ‍é''VE\tⅣd\rＡ ", "tokens": 32, "pieces": ["­m", "\r", "\"<('", "Re", " s", ">😀🏽#$%", "字", " ", " ‍", "e", "́''", "VE", "\t", "Ⅳ", "d", "\r", "Ａ", " "]}
+{"text": "'VE<|endoftext|>\r\n\r\ntaEOT<\u000b🙂​Ａ-́<META_START>𐞁-'ſ-👍🏽'́d​ſ​e'M<9\r\n-'s'Déet́9", "tokens": 58, "pieces": ["'VE", "<|", "endoftext", "|>\r\n\r\n", "taEOT", "<", "\u000b", "🙂​", "Ａ", "-́<", "META", "_START", ">𐞁", "-'", "ſ", "-👍🏽'́", "d", "​ſ", "​e", "'M", "<", "9", "\r\n", "-'", "s", "'D", "éet", "́", "9"]}
+{"text": "३\t 'VE12345678'S   \nſDž\r\néd'M'S…s<META_START>\n　<EOT>>t<|fim_prefix|>👍🏽<|fim_prefix|>́'VE1234567812345678<|endoftext|>ꟲ३", "tokens": 72, "pieces": ["३", "\t", " ", "'VE", "123", "456", "78", "'S", "   \n", "ſDž", "\r\n", "éd", "'M", "'S", "…s", "<META", "_START", ">\n", "　", "<EOT", ">>", "t", "<|", "fim", "_prefix", "|>👍🏽<|", "fim", "_prefix", "|>́'", "VE", "123", "456", "781", "234", "567", "8", "<|", "endoftext", "|>", "ꟲ", "३"]}
+{"text": "0'M　ḍ̇🙂　", "tokens": 11, "pieces": ["0", "'M", "　ḋ", "̣🙂", "　"]}
+{"text": "-<|fim_prefix|>Dž́㋿-'TⅣ🙂३   \n<EOT>漢're-e'VE'M(\"𐞁字", "tokens": 39, "pieces": ["-<|", "fim", "_prefix", "|>", "Dž", "́㋿-'", "T", "Ⅳ", "🙂", "३", "   \n", "<EOT", ">漢", "'re", "-e", "'VE", "'M", "(\"", "𐞁字"]}
+{"text": ".㋿㍿", "tokens": 7, "pieces": [".㋿㍿"]}
+{"text": ",0'll#$%ꟲ\t-…　३  Ａ　ſİ'S'Smfi\n
", "tokens": 30, "pieces": [",", "0", "'ll", "#$%", "ꟲ", "\t", "-", "…", "　", "३", " ", " Ａ", "　ſİ", "'S", "'S", "mfi", "\n
"]}
+{"text": "ع́​ 　<字    \n'VÉ#$%\u000b('D å३½'TDžＡ-EOT ꟲßEOTＡ'S", "tokens": 40, "pieces": ["ع", "́​", " ", "　", "<字", "    \n", "'VE", "́#$%", "\u000b", "('", "D", " a", "̊", "३½", "'T", "DžＡ", "-EOT", " ꟲßEOTＡ", "'S"]}
+{"text": "ع‍'s'S٣٤٥٦Z字'VEİ<'re<EOT>éé!!EOT12345678…½<'VE\tåaⅣ…éZ'S\n
Ａ-​\r\n\r\n", "tokens": 57, "pieces": ["ع", "‍'", "s", "'S", "٣٤٥", "٦", "Z字", "'VE", "İ", "<'", "re", "<EOT", ">ée", "́!!", "EOT", "123", "456", "78", "…", "½", "<'", "VE", "\ta", "̊a", "Ⅳ", "…e", "́Z", "'S", "\n", "
Ａ", "-​\r\n\r\n"]}
+{"text": "­　½d\u000bedZ're-m字#$%ḍ̇'re
ḍ̇́漢(>(İ👍🏽<|endoftext|>𐞁<|fim_prefix|>㋿'T字'Re\r\nİ0字", "tokens": 67, "pieces": ["­", "　", "½", "d", "\u000bedZ", "'re", "-m字", "#$%", "ḋ", "̣'", "re", "
ḋ", "̣́", "漢", "(>(", "İ", "👍🏽<|", "endoftext", "|>", "𐞁", "<|", "fim", "_prefix", "|>㋿'", "T字", "'Re", "\r\n", "İ", "0", "字"]}
+{"text": "0‍é٣٤٥٦<|endoftext|><META_START><'Re३  -\r\n٣٤٥٦́\r\te  ,''T9㍿👍🏽字​<|fim_prefix|>", "tokens": 63, "pieces": ["0", "‍é", "٣٤٥", "٦", "<|", "endoftext", "|><", "META", "_START", "><'", "Re", "३", " ", " -\r\n", "٣٤٥", "٦", "́\r", "\te", " ", " ,''", "T", "9", "㍿👍🏽", "字", "​<|", "fim", "_prefix", "|>"]}
+{"text": "<|endoftext|><|fim_prefix|>'S🙂a!३\"'T字\ré0,123456780　\t­''VE㋿<|endoftext|> é", "tokens": 48, "pieces": ["<|", "endoftext", "|><|", "fim", "_prefix", "|>'", "S", "🙂a", "!", "३", "\"'", "T字", "\r", "e", "́", "0", ",", "123", "456", "780", "　", "\t", "­''", "VE", "㋿<|", "endoftext", "|>", " e", "́"]}
+{"text": "!'M\u000b<|endoftext|>å\u000b", "tokens": 14, "pieces": ["!'", "M", "\u000b", "<|", "endoftext", "|>", "a", "̊", "\u000b"]}
+{"text": ",'ll\nd漢ſ", "tokens": 8, "pieces": [",'", "ll", "\n", "d漢ſ"]}
+{"text": "eEOT'Tå\r'sḍ̇'ß\"<META_START>EOT\n㋿", "tokens": 25, "pieces": ["eEOT", "'T", "a", "̊\r", "'s", "ḋ", "̣'", "ß", "\"<", "META", "_START", ">EOT", "\n", "㋿"]}
+{"text": "'sfißḍ̇Ａé\n\u000bＡé'Mm<|fim_prefix|>å<|fim_prefix|>٣٤٥٦", "tokens": 46, "pieces": ["'s", "fißḋ", "̣Ａé", "\n", "\u000bＡe", "́'", "Mm", "<|", "fim", "_prefix", "|>", "a", "̊<|", "fim", "_prefix", "|>", "٣٤٥", "٦"]}
+{"text": "'M漢#$%ß..'\r\n0\u000b(́\"\r\nééfiⅣDž<EOT>　\n\u000bＡḍ̇Ａs", "tokens": 37, "pieces": ["'M", "漢", "#$%", "ß", "..'\r\n", "0", "\u000b", "(́\"\r\n", "ée", "́fi", "Ⅳ", "Dž", "<EOT", ">", "　\n", "\u000bＡḋ", "̣Ａs"]}
+{"text": "é   \nſ", "tokens": 5, "pieces": ["e", "́", "   \n", "ſ"]}
+{"text": "t　Z㋿,12345678.　EOT'VE
३­  Ⅳ㋿<|endoftext|>ßEOT!EOT'S", "tokens": 42, "pieces": ["t", "　Z", "㋿,", "123", "456", "78", ".", "　EOT", "'VE", "
", "३", "­", " ", " ", "Ⅳ", "㋿<|", "endoftext", "|>", "ßEOT", "!EOT", "'S"]}
+{"text": "٣٤٥٦<|endoftext|>😀🏽३😀🏽'DＡ'reß 'Re.<EOT>   \n　9éå're'ſ<'reع!! <‍me👍🏽'llm", "tokens": 69, "pieces": ["٣٤٥", "٦", "<|", "endoftext", "|>😀🏽", "३", "😀🏽'", "DＡ", "'re", "ß", " ", "'Re", ".<", "EOT", ">", "   \n", "　", "9", "éa", "̊'", "re", "'ſ", "<'", "reع", "!!", " ", "<‍", "me", "👍🏽'", "llm"]}
+{"text": "'M Zſtaé9́ Ⅳ'S٣٤٥٦<EOT>\r\n\r\n'ſ're'Re…", "tokens": 31, "pieces": ["'M", " Zſtaé", "9", "́", " ", "Ⅳ", "'S", "٣٤٥", "٦", "<EOT", ">\r\n\r\n", "'ſ", "'re", "'Re", "…"]}
+{"text": "!!漢<EOT>EOT字<漢", "tokens": 11, "pieces": ["!!", "漢", "<EOT", ">EOT字", "<漢"]}
+{"text": "\n   \n🙂​>‍'s字㍿s
're½EOT'Re'reé.   \n", "tokens": 26, "pieces": ["\n   \n", "🙂​>‍'", "s字", "㍿s", "
", "'re", "½", "EOT", "'Re", "'re", "e", "́.", "   \n"]}
+{"text": "\r\n\r\n'D́é-'lld!<META_START>𐞁\u000bm㋿ع'D", "tokens": 21, "pieces": ["\r\n\r\n", "'D", "́é", "-'", "lld", "!<", "META", "_START", ">𐞁", "\u000bm", "㋿ع", "'D"]}
+{"text": "​…३(​9t  ", "tokens": 10, "pieces": ["​", "…", "३", "(​", "9", "t", "  "]}
+{"text": "🙂\r\nd0'VE🙂'M字
㋿!!'<EOT>!!'D🙂", "tokens": 27, "pieces": ["🙂\r\n", "d", "0", "'VE", "🙂'", "M字", "
", "㋿!!'<", "EOT", ">!!'", "D", "🙂"]}
+{"text": "-.m'　\r\nt<|fim_prefix|>👍🏽👍🏽a😀🏽½!!'VEDž\r ", "tokens": 39, "pieces": ["-.", "m", "'", "　\r\n", "t", "<|", "fim", "_prefix", "|>👍🏽👍🏽", "a", "😀🏽", "½", "!!'", "VEDž", "\r "]}
+{"text": "   \n<EOT><'M#$%\n\r\nİéＡ🙂 漢å\"　ع", "tokens": 25, "pieces": ["   \n", "<EOT", "><'", "M", "#$%\n\r\n", "İe", "́Ａ", "🙂", " 漢a", "̊\"", "　ع"]}
+{"text": "9'Dİ👍🏽㍿🙂m 
e  fi<|fim_prefix|>㋿t'M'll   \n!Ⅳ'VEİ-'reé½  !fi9\t\n   \n<|endoftext|>", "tokens": 60, "pieces": ["9", "'D", "İ", "👍🏽㍿🙂", "m", " ", "
e", " ", " fi", "<|", "fim", "_prefix", "|>㋿", "t", "'M", "'ll", "   \n", "!", "Ⅳ", "'VE", "İ", "-'", "reé", "½", " ", " !", "fi", "9", "\t\n   \n", "<|", "endoftext", "|>"]}
+{"text": "<EOT>́…́\"Dž ", "tokens": 11, "pieces": ["<EOT", ">́", "…", "́\"", "Dž", " "]}
+{"text": "\r\n\r\nds,㋿'VE", "tokens": 8, "pieces": ["\r\n\r\n", "ds", ",㋿'", "VE"]}
+{"text": "-a<|endoftext|>'s12345678!!s<META_START>　.　", "tokens": 21, "pieces": ["-a", "<|", "endoftext", "|>'", "s", "123", "456", "78", "!!", "s", "<META", "_START", ">", "　", ".", "　"]}
+{"text": "12345678‍'s(t's 𐞁éع<EOT>ꟲ٣٤٥٦>0\r\nİ12345678!!३\",<META_START>,fie<META_START>'rea12345678Džꟲé' .EOT", "tokens": 67, "pieces": ["123", "456", "78", "‍'", "s", "(t", "'s", " 𐞁e", "́ع", "<EOT", ">ꟲ", "٣٤٥", "٦", ">", "0", "\r\n", "İ", "123", "456", "78", "!!", "३", "\",<", "META", "_START", ">,", "fie", "<META", "_START", ">'", "rea", "123", "456", "78", "Džꟲé", "'", " .", "EOT"]}
+{"text": "a'llEOT-ع𐞁're٣٤٥٦㋿dé<|fim_prefix|>at,é字#$%-0👍🏽😀🏽.½ḍ̇<|fim_prefix|>ß<𐞁
㍿ (", "tokens": 76, "pieces": ["a", "'ll", "EOT", "-ع𐞁", "'re", "٣٤٥", "٦", "㋿dé", "<|", "fim", "_prefix", "|>", "at", ",e", "́字", "#$%-", "0", "👍🏽😀🏽.", "½", "ḋ", "̣<|", "fim", "_prefix", "|>", "ß", "<𐞁", "
", "㍿", " ", "("]}
+{"text": "a-ßt𐞁e<EOT><|endoftext|>éfi字<EOT>'re
\tß　'VE\r\n\r\n   \n㋿'TfiEOTdm𐞁\rß́'M", "tokens": 55, "pieces": ["a", "-ßt𐞁e", "<EOT", "><|", "endoftext", "|>", "e", "́fi字", "<EOT", ">'", "re", "
", "\tß", "　", "'VE", "\r\n\r\n   \n", "㋿'", "TfiEOTdm𐞁", "\r", "ß", "́'", "M"]}
+{"text": "ꟲ!!٣٤٥٦\r\ne's't\n字　EOTmⅣ ß漢0dZ.ßsꟲ \"  're<EOT>fié", "tokens": 48, "pieces": ["ꟲ", "!!", "٣٤٥", "٦", "\r\n", "e", "'s", "'t", "\n", "字", "　EOTm", "Ⅳ", " ß漢", "0", "dZ", ".ßsꟲ", " ", "\"", " ", " '", "re", "<EOT", ">fié"]}
+{"text": "-😀🏽12345678å.0fiEOT'Tع!㋿　Z>字  'Tꟲ#$%\r\nt'VEع
\u000bßḍ̇<META_START>'S12345678'S   \n\t\u000b٣٤٥٦", "tokens": 69, "pieces": ["-😀🏽", "123", "456", "78", "a", "̊.", "0", "fiEOT", "'T", "ع", "!㋿", "　Z", ">字", " ", " '", "Tꟲ", "#$%\r\n", "t", "'VE", "ع", "
", "\u000bßḋ", "̣<", "META", "_START", ">'", "S", "123", "456", "78", "'S", "   \n", "\t", "\u000b", "٣٤٥", "٦"]}
+{"text": "\nİ\"\n'T.e9'reé'ſZé👍🏽,12345678  👍🏽'll漢　Ⅳ'VEta's'VE   \n's'Tعꟲ", "tokens": 52, "pieces": ["\n", "İ", "\"\n", "'T", ".e", "9", "'re", "e", "́'", "ſZe", "́👍🏽,", "123", "456", "78", " ", " ", "👍🏽'", "ll漢", "　", "Ⅳ", "'VE", "ta", "'s", "'VE", "   \n", "'s", "'T", "عꟲ"]}
+{"text": "'VE'sDž½fi㍿漢ſ<\rDž\r\n<\u000b\"\u000b漢Ａḍ̇­ad🙂", "tokens": 37, "pieces": ["'VE", "'s", "Dž", "½", "fi", "㍿漢ſ", "<\r", "Dž", "\r\n", "<", "\u000b", "\"", "\u000b漢Ａḋ", "̣­", "ad", "🙂"]}
+{"text": "\u000b!\ra漢 EOT.‍!\u000b​​a<META_START>👍🏽  \r\n'́", "tokens": 28, "pieces": ["\u000b", "!\r", "a漢", " EOT", ".‍!", "\u000b", "​​", "a", "<META", "_START", ">👍🏽", "  \r\n", "'́"]}
+{"text": " Z!!½-,#$%fi'MDž  漢<META_START>ꟲ>'reꟲ0t'reéḍ̇12345678(12345678ſ३#$%'ſdＡ<EOT>et12345678t३", "tokens": 64, "pieces": [" Z", "!!", "½", "-,#$%", "fi", "'M", "Dž", " ", " 漢", "<META", "_START", ">ꟲ", ">'", "reꟲ", "0", "t", "'re", "éḋ", "̣", "123", "456", "78", "(", "123", "456", "78", "ſ", "३", "#$%'", "ſdＡ", "<EOT", ">et", "123", "456", "78", "t", "३"]}
+{"text": "㋿\t\r\n12345678é\u000b!!'ſ'MＡ,\r\n\r\n\"<META_START>'ll'EOT٣٤٥٦'MZ", "tokens": 34, "pieces": ["㋿", "\t\r\n", "123", "456", "78", "é", "\u000b", "!!'", "ſ", "'M", "Ａ", ",\r\n\r\n", "\"<", "META", "_START", ">'", "ll", "'EOT", "٣٤٥", "٦", "'M", "Z"]}
+{"text": "'Re
‍\t\r\n\r\nİ  ㍿d   \nmİ<EOT>#$%ḍ̇字#$%eZ(12345678\r\n\r\n  t   \n'ReＡ‍\r\n's#$%ⅣＡ<|endoftext|>'VE'VE", "tokens": 62, "pieces": ["'Re", "
", "‍", "\t\r\n\r\n", "İ", " ", " ㍿", "d", "   \n", "mİ", "<EOT", ">#$%", "ḋ", "̣字", "#$%", "eZ", "(", "123", "456", "78", "\r\n\r\n", " ", " t", "   \n", "'Re", "Ａ", "‍\r\n", "'s", "#$%", "Ⅳ", "Ａ", "<|", "endoftext", "|>'", "VE", "'VE"]}
+{"text": "'lld㍿
'red٣٤٥٦👍🏽aDž'reꟲ<<EOT><|fim_prefix|>\r\n'Re'VEa\"<|fim_prefix|>é''🙂EOT'0're'ſ'T", "tokens": 64, "pieces": ["'ll", "d", "㍿", "
", "'re", "d", "٣٤٥", "٦", "👍🏽", "aDž", "'re", "ꟲ", "<<", "EOT", "><|", "fim", "_prefix", "|>\r\n", "'Re", "'VE", "a", "\"<|", "fim", "_prefix", "|>", "é", "''🙂", "EOT", "'", "0", "'re", "'ſ", "'T"]}
+{"text": "  EOT　漢\"<\"٣٤٥٦ꟲ12345678!\u000b👍🏽'M!Ａ'VE", "tokens": 37, "pieces": [" ", " EOT", "　漢", "\"<\"", "٣٤٥", "٦", "ꟲ", "123", "456", "78", "!", "\u000b", "👍🏽'", "M", "!Ａ", "'VE"]}
+{"text": "<|fim_prefix|>　'reſZ‍🙂\r\n\r\nİfi\r\n'S👍🏽ſİ…<EOT>'S ", "tokens": 38, "pieces": ["<|", "fim", "_prefix", "|>", "　", "'re", "ſZ", "‍🙂\r\n\r\n", "İfi", "\r\n", "'S", "👍🏽", "ſİ", "…", "<EOT", ">'", "S", " "]}
+{"text": "de<META_START>३　", "tokens": 8, "pieces": ["de", "<META", "_START", ">", "३", "　"]}
+{"text": "\n𐞁㍿Dž  ㋿a'll!!ſ字…Ⅳ'sé<EOT>12345678", "tokens": 35, "pieces": ["\n", "𐞁", "㍿Dž", " ", " ㋿", "a", "'ll", "!!", "ſ字", "…", "Ⅳ", "'s", "e", "́<", "EOT", ">", "123", "456", "78"]}
+{"text": "<|fim_prefix|>e😀🏽tZ​\t#$%عå३　㍿<META_START>ß😀🏽İ9", "tokens": 41, "pieces": ["<|", "fim", "_prefix", "|>", "e", "😀🏽", "tZ", "​", "\t", "#$%", "عa", "̊", "३", "　", "㍿<", "META", "_START", ">ß", "😀🏽", "İ", "9"]}
+{"text": "#$%!!½  ٣٤٥٦'D'VEa
\t ٣٤٥٦('VE!　\"​.", "tokens": 37, "pieces": ["#$%!!", "½", " ", " ", "٣٤٥", "٦", "'D", "'VE", "a", "
\t", " ", "٣٤٥", "٦", "('", "VE", "!", "　", "\"​."]}
+{"text": "9<'re'M'T😀🏽('ſ'M.'VE\r\n\r\n👍🏽éa<EOT>\u000bⅣعé<|fim_prefix|>>'D\tZDž　 ", "tokens": 49, "pieces": ["9", "<'", "re", "'M", "'T", "😀🏽('", "ſ", "'M", ".'", "VE", "\r\n\r\n", "👍🏽", "e", "́a", "<EOT", ">", "\u000b", "Ⅳ", "عe", "́<|", "fim", "_prefix", "|>>'", "D", "\tZDž", "　 "]}
+{"text": "'‍ſ#$%…३\r\n\r\ne𐞁'T!٣٤٥٦-sé é<META_START>​'s𐞁d\r\n\r\nſå<|endoftext|>字   \n👍🏽DžⅣ½\",Z👍🏽", "tokens": 78, "pieces": ["'‍", "ſ", "#$%", "…", "३", "\r\n\r\n", "e𐞁", "'T", "!", "٣٤٥", "٦", "-se", "́", " e", "́<", "META", "_START", ">​'", "s𐞁d", "\r\n\r\n", "ſa", "̊<|", "endoftext", "|>", "字", "   \n", "👍🏽", "Dž", "Ⅳ½", "\",", "Z", "👍🏽"]}
+{"text": "9Z…🙂३ß   \n(<|endoftext|>\t<EOT>9'D٣٤٥٦EOT  ꟲ.é
å'll漢İＡ", "tokens": 51, "pieces": ["9", "Z", "…", "🙂", "३", "ß", "   \n", "(<|", "endoftext", "|>", "\t", "<EOT", ">", "9", "'D", "٣٤٥", "٦", "EOT", " ", " ꟲ", ".e", "́", "
a", "̊'", "ll漢İＡ"]}
+{"text": "
-<EOT>\u000b'Tß'M　𐞁😀🏽\r'll३'Ⅳ…9<META_START>Zm9Ａe'Tİ漢<éßå", "tokens": 50, "pieces": ["
", "-<", "EOT", ">", "\u000b", "'T", "ß", "'M", "　𐞁", "😀🏽\r", "'ll", "३", "'", "Ⅳ", "…", "9", "<META", "_START", ">Zm", "9", "Ａe", "'T", "İ漢", "<éßa", "̊"]}
+{"text": "\r\n'é\r\nع㋿'reEOT a'll \r0'D\u000bİ#$%🙂\r\n>㍿>å\r's😀🏽<META_START>́ 'S Ａ  ", "tokens": 51, "pieces": ["\r\n", "'e", "́\r\n", "ع", "㋿'", "reEOT", " a", "'ll", " \r", "0", "'D", "\u000bİ", "#$%🙂\r\n", ">㍿>", "a", "̊\r", "'s", "😀🏽<", "META", "_START", ">́", " ", "'S", " Ａ", "  "]}
+{"text": ".Ａ<|fim_prefix|>'ſfiDž­'e<EOT>ée٣٤٥٦'VE<|endoftext|>👍🏽mİ!!
", "tokens": 51, "pieces": [".Ａ", "<|", "fim", "_prefix", "|>'", "ſfiDž", "­'", "e", "<EOT", ">ée", "٣٤٥", "٦", "'VE", "<|", "endoftext", "|>👍🏽", "mİ", "!!", "
"]}
+{"text": "!漢‍<|fim_prefix|>Ａ'D'ſ  𐞁- .   a", "tokens": 29, "pieces": ["!漢", "‍<|", "fim", "_prefix", "|>", "Ａ", "'D", "'ſ", " ", " 𐞁", "-", " .", "  ", " a"]}
+{"text": "İé<|fim_prefix|>'re'T½ꟲ!!t Z　​ꟲEOT\r\n(fi's#$%sDž́ <EOT>㋿…'T!m\u000b", "tokens": 50, "pieces": ["İe", "́<|", "fim", "_prefix", "|>'", "re", "'T", "½", "ꟲ", "!!", "t", " Z", "　", "​ꟲEOT", "\r\n", "(fi", "'s", "#$%", "sDž", "́", " ", "<EOT", ">㋿", "…", "'T", "!m", "\u000b"]}
+{"text": "'re漢<|endoftext|>½ (😀🏽a#$%0<|fim_prefix|>å𐞁<|endoftext|>'Tſ\r\n\r\n‍Ⅳ\né<٣٤٥٦('ſ'T  9​漢३é,\u000b12345678İ<EOT>\u000b", "tokens": 85, "pieces": ["'re", "漢", "<|", "endoftext", "|>", "½", " ", "(😀🏽", "a", "#$%", "0", "<|", "fim", "_prefix", "|>", "a", "̊𐞁", "<|", "endoftext", "|>'", "Tſ", "\r\n\r\n", "‍", "Ⅳ", "\n", "é", "<", "٣٤٥", "٦", "('", "ſ", "'T", " ", " ", "9", "​漢", "३", "é", ",", "\u000b", "123", "456", "78", "İ", "<EOT", ">", "\u000b"]}
+{"text": "#$%
(㍿Z!!s👍🏽\"EOT<\t𐞁,'T!'DⅣ'Re👍🏽३ḍ̇", "tokens": 46, "pieces": ["#$%", "
", "(㍿", "Z", "!!", "s", "👍🏽\"", "EOT", "<", "\t𐞁", ",'", "T", "!'", "D", "Ⅳ", "'Re", "👍🏽", "३", "ḋ", "̣"]}
+{"text": "mm  're𐞁då'ReⅣ🙂 　>\r\n'ſ", "tokens": 23, "pieces": ["mm", " ", " '", "re𐞁da", "̊'", "Re", "Ⅳ", "🙂", " ", "　", ">\r\n", "'ſ"]}
+{"text": "٣٤٥٦'ll\r\nZ字9½́#$%!t", "tokens": 18, "pieces": ["٣٤٥", "٦", "'ll", "\r\n", "Z字", "9½", "́#$%!", "t"]}
+{"text": "fi'Dt.<META_START>'llḍ̇'så.​\u000b'D㍿ḍ̇'ll'T　>Ⅳ   \n#$%'D!'ll\r", "tokens": 44, "pieces": ["fi", "'D", "t", ".<", "META", "_START", ">'", "llḋ", "̣'", "sa", "̊.​", "\u000b", "'D", "㍿ḋ", "̣'", "ll", "'T", "　", ">", "Ⅳ", "   \n", "#$%'", "D", "!'", "ll", "\r"]}
+{"text": "'Reİfi\t'VE12345678字's'Mꟲſé(>'S ٣٤٥٦,😀🏽ſa\r\nmDža…ⅣＡ'\r\n", "tokens": 53, "pieces": ["'Re", "İfi", "\t", "'VE", "123", "456", "78", "字", "'s", "'M", "ꟲſe", "́(>'", "S", " ", "٣٤٥", "٦", ",😀🏽", "ſa", "\r\n", "mDža", "…", "Ⅳ", "Ａ", "'\r\n"]}
+{"text": "!!EOT½​\r\n\r\n\t½'ſ'll's½
\"d½'\r\n\r\n٣٤٥٦t½ ḍ̇(<|fim_prefix|>.ꟲm'D​sm!😀🏽9 ", "tokens": 57, "pieces": ["!!", "EOT", "½", "​\r\n\r\n", "\t", "½", "'ſ", "'ll", "'s", "½", "
", "\"d", "½", "'\r\n\r\n", "٣٤٥", "٦", "t", "½", " ḋ", "̣(<|", "fim", "_prefix", "|>.", "ꟲm", "'D", "​sm", "!😀🏽", "9", " "]}
+{"text": "🙂fiع#$%\ŕ", "tokens": 9, "pieces": ["🙂fiع", "#$%\r", "́"]}
+{"text": "EOTİ<EOT>\n#$%<EOT>٣٤٥٦fi9́'S'VEZa12345678字s0>'re'Re<<|fim_prefix|>́", "tokens": 47, "pieces": ["EOTİ", "<EOT", ">\n", "#$%<", "EOT", ">", "٣٤٥", "٦", "fi", "9", "́'", "S", "'VE", "Za", "123", "456", "78", "字s", "0", ">'", "re", "'Re", "<<|", "fim", "_prefix", "|>́"]}
+{"text": "…漢'ſeZꟲ'VE­'Sa　0\u000b\r", "tokens": 21, "pieces": ["…漢", "'ſ", "eZꟲ", "'VE", "­'", "Sa", "　", "0", "\u000b\r"]}
+{"text": "­   \nm!", "tokens": 4, "pieces": ["­", "   \n", "m", "!"]}
+{"text": "'DＡm½<META_START>é,'ſ,-e'D😀🏽'S,'T0é<
　㍿e㍿'D'Re٣٤٥٦#$%\"𐞁'DＡa", "tokens": 60, "pieces": ["'D", "Ａm", "½", "<META", "_START", ">é", ",'", "ſ", ",-", "e", "'D", "😀🏽'", "S", ",'", "T", "0", "e", "́<", "
", "　", "㍿e", "㍿'", "D", "'Re", "٣٤٥", "٦", "#$%\"", "𐞁", "'D", "Ａa"]}
+{"text": "\r𐞁<|endoftext|>9dd!'T\r\n\r\n'sDž#$%9ß́\u000b<|fim_prefix|>\u000bḍ̇‍ ", "tokens": 42, "pieces": ["\r", "𐞁", "<|", "endoftext", "|>", "9", "dd", "!'", "T", "\r\n\r\n", "'s", "Dž", "#$%", "9", "ß", "́", "\u000b", "<|", "fim", "_prefix", "|>", "\u000bḋ", "̣‍", " "]}
+{"text": "-𐞁!!ḍ̇‍.　0ꟲ '字a‍fiEOT\"ſ   \ns'DZ're ٣٤٥٦'s", "tokens": 47, "pieces": ["-𐞁", "!!", "ḋ", "̣‍.", "　", "0", "ꟲ", " ", "'字a", "‍fiEOT", "\"ſ", "   \n", "s", "'D", "Z", "'re", " ", "٣٤٥", "٦", "'s"]}
+{"text": "'VE!!!😀🏽\tEOT'M-t>
\re0\"t\r\n\r\n'SEOT́
Dž字‍<EOT>(", "tokens": 36, "pieces": ["'VE", "!!!😀🏽", "\tEOT", "'M", "-t", ">", "
\r", "e", "0", "\"t", "\r\n\r\n", "'S", "EOT", "́", "
Dž字", "‍<", "EOT", ">("]}
+{"text": "EOT'ſ​'M", "tokens": 8, "pieces": ["EOT", "'ſ", "​'", "M"]}
+{"text": "𐞁👍🏽👍🏽Ａß0½'MDže!!
EOT'llع<|fim_prefix|>é", "tokens": 41, "pieces": ["𐞁", "👍🏽👍🏽", "Ａß", "0½", "'M", "Dže", "!!", "
EOT", "'ll", "ع", "<|", "fim", "_prefix", "|>", "e", "́"]}
+{"text": "#$%ع'TEOTs'S#$%ßd­é​  <META_START>'Re-#$%́<EOT>", "tokens": 30, "pieces": ["#$%", "ع", "'T", "EOTs", "'S", "#$%", "ßd", "­e", "́​", " ", " <", "META", "_START", ">'", "Re", "-#$%́<", "EOT", ">"]}
+{"text": "ꟲ字​\r'll!!", "tokens": 8, "pieces": ["ꟲ字", "​\r", "'ll", "!!"]}
+{"text": "……a㍿m
𐞁𐞁,0fiſ‍d  .>👍🏽 <META_START>-é,\u000b́Dž字👍🏽㍿\n\u000b", "tokens": 60, "pieces": ["…", "…a", "㍿m", "
𐞁𐞁", ",", "0", "fiſ", "‍d", " ", " .>👍🏽", " ", "<META", "_START", ">-", "é", ",", "\u000b", "́Dž字", "👍🏽㍿\n", "\u000b"]}
+{"text": "d½Džt<EOT>aع​s#$%t'reع'VE👍🏽're", "tokens": 26, "pieces": ["d", "½", "Džt", "<EOT", ">aع", "​s", "#$%", "t", "'re", "ع", "'VE", "👍🏽'", "re"]}
+{"text": "ꟲaſ   \n'D-", "tokens": 9, "pieces": ["ꟲaſ", "   \n", "'D", "-"]}
+{"text": "😀🏽(३'ſZ\r\nſ  t   \n<|endoftext|>  Ⅳꟲḍ̇İ12345678e<|fim_prefix|>٣٤٥٦\n'S t's　İd<EOT>👍🏽d", "tokens": 75, "pieces": ["😀🏽(", "३", "'ſ", "Z", "\r\n", "ſ", " ", " t", "   \n", "<|", "endoftext", "|>", " ", " ", "Ⅳ", "ꟲḋ", "̣İ", "123", "456", "78", "e", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "\n", "'S", " t", "'s", "　İd", "<EOT", ">👍🏽", "d"]}
+{"text": ",…'llḍ̇s\"<<META_START>\"३a(#$%\"s👍🏽字é'D!!
", "tokens": 33, "pieces": [",", "…", "'ll", "ḋ", "̣s", "\"<<", "META", "_START", ">\"", "३", "a", "(#$%\"", "s", "👍🏽", "字é", "'D", "!!", "
"]}
+{"text": "👍🏽 ㍿½'VE#$%­'Re३　ſ'D­t'M३👍🏽Ａ<,'lla<|fim_prefix|>ＡDž🙂sd", "tokens": 53, "pieces": ["👍🏽", " ", "㍿", "½", "'VE", "#$%­'", "Re", "३", "　ſ", "'D", "­t", "'M", "३", "👍🏽", "Ａ", "<,'", "lla", "<|", "fim", "_prefix", "|>", "ＡDž", "🙂sd"]}
+{"text": "Ａ𐞁\r\n\r\n#$%0㋿EOT-عſ'MmⅣd#$%'D12345678d… ", "tokens": 34, "pieces": ["Ａ𐞁", "\r\n\r\n", "#$%", "0", "㋿EOT", "-عſ", "'M", "m", "Ⅳ", "d", "#$%'", "D", "123", "456", "78", "d", "… "]}
+{"text": "<|endoftext|>…'㋿<|endoftext|>t<EOT>>  fim's㋿(…e👍🏽<|fim_prefix|>t ,ꟲ", "tokens": 54, "pieces": ["<|", "endoftext", "|>", "…", "'㋿<|", "endoftext", "|>", "t", "<EOT", ">>", " ", " fim", "'s", "㋿(", "…e", "👍🏽<|", "fim", "_prefix", "|>", "t", " ,", "ꟲ"]}
+{"text": "
字́ſ'M'D<|endoftext|> (́
­,9#$%\"'s'Tſḍ̇>9‍d   \n\"३fi!!å'S!td<|fim_prefix|>", "tokens": 60, "pieces": ["
字", "́ſ", "'M", "'D", "<|", "endoftext", "|>", " (́", "
", "­,", "9", "#$%\"'", "s", "'T", "ſḋ", "̣>", "9", "‍d", "   \n", "\"", "३", "fi", "!!", "a", "̊'", "S", "!td", "<|", "fim", "_prefix", "|>"]}
+{"text": "<|endoftext|>12345678sfi(a　d", "tokens": 16, "pieces": ["<|", "endoftext", "|>", "123", "456", "78", "sfi", "(a", "　d"]}
+{"text": "Džß'll<META_START>😀🏽EOT٣٤٥٦ſZ0<|fim_prefix|>-", "tokens": 34, "pieces": ["Džß", "'ll", "<META", "_START", ">😀🏽", "EOT", "٣٤٥", "٦", "ſZ", "0", "<|", "fim", "_prefix", "|>-"]}
+{"text": "字'VE'T'M'll(\t<EOT><'ſſ  ‍!!!!d#$%!!", "tokens": 24, "pieces": ["字", "'VE", "'T", "'M", "'ll", "(", "\t", "<EOT", "><'", "ſſ", " ", " ‍!!!!", "d", "#$%!!"]}
+{"text": "<|fim_prefix|>!!…́'㍿a­\"㋿\r\n -<|endoftext|>>eḍ̇🙂字'Re->
.s", "tokens": 44, "pieces": ["<|", "fim", "_prefix", "|>!!", "…", "́'㍿", "a", "­\"㋿\r\n", " -<|", "endoftext", "|>>", "eḋ", "̣🙂", "字", "'Re", "->", "
", ".s"]}
+{"text": "(9漢'S're\r\ń's'ſ\r\n\r\n
('Dd<​12345678'D٣٤٥٦½#$%t­
ſ'S\r\n<META_START>ꟲ", "tokens": 51, "pieces": ["(", "9", "漢", "'S", "'re", "\r\n", "́'", "s", "'ſ", "\r\n\r\n", "
", "('", "Dd", "<​", "123", "456", "78", "'D", "٣٤٥", "٦½", "#$%", "t", "­", "
ſ", "'S", "\r\n", "<META", "_START", ">ꟲ"]}
+{"text": "🙂m(('s.½  ſ.'Tfiåa‍-9\t\"#$%#$%​ꟲ-'Re   \n'Tꟲ\n㍿字-‍#$%", "tokens": 50, "pieces": ["🙂m", "(('", "s", ".", "½", " ", " ſ", ".'", "Tfia", "̊a", "‍-", "9", "\t", "\"#$%#$%​", "ꟲ", "-'", "Re", "   \n", "'T", "ꟲ", "\n", "㍿字", "-‍#$%"]}
+{"text": "(\r<|fim_prefix|>½'re'll​aß", "tokens": 15, "pieces": ["(\r", "<|", "fim", "_prefix", "|>", "½", "'re", "'ll", "​aß"]}
+{"text": "\r\n٣٤٥٦d,\r\n\r\n", "tokens": 11, "pieces": ["\r\n", "٣٤٥", "٦", "d", ",\r\n\r\n"]}
+{"text": "é\t­  \n0(12345678👍🏽٣٤٥٦　ḍ̇", "tokens": 29, "pieces": ["é", "\t", "­", "  \n", "0", "(", "123", "456", "78", "👍🏽", "٣٤٥", "٦", "　ḋ", "̣"]}
+{"text": "㍿ßém'Tå't🙂<|endoftext|>!　'M३.09Dž'ReZ!!👍🏽\u000bfid(e​漢  
'ſ12345678éＡ'T", "tokens": 59, "pieces": ["㍿ßém", "'T", "a", "̊'", "t", "🙂<|", "endoftext", "|>!", "　", "'M", "३", ".", "09", "Dž", "'Re", "Z", "!!👍🏽", "\u000bfid", "(e", "​漢", "  ", "
", "'ſ", "123", "456", "78", "éＡ", "'T"]}
+{"text": "(½İ<|fim_prefix|>!!a'　", "tokens": 14, "pieces": ["(", "½", "İ", "<|", "fim", "_prefix", "|>!!", "a", "'", "　"]}
+{"text": "\r\n½ſ㋿ ㋿👍🏽dſ½㋿", "tokens": 24, "pieces": ["\r\n", "½", "ſ", "㋿", " ", "㋿👍🏽", "dſ", "½", "㋿"]}
+{"text": "å½EOT's漢EOT‍ Dž'   \n9é   \n😀🏽é\rع>ḍ̇'VEß<META_START>'Dmsİḍ̇", "tokens": 51, "pieces": ["a", "̊", "½", "EOT", "'s", "漢EOT", "‍", " Dž", "'", "   \n", "9", "e", "́", "   \n", "😀🏽", "é", "\r", "ع", ">ḋ", "̣'", "VEß", "<META", "_START", ">'", "Dmsİḋ", "̣"]}
+{"text": "Ⅳ12345678ḍ̇字,㍿0عs\u000b0fi'Ré.eßＡDž​漢ſ", "tokens": 36, "pieces": ["Ⅳ12", "345", "678", "ḋ", "̣字", ",㍿", "0", "عs", "\u000b", "0", "fi", "'Re", "́.", "eßＡDž", "​漢ſ"]}
+{"text": "é'Maa'lls😀🏽
,Dž   \nع,", "tokens": 20, "pieces": ["e", "́'", "Maa", "'ll", "s", "😀🏽", "
", ",Dž", "   \n", "ع", ","]}
+{"text": "'sＡé…   \ne'T½12345678s", "tokens": 15, "pieces": ["'s", "Ａe", "́", "…   \n", "e", "'T", "½12", "345", "678", "s"]}
+{"text": "12345678<|fim_prefix|>😀🏽t字é'ع㋿👍🏽é\t fid'VE\r\"  s\r\nß", "tokens": 45, "pieces": ["123", "456", "78", "<|", "fim", "_prefix", "|>😀🏽", "t字e", "́'", "ع", "㋿👍🏽", "e", "́", "\t", " fid", "'VE", "\r", "\"", " ", " s", "\r\n", "ß"]}
+{"text": "ꟲDž,'VE", "tokens": 7, "pieces": ["ꟲDž", ",'", "VE"]}
+{"text": "Dž<|endoftext|>-'𐞁'll
𐞁å\u000b<😀🏽#$%\t Ａ\u000bé'S'Ree12345678𐞁‍éＡ <EOT>#$%ß'VE", "tokens": 65, "pieces": ["Dž", "<|", "endoftext", "|>-'", "𐞁", "'ll", "
𐞁a", "̊", "\u000b", "<😀🏽#$%", "\t", " Ａ", "\u000be", "́'", "S", "'Re", "e", "123", "456", "78", "𐞁", "‍e", "́Ａ", " <", "EOT", ">#$%", "ß", "'VE"]}
+{"text": "\té", "tokens": 2, "pieces": ["\té"]}
+{"text": "　ḍ̇…㋿ꟲ३,𐞁İ\n-'M字mfi𐞁😀🏽ع👍🏽́!!!!d\"\u000b'VE ३    (　", "tokens": 58, "pieces": ["　ḋ", "̣", "…", "㋿ꟲ", "३", ",𐞁İ", "\n", "-'", "M字mfi𐞁", "😀🏽", "ع", "👍🏽́!!!!", "d", "\"", "\u000b", "'VE", " ", "३", "   ", " (", "　"]}
+{"text": "\r\n0<META_START>'M\r😀🏽e½
\r\n\r\n\n(.#$%   \nß'llعⅣéſ<META_START>Ⅳs　㍿\r\n\r\n#$%\"EOT'S　👍🏽🙂'VE\n'ſ", "tokens": 63, "pieces": ["\r\n", "0", "<META", "_START", ">'", "M", "\r", "😀🏽", "e", "½", "
\r\n\r\n\n", "(.#$%", "   \n", "ß", "'ll", "ع", "Ⅳ", "éſ", "<META", "_START", ">", "Ⅳ", "s", "　", "㍿\r\n\r\n", "#$%\"", "EOT", "'S", "　", "👍🏽🙂'", "VE", "\n", "'ſ"]}
+{"text": "<META_START>𐞁㋿!\n'DＡ\n\tßé‍Ⅳ>İ.<|fim_prefix|> ", "tokens": 33, "pieces": ["<META", "_START", ">𐞁", "㋿!\n", "'D", "Ａ", "\n", "\tßé", "‍", "Ⅳ", ">İ", ".<|", "fim", "_prefix", "|>", " "]}
+{"text": "́㋿ḍ̇!字'ſ EOT​fiⅣ\t漢𐞁'sfi'T'M  ‍   \n㍿é'Re-<EOT>0", "tokens": 49, "pieces": ["́㋿", "ḋ", "̣!", "字", "'ſ", " EOT", "​fi", "Ⅳ", "\t漢𐞁", "'s", "fi", "'T", "'M", " ", " ‍", "   \n", "㍿é", "'Re", "-<", "EOT", ">", "0"]}
+{"text": "'Re‍sEOT#$%字'ſ,😀🏽d漢   \nＡ   \n!!'M're…!!'T ㍿ İ(a 𐞁s\rß٣٤٥٦\t'VE'Mİa𐞁𐞁", "tokens": 71, "pieces": ["'Re", "‍sEOT", "#$%", "字", "'ſ", ",😀🏽", "d漢", "   \n", "Ａ", "   \n", "!!'", "M", "'re", "…", "!!'", "T", " ㍿", " İ", "(a", " 𐞁s", "\r", "ß", "٣٤٥", "٦", "\t", "'VE", "'M", "İa𐞁𐞁"]}
+{"text": "𐞁#$%<EOT>dDž漢", "tokens": 14, "pieces": ["𐞁", "#$%<", "EOT", ">dDž漢"]}
+{"text": "<|fim_prefix|>ḍ̇'Séſ\n're\r\n\r\n", "tokens": 20, "pieces": ["<|", "fim", "_prefix", "|>", "ḋ", "̣'", "Se", "́ſ", "\n", "'re", "\r\n\r\n"]}
+{"text": "ſ<META_START>٣٤٥٦Ａ'T'll'ſ٣٤٥٦​ İ漢t", "tokens": 35, "pieces": ["ſ", "<META", "_START", ">", "٣٤٥", "٦", "Ａ", "'T", "'ll", "'ſ", "٣٤٥", "٦", "​", " İ漢t"]}
+{"text": "­\r'M'VE\u000b0𐞁'D\r\n\r\né😀🏽'…\u000b<Dž!!…
\"<é<|fim_prefix|>　d👍🏽ßm'ſ9½-", "tokens": 58, "pieces": ["­\r", "'M", "'VE", "\u000b", "0", "𐞁", "'D", "\r\n\r\n", "e", "́😀🏽'", "…", "\u000b", "<Dž", "!!", "…", "
", "\"<", "e", "́<|", "fim", "_prefix", "|>", "　d", "👍🏽", "ßm", "'ſ", "9½", "-"]}
+{"text": "9", "tokens": 1, "pieces": ["9"]}
+{"text": "(\"字Džé(<EOT>ꟲ-", "tokens": 14, "pieces": ["(\"", "字Dže", "́(<", "EOT", ">ꟲ", "-"]}
+{"text": "\r\n­m½  \r\n   \n#$%ꟲ><|endoftext|>　0d.'s漢😀🏽é", "tokens": 32, "pieces": ["\r\n", "­m", "½", "  \r\n   \n", "#$%", "ꟲ", "><|", "endoftext", "|>", "　", "0", "d", ".'", "s漢", "😀🏽", "e", "́"]}
+{"text": "ſEOT\r\n9\r   \na", "tokens": 9, "pieces": ["ſEOT", "\r\n", "9", "\r   \n", "a"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "👍🏽\n'D", "tokens": 8, "pieces": ["👍🏽\n", "'D"]}
+{"text": "'S'S\n
-Z
<EOT>३.½'ſ'VE½ İⅣ\n\t𐞁\">\n  Ａ'VEs㋿\r!!'S🙂!'DⅣ", "tokens": 50, "pieces": ["'S", "'S", "\n", "
", "-Z", "
", "<EOT", ">", "३", ".", "½", "'ſ", "'VE", "½", " İ", "Ⅳ", "\n", "\t𐞁", "\">\n", " ", " Ａ", "'VE", "s", "㋿\r", "!!'", "S", "🙂!'", "D", "Ⅳ"]}
+{"text": "
\r\n\r\n㍿\r\n\r\n\r\n#$%ꟲ", "tokens": 12, "pieces": ["
\r\n\r\n", "㍿\r\n\r\n\r\n", "#$%", "ꟲ"]}
+{"text": "\t'Re#$%ꟲ👍🏽<EOT>　'ꟲ'llé\té,'ſß", "tokens": 31, "pieces": ["\t", "'Re", "#$%", "ꟲ", "👍🏽<", "EOT", ">", "　", "'ꟲ", "'ll", "e", "́", "\té", ",'", "ſß"]}
+{"text": "<
\r-('VEDž\r'S\ré'Ree\r\n😀🏽's<EOT>\né\r\nm\t", "tokens": 31, "pieces": ["<", "
\r", "-('", "VEDž", "\r", "'S", "\r", "é", "'Re", "e", "\r\n", "😀🏽'", "s", "<EOT", ">\n", "e", "́\r\n", "m", "\t"]}
+{"text": "<|fim_prefix|>𐞁\r\n'll\t's9fi12345678'12345678…-0\n >   \n<|fim_prefix|>-é
😀🏽's'S!!🙂\n㋿‍\n0ḍ̇", "tokens": 67, "pieces": ["<|", "fim", "_prefix", "|>", "𐞁", "\r\n", "'ll", "\t", "'s", "9", "fi", "123", "456", "78", "'", "123", "456", "78", "…", "-", "0", "\n", " ", ">", "   \n", "<|", "fim", "_prefix", "|>-", "é", "
", "😀🏽'", "s", "'S", "!!🙂\n", "㋿‍\n", "0", "ḋ", "̣"]}
+{"text": "𐞁🙂𐞁ꟲⅣDž½a0,<EOT><EOT>㍿éḍ̇½'s٣٤٥٦٣٤٥٦", "tokens": 54, "pieces": ["𐞁", "🙂𐞁ꟲ", "Ⅳ", "Dž", "½", "a", "0", ",<", "EOT", "><", "EOT", ">㍿", "éḋ", "̣", "½", "'s", "٣٤٥", "٦٣٤", "٥٦"]}
+{"text": "''re​>   \n\r\n\r\n>字s'M­fi㋿'s\r\n\r\n\r\nſ0.t", "tokens": 23, "pieces": ["''", "re", "​>", "   \n\r\n\r\n", ">字s", "'M", "­fi", "㋿'", "s", "\r\n\r\n\r\n", "ſ", "0", ".t"]}
+{"text": "9 fiZꟲＡ👍🏽'M­ع<|endoftext|>🙂#$%­ḍ̇t🙂　 字Z  ½ꟲ\r'<|endoftext|>́tDž­", "tokens": 61, "pieces": ["9", " fiZꟲＡ", "👍🏽'", "M", "­ع", "<|", "endoftext", "|>🙂#$%­", "ḋ", "̣t", "🙂", "　", " 字Z", " ", " ", "½", "ꟲ", "\r", "'<|", "endoftext", "|>́", "tDž", "­"]}
+{"text": "𐞁'S(㍿!!e<META_START>'ll'Tsfi㍿𐞁EOT're", "tokens": 30, "pieces": ["𐞁", "'S", "(㍿!!", "e", "<META", "_START", ">'", "ll", "'T", "sfi", "㍿𐞁EOT", "'re"]}
+{"text": "aⅣEOT字㍿́\"​ع㍿EOT'D\r<|fim_prefix|><META_START>'Sé\r𐞁'Dعİ㍿''VE<META_START>å‍'Ree0 \u000bDž", "tokens": 61, "pieces": ["a", "Ⅳ", "EOT字", "㍿́\"​", "ع", "㍿EOT", "'D", "\r", "<|", "fim", "_prefix", "|><", "META", "_START", ">'", "Sé", "\r", "𐞁", "'D", "عİ", "㍿''", "VE", "<META", "_START", ">a", "̊‍'", "Ree", "0", " ", "\u000bDž"]}
+{"text": "å<e'VE\u000bꟲ  'llḍ̇ḍ̇　३'S 'ſDžꟲ<META_START>,🙂<|endoftext|>.   \n​.\r\n字\r\nİ\r\n\r\n'MＡ㋿½9", "tokens": 65, "pieces": ["a", "̊<", "e", "'VE", "\u000bꟲ", " ", " '", "llḋ", "̣ḋ", "̣", "　", "३", "'S", " ", "'ſ", "Džꟲ", "<META", "_START", ">,🙂<|", "endoftext", "|>.", "   \n", "​.\r\n", "字", "\r\n", "İ", "\r\n\r\n", "'M", "Ａ", "㋿", "½9"]}
+{"text": "
<|fim_prefix|>Dž", "tokens": 11, "pieces": ["
", "<|", "fim", "_prefix", "|>", "Dž"]}
+{"text": "-\n
(\r\n\r\n\r\n　fi'seß\r漢㋿s ­", "tokens": 19, "pieces": ["-\n", "
", "(\r\n\r\n\r\n", "　fi", "'s", "eß", "\r", "漢", "㋿s", " ­"]}
+{"text": "'VE٣٤٥٦👍🏽's
e😀🏽ß🙂>ß <ＡＡ'S!!㍿㋿  '‍㋿é>ḍ̇fi\r\n\r\n'ſ", "tokens": 64, "pieces": ["'VE", "٣٤٥", "٦", "👍🏽'", "s", "
e", "😀🏽", "ß", "🙂>", "ß", " <", "ＡＡ", "'S", "!!㍿㋿", " ", " '‍㋿", "é", ">ḋ", "̣fi", "\r\n\r\n", "'ſ"]}
+{"text": "'D'ſ…'S9", "tokens": 8, "pieces": ["'D", "'ſ", "…", "'S", "9"]}
+{"text": "\rm३　'S🙂漢㍿.㍿,'EOT!漢 EOTå", "tokens": 28, "pieces": ["\r", "m", "३", "　", "'S", "🙂漢", "㍿.㍿,'", "EOT", "!漢", " EOTa", "̊"]}
+{"text": "­İ㍿!!🙂  ​EOT'S0㋿éßå㋿   \n", "tokens": 27, "pieces": ["­İ", "㍿!!🙂", " ", " ​", "EOT", "'S", "0", "㋿e", "́ßa", "̊㋿", "   \n"]}
+{"text": "s", "tokens": 1, "pieces": ["s"]}
+{"text": "'llⅣ''<|endoftext|>a½\r\n\r\n  m　!d!!aＡ　'D<META_START>ß㋿Z<|fim_prefix|>>'red", "tokens": 43, "pieces": ["'ll", "Ⅳ", "''<|", "endoftext", "|>", "a", "½", "\r\n\r\n", " ", " m", "　", "!d", "!!", "aＡ", "　", "'D", "<META", "_START", ">ß", "㋿Z", "<|", "fim", "_prefix", "|>>'", "red"]}
+{"text": "𐞁𐞁t\r\n-́'Te'Dſ…<|fim_prefix|>　9ḍ̇", "tokens": 33, "pieces": ["𐞁𐞁t", "\r\n", "-́'", "Te", "'D", "ſ", "…", "<|", "fim", "_prefix", "|>", "　", "9", "ḋ", "̣"]}
+{"text": "'Re", "tokens": 1, "pieces": ["'Re"]}
+{"text": " #$%'ſé('ll  ‍­'Re'ReDža", "tokens": 18, "pieces": [" ", "#$%'", "ſé", "('", "ll", " ", " ‍­'", "Re", "'Re", "Dža"]}
+{"text": "٣٤٥٦\u000b<|fim_prefix|>　fi㋿", "tokens": 22, "pieces": ["٣٤٥", "٦", "\u000b", "<|", "fim", "_prefix", "|>", "　fi", "㋿"]}
+{"text": "ꟲعae\r\n\r\n'ſ
字(-\t!!!!½åßéＡ!​'Reſ", "tokens": 29, "pieces": ["ꟲعae", "\r\n\r\n", "'ſ", "
字", "(-", "\t", "!!!!", "½", "a", "̊ßéＡ", "!​'", "Reſ"]}
+{"text": "-३  #$%!!👍🏽", "tokens": 13, "pieces": ["-", "३", " ", " #$%!!👍🏽"]}
+{"text": "<META_START>𐞁'\t-  'M.𐞁​", "tokens": 20, "pieces": ["<META", "_START", ">𐞁", "'", "\t", "-", " ", " '", "M", ".𐞁", "​"]}
+{"text": "  å　<|fim_prefix|>EOT字d‍㍿‍-12345678're\"t0👍🏽<|endoftext|>s>\r\n\r\n9Ⅳad'VE're\"­", "tokens": 55, "pieces": [" ", " a", "̊", "　", "<|", "fim", "_prefix", "|>", "EOT字d", "‍㍿‍-", "123", "456", "78", "'re", "\"t", "0", "👍🏽<|", "endoftext", "|>", "s", ">\r\n\r\n", "9Ⅳ", "ad", "'VE", "'re", "\"­"]}
+{"text": "ſ", "tokens": 2, "pieces": ["ſ"]}
+{"text": "å٣٤٥٦Z😀🏽<EOT>>'T\r\n\r\n३ß\"½éZ㋿‍ḍ̇9s'D字\n漢ſdt३e", "tokens": 54, "pieces": ["a", "̊", "٣٤٥", "٦", "Z", "😀🏽<", "EOT", ">>'", "T", "\r\n\r\n", "३", "ß", "\"", "½", "éZ", "㋿‍", "ḋ", "̣", "9", "s", "'D", "字", "\n", "漢ſdt", "३", "e"]}
+{"text": "㍿-.'s.e　­'VE ­\u000b\r\nå", "tokens": 17, "pieces": ["㍿-.'", "s", ".e", "　", "­'", "VE", " ­", "\u000b\r\n", "a", "̊"]}
+{"text": "'T'T", "tokens": 2, "pieces": ["'T", "'T"]}
+{"text": "-.('", "tokens": 2, "pieces": ["-.('"]}
+{"text": "Z'ſ'VEé'T…ß'ſ\n're　­.>𐞁́å'VE😀🏽 -d\u000bＡ'T", "tokens": 43, "pieces": ["Z", "'ſ", "'VE", "e", "́'", "T", "…ß", "'ſ", "\n", "'re", "　", "­.>", "𐞁", "́a", "̊'", "VE", "😀🏽", " ", "-d", "\u000bＡ", "'T"]}
+{"text": "ḍ̇<META_START>३३㋿e'M'Re\r\n
\"d \u000b'D-漢 漢e\r\n\r\n\u000b㍿a㍿", "tokens": 42, "pieces": ["ḋ", "̣<", "META", "_START", ">", "३३", "㋿e", "'M", "'Re", "\r\n", "
", "\"d", " ", "\u000b", "'D", "-漢", " 漢e", "\r\n\r\n", "\u000b", "㍿a", "㍿"]}
+{"text": "'ll'VE<META_START>'VEå👍🏽é<EOT>9\r\n\r\n<漢", "tokens": 28, "pieces": ["'ll", "'VE", "<META", "_START", ">'", "VEa", "̊👍🏽", "e", "́<", "EOT", ">", "9", "\r\n\r\n", "<漢"]}
+{"text": "عⅣ'M'Md٣٤٥٦0!
're ‍<>måm३\"ع-㍿㋿'re🙂0's'Ś​m<|endoftext|>½   \n­m-🙂", "tokens": 61, "pieces": ["ع", "Ⅳ", "'M", "'M", "d", "٣٤٥", "٦0", "!", "
", "'re", " ‍<>", "ma", "̊m", "३", "\"ع", "-㍿㋿'", "re", "🙂", "0", "'s", "'S", "́​", "m", "<|", "endoftext", "|>", "½", "   \n", "­m", "-🙂"]}
+{"text": "\u000b字'éfi'VEDžⅣ\tDžda\r\n\r\n  <EOT>'VE½<|fim_prefix|><|endoftext|>🙂-'ll漢Ⅳ", "tokens": 45, "pieces": ["\u000b字", "'e", "́fi", "'VE", "Dž", "Ⅳ", "\tDžda", "\r\n\r\n", " ", " <", "EOT", ">'", "VE", "½", "<|", "fim", "_prefix", "|><|", "endoftext", "|>🙂-'", "ll漢", "Ⅳ"]}
+{"text": "İeꟲＡ", "tokens": 7, "pieces": ["İeꟲＡ"]}
+{"text": "9'Reعd(𐞁\n<META_START>㋿३a\r\n\r\nⅣ(Ａ  \n'S字\"a
fi\u000b're-!<META_START>", "tokens": 41, "pieces": ["9", "'Re", "عd", "(𐞁", "\n", "<META", "_START", ">㋿", "३", "a", "\r\n\r\n", "Ⅳ", "(Ａ", "  \n", "'S", "字", "\"a", "
fi", "\u000b", "'re", "-!<", "META", "_START", ">"]}
+{"text": "Dž٣٤٥٦#$%", "tokens": 12, "pieces": ["Dž", "٣٤٥", "٦", "#$%"]}
+{"text": "㍿\r\n\r\nd　e>…Ａſé<|endoftext|>\tḍ̇\r\n\r\n\r", "tokens": 31, "pieces": ["㍿\r\n\r\n", "d", "　e", ">", "…Ａſe", "́<|", "endoftext", "|>", "\tḋ", "̣\r\n\r\n\r"]}
+{"text": "!fi>'re'VEſ­å'Re.EOTſa  
㋿'ſ\r\n'Mß<META_START>'M'Sem\r\n\r\n12345678ḍ̇  𐞁!!­é12345678́👍🏽12345678", "tokens": 71, "pieces": ["!fi", ">'", "re", "'VE", "ſ", "­a", "̊'", "Re", ".EOTſa", "  ", "
", "㋿'", "ſ", "\r\n", "'M", "ß", "<META", "_START", ">'", "M", "'S", "em", "\r\n\r\n", "123", "456", "78", "ḋ", "̣", " ", " 𐞁", "!!­", "e", "́", "123", "456", "78", "́👍🏽", "123", "456", "78"]}
+{"text": "e.́عſe​\r\nt  -㋿½\n'VE('re<EOT>0  0  ㍿'T  ßＡ𐞁!!ḍ̇<|fim_prefix|>字‍½t㋿", "tokens": 65, "pieces": ["e", ".́", "عſe", "​\r\n", "t", " ", " -㋿", "½", "\n", "'VE", "('", "re", "<EOT", ">", "0", " ", " ", "0", " ", " ㍿'", "T", " ", " ßＡ𐞁", "!!", "ḋ", "̣<|", "fim", "_prefix", "|>", "字", "‍", "½", "t", "㋿"]}
+{"text": "#$%  's‍'ſém ſ'T0½'M㋿éZ", "tokens": 22, "pieces": ["#$%", " ", " '", "s", "‍'", "ſém", " ſ", "'T", "0½", "'M", "㋿éZ"]}
+{"text": "　m٣٤٥٦   \n<EOT>­'D㋿", "tokens": 20, "pieces": ["　m", "٣٤٥", "٦", "   \n", "<EOT", ">­'", "D", "㋿"]}
+{"text": "d٣٤٥٦́­́३<\r\n..<EOT>‍'S-.㍿́
İ<EOT><'T", "tokens": 37, "pieces": ["d", "٣٤٥", "٦", "́­́", "३", "<\r\n", "..<", "EOT", ">‍'", "S", "-.㍿́", "
İ", "<EOT", "><'", "T"]}
+{"text": "'S\u000bs're>Ⅳt'VE<'Re><|endoftext|>​'Té
<|fim_prefix|>'s\r\n0½.'VE\u000b'M#$%'M​ſZeḍ̇.< !!d're", "tokens": 57, "pieces": ["'S", "\u000bs", "'re", ">", "Ⅳ", "t", "'VE", "<'", "Re", "><|", "endoftext", "|>​'", "Te", "́", "
", "<|", "fim", "_prefix", "|>'", "s", "\r\n", "0½", ".'", "VE", "\u000b", "'M", "#$%'", "M", "​ſZeḋ", "̣.<", " ", "!!", "d", "'re"]}
+{"text": "
́عé'll‍ḍ̇!!'ſ're<EOT>\r'VE…‍'VEſe'VE😀🏽🙂sع", "tokens": 44, "pieces": ["
", "́عé", "'ll", "‍ḋ", "̣!!'", "ſ", "'re", "<EOT", ">\r", "'VE", "…", "‍'", "VEſe", "'VE", "😀🏽🙂", "sع"]}
+{"text": "<META_START>!!́ fie 
12345678-\u000bé0're(", "tokens": 21, "pieces": ["<META", "_START", ">!!́", " fie", " ", "
", "123", "456", "78", "-", "\u000bé", "0", "'re", "("]}
+{"text": "\r\n.́'Dt<\"　٣٤٥٦'Sd'Md'll😀🏽  ḍ̇İ9\t<|fim_prefix|>ém​Ａ　漢å", "tokens": 53, "pieces": ["\r\n", ".́'", "Dt", "<\"", "　", "٣٤٥", "٦", "'S", "d", "'M", "d", "'ll", "😀🏽", " ", " ḋ", "̣İ", "9", "\t", "<|", "fim", "_prefix", "|>", "e", "́m", "​Ａ", "　漢a", "̊"]}
+{"text": "Zfi
åZ👍🏽.'VE're<META_START>…é123456780ع㋿<|endoftext|>İ'!(9'(㋿
👍🏽'Re　㋿>", "tokens": 63, "pieces": ["Zfi", "
a", "̊Z", "👍🏽.'", "VE", "'re", "<META", "_START", ">", "…e", "́", "123", "456", "780", "ع", "㋿<|", "endoftext", "|>", "İ", "'!(", "9", "'(㋿", "
", "👍🏽'", "Re", "　", "㋿>"]}
+{"text": "'M<META_START>'llEOT'll", "tokens": 9, "pieces": ["'M", "<META", "_START", ">'", "llEOT", "'ll"]}
+{"text": "…éd  EOTع're'DDž>㍿>İ\r\n\r\n(　<­½é-'ſع're​  ", "tokens": 31, "pieces": ["…éd", " ", " EOTع", "'re", "'D", "Dž", ">㍿>", "İ", "\r\n\r\n", "(", "　", "<­", "½", "é", "-'", "ſع", "'re", "​", "  "]}
+{"text": "ßſßfi'St", "tokens": 8, "pieces": ["ßſßfi", "'S", "t"]}
+{"text": "Dž0t'VEm(fi\r", "tokens": 11, "pieces": ["Dž", "0", "t", "'VE", "m", "(fi", "\r"]}
+{"text": "<#$%'Re   \n   \n字\r\n\r\n…́<|fim_prefix|>12345678EOT<EOT>­9Dž-'' ​m𐞁३'T'T\n", "tokens": 43, "pieces": ["<#$%'", "Re", "   \n   \n", "字", "\r\n\r\n", "…", "́<|", "fim", "_prefix", "|>", "123", "456", "78", "EOT", "<EOT", ">­", "9", "Dž", "-''", " ​", "m𐞁", "३", "'T", "'T", "\n"]}
+{"text": "<|fim_prefix|>!(EOTm👍🏽Z\"<EOT>", "tokens": 22, "pieces": ["<|", "fim", "_prefix", "|>!(", "EOTm", "👍🏽", "Z", "\"<", "EOT", ">"]}
+{"text": "\r\n\r\nḍ̇'M३'Dع😀🏽><|endoftext|>!>\r'Re漢'VE", "tokens": 32, "pieces": ["\r\n\r\n", "ḋ", "̣'", "M", "३", "'D", "ع", "😀🏽><|", "endoftext", "|>!>\r", "'Re", "漢", "'VE"]}
+{"text": "३'S🙂é,​'reİ㍿ꟲa-<|endoftext|>éZ­-😀🏽\u000b", "tokens": 37, "pieces": ["३", "'S", "🙂e", "́,​'", "reİ", "㍿ꟲa", "-<|", "endoftext", "|>", "éZ", "­-😀🏽", "\u000b"]}
+{"text": "　'VEعＡßꟲ…ſ'M​­d\ré're!\t!#$%<EOT>\n😀🏽", "tokens": 37, "pieces": ["　", "'VE", "عＡßꟲ", "…ſ", "'M", "​­", "d", "\r", "e", "́'", "re", "!", "\t", "!#$%<", "EOT", ">\n", "😀🏽"]}
+{"text": "'ſ…'llåé'Re.…m'reſ(\"e'Ⅳé<EOT>İ<EOT>­'D#$%a
'S½½३<META_START>́\rعＡ३ḍ̇㍿", "tokens": 63, "pieces": ["'ſ", "…", "'ll", "a", "̊é", "'Re", ".", "…m", "'re", "ſ", "(\"", "e", "'", "Ⅳ", "é", "<EOT", ">İ", "<EOT", ">­'", "D", "#$%", "a", "
", "'S", "½½३", "<META", "_START", ">́\r", "عＡ", "३", "ḋ", "̣㍿"]}
+{"text": ",'ſ(,'é<META_START>'Re<EOT>😀🏽字Ａ㍿㍿(<EOT>🙂m>'ſ٣٤٥٦å12345678३‍('T㍿‍", "tokens": 63, "pieces": [",'", "ſ", "(,'", "é", "<META", "_START", ">'", "Re", "<EOT", ">😀🏽", "字Ａ", "㍿㍿(<", "EOT", ">🙂", "m", ">'", "ſ", "٣٤٥", "٦", "a", "̊", "123", "456", "78३", "‍('", "T", "㍿‍"]}
+{"text": "<🙂٣٤٥٦ⅣEOTEOTt'ſ12345678   \n , ́\"\u000b,\r\n\r\n字'VEfi.'s#$%", "tokens": 39, "pieces": ["<🙂", "٣٤٥", "٦Ⅳ", "EOTEOTt", "'ſ", "123", "456", "78", "   \n", " ,", " ́\"", "\u000b", ",\r\n\r\n", "字", "'VE", "fi", ".'", "s", "#$%"]}
+{"text": ".ß -<|fim_prefix|>99\r\n\n👍🏽ḍ̇㋿t㋿<|fim_prefix|>'refi", "tokens": 40, "pieces": [".ß", " -<|", "fim", "_prefix", "|>", "99", "\r\n\n", "👍🏽", "ḋ", "̣㋿", "t", "㋿<|", "fim", "_prefix", "|>'", "refi"]}
+{"text": "­'s12345678.İ‍fit'D(Ａé\t'T9…a३İ", "tokens": 28, "pieces": ["­'", "s", "123", "456", "78", ".İ", "‍fit", "'D", "(Ａe", "́", "\t", "'T", "9", "…a", "३", "İ"]}
+{"text": "​'Sſ<EOT>漢t e,.'S  ½   \nsſé'M㋿'llſ'Dž\t　\"🙂tZḍ̇…", "tokens": 50, "pieces": ["​'", "Sſ", "<EOT", ">漢t", " e", ",.'", "S", " ", " ", "½", "   \n", "sſe", "́'", "M", "㋿'", "llſ", "'Dž", "\t", "　", "\"🙂", "tZḋ", "̣", "…"]}
+{"text": ",9\tḍ̇", "tokens": 8, "pieces": [",", "9", "\tḋ", "̣"]}
+{"text": "٣٤٥٦عßé\r\n…,ḍ̇\n㍿'T<m\t'M'Me'T​aa're\"12345678\r\n\r\n\r\nß<å'll𐞁👍🏽Ａ漢é", "tokens": 62, "pieces": ["٣٤٥", "٦", "عßé", "\r\n", "…", ",ḋ", "̣\n", "㍿'", "T", "<m", "\t", "'M", "'M", "e", "'T", "​aa", "'re", "\"", "123", "456", "78", "\r\n\r\n\r\n", "ß", "<a", "̊'", "ll𐞁", "👍🏽", "Ａ漢e", "́"]}
+{"text": "'Dḍ̇\t字\ns'Ma漢　㋿'re\t,🙂0.
é<EOT>>　<|fim_prefix|>ع<|endoftext|>s<", "tokens": 52, "pieces": ["'D", "ḋ", "̣", "\t字", "\n", "s", "'M", "a漢", "　", "㋿'", "re", "\t", ",🙂", "0", ".", "
e", "́<", "EOT", ">>", "　", "<|", "fim", "_prefix", "|>", "ع", "<|", "endoftext", "|>", "s", "<"]}
+{"text": "!‍'D9Dž'llḍ̇​Ａ㋿३\r३té'llå'D'Re…­३0漢<|fim_prefix|>9(­½<|fim_prefix|>́ ́t", "tokens": 64, "pieces": ["!‍'", "D", "9", "Dž", "'ll", "ḋ", "̣​", "Ａ", "㋿", "३", "\r", "३", "te", "́'", "lla", "̊'", "D", "'Re", "…", "­", "३0", "漢", "<|", "fim", "_prefix", "|>", "9", "(­", "½", "<|", "fim", "_prefix", "|>́", " ́", "t"]}
+{"text": "12345678<|fim_prefix|>\r\nå👍🏽#$%é漢12345678Ⅳ٣٤٥٦t🙂ع𐞁'sİ٣٤٥٦…漢👍🏽ḍ̇EOT're", "tokens": 73, "pieces": ["123", "456", "78", "<|", "fim", "_prefix", "|>\r\n", "a", "̊👍🏽#$%", "é漢", "123", "456", "78Ⅳ", "٣٤٥", "٦", "t", "🙂ع𐞁", "'s", "İ", "٣٤٥", "٦", "…漢", "👍🏽", "ḋ", "̣EOT", "'re"]}
+{"text": "ßعs'㍿\"\r\n\r\n字👍🏽0afi'ſ12345678tİ<EOT><9　😀🏽\r\n\r\n-", "tokens": 39, "pieces": ["ßعs", "'㍿\"\r\n\r\n", "字", "👍🏽", "0", "afi", "'ſ", "123", "456", "78", "tİ", "<EOT", "><", "9", "　", "😀🏽\r\n\r\n", "-"]}
+{"text": "'M字t12345678…#$%­,\n   \nDž9字m\r\n", "tokens": 19, "pieces": ["'M", "字t", "123", "456", "78", "…", "#$%­,\n", "   \n", "Dž", "9", "字m", "\r\n"]}
+{"text": "字's👍🏽\u000b\r\n\r\nع<\u000b<META_START>३   \n<META_START>Dž<EOT㍿́edZ  ß​<|endoftext|>>㋿åßfi   \n", "tokens": 55, "pieces": ["字", "'s", "👍🏽", "\u000b\r\n\r\n", "ع", "<", "\u000b", "<META", "_START", ">", "३", "   \n", "<META", "_START", ">Dž", "<EOT", "㍿́", "edZ", " ", " ß", "​<|", "endoftext", "|>>㋿", "a", "̊ßfi", "   \n"]}
+{"text": "'D'll<EOT> fi👍🏽EOT‍s👍🏽'VEEOT  <EOT>a😀🏽\r!!
mZ\r\n(­<META_START>😀🏽ḍ̇EOT\r\n   \n", "tokens": 65, "pieces": ["'D", "'ll", "<EOT", ">", " fi", "👍🏽", "EOT", "‍s", "👍🏽'", "VEEOT", " ", " <", "EOT", ">a", "😀🏽\r", "!!", "
mZ", "\r\n", "(­<", "META", "_START", ">😀🏽", "ḋ", "̣EOT", "\r\n   \n"]}
+{"text": "ßꟲ‍­<|fim_prefix|>12345678\r\n\r\n", "tokens": 18, "pieces": ["ßꟲ", "‍­<|", "fim", "_prefix", "|>", "123", "456", "78", "\r\n\r\n"]}
+{"text": "́", "tokens": 1, "pieces": ["́"]}
+{"text": "…é­<|endoftext|>d字<META_START>,\nع'M9ḍ̇'Re<'sd", "tokens": 29, "pieces": ["…é", "­<|", "endoftext", "|>", "d字", "<META", "_START", ">,\n", "ع", "'M", "9", "ḋ", "̣'", "Re", "<'", "sd"]}
+{"text": "\r\n\r\n", "tokens": 1, "pieces": ["\r\n\r\n"]}
+{"text": "🙂 <EOT>12345678Z𐞁‍'ſZ٣٤٥٦'re😀🏽👍🏽#$%>'ſ90‍12345678m's", "tokens": 53, "pieces": ["🙂", " <", "EOT", ">", "123", "456", "78", "Z𐞁", "‍'", "ſZ", "٣٤٥", "٦", "'re", "😀🏽👍🏽#$%>'", "ſ", "90", "‍", "123", "456", "78", "m", "'s"]}
+{"text": "!fi.<EOT>''D​'S​aé🙂'ſ🙂‍eé'Re½!!<META_START>\u000b!!'T㍿t", "tokens": 42, "pieces": ["!fi", ".<", "EOT", ">''", "D", "​'", "S", "​ae", "́🙂'", "ſ", "🙂‍", "ee", "́'", "Re", "½", "!!<", "META", "_START", ">", "\u000b", "!!'", "T", "㍿t"]}
+{"text": "<META_START>'S'", "tokens": 6, "pieces": ["<META", "_START", ">'", "S", "'"]}
+{"text": "\"ſİ#$%½-½ 𐞁'Re'ſ　e-\r\n'M'll
e👍🏽a'ſ", "tokens": 36, "pieces": ["\"ſİ", "#$%", "½", "-", "½", " 𐞁", "'Re", "'ſ", "　e", "-\r\n", "'M", "'ll", "
e", "👍🏽", "a", "'ſ"]}
+{"text": "👍🏽'VE\"fi-t's'll漢ße'Tåefis\r\r\n're
ع!å㍿å𐞁   \né😀🏽9Ａ(é'T㋿\"-", "tokens": 62, "pieces": ["👍🏽'", "VE", "\"fi", "-t", "'s", "'ll", "漢ße", "'T", "a", "̊efis", "\r\r\n", "'re", "
ع", "!a", "̊㍿", "a", "̊𐞁", "   \n", "é", "😀🏽", "9", "Ａ", "(e", "́'", "T", "㋿\"-"]}
+{"text": "𐞁​㍿", "tokens": 8, "pieces": ["𐞁", "​㍿"]}
+{"text": "ꟲEOT­<META_START><|endoftext|>m​ſ     \n👍🏽<|fim_prefix|>EOT><EOT>#$%t   \n'llfi😀🏽Ze,", "tokens": 54, "pieces": ["ꟲEOT", "­<", "META", "_START", "><|", "endoftext", "|>", "m", "​ſ", "     \n", "👍🏽<|", "fim", "_prefix", "|>", "EOT", "><", "EOT", ">#$%", "t", "   \n", "'ll", "fi", "😀🏽", "Ze", ","]}
+{"text": "a\r\n\r\n‍ s'ſ­é   \n!!t字0\t,'S", "tokens": 19, "pieces": ["a", "\r\n\r\n", "‍", " s", "'ſ", "­é", "   \n", "!!", "t字", "0", "\t", ",'", "S"]}
+{"text": "'M!<٣٤٥٦\nDž'ſ-12345678👍🏽'Sß字Z३\r\né.'T#$%-'t𐞁​㍿<é\u000bⅣ​", "tokens": 56, "pieces": ["'M", "!<", "٣٤٥", "٦", "\n", "Dž", "'ſ", "-", "123", "456", "78", "👍🏽'", "Sß字Z", "३", "\r\n", "e", "́.'", "T", "#$%-'", "t𐞁", "​㍿<", "é", "\u000b", "Ⅳ", "​"]}
+{"text": "​  'll<META_START>\r\n're", "tokens": 9, "pieces": ["​", " ", " '", "ll", "<META", "_START", ">\r\n", "'re"]}
+{"text": " \"e'T漢<|endoftext|>Dž(…'VE㋿ſİ\r\n\r\n<tZ's\t👍🏽字#$%<META_START>Ａ<EOT>'reḍ̇'Re.", "tokens": 58, "pieces": [" ", "\"e", "'T", "漢", "<|", "endoftext", "|>", "Dž", "(", "…", "'VE", "㋿ſİ", "\r\n\r\n", "<tZ", "'s", "\t", "👍🏽", "字", "#$%<", "META", "_START", ">Ａ", "<EOT", ">'", "reḋ", "̣'", "Re", "."]}
+{"text": "३٣٤٥٦½", "tokens": 11, "pieces": ["३٣٤", "٥٦½"]}
+{"text": "ß'Re\"fi  <META_START>३İ   \n<<|endoftext|>12345678🙂'ſ12345678
٣٤٥٦", "tokens": 42, "pieces": ["ß", "'Re", "\"fi", " ", " <", "META", "_START", ">", "३", "İ", "   \n", "<<|", "endoftext", "|>", "123", "456", "78", "🙂'", "ſ", "123", "456", "78", "
", "٣٤٥", "٦"]}
+{"text": "<META_START><|fim_prefix|>'s\t  ḍ̇'re🙂　ß漢's<EOT>\r\n\r\nZ9'Resḍ̇\n'T\"漢\"Ⅳ", "tokens": 46, "pieces": ["<META", "_START", "><|", "fim", "_prefix", "|>'", "s", "\t ", " ḋ", "̣'", "re", "🙂", "　ß漢", "'s", "<EOT", ">\r\n\r\n", "Z", "9", "'Re", "sḋ", "̣\n", "'T", "\"漢", "\"", "Ⅳ"]}
+{"text": "‍‍㍿\u000b<|fim_prefix|> 𐞁t-​'aＡ>ḍ̇　'llß٣٤٥٦da'e㍿ꟲſ<a ſ,", "tokens": 58, "pieces": ["‍‍㍿", "\u000b", "<|", "fim", "_prefix", "|>", " 𐞁t", "-​'", "aＡ", ">ḋ", "̣", "　", "'ll", "ß", "٣٤٥", "٦", "da", "'e", "㍿ꟲſ", "<a", " ſ", ","]}
+{"text": "\t mⅣ'll'llⅣ\r\n漢é<<dſſİ,ḍ̇m.👍🏽 'Re½0,  å㋿   \n'Re", "tokens": 49, "pieces": ["\t", " m", "Ⅳ", "'ll", "'ll", "Ⅳ", "\r\n", "漢e", "́<<", "dſſİ", ",ḋ", "̣m", ".👍🏽", " ", "'Re", "½0", ",", " ", " a", "̊㋿", "   \n", "'Re"]}
+{"text": "EOT're12345678\r\nİé𐞁", "tokens": 14, "pieces": ["EOT", "'re", "123", "456", "78", "\r\n", "İe", "́𐞁"]}
+{"text": "‍😀🏽><|fim_prefix|>'Refié𐞁½\u000b३ 'Dſḍ̇12345678  
", "tokens": 41, "pieces": ["‍😀🏽><|", "fim", "_prefix", "|>'", "Refié𐞁", "½", "\u000b", "३", " '", "Dſḋ", "̣", "123", "456", "78", "  
"]}
+{"text": "\t'T　İ​Z😀🏽", "tokens": 11, "pieces": ["\t", "'T", "　İ", "​Z", "😀🏽"]}
+{"text": "'D!!Ⅳ<META_START>​<EOT>s're  ­😀🏽'Re٣٤٥٦́ ㋿٣٤٥٦٣٤٥٦ Dž'M<|endoftext|>
", "tokens": 65, "pieces": ["'D", "!!", "Ⅳ", "<META", "_START", ">​<", "EOT", ">s", "'re", " ", " ­😀🏽'", "Re", "٣٤٥", "٦", "́", " ㋿", "٣٤٥", "٦٣٤", "٥٦", " Dž", "'M", "<|", "endoftext", "|>", "
"]}
+{"text": "ßåé<META_START><EOT>ḍ̇ꟲfi👍🏽'll\"", "tokens": 31, "pieces": ["ßa", "̊é", "<META", "_START", "><", "EOT", ">ḋ", "̣ꟲfi", "👍🏽'", "ll", "\""]}
+{"text": "\"t'reع漢́٣٤٥٦Ⅳ\t٣٤٥٦<́s'Sع​m\tⅣ.\r'Déé", "tokens": 41, "pieces": ["\"t", "'re", "ع漢", "́", "٣٤٥", "٦Ⅳ", "\t", "٣٤٥", "٦", "<́", "s", "'S", "ع", "​m", "\t", "Ⅳ", ".\r", "'D", "éé"]}
+{"text": "('M\r字…-३ \u000b…
é<|fim_prefix|>'M.'Re", "tokens": 26, "pieces": ["('", "M", "\r", "字", "…", "-", "३", " \u000b…", "
é", "<|", "fim", "_prefix", "|>'", "M", ".'", "Re"]}
+{"text": "'VE.<|endoftext|>fi字\t​\r\n\r\n字​ꟲ\r  Dž́𐞁'D12345678٣٤٥٦'T<\r\n'ſ12345678👍🏽漢
𐞁'll­12345678  ع½😀🏽#$%　\r\n\r\n", "tokens": 82, "pieces": ["'VE", ".<|", "endoftext", "|>", "fi字", "\t", "​\r\n\r\n", "字", "​ꟲ", "\r", " ", " Dž", "́𐞁", "'D", "123", "456", "78٣", "٤٥٦", "'T", "<\r\n", "'ſ", "123", "456", "78", "👍🏽", "漢", "
𐞁", "'ll", "­", "123", "456", "78", " ", " ع", "½", "😀🏽#$%", "　\r\n\r\n"]}
+{"text": "漢!!'Re  !!", "tokens": 7, "pieces": ["漢", "!!'", "Re", " ", " !!"]}
+{"text": "<EOT>-EOT", "tokens": 5, "pieces": ["<EOT", ">-", "EOT"]}
+{"text": "­
ꟲfi㋿٣٤٥٦👍🏽(३'M\"'T('re😀🏽>Ａfi<META_START>12345678", "tokens": 50, "pieces": ["­", "
ꟲfi", "㋿", "٣٤٥", "٦", "👍🏽(", "३", "'M", "\"'", "T", "('", "re", "😀🏽>", "Ａfi", "<META", "_START", ">", "123", "456", "78"]}
+{"text": "㍿'s'ſ字\u000b'Re😀🏽,'T́­ 𐞁
!!fi　,漢漢३\t३ß́\rⅣ\r'ſ'ſå\r\r\n\r\n👍🏽", "tokens": 64, "pieces": ["㍿'", "s", "'ſ", "字", "\u000b", "'Re", "😀🏽,'", "T", "́­", " 𐞁", "
", "!!", "fi", "　", ",漢漢", "३", "\t", "३", "ß", "́\r", "Ⅳ", "\r", "'ſ", "'ſ", "a", "̊\r\r\n\r\n", "👍🏽"]}
+{"text": "\t12345678🙂İ­Dža­< Ａ", "tokens": 15, "pieces": ["\t", "123", "456", "78", "🙂İ", "­Dža", "­<", " Ａ"]}
+{"text": "a<|fim_prefix|>\r\n\r\n\r\n\r\n
­👍🏽 m'så'VE", "tokens": 25, "pieces": ["a", "<|", "fim", "_prefix", "|>\r\n\r\n\r\n\r\n", "
", "­👍🏽", " m", "'s", "a", "̊'", "VE"]}
+{"text": "　\r\n\r\n<EOT>😀🏽‍'VE-İ\naＡ<字<|endoftext|>#$%a🙂é>ع!!<EOT> ꟲ​dſ½'T", "tokens": 53, "pieces": ["　\r\n\r\n", "<EOT", ">😀🏽‍'", "VE", "-İ", "\n", "aＡ", "<字", "<|", "endoftext", "|>#$%", "a", "🙂e", "́>", "ع", "!!<", "EOT", ">", " ꟲ", "​dſ", "½", "'T"]}
+{"text": "'D३a漢𐞁🙂12345678<|fim_prefix|>>㍿<META_START>'VE٣٤٥٦ EOT'T\t🙂e字(", "tokens": 48, "pieces": ["'D", "३", "a漢𐞁", "🙂", "123", "456", "78", "<|", "fim", "_prefix", "|>>㍿<", "META", "_START", ">'", "VE", "٣٤٥", "٦", " EOT", "'T", "\t", "🙂e字", "("]}
+{"text": "́　 \r\nfi", "tokens": 6, "pieces": ["́", "　 \r\n", "fi"]}
+{"text": "'Sİt­.'D's𐞁\r\n-'ll'll.<EOT>İ́\r\n\r\n'\n字éåt   \nß", "tokens": 31, "pieces": ["'S", "İt", "­.'", "D", "'s", "𐞁", "\r\n", "-'", "ll", "'ll", ".<", "EOT", ">İ", "́\r\n\r\n", "'\n", "字éa", "̊t", "   \n", "ß"]}
+{"text": "🙂t\"ꟲ\r\nꟲİ<|endoftext|> ḍ̇é 'T​𐞁漢t　ſع12345678fiع", "tokens": 45, "pieces": ["🙂t", "\"ꟲ", "\r\n", "ꟲİ", "<|", "endoftext", "|>", " ḋ", "̣é", " ", "'T", "​𐞁漢t", "　ſع", "123", "456", "78", "fiع"]}
+{"text": "'Re'D'VEDž.!!İꟲ", "tokens": 12, "pieces": ["'Re", "'D", "'VE", "Dž", ".!!", "İꟲ"]}
+{"text": "fiDž­s㍿'
㋿'reſé👍🏽<META_START>漢𐞁<|fim_prefix|>ḍ̇tDž'sa", "tokens": 52, "pieces": ["fiDž", "­s", "㍿'", "
", "㋿'", "reſé", "👍🏽<", "META", "_START", ">漢𐞁", "<|", "fim", "_prefix", "|>", "ḋ", "̣tDž", "'s", "a"]}
+{"text": "éꟲ漢٣٤٥٦  'M\tfi\u000b're字", "tokens": 23, "pieces": ["éꟲ漢", "٣٤٥", "٦", " ", " '", "M", "\tfi", "\u000b", "'re", "字"]}
+{"text": " …ſe'9漢­字<META_START>Ⅳ😀🏽㋿\u000b\r\n\r\nd'D🙂…　d#$%'Reḍ̇e㍿Zt…\u000bİ>e\r­a\r", "tokens": 59, "pieces": [" ", "…ſe", "'", "9", "漢", "­字", "<META", "_START", ">", "Ⅳ", "😀🏽㋿", "\u000b\r\n\r\n", "d", "'D", "🙂", "…", "　d", "#$%'", "Reḋ", "̣e", "㍿Zt", "…", "\u000bİ", ">e", "\r", "­a", "\r"]}
+{"text": ">,<|endoftext|>İ漢 \r\n\r\ns字!ſ0漢Z\u000bEOT'VE
Ａ👍🏽,", "tokens": 37, "pieces": [">,<|", "endoftext", "|>", "İ漢", " \r\n\r\n", "s字", "!ſ", "0", "漢Z", "\u000bEOT", "'VE", "
Ａ", "👍🏽,"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'TdⅣ<å-me>fi­t\t-­'s<<META_START>\"'VE'M　'Re'VE漢ſ
'D
‍㍿9#$%ſ'd
\r", "tokens": 52, "pieces": ["'T", "d", "Ⅳ", "<a", "̊-", "me", ">fi", "­t", "\t", "-­'", "s", "<<", "META", "_START", ">\"'", "VE", "'M", "　", "'Re", "'VE", "漢ſ", "
", "'D", "
", "‍㍿", "9", "#$%", "ſ", "'d", "
\r"]}
+{"text": "eḍ̇ ,'M0tEOT   \n'T\"👍🏽t漢
!!㍿\r\nſİ😀🏽<|endoftext|>'reZ's", "tokens": 49, "pieces": ["eḋ", "̣", " ,'", "M", "0", "tEOT", "   \n", "'T", "\"👍🏽", "t漢", "
", "!!㍿\r\n", "ſİ", "😀🏽<|", "endoftext", "|>'", "reZ", "'s"]}
+{"text": "𐞁'M'ſZ'T'Då\u000bßfi'VE<EOT>'S\n\n漢'S\r\nſ'SEOT\" Ⅳ", "tokens": 38, "pieces": ["𐞁", "'M", "'ſ", "Z", "'T", "'D", "a", "̊", "\u000bßfi", "'VE", "<EOT", ">'", "S", "\n\n", "漢", "'S", "\r\n", "ſ", "'S", "EOT", "\"", " ", "Ⅳ"]}
+{"text": "😀🏽  -0'M     \n㋿9", "tokens": 15, "pieces": ["😀🏽", " ", " ", "-", "0", "'M", "     \n", "㋿", "9"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "½'Da'D-<|fim_prefix|>'re'D​m'å३\r\n\r\n३Ａfi(,  e.'re'Reḍ̇<META_START>'T", "tokens": 45, "pieces": ["½", "'D", "a", "'D", "-<|", "fim", "_prefix", "|>'", "re", "'D", "​m", "'a", "̊", "३", "\r\n\r\n", "३", "Ａfi", "(,", " ", " e", ".'", "re", "'Re", "ḋ", "̣<", "META", "_START", ">'", "T"]}
+{"text": "\rm‍㍿0('Séع<|endoftext|>­ ", "tokens": 21, "pieces": ["\r", "m", "‍㍿", "0", "('", "Se", "́ع", "<|", "endoftext", "|>­", " "]}
+{"text": "'ſaEOT   \n\t🙂é漢're​Dž🙂㍿(dm㍿éfiEOT..́…,(0.👍🏽…İ­!㋿", "tokens": 54, "pieces": ["'ſ", "aEOT", "   \n", "\t", "🙂e", "́漢", "'re", "​Dž", "🙂㍿(", "dm", "㍿éfiEOT", "..́", "…", ",(", "0", ".👍🏽", "…İ", "­!㋿"]}
+{"text": ",'VEéDž", "tokens": 6, "pieces": [",'", "VEe", "́Dž"]}
+{"text": "'llＡ́㋿12345678  é𐞁Ａa9𐞁fi㋿ḍ̇'ſſ'D\nḍ̇ß́>('VE'VE,㋿", "tokens": 57, "pieces": ["'ll", "Ａ", "́㋿", "123", "456", "78", " ", " e", "́𐞁Ａa", "9", "𐞁fi", "㋿ḋ", "̣'", "ſſ", "'D", "\n", "ḋ", "̣ß", "́>('", "VE", "'VE", ",㋿"]}
+{"text": "'ll-ḍ̇ \r'ſd!! ३,𐞁½ſ　éḍ̇sḍ̇é'ſ!\t<|fim_prefix|>\t­
字😀🏽ß<,'re…\u000b.Ａ𐞁'M", "tokens": 77, "pieces": ["'ll", "-ḋ", "̣", " \r", "'ſ", "d", "!!", " ", "३", ",𐞁", "½", "ſ", "　e", "́ḋ", "̣sḋ", "̣é", "'ſ", "!", "\t", "<|", "fim", "_prefix", "|>", "\t", "­", "
字", "😀🏽", "ß", "<,'", "re", "…", "\u000b", ".Ａ𐞁", "'M"]}
+{"text": "🙂s\n\r­'re EOT!漢🙂<EOT>漢'reß'D<.'ſ　Ⅳ'T9\n's(m're12345678>Ａ<|endoftext|>#$%", "tokens": 52, "pieces": ["🙂s", "\n\r", "­'", "re", " EOT", "!漢", "🙂<", "EOT", ">漢", "'re", "ß", "'D", "<.'", "ſ", "　", "Ⅳ", "'T", "9", "\n", "'s", "(m", "'re", "123", "456", "78", ">Ａ", "<|", "endoftext", "|>#$%"]}
+{"text": "fiİ​ſ'VEſ0-0   \n<META_START>, 9<|fim_prefix|>漢½", "tokens": 30, "pieces": ["fiİ", "​ſ", "'VE", "ſ", "0", "-", "0", "   \n", "<META", "_START", ">,", " ", "9", "<|", "fim", "_prefix", "|>", "漢", "½"]}
+{"text": "\r\n-\rs३\t́'T#$%<META_START>\r\ne​½'ll<|fim_prefix|>", "tokens": 27, "pieces": ["\r\n", "-\r", "s", "३", "\t", "́'", "T", "#$%<", "META", "_START", ">\r\n", "e", "​", "½", "'ll", "<|", "fim", "_prefix", "|>"]}
+{"text": "漢\"9'ſ're", "tokens": 8, "pieces": ["漢", "\"", "9", "'ſ", "'re"]}
+{"text": "(Zs\u000b 
.<'VE\r\n\r\n㍿🙂㍿‍\t(🙂½\r're
  😀🏽🙂!Z<META_START>   \n😀🏽", "tokens": 48, "pieces": ["(Zs", "\u000b ", "
", ".<'", "VE", "\r\n\r\n", "㍿🙂㍿‍", "\t", "(🙂", "½", "\r", "'re", "
 ", " 😀🏽🙂!", "Z", "<META", "_START", ">", "   \n", "😀🏽"]}
+{"text": "é<|fim_prefix|>d", "tokens": 10, "pieces": ["e", "́<|", "fim", "_prefix", "|>", "d"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "12345678Ａ🙂𐞁👍🏽.<|fim_prefix|>\u000b's\u000b!!!'\n\rEOTdꟲsta'S9fi<Ⅳ\u000b  ع\r\n\r\n½ 'S", "tokens": 51, "pieces": ["123", "456", "78", "Ａ", "🙂𐞁", "👍🏽.<|", "fim", "_prefix", "|>", "\u000b", "'s", "\u000b", "!!!'\n\r", "EOTdꟲsta", "'S", "9", "fi", "<", "Ⅳ", "\u000b ", " ع", "\r\n\r\n", "½", " ", "'S"]}
+{"text": "(­ꟲ'llZ😀🏽́½㋿<   \nå\rßå \n", "tokens": 28, "pieces": ["(­", "ꟲ", "'ll", "Z", "😀🏽́", "½", "㋿<", "   \n", "a", "̊\r", "ßa", "̊", " \n"]}
+{"text": "<EOT>!!#$%Ⅳḍ̇漢'llfißeDž'D　‍㍿.(字<|fim_prefix|>ee👍🏽12345678eDžé'T!'VE㋿  m", "tokens": 61, "pieces": ["<EOT", ">!!#$%", "Ⅳ", "ḋ", "̣漢", "'ll", "fißeDž", "'D", "　", "‍㍿.(", "字", "<|", "fim", "_prefix", "|>", "ee", "👍🏽", "123", "456", "78", "eDže", "́'", "T", "!'", "VE", "㋿", " ", " m"]}
+{"text": "\r'😀🏽'Re　 İ'ſ\"🙂　𐞁\r\n\t#$%　­.a!\t　   \n\u000bſ", "tokens": 38, "pieces": ["\r", "'😀🏽'", "Re", "　", " İ", "'ſ", "\"🙂", "　𐞁", "\r\n", "\t", "#$%", "　", "­.", "a", "!", "\t　   \n", "\u000bſ"]}
+{"text": "ßعe're9'sßſ漢'VE'VE½\"👍🏽'ReZ😀🏽'VE12345678ḍ̇👍🏽
㋿Z…\t (\r\n'reⅣ'T'12345678'S
", "tokens": 69, "pieces": ["ßعe", "'re", "9", "'s", "ßſ漢", "'VE", "'VE", "½", "\"👍🏽'", "ReZ", "😀🏽'", "VE", "123", "456", "78", "ḋ", "̣👍🏽", "
", "㋿Z", "…\t", " ", "(\r\n", "'re", "Ⅳ", "'T", "'", "123", "456", "78", "'S", "
"]}
+{"text": "ḍ̇
ꟲ'T'VE
'ſ<META_START>.Dž\r\n'…𐞁 !'D\r\n\r\n'Mt字 ſ​🙂,­s\r\n\r\nꟲ'Mt(㋿½३", "tokens": 60, "pieces": ["ḋ", "̣", "
ꟲ", "'T", "'VE", "
", "'ſ", "<META", "_START", ">.", "Dž", "\r\n", "'", "…𐞁", " ", "!'", "D", "\r\n\r\n", "'M", "t字", " ſ", "​🙂,­", "s", "\r\n\r\n", "ꟲ", "'M", "t", "(㋿", "½३"]}
+{"text": "åＡⅣ🙂ßfi'", "tokens": 13, "pieces": ["a", "̊Ａ", "Ⅳ", "🙂ßfi", "'"]}
+{"text": "'s(\nd👍🏽'll Ａ(\n.", "tokens": 15, "pieces": ["'s", "(\n", "d", "👍🏽'", "ll", " Ａ", "(\n", "."]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "#$%😀🏽𐞁Ａ\r\n\"'re0‍s㍿­㋿'s
0½­fi<META_START>\r\n>́", "tokens": 42, "pieces": ["#$%😀🏽", "𐞁Ａ", "\r\n", "\"'", "re", "0", "‍s", "㍿­㋿'", "s", "
", "0½", "­fi", "<META", "_START", ">\r\n", ">́"]}
+{"text": "'se'M!,‍eع\r\n,9", "tokens": 11, "pieces": ["'s", "e", "'M", "!,‍", "eع", "\r\n", ",", "9"]}
+{"text": "<|fim_prefix|>,EOT<…-dfie'reZå  912345678>　'Tfi'D​٣٤٥٦!!🙂EOT\r\n\r\n'ſfi­\r٣٤٥٦‍'re㍿", "tokens": 69, "pieces": ["<|", "fim", "_prefix", "|>,", "EOT", "<", "…", "-dfie", "'re", "Za", "̊", " ", " ", "912", "345", "678", ">", "　", "'T", "fi", "'D", "​", "٣٤٥", "٦", "!!🙂", "EOT", "\r\n\r\n", "'ſ", "fi", "­\r", "٣٤٥", "٦", "‍'", "re", "㍿"]}
+{"text": "ع!'Dß<META_START>", "tokens": 8, "pieces": ["ع", "!'", "Dß", "<META", "_START", ">"]}
+{"text": "漢tZ<'ReDž-㍿('Re0'M\u000b-fi½\r\n!!Z", "tokens": 24, "pieces": ["漢tZ", "<'", "ReDž", "-㍿('", "Re", "0", "'M", "\u000b", "-fi", "½", "\r\n", "!!", "Z"]}
+{"text": "'s'ſs,　-\r'séZDž<|fim_prefix|>   \ns३a
👍🏽½!👍🏽's
!!\r㋿tİꟲ   \nsåꟲ\u000b", "tokens": 64, "pieces": ["'s", "'ſ", "s", ",", "　", "-\r", "'s", "éZDž", "<|", "fim", "_prefix", "|>", "   \n", "s", "३", "a", "
", "👍🏽", "½", "!👍🏽'", "s", "
", "!!\r", "㋿tİꟲ", "   \n", "sa", "̊ꟲ", "\u000b"]}
+{"text": "t‍!!fi 'VE", "tokens": 9, "pieces": ["t", "‍!!", "fi", " ", "'VE"]}
+{"text": "㋿  \"<é'reZ'll'D'llåꟲ<", "tokens": 20, "pieces": ["㋿", " ", " \"<", "e", "́'", "reZ", "'ll", "'D", "'ll", "a", "̊ꟲ", "<"]}
+{"text": "a", "tokens": 1, "pieces": ["a"]}
+{"text": "'reعfi.­eعé\tDžＡ'reDž'Se!<EOT>'s​EOT#$%\ne", "tokens": 31, "pieces": ["'re", "عfi", ".­", "eعe", "́", "\tDžＡ", "'re", "Dž", "'S", "e", "!<", "EOT", ">'", "s", "​EOT", "#$%\n", "e"]}
+{"text": "½Dž   \n½,e'D٣٤٥٦𐞁<!!'Rem‍😀🏽٣٤٥٦İ<|endoftext|>\r\n\r\ne
<|endoftext|>\u000bſ 0<('Tfi", "tokens": 66, "pieces": ["½", "Dž", "   \n", "½", ",e", "'D", "٣٤٥", "٦", "𐞁", "<!!'", "Rem", "‍😀🏽", "٣٤٥", "٦", "İ", "<|", "endoftext", "|>\r\n\r\n", "e", "
", "<|", "endoftext", "|>", "\u000bſ", " ", "0", "<('", "Tfi"]}
+{"text": "​Ａ　​٣٤٥٦́a're'VE‍  ㍿å0'VÉ9're!!'D'S0\"!½'Re", "tokens": 43, "pieces": ["​Ａ", "　", "​", "٣٤٥", "٦", "́a", "'re", "'VE", "‍", " ", " ㍿", "a", "̊", "0", "'VE", "́", "9", "'re", "!!'", "D", "'S", "0", "\"!", "½", "'Re"]}
+{"text": "'S½漢́  \r\n'S.,ḍ̇\"'SZ  t<META_START><|fim_prefix|>😀🏽e'T㋿dé㋿Ⅳ9<EOT>'ſ字fi!", "tokens": 54, "pieces": ["'S", "½", "漢", "́", "  \r\n", "'S", ".,", "ḋ", "̣\"'", "SZ", " ", " t", "<META", "_START", "><|", "fim", "_prefix", "|>😀🏽", "e", "'T", "㋿dé", "㋿", "Ⅳ9", "<EOT", ">'", "ſ字fi", "!"]}
+{"text": "🙂fi‍',
é​   \n12345678𐞁…'VEＡ'Re", "tokens": 27, "pieces": ["🙂fi", "‍',", "
e", "́​", "   \n", "123", "456", "78", "𐞁", "…", "'VE", "Ａ", "'Re"]}
+{"text": "'Re漢fi\"12345678'ſ'ſ<|endoftext|>㍿𐞁३字9\u000b\" ſ漢m'VEİ<|endoftext|>,'llé 9DžDž٣٤٥٦<EOT>\n", "tokens": 71, "pieces": ["'Re", "漢fi", "\"", "123", "456", "78", "'ſ", "'ſ", "<|", "endoftext", "|>㍿", "𐞁", "३", "字", "9", "\u000b", "\"", " ſ漢m", "'VE", "İ", "<|", "endoftext", "|>,'", "llé", " ", "9", "DžDž", "٣٤٥", "٦", "<EOT", ">\n"]}
+{"text": "عꟲ<|endoftext|>é\r\nİDž'Re​ꟲ>-漢字ع́!!ß'ree   \n'👍🏽­İß𐞁٣٤٥٦", "tokens": 54, "pieces": ["عꟲ", "<|", "endoftext", "|>", "é", "\r\n", "İDž", "'Re", "​ꟲ", ">-", "漢字ع", "́!!", "ß", "'re", "e", "   \n", "'👍🏽­", "İß𐞁", "٣٤٥", "٦"]}
+{"text": "…́㍿'Re 'llt ३   \nmZ'<EOT>'re'ſ", "tokens": 25, "pieces": ["…", "́㍿'", "Re", " '", "llt", " ", "३", "   \n", "mZ", "'<", "EOT", ">'", "re", "'ſ"]}
+{"text": " ㍿Dž <|fim_prefix|>m's٣٤٥٦-éDž ع‍fi\"٣٤٥٦'Re'𐞁𐞁,.\r\n'Re漢", "tokens": 55, "pieces": [" ", "㍿Dž", " <|", "fim", "_prefix", "|>", "m", "'s", "٣٤٥", "٦", "-éDž", " ع", "‍fi", "\"", "٣٤٥", "٦", "'Re", "'𐞁𐞁", ",.\r\n", "'Re", "漢"]}
+{"text": "'ReEOT'llꟲDžé0\tfi\"🙂<EOT>'S'ſ'DZés'll' tḍ̇.", "tokens": 39, "pieces": ["'Re", "EOT", "'ll", "ꟲDžé", "0", "\tfi", "\"🙂<", "EOT", ">'", "S", "'ſ", "'D", "Ze", "́s", "'ll", "'", " tḋ", "̣."]}
+{"text": "\u000b<-<|fim_prefix|>#$%ſ'D'ſEOTＡḍ̇
12345678!'Re'ſİ'VE're's'll'T0'S'Re\r\n<'re,>٣٤٥٦😀🏽½½\"\t…ع", "tokens": 71, "pieces": ["\u000b", "<-<|", "fim", "_prefix", "|>#$%", "ſ", "'D", "'ſ", "EOTＡḋ", "̣", "
", "123", "456", "78", "!'", "Re", "'ſ", "İ", "'VE", "'re", "'s", "'ll", "'T", "0", "'S", "'Re", "\r\n", "<'", "re", ",>", "٣٤٥", "٦", "😀🏽", "½½", "\"", "\t", "…ع"]}
+{"text": "9 9İ३ſ\n'ree<|fim_prefix|>'llḍ̇…𐞁9m>ع'D!!\nse‍​å12345678漢'ſ
.Ⅳ", "tokens": 56, "pieces": ["9", " ", "9", "İ", "३", "ſ", "\n", "'re", "e", "<|", "fim", "_prefix", "|>'", "llḋ", "̣", "…𐞁", "9", "m", ">ع", "'D", "!!\n", "se", "‍​", "a", "̊", "123", "456", "78", "漢", "'ſ", "
", ".", "Ⅳ"]}
+{"text": "\n99İ​a'Re漢　éſ\r\n\r\nDž", "tokens": 15, "pieces": ["\n", "99", "İ", "​a", "'Re", "漢", "　éſ", "\r\n\r\n", "Dž"]}
+{"text": "́\"\r\n\r\n'VE.́Z٣٤٥٦😀🏽a<|endoftext|>\"'ſfié  <META_START> 　'S\r\n\r\n's12345678'T‍eDžéع", "tokens": 56, "pieces": ["́\"\r\n\r\n", "'VE", ".́", "Z", "٣٤٥", "٦", "😀🏽", "a", "<|", "endoftext", "|>\"'", "ſfié", " ", " <", "META", "_START", ">", " ", "　", "'S", "\r\n\r\n", "'s", "123", "456", "78", "'T", "‍eDže", "́ع"]}
+{"text": "٣٤٥٦<|fim_prefix|>''s㍿Ⅳ́    \n३ſ🙂\r\n\r\n\n㍿'s\r\nå", "tokens": 42, "pieces": ["٣٤٥", "٦", "<|", "fim", "_prefix", "|>''", "s", "㍿", "Ⅳ", "́", "    \n", "३", "ſ", "🙂\r\n\r\n\n", "㍿'", "s", "\r\n", "a", "̊"]}
+{"text": "!३   \n", "tokens": 4, "pieces": ["!", "३", "   \n"]}
+{"text": "𐞁'Z㋿㋿Ⅳ‍!'Re 　", "tokens": 20, "pieces": ["𐞁", "'Z", "㋿㋿", "Ⅳ", "‍!'", "Re", " 　"]}
+{"text": "-
", "tokens": 3, "pieces": ["-", "
"]}
+{"text": "‍­ꟲ,<㋿'s🙂", "tokens": 14, "pieces": ["‍­", "ꟲ", ",<㋿'", "s", "🙂"]}
+{"text": "\rİⅣ漢0\"​éétḍ̇\"İ\u000b!!'reⅣ　12345678\t㋿0<|endoftext|>12345678…́\r\n\u000bſ\"!éⅣ-", "tokens": 58, "pieces": ["\r", "İ", "Ⅳ", "漢", "0", "\"​", "ée", "́tḋ", "̣\"", "İ", "\u000b", "!!'", "re", "Ⅳ", "　", "123", "456", "78", "\t", "㋿", "0", "<|", "endoftext", "|>", "123", "456", "78", "…", "́\r\n", "\u000bſ", "\"!", "e", "́", "Ⅳ", "-"]}
+{"text": "a<|fim_prefix|>", "tokens": 8, "pieces": ["a", "<|", "fim", "_prefix", "|>"]}
+{"text": "é>Ź👍🏽­'T‍  …ß<İ'st\r\né­㋿\r\n<META_START>😀🏽Ⅳfie\u000b", "tokens": 45, "pieces": ["é", ">Z", "́👍🏽­'", "T", "‍", "  ", "…ß", "<İ", "'s", "t", "\r\n", "e", "́­㋿\r\n", "<META", "_START", ">😀🏽", "Ⅳ", "fie", "\u000b"]}
+{"text": "s\"å!Ⅳİe\r\n\r\n𐞁9\r㋿½\n'M-é  <s漢'S 's­   \n'MDžꟲ­>­\u000b#$%", "tokens": 46, "pieces": ["s", "\"a", "̊!", "Ⅳ", "İe", "\r\n\r\n", "𐞁", "9", "\r", "㋿", "½", "\n", "'M", "-é", " ", " <", "s漢", "'S", " ", "'s", "­", "   \n", "'M", "Džꟲ", "­>­", "\u000b", "#$%"]}
+{"text": "…'re\n\r9Ⅳ   \n㋿åå\u000b's'Tꟲ­ꟲ\n'T\r\n\r\n12345678  😀🏽<META_START>'s'll12345678e½", "tokens": 50, "pieces": ["…", "'re", "\n\r", "9Ⅳ", "   \n", "㋿a", "̊a", "̊", "\u000b", "'s", "'T", "ꟲ", "­ꟲ", "\n", "'T", "\r\n\r\n", "123", "456", "78", " ", " 😀🏽<", "META", "_START", ">'", "s", "'ll", "123", "456", "78", "e", "½"]}
+{"text": "字漢\u000b‍fit'VE\r'S'😀🏽ع…\t", "tokens": 23, "pieces": ["字漢", "\u000b", "‍fit", "'VE", "\r", "'S", "'😀🏽", "ع", "…\t"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": ".0३'MＡ३ḍ̇\r<|endoftext|>12345678
㍿t", "tokens": 31, "pieces": [".", "0३", "'M", "Ａ", "३", "ḋ", "̣\r", "<|", "endoftext", "|>", "123", "456", "78", "
", "㍿t"]}
+{"text": "\r\n\r\n'll㍿>\n字é<|endoftext|>\t\t12345678>-Dž", "tokens": 24, "pieces": ["\r\n\r\n", "'ll", "㍿>\n", "字e", "́<|", "endoftext", "|>", "\t", "\t", "123", "456", "78", ">-", "Dž"]}
+{"text": "­ …!ḍ̇m𐞁'Tعſ\r\n\r\nſ́<EOT> 0<META_START>m", "tokens": 33, "pieces": ["­", " ", "…", "!ḋ", "̣m𐞁", "'T", "عſ", "\r\n\r\n", "ſ", "́<", "EOT", ">", " ", "0", "<META", "_START", ">m"]}
+{"text": "字\"e9ع'M­tſ👍🏽>ßDž­", "tokens": 20, "pieces": ["字", "\"e", "9", "ع", "'M", "­tſ", "👍🏽>", "ßDž", "­"]}
+{"text": "ع…Ａ'D🙂'reEOT#$%!<META_START>  'M'VE ٣٤٥٦'T‍-👍🏽#$%'Re\n\n  字", "tokens": 48, "pieces": ["ع", "…Ａ", "'D", "🙂'", "reEOT", "#$%!<", "META", "_START", ">", " ", " '", "M", "'VE", " ", "٣٤٥", "٦", "'T", "‍-👍🏽#$%'", "Re", "\n\n", " ", " 字"]}
+{"text": "'Tt𐞁ḍ̇ḍ̇३عEOT'Sſ'd.s​t🙂ݽ‍漢t<|fim_prefix|>", "tokens": 44, "pieces": ["'T", "t𐞁ḋ", "̣ḋ", "̣", "३", "عEOT", "'S", "ſ", "'d", ".s", "​t", "🙂İ", "½", "‍漢t", "<|", "fim", "_prefix", "|>"]}
+{"text": " 😀🏽é'll!३'VEZs\r\n\r\n\t\n<|endoftext|>\n\r're", "tokens": 24, "pieces": [" 😀🏽", "é", "'ll", "!", "३", "'VE", "Zs", "\r\n\r\n\t\n", "<|", "endoftext", "|>\n\r", "'re"]}
+{"text": "mdİa½a'VE-d​#$%  ३", "tokens": 15, "pieces": ["mdİa", "½", "a", "'VE", "-d", "​#$%", " ", " ", "३"]}
+{"text": "\u000b", "tokens": 1, "pieces": ["\u000b"]}
+{"text": "😀🏽'VE㍿.--\u000b're㍿eé'S<|fim_prefix|>🙂𐞁'S-Ａ́İ<|endoftext|>\u000b12345678　Z'Ms\r\n0ſ字", "tokens": 58, "pieces": ["😀🏽'", "VE", "㍿.--", "\u000b", "'re", "㍿eé", "'S", "<|", "fim", "_prefix", "|>🙂", "𐞁", "'S", "-Ａ", "́İ", "<|", "endoftext", "|>", "\u000b", "123", "456", "78", "　Z", "'M", "s", "\r\n", "0", "ſ字"]}
+{"text": "'D́عe
ꟲt'Re\"­.!!‍‍é
#$%ḍ̇#$%ꟲ>s漢e…mEOTꟲ…", "tokens": 48, "pieces": ["'D", "́عe", "
ꟲt", "'Re", "\"­.!!‍‍", "é", "
", "#$%", "ḋ", "̣#$%", "ꟲ", ">s漢e", "…mEOTꟲ", "…"]}
+{"text": "a0­\r\n\r\n  (s(字mع t'ſ'T!!", "tokens": 18, "pieces": ["a", "0", "­\r\n\r\n", " ", " (", "s", "(字mع", " t", "'ſ", "'T", "!!"]}
+{"text": "‍'sꟲßs!!٣٤٥٦0ꟲ!!́㍿ſ<EOT>'D\r\n½!!\r\n  é\t😀🏽́́'S
…fiⅣ", "tokens": 58, "pieces": ["‍'", "sꟲßs", "!!", "٣٤٥", "٦0", "ꟲ", "!!́㍿", "ſ", "<EOT", ">'", "D", "\r\n", "½", "!!\r\n", " ", " e", "́", "\t", "😀🏽́́'", "S", "
", "…fi", "Ⅳ"]}
+{"text": "\r\n\r\n<|fim_prefix|>\"‍-''", "tokens": 12, "pieces": ["\r\n\r\n", "<|", "fim", "_prefix", "|>\"‍-''"]}
+{"text": " <|fim_prefix|>!!0ſ'Re'ſ<|endoftext|>   \n\n  ㋿'ſ'Reå'll\r\n9३\"-字.d<Ⅳå", "tokens": 51, "pieces": [" ", "<|", "fim", "_prefix", "|>!!", "0", "ſ", "'Re", "'ſ", "<|", "endoftext", "|>", "   \n\n", " ", " ㋿'", "ſ", "'Re", "a", "̊'", "ll", "\r\n", "9३", "\"-", "字", ".d", "<", "Ⅳ", "a", "̊"]}
+{"text": "(Ａ<META_START> <|fim_prefix|><META_START>🙂<EOT>'ll,漢  å㋿'VE9'VEDž.𐞁​<META_START>Ａ\"\r'se", "tokens": 58, "pieces": ["(Ａ", "<META", "_START", ">", " ", "<|", "fim", "_prefix", "|><", "META", "_START", ">🙂<", "EOT", ">'", "ll", ",漢", " ", " a", "̊㋿'", "VE", "9", "'VE", "Dž", ".𐞁", "​<", "META", "_START", ">Ａ", "\"\r", "'s", "e"]}
+{"text": "e字'ſ㋿'ſſḍ̇Ⅳ<META_START>t字<EOT>ſ'Ś…😀🏽\u000b\nİa\n​🙂'M,٣٤٥٦fi  \u000b漢", "tokens": 64, "pieces": ["e字", "'ſ", "㋿'", "ſſḋ", "̣", "Ⅳ", "<META", "_START", ">t字", "<EOT", ">ſ", "'S", "́", "…", "😀🏽", "\u000b\n", "İa", "\n", "​🙂'", "M", ",", "٣٤٥", "٦", "fi", "  ", "\u000b漢"]}
+{"text": " '\u000bḍ̇'llß👍🏽­㋿Ⅳſ<META_START>𐞁漢½漢­३#$%(😀🏽\"½ſⅣDž'VE'VEé  a", "tokens": 63, "pieces": [" ", "'", "\u000bḋ", "̣'", "llß", "👍🏽­㋿", "Ⅳ", "ſ", "<META", "_START", ">𐞁漢", "½", "漢", "­", "३", "#$%(😀🏽\"", "½", "ſ", "Ⅳ", "Dž", "'VE", "'VE", "é", " ", " a"]}
+{"text": "<|fim_prefix|>!!ß're'reDž#$%12345678\rmå㋿'D\nḍ̇-12345678fi㍿'Re​12345678é\t", "tokens": 50, "pieces": ["<|", "fim", "_prefix", "|>!!", "ß", "'re", "'re", "Dž", "#$%", "123", "456", "78", "\r", "ma", "̊㋿'", "D", "\n", "ḋ", "̣-", "123", "456", "78", "fi", "㍿'", "Re", "​", "123", "456", "78", "é", "\t"]}
+{"text": "fi㋿s'ſ́'T'<|fim_prefix|>-<META_START>İe'll Dž߅'Re  ㍿EOT  #$%㍿…\u000bZ'VE'S
ſ\r\n\r\n (", "tokens": 60, "pieces": ["fi", "㋿s", "'ſ", "́'", "T", "'<|", "fim", "_prefix", "|>-<", "META", "_START", ">İe", "'ll", " Džß", "…", "'Re", " ", " ㍿", "EOT", " ", " #$%㍿", "…", "\u000bZ", "'VE", "'S", "
ſ", "\r\n\r\n", " ", "("]}
+{"text": "　🙂#$%#$%9'VE!!'VE…eDž㋿d\"'SEOT 漢're
'#$%!'Ret0\u000b'S　EOT字åع<mꟲ'S ", "tokens": 53, "pieces": ["　", "🙂#$%#$%", "9", "'VE", "!!'", "VE", "…eDž", "㋿d", "\"'", "SEOT", " 漢", "'re", "
", "'#$%!'", "Ret", "0", "\u000b", "'S", "　EOT字a", "̊ع", "<mꟲ", "'S", " "]}
+{"text": ",12345678,!!!!s½‍ꟲ
…å(\"'S\"‍\r\nté\r\néİs٣٤٥٦'s👍🏽…'M'T
", "tokens": 54, "pieces": [",", "123", "456", "78", ",!!!!", "s", "½", "‍ꟲ", "
", "…a", "̊(\"'", "S", "\"‍\r\n", "te", "́\r\n", "e", "́İs", "٣٤٥", "٦", "'s", "👍🏽", "…", "'M", "'T", "
"]}
+{"text": "é<META_START><META_START>a912345678\r\n\r\n\u000bé<EOT>Dž<|fim_prefix|>", "tokens": 27, "pieces": ["e", "́<", "META", "_START", "><", "META", "_START", ">a", "912", "345", "678", "\r\n\r\n", "\u000bé", "<EOT", ">Dž", "<|", "fim", "_prefix", "|>"]}
+{"text": "👍🏽\r0s३🙂漢ée   \n𐞁DžsⅣ(\n'ſ'll½,ſ<|fim_prefix|>İ́>ḍ̇<👍🏽!!'ll'S٣٤٥٦字'VE>", "tokens": 73, "pieces": ["👍🏽\r", "0", "s", "३", "🙂漢ée", "   \n", "𐞁Džs", "Ⅳ", "(\n", "'ſ", "'ll", "½", ",ſ", "<|", "fim", "_prefix", "|>", "İ", "́>", "ḋ", "̣<👍🏽!!'", "ll", "'S", "٣٤٥", "٦", "字", "'VE", ">"]}
+{"text": "\n!m-   \n<EOT>'ll'T<EOT>t'VE…Dž👍🏽ع३'ſß\r\nſ å漢漢\u000bＡ!  ́㋿0ع", "tokens": 55, "pieces": ["\n", "!m", "-", "   \n", "<EOT", ">'", "ll", "'T", "<EOT", ">t", "'VE", "…Dž", "👍🏽", "ع", "३", "'ſ", "ß", "\r\n", "ſ", " a", "̊漢漢", "\u000bＡ", "!", " ", " ́㋿", "0", "ع"]}
+{"text": " 'T!!'sDž", "tokens": 7, "pieces": [" '", "T", "!!'", "sDž"]}
+{"text": "…\u000b's<EOT> Ⅳß", "tokens": 11, "pieces": ["…", "\u000b", "'s", "<EOT", ">", " ", "Ⅳ", "ß"]}
+{"text": "#$%Ⅳ\r\n9  <META_START>Ⅳ0'll𐞁
,'M'll‍'Dḍ̇Dž㍿٣٤٥٦   \n३,Z🙂é\r\n\r\ns", "tokens": 55, "pieces": ["#$%", "Ⅳ", "\r\n", "9", " ", " <", "META", "_START", ">", "Ⅳ0", "'ll", "𐞁", "
", ",'", "M", "'ll", "‍'", "Dḋ", "̣Dž", "㍿", "٣٤٥", "٦", "   \n", "३", ",Z", "🙂é", "\r\n\r\n", "s"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿'ll<META_START><|fim_prefix|>s're're(<'S'Re㍿ Ａ​'D", "tokens": 30, "pieces": ["㍿'", "ll", "<META", "_START", "><|", "fim", "_prefix", "|>", "s", "'re", "'re", "(<'", "S", "'Re", "㍿", " Ａ", "​'", "D"]}
+{"text": " 'S('ſ……'D'll🙂'٣٤٥٦­🙂<|endoftext|>​t　<|fim_prefix|>> #$%‍ßⅣ're\r
9३'D'Mİ́漢s", "tokens": 64, "pieces": [" '", "S", "('", "ſ", "…", "…", "'D", "'ll", "🙂'", "٣٤٥", "٦", "­🙂<|", "endoftext", "|>​", "t", "　", "<|", "fim", "_prefix", "|>>", " ", "#$%‍", "ß", "Ⅳ", "'re", "\r", "
", "9३", "'D", "'M", "İ", "́漢s"]}
+{"text": "👍🏽s​<|endoftext|>'S   \nm!!å٣٤٥٦\"<META_START>fi", "tokens": 36, "pieces": ["👍🏽", "s", "​<|", "endoftext", "|>'", "S", "   \n", "m", "!!", "a", "̊", "٣٤٥", "٦", "\"<", "META", "_START", ">fi"]}
+{"text": "́'Réd-𐞁\t㍿mdé'́
é३", "tokens": 24, "pieces": ["́'", "Re", "́d", "-𐞁", "\t", "㍿mdé", "'́", "
e", "́", "३"]}
+{"text": "ß​'D<'D\"🙂fi  'M…é‍   \n12345678𐞁<EOT>字㍿   \n9ß😀🏽té0fi३ḍ̇'VE", "tokens": 56, "pieces": ["ß", "​'", "D", "<'", "D", "\"🙂", "fi", " ", " '", "M", "…é", "‍", "   \n", "123", "456", "78", "𐞁", "<EOT", ">字", "㍿", "   \n", "9", "ß", "😀🏽", "te", "́", "0", "fi", "३", "ḋ", "̣'", "VE"]}
+{"text": "½-ع12345678\n漢é'T'S\u000b𐞁dåå🙂عİ\r 
'ſḍ̇.'VE
　", "tokens": 46, "pieces": ["½", "-ع", "123", "456", "78", "\n", "漢e", "́'", "T", "'S", "\u000b𐞁da", "̊a", "̊🙂", "عİ", "\r", " ", "
", "'ſ", "ḋ", "̣.'", "VE", "
　"]}
+{"text": ".😀🏽'Sm're'ſ<|fim_prefix|>Ａḍ̇.­.0'llⅣ<ß.<|endoftext|>漢𐞁😀🏽'res\u000b३‍", "tokens": 60, "pieces": [".😀🏽'", "Sm", "'re", "'ſ", "<|", "fim", "_prefix", "|>", "Ａḋ", "̣.­.", "0", "'ll", "Ⅳ", "<ß", ".<|", "endoftext", "|>", "漢𐞁", "😀🏽'", "res", "\u000b", "३", "‍"]}
+{"text": "Z\u000b", "tokens": 2, "pieces": ["Z", "\u000b"]}
+{"text": "s­\r\n'Mm…EOT<EOT>a'VE😀🏽-   \n…𐞁<|endoftext|>é'Tm㍿ 'Ret<|fim_prefix|>12345678'T३🙂!é'llEOT㋿s'VE\r\n\r\n​", "tokens": 72, "pieces": ["s", "­\r\n", "'M", "m", "…EOT", "<EOT", ">a", "'VE", "😀🏽-", "   \n", "…𐞁", "<|", "endoftext", "|>", "e", "́'", "Tm", "㍿", " '", "Ret", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'T", "३", "🙂!", "é", "'ll", "EOT", "㋿s", "'VE", "\r\n\r\n", "​"]}
+{"text": "字　0,\u000bZé('VE's\"\r\n\r\nꟲ漢<EOT>'ReDž\nfiع㍿12345678(㍿", "tokens": 36, "pieces": ["字", "　", "0", ",", "\u000bZe", "́('", "VE", "'s", "\"\r\n\r\n", "ꟲ漢", "<EOT", ">'", "ReDž", "\n", "fiع", "㍿", "123", "456", "78", "(㍿"]}
+{"text": "'Ms-09ḍ̇DžⅣ  d0'<<META_START>ſß   \n", "tokens": 25, "pieces": ["'M", "s", "-", "09", "ḋ", "̣Dž", "Ⅳ", " ", " d", "0", "'<<", "META", "_START", ">ſß", "   \n"]}
+{"text": "'ſ𐞁\r<s<META_START>'re\r\n\r\n\n", "tokens": 16, "pieces": ["'ſ", "𐞁", "\r", "<s", "<META", "_START", ">'", "re", "\r\n\r\n\n"]}
+{"text": "'VE e<EOT>éＡ'Sa😀🏽
Ⅳ-'M𐞁,　 >'VEtd½\t'Mḍ̇‍\r\n\r\n  !ꟲ  \t३", "tokens": 53, "pieces": ["'VE", " e", "<EOT", ">e", "́Ａ", "'S", "a", "😀🏽", "
", "Ⅳ", "-'", "M𐞁", ",", "　", " ", ">'", "VEtd", "½", "\t", "'M", "ḋ", "̣‍\r\n\r\n", " ", " !", "ꟲ", "  ", "\t", "३"]}
+{"text": "İ'S0
", "tokens": 5, "pieces": ["İ", "'S", "0", "
"]}
+{"text": "<|fim_prefix|><|fim_prefix|>ß  's'S<META_START>m😀🏽fi'Tḍ̇\u000bs\"‍'ſ   \nmEOT‍", "tokens": 49, "pieces": ["<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", "ß", " ", " '", "s", "'S", "<META", "_START", ">m", "😀🏽", "fi", "'T", "ḋ", "̣", "\u000bs", "\"‍'", "ſ", "   \n", "mEOT", "‍"]}
+{"text": "'Reḍ̇'s!𐞁d'VEſ👍🏽㍿a('St'ſ㋿𐞁   <|fim_prefix|>\r\n½Dž!!字<|endoftext|>'re字12345678'Reaa  aEOT", "tokens": 72, "pieces": ["'Re", "ḋ", "̣'", "s", "!𐞁d", "'VE", "ſ", "👍🏽㍿", "a", "('", "St", "'ſ", "㋿𐞁", "  ", " ", "<|", "fim", "_prefix", "|>\r\n", "½", "Dž", "!!", "字", "<|", "endoftext", "|>'", "re字", "123", "456", "78", "'Re", "aa", " ", " aEOT"]}
+{"text": "'VE­s<META_START>\"'M\r\n\r\nZ\r\n\r\n'VE'D9ꟲ<META_START>", "tokens": 23, "pieces": ["'VE", "­s", "<META", "_START", ">\"'", "M", "\r\n\r\n", "Z", "\r\n\r\n", "'VE", "'D", "9", "ꟲ", "<META", "_START", ">"]}
+{"text": ".d🙂", "tokens": 3, "pieces": [".d", "🙂"]}
+{"text": "EOTEOTEOTß<META_START><|fim_prefix|>㋿  ́fi‍\nİ!! 
½ß", "tokens": 33, "pieces": ["EOTEOTEOTß", "<META", "_START", "><|", "fim", "_prefix", "|>㋿", " ", " ́", "fi", "‍\n", "İ", "!!", " ", "
", "½", "ß"]}
+{"text": "'sdDžsſ  ㍿   \n🙂\t!'T\u000bse.‍\n<|fim_prefix|>🙂ſ㍿  ­'D'S'Re٣٤٥٦Ⅳ'S", "tokens": 55, "pieces": ["'s", "dDžsſ", " ", " ㍿", "   \n", "🙂", "\t", "!'", "T", "\u000bse", ".‍\n", "<|", "fim", "_prefix", "|>🙂", "ſ", "㍿", " ", " ­'", "D", "'S", "'Re", "٣٤٥", "٦Ⅳ", "'S"]}
+{"text": "'ll😀🏽eEOT.   \n \r'sعع́\u000b\rⅣé", "tokens": 23, "pieces": ["'ll", "😀🏽", "eEOT", ".", "   \n \r", "'s", "عع", "́", "\u000b\r", "Ⅳ", "e", "́"]}
+{"text": "<|endoftext|>😀🏽\r\n!İ\t   \n'T'#$%m  ­😀🏽m9<META_START><<EOT>mꟲå\t   \ne\n㍿", "tokens": 50, "pieces": ["<|", "endoftext", "|>😀🏽\r\n", "!İ", "\t   \n", "'T", "'#$%", "m", " ", " ­😀🏽", "m", "9", "<META", "_START", "><<", "EOT", ">mꟲa", "̊", "\t   \n", "e", "\n", "㍿"]}
+{"text": "'reع\tfi<META_START>''MEOT㍿9\r\né'T‍eع\r\n\r\n😀🏽<|fim_prefix|><EOT>\r\n>​\n\"", "tokens": 43, "pieces": ["'re", "ع", "\tfi", "<META", "_START", ">''", "MEOT", "㍿", "9", "\r\n", "é", "'T", "‍eع", "\r\n\r\n", "😀🏽<|", "fim", "_prefix", "|><", "EOT", ">\r\n", ">​\n", "\""]}
+{"text": "'ſ>\t", "tokens": 5, "pieces": ["'ſ", ">", "\t"]}
+{"text": "'ſ\n𐞁'Re,-<|endoftext|>'VEſ…<|fim_prefix|>EOT​'Mſ'S0٣٤٥٦12345678👍🏽'llİ12345678!!\tſé'ſ‍漢'ſå\u000b're'T'D\t㍿½", "tokens": 89, "pieces": ["'ſ", "\n", "𐞁", "'Re", ",-<|", "endoftext", "|>'", "VEſ", "…", "<|", "fim", "_prefix", "|>", "EOT", "​'", "Mſ", "'S", "0٣٤", "٥٦1", "234", "567", "8", "👍🏽'", "llİ", "123", "456", "78", "!!", "\tſé", "'ſ", "‍漢", "'ſ", "a", "̊", "\u000b", "'re", "'T", "'D", "\t", "㍿", "½"]}
+{"text": "㋿𐞁é'VE­­-å<EOT>‍'漢,EOT字Ａ३<|fim_prefix|>​🙂🙂'VE''s…t​'re'St㍿　!!", "tokens": 61, "pieces": ["㋿𐞁é", "'VE", "­­-", "a", "̊<", "EOT", ">‍'", "漢", ",EOT字Ａ", "३", "<|", "fim", "_prefix", "|>​🙂🙂'", "VE", "''", "s", "…t", "​'", "re", "'S", "t", "㍿", "　", "!!"]}
+{"text": "'ll字", "tokens": 2, "pieces": ["'ll", "字"]}
+{"text": "\t㍿s㋿#$%12345678,e#$%'T'Re٣٤٥٦😀🏽👍🏽s
!", "tokens": 41, "pieces": ["\t", "㍿s", "㋿#$%", "123", "456", "78", ",e", "#$%'", "T", "'Re", "٣٤٥", "٦", "😀🏽👍🏽", "s", "
", "!"]}
+{"text": "t'ſ‍\t🙂éd<META_START>\r㋿😀🏽a\r\n\r\n9　'llＡ'll-(0‍٣٤٥٦­　字#$%<META_START>(å'ſ
Ⅳ'SⅣ<EOT>a", "tokens": 68, "pieces": ["t", "'ſ", "‍", "\t", "🙂éd", "<META", "_START", ">\r", "㋿😀🏽", "a", "\r\n\r\n", "9", "　", "'ll", "Ａ", "'ll", "-(", "0", "‍", "٣٤٥", "٦", "­", "　字", "#$%<", "META", "_START", ">(", "a", "̊'", "ſ", "
", "Ⅳ", "'S", "Ⅳ", "<EOT", ">a"]}
+{"text": "'\r\n\r​ḍ̇­a.  EOT'VE­\r\n\r\n'Re​㋿  👍🏽<|fim_prefix|>>㋿>\r\n\r\n\r\n!Dž<META_START>'VE　'llſ'ré\t'ſ'sḍ̇,", "tokens": 65, "pieces": ["'\r\n\r", "​ḋ", "̣­", "a", ".", " ", " EOT", "'VE", "­\r\n\r\n", "'Re", "​㋿", " ", " 👍🏽<|", "fim", "_prefix", "|>>㋿>\r\n\r\n\r\n", "!Dž", "<META", "_START", ">'", "VE", "　", "'ll", "ſ", "'re", "́", "\t", "'ſ", "'s", "ḋ", "̣,"]}
+{"text": "👍🏽ＡéEOT\"Z\ré́\u000bＡعaZ𐞁<|fim_prefix|>9d३", "tokens": 38, "pieces": ["👍🏽", "Ａe", "́EOT", "\"Z", "\r", "é", "́", "\u000bＡعaZ𐞁", "<|", "fim", "_prefix", "|>", "9", "d", "३"]}
+{"text": "9‍'T字'reⅣt'Re'Dꟲå0'reꟲé's.ع\"'ll字㍿>", "tokens": 36, "pieces": ["9", "‍'", "T字", "'re", "Ⅳ", "t", "'Re", "'D", "ꟲa", "̊", "0", "'re", "ꟲe", "́'", "s", ".ع", "\"'", "ll字", "㍿>"]}
+{"text": "#$%㋿é", "tokens": 6, "pieces": ["#$%㋿", "é"]}
+{"text": "é🙂‍'re<META_START>
å'VE३s.…'T漢.!#$%12345678㋿٣٤٥٦m㋿<EOT>#$%\r", "tokens": 56, "pieces": ["e", "́🙂‍'", "re", "<META", "_START", ">", "
a", "̊'", "VE", "३", "s", ".", "…", "'T", "漢", ".!#$%", "123", "456", "78", "㋿", "٣٤٥", "٦", "m", "㋿<", "EOT", ">#$%\r"]}
+{"text": "👍🏽!!", "tokens": 7, "pieces": ["👍🏽!!"]}
+{"text": "'sḍ̇Z\r\n\r\n½İ<å0éⅣ0a\r\n '🙂#$%…\rZ(12345678'M👍🏽\u000b३!!​ع…३'M", "tokens": 52, "pieces": ["'s", "ḋ", "̣Z", "\r\n\r\n", "½", "İ", "<a", "̊", "0", "e", "́", "Ⅳ0", "a", "\r\n", " '🙂#$%", "…\r", "Z", "(", "123", "456", "78", "'M", "👍🏽", "\u000b", "३", "!!​", "ع", "…", "३", "'M"]}
+{"text": "́12345678'DⅣ<EOT'D'S​,ḍ̇é'Re(d漢a ", "tokens": 25, "pieces": ["́", "123", "456", "78", "'D", "Ⅳ", "<EOT", "'D", "'S", "​,", "ḋ", "̣é", "'Re", "(d漢a", " "]}
+{"text": "ße0Ａꟲ'D𐞁\u000b
Ⅳ'S<'Re-s<|fim_prefix|>🙂\r\n\r\n'Tß", "tokens": 33, "pieces": ["ße", "0", "Ａꟲ", "'D", "𐞁", "\u000b", "
", "Ⅳ", "'S", "<'", "Re", "-s", "<|", "fim", "_prefix", "|>🙂\r\n\r\n", "'T", "ß"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'S>éZſ<|endoftext|>\">३-ع#$%Z!'VE", "tokens": 23, "pieces": ["'S", ">éZſ", "<|", "endoftext", "|>\">", "३", "-ع", "#$%", "Z", "!'", "VE"]}
+{"text": "d'ſ<\r🙂<|endoftext|>\nǻ#$%ع́   \n\n½\tå'Re‍🙂ḍ̇'S,m👍🏽EOTfi​㍿\u000b😀🏽<|fim_prefix|>", "tokens": 69, "pieces": ["d", "'ſ", "<\r", "🙂<|", "endoftext", "|>\n", "a", "̊́#$%", "ع", "́", "   \n\n", "½", "\ta", "̊'", "Re", "‍🙂", "ḋ", "̣'", "S", ",m", "👍🏽", "EOTfi", "​㍿", "\u000b", "😀🏽<|", "fim", "_prefix", "|>"]}
+{"text": "e…é'VE9漢é!!<|fim_prefix|>", "tokens": 19, "pieces": ["e", "…é", "'VE", "9", "漢e", "́!!<|", "fim", "_prefix", "|>"]}
+{"text": "ḍ̇
\t३", "tokens": 10, "pieces": ["ḋ", "̣", "
", "\t", "३"]}
+{"text": "\t 字é㍿<EOT>İ<|endoftext|>'VEḍ̇Ⅳ", "tokens": 28, "pieces": ["\t", " 字e", "́㍿<", "EOT", ">İ", "<|", "endoftext", "|>'", "VEḋ", "̣", "Ⅳ"]}
+{"text": "Ⅳ​😀🏽İ<META_START>\"'D🙂'T​<EOT>9d\råe12345678\r\n\r\n   \nع's", "tokens": 38, "pieces": ["Ⅳ", "​😀🏽", "İ", "<META", "_START", ">\"'", "D", "🙂'", "T", "​<", "EOT", ">", "9", "d", "\r", "a", "̊e", "123", "456", "78", "\r\n\r\n   \n", "ع", "'s"]}
+{"text": "<|endoftext|>👍🏽
́\"Z0عZꟲ'Re🙂…<٣٤٥٦'MDž㍿'D½<|fim_prefix|>(ⅣZd́　٣٤٥٦㋿ß'Ma'\r\n'ReⅣ㍿\r\n\r\n.", "tokens": 83, "pieces": ["<|", "endoftext", "|>👍🏽", "
", "́\"", "Z", "0", "عZꟲ", "'Re", "🙂", "…", "<", "٣٤٥", "٦", "'M", "Dž", "㍿'", "D", "½", "<|", "fim", "_prefix", "|>(", "Ⅳ", "Zd", "́", "　", "٣٤٥", "٦", "㋿ß", "'M", "a", "'\r\n", "'Re", "Ⅳ", "㍿\r\n\r\n", "."]}
+{"text": "​9ſＡ㋿\r\n\r\n😀🏽Dž字'VE\tİ'reḍ̇#$%<|endoftext|><META_START>\"#$%‍\n", "tokens": 45, "pieces": ["​", "9", "ſＡ", "㋿\r\n\r\n", "😀🏽", "Dž字", "'VE", "\tİ", "'re", "ḋ", "̣#$%<|", "endoftext", "|><", "META", "_START", ">\"#$%‍\n"]}
+{"text": "(<|fim_prefix|>", "tokens": 7, "pieces": ["(<|", "fim", "_prefix", "|>"]}
+{"text": "ſ'ſ'T­Z.   \n
<|endoftext|>!!३9m٣٤٥٦9 \r\n𐞁
ßſ's'३'ſ
'VEḍ̇", "tokens": 59, "pieces": ["ſ", "'ſ", "'T", "­Z", ".", "   \n", "
", "<|", "endoftext", "|>!!", "३9", "m", "٣٤٥", "٦9", " \r\n", "𐞁", "
ßſ", "'s", "'", "३", "'ſ", "
", "'VE", "ḋ", "̣"]}
+{"text": "'s३'S   \n ſ!'D­🙂㋿\rḍ̇e#$%   \n,ss '", "tokens": 28, "pieces": ["'s", "३", "'S", "   \n", " ſ", "!'", "D", "­🙂㋿\r", "ḋ", "̣e", "#$%", "   \n", ",ss", " '"]}
+{"text": "'VE\u000b\t\t漢\u000b<|endoftext|>åꟲ😀🏽.'sm's!!'ſ́३", "tokens": 36, "pieces": ["'VE", "\u000b\t", "\t漢", "\u000b", "<|", "endoftext", "|>", "a", "̊ꟲ", "😀🏽.'", "sm", "'s", "!!'", "ſ", "́", "३"]}
+{"text": ".\"<\t'S>　ſ!!eå👍🏽'M'Re!😀🏽   \n<é字'llté漢'M㋿́Ａ>!!…ß", "tokens": 48, "pieces": [".\"<", "\t", "'S", ">", "　ſ", "!!", "ea", "̊👍🏽'", "M", "'Re", "!😀🏽", "   \n", "<e", "́字", "'ll", "té漢", "'M", "㋿́", "Ａ", ">!!", "…ß"]}
+{"text": "!!<EOT>'ſ'ſ\r\n->'ś'D0é0㍿<'ſ'VE漢\"é­", "tokens": 34, "pieces": ["!!<", "EOT", ">'", "ſ", "'ſ", "\r\n", "->'", "s", "́'", "D", "0", "e", "́", "0", "㍿<'", "ſ", "'VE", "漢", "\"é", "­"]}
+{"text": "12345678ſ'M\n'T㍿d\t", "tokens": 13, "pieces": ["123", "456", "78", "ſ", "'M", "\n", "'T", "㍿d", "\t"]}
+{"text": "  ſfi<META_START>🙂0
½0\u000b
\u000b  ‍\r\nⅣ
𐞁12345678'VE😀🏽e'S>fi\r", "tokens": 48, "pieces": [" ", " ſfi", "<META", "_START", ">🙂", "0", "
", "½0", "\u000b
\u000b ", " ‍\r\n", "Ⅳ", "
𐞁", "123", "456", "78", "'VE", "😀🏽", "e", "'S", ">fi", "\r"]}
+{"text": "'VEå(ḍ̇0#$%
's Ａꟲ", "tokens": 22, "pieces": ["'VE", "a", "̊(", "ḋ", "̣", "0", "#$%", "
", "'s", " Ａꟲ"]}
+{"text": "Dž're
漢<META_START>ß(\" (é(åfi㍿'VE", "tokens": 27, "pieces": ["Dž", "'re", "
漢", "<META", "_START", ">ß", "(\"", " ", "(e", "́(", "a", "̊fi", "㍿'", "VE"]}
+{"text": "<|endoftext|>m​㋿", "tokens": 12, "pieces": ["<|", "endoftext", "|>", "m", "​㋿"]}
+{"text": "ḍ̇#$%   \n<META_START>t<EOT>'e㍿\n   \n'", "tokens": 22, "pieces": ["ḋ", "̣#$%", "   \n", "<META", "_START", ">t", "<EOT", ">'", "e", "㍿\n", "   \n", "'"]}
+{"text": "­́<META_START>ع0<å'sé\tİDž12345678\n­d　'D'll,㍿ßm<META_START>'''ſsḍ̇", "tokens": 46, "pieces": ["­́<", "META", "_START", ">ع", "0", "<a", "̊'", "se", "́", "\tİDž", "123", "456", "78", "\n", "­d", "　", "'D", "'ll", ",㍿", "ßm", "<META", "_START", ">'''", "ſsḋ", "̣"]}
+{"text": "'T'D'SꟲaDž字字'M<META_START>aDž<META_START>mfim <META_START>́ß\"
eعm!…m!٣٤٥٦‍s\r\n\r\n0<META_START>👍🏽Ａ", "tokens": 67, "pieces": ["'T", "'D", "'S", "ꟲaDž字字", "'M", "<META", "_START", ">aDž", "<META", "_START", ">mfim", " <", "META", "_START", ">́", "ß", "\"", "
eعm", "!", "…m", "!", "٣٤٥", "٦", "‍s", "\r\n\r\n", "0", "<META", "_START", ">👍🏽", "Ａ"]}
+{"text": "'Reḍ̇ß𐞁Ⅳ'ſ   \n'De­ع0ḍ̇.'\r\nå\u000b　", "tokens": 34, "pieces": ["'Re", "ḋ", "̣ß𐞁", "Ⅳ", "'ſ", "   \n", "'D", "e", "­ع", "0", "ḋ", "̣.'\r\n", "a", "̊", "\u000b　"]}
+{"text": "İ's\nⅣ12345678Džd9\r\n
's<|fim_prefix|>(Dž
'Re'VE'll ß'M‍\n''s漢é३'ſaéⅣḍ̇<EOT>EOT", "tokens": 62, "pieces": ["İ", "'s", "\n", "Ⅳ12", "345", "678", "Džd", "9", "\r\n", "
", "'s", "<|", "fim", "_prefix", "|>(", "Dž", "
", "'Re", "'VE", "'ll", " ß", "'M", "‍\n", "''", "s漢e", "́", "३", "'ſ", "ae", "́", "Ⅳ", "ḋ", "̣<", "EOT", ">EOT"]}
+{"text": "amé'VEſZ𐞁'M🙂.e字", "tokens": 17, "pieces": ["ame", "́'", "VEſZ𐞁", "'M", "🙂.", "e字"]}
+{"text": "ꟲ0s.​EOTꟲ\r\n\r\n\r\nع字 0Z　🙂ſ<|fim_prefix|>   \nfi👍🏽İ,Ａ\nİt!å‍", "tokens": 52, "pieces": ["ꟲ", "0", "s", ".​", "EOTꟲ", "\r\n\r\n\r\n", "ع字", " ", "0", "Z", "　", "🙂ſ", "<|", "fim", "_prefix", "|>", "   \n", "fi", "👍🏽", "İ", ",Ａ", "\n", "İt", "!a", "̊‍"]}
+{"text": "'T9Ａ!'D𐞁<t!Ａ'VE#$%", "tokens": 18, "pieces": ["'T", "9", "Ａ", "!'", "D𐞁", "<t", "!Ａ", "'VE", "#$%"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "12345678'D…字\t'T\r", "tokens": 10, "pieces": ["123", "456", "78", "'D", "…字", "\t", "'T", "\r"]}
+{"text": "å  'D're\r\n\r\n漢<|fim_prefix|>'s
\"٣٤٥٦\t٣٤٥٦'M'T<<'Så३'re<EOT>­ .EOT­<EOT>'　eꟲm<|endoftext|>　,'Så", "tokens": 78, "pieces": ["a", "̊", " ", " '", "D", "'re", "\r\n\r\n", "漢", "<|", "fim", "_prefix", "|>'", "s", "
", "\"", "٣٤٥", "٦", "\t", "٣٤٥", "٦", "'M", "'T", "<<'", "Sa", "̊", "३", "'re", "<EOT", ">­", " ", ".EOT", "­<", "EOT", ">'", "　eꟲm", "<|", "endoftext", "|>", "　", ",'", "Sa", "̊"]}
+{"text": "\r🙂'Tß字#$%\r\n\r\n\t㍿\r\n\r\n.\u000bİ㋿
12345678'T", "tokens": 27, "pieces": ["\r", "🙂'", "Tß字", "#$%\r\n\r\n", "\t", "㍿\r\n\r\n", ".", "\u000bİ", "㋿", "
", "123", "456", "78", "'T"]}
+{"text": "'M
 ß!ſ'Red('ll­\n'S!!Ⅳs#$%.'s<META_START>s'VE­
'''M<META_START>́a're'M'D", "tokens": 43, "pieces": ["'M", "
", " ß", "!ſ", "'Re", "d", "('", "ll", "­\n", "'S", "!!", "Ⅳ", "s", "#$%.'", "s", "<META", "_START", ">s", "'VE", "­", "
", "'''", "M", "<META", "_START", ">́", "a", "'re", "'M", "'D"]}
+{"text": "<|endoftext|><字fiŹ\n12345678㍿EOT#$%Džé👍🏽
\n'S…'D'M'ſ​ع\n<‍", "tokens": 49, "pieces": ["<|", "endoftext", "|><", "字fiZ", "́\n", "123", "456", "78", "㍿EOT", "#$%", "Džé", "👍🏽", "
\n", "'S", "…", "'D", "'M", "'ſ", "​ع", "\n", "<‍"]}
+{"text": "<|endoftext|>ß\r\nİ#$%9ß'ſ'T½", "tokens": 19, "pieces": ["<|", "endoftext", "|>", "ß", "\r\n", "İ", "#$%", "9", "ß", "'ſ", "'T", "½"]}
+{"text": "9,\tſé٣٤٥٦é'reſ'ſZDžsİDž'S-'s漢<EOT>0!
're<|endoftext|>𐞁's
é٣٤٥٦㍿!!\r\n　's", "tokens": 71, "pieces": ["9", ",", "\tſé", "٣٤٥", "٦", "é", "'re", "ſ", "'ſ", "ZDžsİDž", "'S", "-'", "s漢", "<EOT", ">", "0", "!", "
", "'re", "<|", "endoftext", "|>", "𐞁", "'s", "
é", "٣٤٥", "٦", "㍿!!\r\n", "　", "'s"]}
+{"text": "½m½́🙂Ze   \nt‍́  
sꟲå‍'Reé", "tokens": 27, "pieces": ["½", "m", "½", "́🙂", "Ze", "   \n", "t", "‍́", "  ", "
sꟲa", "̊‍'", "Reé"]}
+{"text": "12345678   \n'Re漢(.e字're‍#$%'VE!!aEOT😀🏽­'S🙂\"'VE\re漢\r\n\r\neZ", "tokens": 39, "pieces": ["123", "456", "78", "   \n", "'Re", "漢", "(.", "e字", "'re", "‍#$%'", "VE", "!!", "aEOT", "😀🏽­'", "S", "🙂\"'", "VE", "\r", "e漢", "\r\n\r\n", "eZ"]}
+{"text": "'ll字,", "tokens": 3, "pieces": ["'ll", "字", ","]}
+{"text": "s,'M\rſå", "tokens": 9, "pieces": ["s", ",'", "M", "\r", "ſa", "̊"]}
+{"text": "s'\"'ſeع  …<'Reꟲ'T­é\r\n\r\n", "tokens": 20, "pieces": ["s", "'\"'", "ſeع", "  ", "…", "<'", "Reꟲ", "'T", "­e", "́\r\n\r\n"]}
+{"text": "😀🏽#$%\r\n…<EOT>12345678'Re<\".漢m٣٤٥٦ع<META_START>å'ſe\u000bt12345678å", "tokens": 48, "pieces": ["😀🏽#$%\r\n", "…", "<EOT", ">", "123", "456", "78", "'Re", "<\".", "漢m", "٣٤٥", "٦", "ع", "<META", "_START", ">a", "̊'", "ſe", "\u000bt", "123", "456", "78", "a", "̊"]}
+{"text": "'VE'lla　 \r\n\r\n'llt<", "tokens": 9, "pieces": ["'VE", "'ll", "a", "　 \r\n\r\n", "'ll", "t", "<"]}
+{"text": "éé­İ'S‍<", "tokens": 9, "pieces": ["e", "́é", "­İ", "'S", "‍<"]}
+{"text": "'ll'st漢EOT​Ａeİ𐞁0éḍ̇EOT­", "tokens": 27, "pieces": ["'ll", "'s", "t漢EOT", "​Ａeİ𐞁", "0", "e", "́ḋ", "̣EOT", "­"]}
+{"text": ">\n𐞁sⅣ𐞁#$%t'VE<META_START>#$%<|endoftext|>-<|endoftext|>ſ­>'D­३d'VE\t👍🏽𐞁tꟲ\n12345678'D#$%ⅣZ'll㍿ 漢a'M", "tokens": 82, "pieces": [">\n", "𐞁s", "Ⅳ", "𐞁", "#$%", "t", "'VE", "<META", "_START", ">#$%<|", "endoftext", "|>-<|", "endoftext", "|>", "ſ", "­>'", "D", "­", "३", "d", "'VE", "\t", "👍🏽", "𐞁tꟲ", "\n", "123", "456", "78", "'D", "#$%", "Ⅳ", "Z", "'ll", "㍿", " 漢a", "'M"]}
+{"text": "'Ḿ's   \n<META_START>é! ,'T
's \"'D9ع'llDžEOT­Ａ ½漢…", "tokens": 35, "pieces": ["'M", "́'", "s", "   \n", "<META", "_START", ">é", "!", " ,'", "T", "
", "'s", " ", "\"'", "D", "9", "ع", "'ll", "DžEOT", "­Ａ", " ", "½", "漢", "…"]}
+{"text": "ḍ̇ſe\t   \n߅'re're'Sfi'عİ­​​'ll🙂ḍ̇㍿'lle.><|endoftext|>(0,漢ḍ̇½e​\u000b", "tokens": 57, "pieces": ["ḋ", "̣ſe", "\t   \n", "ß", "…", "'re", "'re", "'S", "fi", "'عİ", "­​​'", "ll", "🙂ḋ", "̣㍿'", "lle", ".><|", "endoftext", "|>(", "0", ",漢ḋ", "̣", "½", "e", "​", "\u000b"]}
+{"text": "३ßZ字0́'Re'T'ſſ12345678३>'remé\r\n­…fit   \n!İ….\n'ſ#$% ", "tokens": 42, "pieces": ["३", "ßZ字", "0", "́'", "Re", "'T", "'ſ", "ſ", "123", "456", "78३", ">'", "remé", "\r\n", "­", "…fit", "   \n", "!İ", "…", ".\n", "'ſ", "#$%", " "]}
+{"text": "'VE字<|endoftext|><|endoftext|>\nＡع㋿", "tokens": 22, "pieces": ["'VE", "字", "<|", "endoftext", "|><|", "endoftext", "|>\n", "Ａع", "㋿"]}
+{"text": "!é   \nⅣa!­\"!m\r\n#$%'字𐞁'ع㍿<|endoftext|>'se( ꟲḍ̇Džd漢!.  'S!!d<EOT>", "tokens": 57, "pieces": ["!e", "́", "   \n", "Ⅳ", "a", "!­\"!", "m", "\r\n", "#$%'", "字𐞁", "'ع", "㍿<|", "endoftext", "|>'", "se", "(", " ꟲḋ", "̣Džd漢", "!.", " ", " '", "S", "!!", "d", "<EOT", ">"]}
+{"text": "!'SDžİⅣ\r\n\r\n\r!㋿<META_START>-é\ntéé🙂İ​\r\n<EOT>ſ👍🏽!‍​㋿
३e‍ a", "tokens": 53, "pieces": ["!'", "SDžİ", "Ⅳ", "\r\n\r\n\r", "!㋿<", "META", "_START", ">-", "é", "\n", "tée", "́🙂", "İ", "​\r\n", "<EOT", ">ſ", "👍🏽!‍​㋿", "
", "३", "e", "‍", " a"]}
+{"text": "\u000b'S", "tokens": 2, "pieces": ["\u000b", "'S"]}
+{"text": "<\"é ſ ­ꟲ Ⅳ🙂'ſ३ع٣٤٥٦aé𐞁'M
'T<|endoftext|>", "tokens": 45, "pieces": ["<\"", "e", "́", " ſ", " ­", "ꟲ", " ", "Ⅳ", "🙂'", "ſ", "३", "ع", "٣٤٥", "٦", "aé𐞁", "'M", "
", "'T", "<|", "endoftext", "|>"]}
+{"text": "!.<META_START>eعt\r\n\r\n\"<EOT><|fim_prefix|>fi EOT\r\n\r\nꟲ
'Reḍ̇　sfi,漢mtm\t", "tokens": 45, "pieces": ["!.<", "META", "_START", ">eعt", "\r\n\r\n", "\"<", "EOT", "><|", "fim", "_prefix", "|>", "fi", " EOT", "\r\n\r\n", "ꟲ", "
", "'Re", "ḋ", "̣", "　sfi", ",漢mtm", "\t"]}
+{"text": "ßé're912345678t", "tokens": 7, "pieces": ["ßé", "'re", "912", "345", "678", "t"]}
+{"text": "İ\"!!", "tokens": 3, "pieces": ["İ", "\"!!"]}
+{"text": " .\u000bå🙂t😀🏽<|fim_prefix|>​​,0'(é'ſm'Re", "tokens": 32, "pieces": [" ", ".", "\u000ba", "̊🙂", "t", "😀🏽<|", "fim", "_prefix", "|>​​,", "0", "'(", "e", "́'", "ſm", "'Re"]}
+{"text": "Ⅳ'ſİ😀🏽e0𐞁 😀🏽#$%t'S>३9㍿٣٤٥٦'㋿'De'Re'!<|endoftext|>e½​‍ \r\n\r\n'<EOT>…​ß '  ", "tokens": 72, "pieces": ["Ⅳ", "'ſ", "İ", "😀🏽", "e", "0", "𐞁", " 😀🏽#$%", "t", "'S", ">", "३9", "㍿", "٣٤٥", "٦", "'㋿'", "De", "'Re", "'!<|", "endoftext", "|>", "e", "½", "​‍", " \r\n\r\n", "'<", "EOT", ">", "…", "​ß", " '", "  "]}
+{"text": "ſ", "tokens": 2, "pieces": ["ſ"]}
+{"text": "​३  ('reḍ̇漢ḍ̇m-'𐞁​'D-ꟲ\r\n\r\nEOT字Ⅳ㋿𐞁   \n><META_START> \u000b", "tokens": 51, "pieces": ["​", "३", " ", " ('", "reḋ", "̣漢ḋ", "̣m", "-'", "𐞁", "​'", "D", "-ꟲ", "\r\n\r\n", "EOT字", "Ⅳ", "㋿𐞁", "   \n", "><", "META", "_START", ">", " \u000b"]}
+{"text": "­Ⅳ<META_START>-ſ! 'sß", "tokens": 13, "pieces": ["­", "Ⅳ", "<META", "_START", ">-", "ſ", "!", " '", "sß"]}
+{"text": "漢­­9🙂🙂𐞁😀🏽0  d'TZ", "tokens": 23, "pieces": ["漢", "­­", "9", "🙂🙂", "𐞁", "😀🏽", "0", " ", " d", "'T", "Z"]}
+{"text": "İé0<|endoftext|>İ'll<å
<EOT>🙂́fi　​s-efi<|endoftext|>'ll­́३,", "tokens": 45, "pieces": ["İe", "́", "0", "<|", "endoftext", "|>", "İ", "'ll", "<a", "̊", "
", "<EOT", ">🙂́", "fi", "　", "​s", "-efi", "<|", "endoftext", "|>'", "ll", "­́", "३", ","]}
+{"text": "12345678're　漢́é\n0mßḍ̇!!<sḍ̇ſ٣٤٥٦(Ａ㍿\u000b㋿'reßß\"#$%½-㍿ås!d'VE", "tokens": 67, "pieces": ["123", "456", "78", "'re", "　漢", "́e", "́\n", "0", "mßḋ", "̣!!<", "sḋ", "̣ſ", "٣٤٥", "٦", "(Ａ", "㍿", "\u000b", "㋿'", "reßß", "\"#$%", "½", "-㍿", "a", "̊s", "!d", "'VE"]}
+{"text": "İ\r…‍ⅣZ'0", "tokens": 11, "pieces": ["İ", "\r", "…", "‍", "Ⅳ", "Z", "'", "0"]}
+{"text": "\u000b́'re-.‍eß<META_START>Ze12345678're'VE\tm'M\r\né'll😀🏽Ⅳt½\t👍🏽ḍ̇fi'T<|endoftext|>­㍿Z'Re", "tokens": 64, "pieces": ["\u000b", "́'", "re", "-.‍", "eß", "<META", "_START", ">Ze", "123", "456", "78", "'re", "'VE", "\tm", "'M", "\r\n", "e", "́'", "ll", "😀🏽", "Ⅳ", "t", "½", "\t", "👍🏽", "ḋ", "̣fi", "'T", "<|", "endoftext", "|>­㍿", "Z", "'Re"]}
+{"text": "(ع👍🏽ſⅣ'e…t㋿fi<EOT>fi३'T🙂dＡém'ss\r\nꟲ㍿9   \n!…Z\" 're٣٤٥٦'re\u000bt!!", "tokens": 65, "pieces": ["(ع", "👍🏽", "ſ", "Ⅳ", "'e", "…t", "㋿fi", "<EOT", ">fi", "३", "'T", "🙂dＡém", "'s", "s", "\r\n", "ꟲ", "㍿", "9", "   \n", "!", "…Z", "\"", " '", "re", "٣٤٥", "٦", "'re", "\u000bt", "!!"]}
+{"text": "𐞁漢å　<|endoftext|>'VE㋿ＡZ\u000bm🙂İ\r\n\r\n'sع12345678å🙂\t#$%'-ß'Reع> d…é", "tokens": 53, "pieces": ["𐞁漢a", "̊", "　", "<|", "endoftext", "|>'", "VE", "㋿ＡZ", "\u000bm", "🙂İ", "\r\n\r\n", "'s", "ع", "123", "456", "78", "a", "̊🙂", "\t", "#$%'-", "ß", "'Re", "ع", ">", " d", "…e", "́"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\n<|endoftext|>'VE½'re𐞁\u000b漢12345678eé<㍿漢Z'M'VE
'M👍🏽s'D ḍ̇-㍿<|fim_prefix|>", "tokens": 61, "pieces": ["\n", "<|", "endoftext", "|>'", "VE", "½", "'re", "𐞁", "\u000b漢", "123", "456", "78", "ee", "́<㍿", "漢Z", "'M", "'VE", "
", "'M", "👍🏽", "s", "'D", " ḋ", "̣-㍿<|", "fim", "_prefix", "|>"]}
+{"text": "12345678\r\n\r\nſ<EOT><½12345678ḍ̇'ſع<'ReＡ'D<META_START>(\n漢‍  #$%​٣٤٥٦🙂­!! ​\r\n\r\n<<|endoftext|>>!!ⅣDžſſ!字", "tokens": 71, "pieces": ["123", "456", "78", "\r\n\r\n", "ſ", "<EOT", "><", "½12", "345", "678", "ḋ", "̣'", "ſع", "<'", "ReＡ", "'D", "<META", "_START", ">(\n", "漢", "‍", " ", " #$%​", "٣٤٥", "٦", "🙂­!!", " ​\r\n\r\n", "<<|", "endoftext", "|>>!!", "Ⅳ", "Džſſ", "!字"]}
+{"text": "
s𐞁tⅣ(٣٤٥٦åZ½​'D ḍ̇<<META_START>‍ ‍'VEeعfi\r\ń½'S9'T\tſ漢​'re'Ms漢㍿'M", "tokens": 70, "pieces": ["
s𐞁t", "Ⅳ", "(", "٣٤٥", "٦", "a", "̊Z", "½", "​'", "D", " ḋ", "̣<<", "META", "_START", ">‍", " ‍'", "VEeعfi", "\r\n", "́", "½", "'S", "9", "'T", "\tſ漢", "​'", "re", "'M", "s漢", "㍿'", "M"]}
+{"text": "fiꟲḍ̇", "tokens": 10, "pieces": ["fiꟲḋ", "̣"]}
+{"text": "字😀🏽
İⅣＡ​é<|fim_prefix|>DžEOT😀🏽!<\u000b㋿\"　", "tokens": 38, "pieces": ["字", "😀🏽", "
İ", "Ⅳ", "Ａ", "​é", "<|", "fim", "_prefix", "|>", "DžEOT", "😀🏽!<", "\u000b", "㋿\"", "　"]}
+{"text": "0㍿<ḍ̇İ'T!…　\r\n   \n'M٣٤٥٦İ́漢\r<META_START>tꟲ…éİ٣٤٥٦é're  'M‍ß.", "tokens": 60, "pieces": ["0", "㍿<", "ḋ", "̣İ", "'T", "!", "…　\r\n   \n", "'M", "٣٤٥", "٦", "İ", "́漢", "\r", "<META", "_START", ">tꟲ", "…éİ", "٣٤٥", "٦", "é", "'re", " ", " '", "M", "‍ß", "."]}
+{"text": "0'llt ", "tokens": 4, "pieces": ["0", "'ll", "t", " "]}
+{"text": "🙂<META_START>'<META_START>9ß(å\u000ba'Re\r\nḍ̇.\rꟲ㋿ع9'VEsZDž…'M\r\n\r\n\rİＡ'Mfia.३ḍ̇", "tokens": 60, "pieces": ["🙂<", "META", "_START", ">'<", "META", "_START", ">", "9", "ß", "(a", "̊", "\u000ba", "'Re", "\r\n", "ḋ", "̣.\r", "ꟲ", "㋿ع", "9", "'VE", "sZDž", "…", "'M", "\r\n\r\n\r", "İＡ", "'M", "fia", ".", "३", "ḋ", "̣"]}
+{"text": "      \n'VEt<|fim_prefix|>é㋿Džts,'lĺ'Re\r\n<,", "tokens": 29, "pieces": ["      \n", "'VE", "t", "<|", "fim", "_prefix", "|>", "e", "́㋿", "Džts", ",'", "ll", "́'", "Re", "\r\n", "<,"]}
+{"text": "(-  'Té𐞁ǻ…EOTعꟲ<EOT>'Re\u000b,٣٤٥٦㍿s\u000b", "tokens": 40, "pieces": ["(-", " ", " '", "Te", "́𐞁a", "̊́", "…EOTعꟲ", "<EOT", ">'", "Re", "\u000b", ",", "٣٤٥", "٦", "㍿s", "\u000b"]}
+{"text": "\"Ⅳ-𐞁-e!'llåİ  漢Zfi㋿", "tokens": 24, "pieces": ["\"", "Ⅳ", "-𐞁", "-e", "!'", "lla", "̊İ", " ", " 漢Zfi", "㋿"]}
+{"text": "d<|endoftext|>'TⅣ\r😀🏽ſⅣd‍!㋿", "tokens": 28, "pieces": ["d", "<|", "endoftext", "|>'", "T", "Ⅳ", "\r", "😀🏽", "ſ", "Ⅳ", "d", "‍!㋿"]}
+{"text": "👍🏽#$%  EOT<|endoftext|>,عſéſ\t\r½'sd…😀🏽é½<\t\n'VEé👍🏽", "tokens": 51, "pieces": ["👍🏽#$%", " ", " EOT", "<|", "endoftext", "|>,", "عſe", "́ſ", "\t\r", "½", "'s", "d", "…", "😀🏽", "é", "½", "<", "\t\n", "'VE", "e", "́👍🏽"]}
+{"text": "(åع🙂ع🙂Dž­'S!'s're­㋿'ſfi😀🏽½'D9", "tokens": 34, "pieces": ["(a", "̊ع", "🙂ع", "🙂Dž", "­'", "S", "!'", "s", "'re", "­㋿'", "ſfi", "😀🏽", "½", "'D", "9"]}
+{"text": "\t٣٤٥٦'T३\rع…𐞁fi٣٤٥٦🙂'll'll
", "tokens": 37, "pieces": ["\t", "٣٤٥", "٦", "'T", "३", "\r", "ع", "…𐞁fi", "٣٤٥", "٦", "🙂'", "ll", "'ll", "
"]}
+{"text": "'­\"́́'ll're🙂👍🏽　字
<EOT>
…0ꟲ'llⅣ\"   \n३　,\u000b'Re   \n", "tokens": 43, "pieces": ["'­\"́́'", "ll", "'re", "🙂👍🏽", "　字", "
", "<EOT", ">", "
", "…", "0", "ꟲ", "'ll", "Ⅳ", "\"", "   \n", "३", "　", ",", "\u000b", "'Re", "   \n"]}
+{"text": "
Z<|fim_prefix|>!!\n‍<META_START>é\u000b㋿<EOT>   \n'Re　　0d(d㍿Z'lls12345678 <META_START>👍🏽'T  ​́> >👍🏽　", "tokens": 67, "pieces": ["
Z", "<|", "fim", "_prefix", "|>!!\n", "‍<", "META", "_START", ">é", "\u000b", "㋿<", "EOT", ">", "   \n", "'Re", "　", "　", "0", "d", "(d", "㍿Z", "'ll", "s", "123", "456", "78", " ", "<META", "_START", ">👍🏽'", "T", " ", " ​́>", " >👍🏽", "　"]}
+{"text": "'S漢​<META_START>'Sİḍ̇‍\r\nＡ", "tokens": 20, "pieces": ["'S", "漢", "​<", "META", "_START", ">'", "Sİḋ", "̣‍\r\n", "Ａ"]}
+{"text": "㍿  <<|fim_prefix|>å\r\n<|fim_prefix|>㍿'T\r\nſ!", "tokens": 31, "pieces": ["㍿", " ", " <<|", "fim", "_prefix", "|>", "a", "̊\r\n", "<|", "fim", "_prefix", "|>㍿'", "T", "\r\n", "ſ", "!"]}
+{"text": ".a
'll'llm<|endoftext|>Z\r\"-'ſ😀🏽>字'sⅣ<|endoftext|>d\tİ­", "tokens": 40, "pieces": [".a", "
", "'ll", "'ll", "m", "<|", "endoftext", "|>", "Z", "\r", "\"-'", "ſ", "😀🏽>", "字", "'s", "Ⅳ", "<|", "endoftext", "|>", "d", "\tİ", "­"]}
+{"text": "😀🏽'Re🙂'sعm'VE🙂's('re㋿daa'Dß🙂\u000bİ'll!! åع'så'St12345678\r\n\r\n\neé", "tokens": 51, "pieces": ["😀🏽'", "Re", "🙂'", "sعm", "'VE", "🙂'", "s", "('", "re", "㋿daa", "'D", "ß", "🙂", "\u000bİ", "'ll", "!!", " a", "̊ع", "'s", "a", "̊'", "St", "123", "456", "78", "\r\n\r\n\n", "eé"]}
+{"text": "'D're\r\n123456789㍿t‍.​<|endoftext|>!ß㍿<EOT>\r\nDž<|fim_prefix|>㋿ḍ̇́'M…", "tokens": 52, "pieces": ["'D", "'re", "\r\n", "123", "456", "789", "㍿t", "‍.​<|", "endoftext", "|>!", "ß", "㍿<", "EOT", ">\r\n", "Dž", "<|", "fim", "_prefix", "|>㋿", "ḋ", "̣́'", "M", "…"]}
+{"text": "t́e9　\t'VE漢ꟲ12345678　Džİ'ZZ\rع𐞁é.😀🏽İ​\u000b­(0'\rZ…m!!EOT　́😀🏽", "tokens": 58, "pieces": ["t", "́e", "9", "　", "\t", "'VE", "漢ꟲ", "123", "456", "78", "　Džİ", "'ZZ", "\r", "ع𐞁e", "́.😀🏽", "İ", "​", "\u000b", "­(", "0", "'\r", "Z", "…m", "!!", "EOT", "　", "́😀🏽"]}
+{"text": "EOT٣٤٥٦!!<|fim_prefix|>fifiaß́\n'VE𐞁\n­🙂   \n(t㋿'D\n\r\né", "tokens": 47, "pieces": ["EOT", "٣٤٥", "٦", "!!<|", "fim", "_prefix", "|>", "fifiaß", "́\n", "'VE", "𐞁", "\n", "­🙂", "   \n", "(t", "㋿'", "D", "\n\r\n", "e", "́"]}
+{"text": "<EOT>!   \n…#$%<META_START>\r\nſ😀🏽३\"́!…😀🏽́é‍#$%é.ém'll'S", "tokens": 44, "pieces": ["<EOT", ">!", "   \n", "…", "#$%<", "META", "_START", ">\r\n", "ſ", "😀🏽", "३", "\"́!", "…", "😀🏽́", "é", "‍#$%", "e", "́.", "ém", "'ll", "'S"]}
+{"text": "İ", "tokens": 1, "pieces": ["İ"]}
+{"text": "'Md३🙂'llİ🙂<META_START>\"!　‍Dž<½\r\n\r\n'ſ­s漢!! ع 12345678\"½\n👍🏽\r\n३½.𐞁३", "tokens": 56, "pieces": ["'M", "d", "३", "🙂'", "llİ", "🙂<", "META", "_START", ">\"!", "　", "‍Dž", "<", "½", "\r\n\r\n", "'ſ", "­s漢", "!!", " ع", " ", "123", "456", "78", "\"", "½", "\n", "👍🏽\r\n", "३½", ".𐞁", "३"]}
+{"text": "\u000b(-<|endoftext|>.३　👍🏽#$%'VE'res\r\n", "tokens": 24, "pieces": ["\u000b", "(-<|", "endoftext", "|>.", "३", "　", "👍🏽#$%'", "VE", "'re", "s", "\r\n"]}
+{"text": "🙂   \n😀🏽<|endoftext|>​('🙂m<META_START>t'sm\"ع́é­m'S9!㍿𐞁é'ßＡm'ſ'S½'ſ
", "tokens": 60, "pieces": ["🙂", "   \n", "😀🏽<|", "endoftext", "|>​('🙂", "m", "<META", "_START", ">t", "'s", "m", "\"ع", "́e", "́­", "m", "'S", "9", "!㍿", "𐞁e", "́'", "ßＡm", "'ſ", "'S", "½", "'ſ", "
"]}
+{"text": "-,漢<å'reع字(fi,٣٤٥٦'ll…👍🏽EOT<", "tokens": 34, "pieces": ["-,", "漢", "<a", "̊'", "reع字", "(fi", ",", "٣٤٥", "٦", "'ll", "…", "👍🏽", "EOT", "<"]}
+{"text": "\n", "tokens": 1, "pieces": ["\n"]}
+{"text": "<s0😀🏽a
><|endoftext|>漢\r\n𐞁<|fim_prefix|>𐞁𐞁<|endoftext|>​ع'D㋿'ReⅣ-\"'ſ'Z'll​'Tå　  ​Dž<META_START>", "tokens": 77, "pieces": ["<s", "0", "😀🏽", "a", "
", "><|", "endoftext", "|>", "漢", "\r\n", "𐞁", "<|", "fim", "_prefix", "|>", "𐞁𐞁", "<|", "endoftext", "|>​", "ع", "'D", "㋿'", "Re", "Ⅳ", "-\"'", "ſ", "'Z", "'ll", "​'", "Ta", "̊", "　 ", " ​", "Dž", "<META", "_START", ">"]}
+{"text": "ع漢EOT३<|fim_prefix|>ع'llİ  　é<|endoftext|>sß!!🙂㋿- ꟲå0ع'Dfi३>٣٤٥٦ 'S\r\n\r\n\rfi", "tokens": 66, "pieces": ["ع漢EOT", "३", "<|", "fim", "_prefix", "|>", "ع", "'ll", "İ", "  ", "　e", "́<|", "endoftext", "|>", "sß", "!!🙂㋿-", " ꟲa", "̊", "0", "ع", "'D", "fi", "३", ">", "٣٤٥", "٦", " ", "'S", "\r\n\r\n\r", "fi"]}
+{"text": "'ſEOT\u000b​t́,漢字,ḍ̇🙂d'T'llİḍ̇‍'VE😀🏽12345678s漢٣٤٥٦漢İ 　", "tokens": 58, "pieces": ["'ſ", "EOT", "\u000b", "​t", "́,", "漢字", ",ḋ", "̣🙂", "d", "'T", "'ll", "İḋ", "̣‍'", "VE", "😀🏽", "123", "456", "78", "s漢", "٣٤٥", "٦", "漢İ", " 　"]}
+{"text": "Z'Så(ḍ̇'VEe‍", "tokens": 16, "pieces": ["Z", "'S", "a", "̊(", "ḋ", "̣'", "VEe", "‍"]}
+{"text": "sßꟲsa\u000baſtع㍿́ع३漢\r\n\tEOTß<META_START>ſé\"­\u000bع'S ́ß", "tokens": 41, "pieces": ["sßꟲsa", "\u000baſtع", "㍿́", "ع", "३", "漢", "\r\n", "\tEOTß", "<META", "_START", ">ſe", "́\"­", "\u000bع", "'S", " ́", "ß"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Džd३\"İ12345678'll字'llfi\r\n<EOT>́é३Dž'VE'VE.a<'lldt", "tokens": 34, "pieces": ["Džd", "३", "\"İ", "123", "456", "78", "'ll", "字", "'ll", "fi", "\r\n", "<EOT", ">́", "e", "́", "३", "Dž", "'VE", "'VE", ".a", "<'", "lldt"]}
+{"text": "'S  <|endoftext|>é'S𐞁<|endoftext|>​ſ…­　''re", "tokens": 32, "pieces": ["'S", " ", " <|", "endoftext", "|>", "e", "́'", "S𐞁", "<|", "endoftext", "|>​", "ſ", "…", "­", "　", "''", "re"]}
+{"text": "'s\t'ſZ \"​d👍🏽>!><İſ𐞁'İ<|fim_prefix|>'D-　🙂.'ll'S𐞁sEOT😀🏽dEOT'M　Z", "tokens": 61, "pieces": ["'s", "\t", "'ſ", "Z", " ", "\"​", "d", "👍🏽>!><", "İſ𐞁", "'İ", "<|", "fim", "_prefix", "|>'", "D", "-", "　", "🙂.'", "ll", "'S", "𐞁sEOT", "😀🏽", "dEOT", "'M", "　Z"]}
+{"text": "　\u000be,ſ<META_START>s😀🏽字\"ع<|fim_prefix|>'re…   \ns\r\r\n ", "tokens": 32, "pieces": ["　", "\u000be", ",ſ", "<META", "_START", ">s", "😀🏽", "字", "\"ع", "<|", "fim", "_prefix", "|>'", "re", "…   \n", "s", "\r\r\n "]}
+{"text": "  \t<<|fim_prefix|>   \n>㋿ḍ̇½t🙂'T👍🏽\t<|endoftext|>\r\n\r\n 
🙂", "tokens": 44, "pieces": ["  ", "\t", "<<|", "fim", "_prefix", "|>", "   \n", ">㋿", "ḋ", "̣", "½", "t", "🙂'", "T", "👍🏽", "\t", "<|", "endoftext", "|>\r\n\r\n", " ", "
", "🙂"]}
+{"text": "  0\t's'M<,👍🏽'ſ\t's…👍🏽0", "tokens": 28, "pieces": [" ", " ", "0", "\t", "'s", "'M", "<,👍🏽'", "ſ", "\t", "'s", "…", "👍🏽", "0"]}
+{"text": "ḍ̇\nİ12345678३㋿", "tokens": 15, "pieces": ["ḋ", "̣\n", "İ", "123", "456", "78३", "㋿"]}
+{"text": "'M　9<|endoftext|>fi('𐞁a<𐞁😀🏽½½a-'VE\tm\r  é　½𐞁ⅣDžéd<|fim_prefix|>…\t'sZ<META_START>İع
Ⅳ", "tokens": 73, "pieces": ["'M", "　", "9", "<|", "endoftext", "|>", "fi", "('", "𐞁a", "<𐞁", "😀🏽", "½½", "a", "-'", "VE", "\tm", "\r", " ", " e", "́", "　", "½", "𐞁", "Ⅳ", "Dže", "́d", "<|", "fim", "_prefix", "|>", "…", "\t", "'s", "Z", "<META", "_START", ">İع", "
", "Ⅳ"]}
+{"text": "
m   \n!!ſⅣ‍ß𐞁's#$%ع-d'́\t!!<|endoftext|>aDžfi㍿😀🏽#$%#$%  ḍ̇‍,", "tokens": 58, "pieces": ["
m", "   \n", "!!", "ſ", "Ⅳ", "‍ß𐞁", "'s", "#$%", "ع", "-d", "'́", "\t", "!!<|", "endoftext", "|>", "aDžfi", "㍿😀🏽#$%#$%", " ", " ḋ", "̣‍,"]}
+{"text": "́a-<EOT>　३ḍ̇'reꟲ㋿> 'll字ع😀🏽'M\t-'M\r", "tokens": 39, "pieces": ["́a", "-<", "EOT", ">", "　", "३", "ḋ", "̣'", "reꟲ", "㋿>", " '", "ll字ع", "😀🏽'", "M", "\t", "-'", "M", "\r"]}
+{"text": "'S
('S🙂Z<'VE  tm", "tokens": 12, "pieces": ["'S", "
", "('", "S", "🙂Z", "<'", "VE", " ", " tm"]}
+{"text": "-0! \u000b'M0EOT(t'Re　e<EOT>𐞁>dEOT\"​eꟲmm٣٤٥٦!!ḍ̇٣٤٥٦👍🏽12345678", "tokens": 61, "pieces": ["-", "0", "!", " ", "\u000b", "'M", "0", "EOT", "(t", "'Re", "　e", "<EOT", ">𐞁", ">dEOT", "\"​", "eꟲmm", "٣٤٥", "٦", "!!", "ḋ", "̣", "٣٤٥", "٦", "👍🏽", "123", "456", "78"]}
+{"text": "٣٤٥٦́a9><Ａ​\t㍿Ａ!!'<fi>é,0㋿漢Ⅳ'Re‍å字m🙂  'VE", "tokens": 49, "pieces": ["٣٤٥", "٦", "́a", "9", "><", "Ａ", "​", "\t", "㍿Ａ", "!!'<", "fi", ">e", "́,", "0", "㋿漢", "Ⅳ", "'Re", "‍a", "̊字m", "🙂", " ", " '", "VE"]}
+{"text": "ع", "tokens": 1, "pieces": ["ع"]}
+{"text": "   \n0㍿𐞁Dž㋿é字'Re\tḍ̇<META_START>\r\nꟲ\r　'S'D½<META_START>", "tokens": 39, "pieces": ["   \n", "0", "㍿𐞁Dž", "㋿é字", "'Re", "\tḋ", "̣<", "META", "_START", ">\r\n", "ꟲ", "\r", "　", "'S", "'D", "½", "<META", "_START", ">"]}
+{"text": "å'S<EOT>  dfi㍿fi　'0Z-<EOT>'re३
Ａ<EOT>'ſ<|endoftext|>Ⅳeå…(ſ\r\nm\r\n\r\n<|endoftext|>Dž漢عḍ̇\r\n\r\n-", "tokens": 77, "pieces": ["a", "̊'", "S", "<EOT", ">", " ", " dfi", "㍿fi", "　", "'", "0", "Z", "-<", "EOT", ">'", "re", "३", "
Ａ", "<EOT", ">'", "ſ", "<|", "endoftext", "|>", "Ⅳ", "ea", "̊", "…", "(ſ", "\r\n", "m", "\r\n\r\n", "<|", "endoftext", "|>", "Dž漢عḋ", "̣\r\n\r\n", "-"]}
+{"text": "<'M'M!!(ꟲ½12345678!İ🙂'VEDž३#$%\"㍿'D 'Re>må'D\t
漢<|endoftext|><|endoftext|>'s<|fim_prefix|>'T", "tokens": 64, "pieces": ["<'", "M", "'M", "!!(", "ꟲ", "½12", "345", "678", "!İ", "🙂'", "VEDž", "३", "#$%\"㍿'", "D", " '", "Re", ">ma", "̊'", "D", "\t", "
漢", "<|", "endoftext", "|><|", "endoftext", "|>'", "s", "<|", "fim", "_prefix", "|>'", "T"]}
+{"text": "Ⅳ<META_START>'M.'Tḍ̇­-'ſt㍿㋿é­ḍ̇0'D9#$%<|fim_prefix|>\r\n\r\nEOT'Re 'Re😀🏽,dꟲ𐞁#$%é", "tokens": 66, "pieces": ["Ⅳ", "<META", "_START", ">'", "M", ".'", "Tḋ", "̣­-'", "ſt", "㍿㋿", "é", "­ḋ", "̣", "0", "'D", "9", "#$%<|", "fim", "_prefix", "|>\r\n\r\n", "EOT", "'Re", " '", "Re", "😀🏽,", "dꟲ𐞁", "#$%", "é"]}
+{"text": "'Mİ  åＡ\r\n㋿'ſm   \n\t<META_START>>👍🏽!!!ḍ̇İ9𐞁12345678​EOT 字漢fi'ſ9३½  !!\nꟲ", "tokens": 65, "pieces": ["'M", "İ", " ", " a", "̊Ａ", "\r\n", "㋿'", "ſm", "   \n", "\t", "<META", "_START", ">>👍🏽!!!", "ḋ", "̣İ", "9", "𐞁", "123", "456", "78", "​EOT", " 字漢fi", "'ſ", "9३½", " ", " !!\n", "ꟲ"]}
+{"text": "'Re　- 𐞁å'ſꟲeå\r\n's　🙂­ع🙂ع\r\n\r\nꟲ#$%
>ḍ̇é", "tokens": 45, "pieces": ["'Re", "　", "-", " 𐞁a", "̊'", "ſꟲea", "̊\r\n", "'s", "　", "🙂­", "ع", "🙂ع", "\r\n\r\n", "ꟲ", "#$%", "
", ">ḋ", "̣é"]}
+{"text": "­(- sådＡ😀🏽éDž#$%<|endoftext|>字", "tokens": 27, "pieces": ["­(-", " sa", "̊dＡ", "😀🏽", "éDž", "#$%<|", "endoftext", "|>", "字"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n\r\n-'Sİe   \n'M<META_START>Ⅳ́👍🏽‍字9<EOT>🙂<EOT>漢fi're­a12345678字'M<|endoftext|>\r\n\r\n漢 …,\"Džß", "tokens": 61, "pieces": ["\r\n\r\n", "-'", "Sİe", "   \n", "'M", "<META", "_START", ">", "Ⅳ", "́👍🏽‍", "字", "9", "<EOT", ">🙂<", "EOT", ">漢fi", "'re", "­a", "123", "456", "78", "字", "'M", "<|", "endoftext", "|>\r\n\r\n", "漢", " ", "…", ",\"", "Džß"]}
+{"text": "İs㋿‍fí👍🏽9‍>", "tokens": 20, "pieces": ["İs", "㋿‍", "fi", "́👍🏽", "9", "‍>"]}
+{"text": "ḍ̇㋿é<EOT>'ſ'ſ'D12345678  ß‍!", "tokens": 29, "pieces": ["ḋ", "̣㋿", "e", "́<", "EOT", ">'", "ſ", "'ſ", "'D", "123", "456", "78", " ", " ß", "‍!"]}
+{"text": "Z.'ſ (
sd'ſ's\r\n\r\n\r<👍🏽'Re'D>'Re\n\r\n\r\nZ  'Res‍
\t.ع", "tokens": 39, "pieces": ["Z", ".'", "ſ", " (", "
sd", "'ſ", "'s", "\r\n\r\n\r", "<👍🏽'", "Re", "'D", ">'", "Re", "\n\r\n\r\n", "Z", " ", " '", "Res", "‍", "
", "\t", ".ع"]}
+{"text": "\r\n\r\n\r\n\r\nＡd\t'Sع ", "tokens": 8, "pieces": ["\r\n\r\n\r\n\r\n", "Ａd", "\t", "'S", "ع", " "]}
+{"text": "'ſꟲ​seaع#$%fi'll0'ſZꟲ<|fim_prefix|>9<ꟲ'D'D", "tokens": 36, "pieces": ["'ſ", "ꟲ", "​seaع", "#$%", "fi", "'ll", "0", "'ſ", "Zꟲ", "<|", "fim", "_prefix", "|>", "9", "<ꟲ", "'D", "'D"]}
+{"text": "éß'll'T㋿　\r\n\r\n\n　<|fim_prefix|>‍́<|endoftext|>㍿ꟲ\"'<EOT>字\t ­👍🏽\t'Re<META_START>'D‍  \nß", "tokens": 59, "pieces": ["éß", "'ll", "'T", "㋿", "　\r\n\r\n\n", "　", "<|", "fim", "_prefix", "|>‍́<|", "endoftext", "|>㍿", "ꟲ", "\"'<", "EOT", ">字", "\t", " ­👍🏽", "\t", "'Re", "<META", "_START", ">'", "D", "‍", "  \n", "ß"]}
+{"text": "0ſ9Ａß\rꟲé<EOT><EOT>Ⅳ\r㋿\u000bß'Reé\t­<|endoftext|>9\r\n 's'­'M", "tokens": 47, "pieces": ["0", "ſ", "9", "Ａß", "\r", "ꟲe", "́<", "EOT", "><", "EOT", ">", "Ⅳ", "\r", "㋿", "\u000bß", "'Re", "é", "\t", "­<|", "endoftext", "|>", "9", "\r\n", " ", "'s", "'­'", "M"]}
+{"text": "12345678​\r\n漢   \n'Reḍ̇9EOT('\r\n\r\nＡ'Re.ḍ̇　　　ſ<EOT>9'D𐞁字\"e🙂12345678ꟲ'reſe३㋿!!<|fim_prefix|>,å", "tokens": 72, "pieces": ["123", "456", "78", "​\r\n", "漢", "   \n", "'Re", "ḋ", "̣", "9", "EOT", "('\r\n\r\n", "Ａ", "'Re", ".ḋ", "̣", "　　", "　ſ", "<EOT", ">", "9", "'D", "𐞁字", "\"e", "🙂", "123", "456", "78", "ꟲ", "'re", "ſe", "३", "㋿!!<|", "fim", "_prefix", "|>,", "a", "̊"]}
+{"text": "३<|endoftext|>!́𐞁३漢#$%  漢>
a9‍", "tokens": 32, "pieces": ["३", "<|", "endoftext", "|>!́", "𐞁", "३", "漢", "#$%", " ", " 漢", ">", "
a", "9", "‍"]}
+{"text": "­'Re-…de!!9…'T'D\n\r\néⅣm🙂\ts\ta <'ll", "tokens": 26, "pieces": ["­'", "Re", "-", "…de", "!!", "9", "…", "'T", "'D", "\n\r\n", "é", "Ⅳ", "m", "🙂", "\ts", "\ta", " <'", "ll"]}
+{"text": "<META_START>å<META_START>\u000b́<a­㋿<½! t\n<|fim_prefix|>٣٤٥٦<|fim_prefix|>\"", "tokens": 46, "pieces": ["<META", "_START", ">a", "̊<", "META", "_START", ">", "\u000b", "́<", "a", "­㋿<", "½", "!", " t", "\n", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>\""]}
+{"text": "ſ'ſ>  d'ſ …İ'ſm's#$%. 9 ", "tokens": 25, "pieces": ["ſ", "'ſ", ">", " ", " d", "'ſ", " ", "…İ", "'ſ", "m", "'s", "#$%.", " ", "9", " "]}
+{"text": "('M🙂\r½'ſdEOTDžＡ<s'Mé'D(㍿'
e,'ré\ń<|fim_prefix|>fi　<EOT><#$%", "tokens": 50, "pieces": ["('", "M", "🙂\r", "½", "'ſ", "dEOTDžＡ", "<s", "'M", "e", "́'", "D", "(㍿'", "
e", ",'", "re", "́\n", "́<|", "fim", "_prefix", "|>", "fi", "　", "<EOT", "><#$%"]}
+{"text": "   \nd½!'ReDžİ'VEd٣٤٥٦🙂e   \n\n'Tß　'S
<META_START>dDž", "tokens": 35, "pieces": ["   \n", "d", "½", "!'", "ReDžİ", "'VE", "d", "٣٤٥", "٦", "🙂e", "   \n\n", "'T", "ß", "　", "'S", "
", "<META", "_START", ">dDž"]}
+{"text": ">\u000b㍿#$%'fi\t'll!!é9>,­'VE'​'Re   'll(\u000b'S<EOT>字👍🏽\n   \n're٣٤٥٦ !!\r ع", "tokens": 55, "pieces": [">", "\u000b", "㍿#$%'", "fi", "\t", "'ll", "!!", "é", "9", ">,­'", "VE", "'​'", "Re", "  ", " '", "ll", "(", "\u000b", "'S", "<EOT", ">字", "👍🏽\n", "   \n", "'re", "٣٤٥", "٦", " ", "!!\r", " ع"]}
+{"text": "­३(!", "tokens": 4, "pieces": ["­", "३", "(!"]}
+{"text": " t　‍Ⅳa'D'reåd㋿İdZ…½<EOT>Ⅳ\nعꟲ\td!!", "tokens": 35, "pieces": [" t", "　", "‍", "Ⅳ", "a", "'D", "'re", "a", "̊d", "㋿İdZ", "…", "½", "<EOT", ">", "Ⅳ", "\n", "عꟲ", "\td", "!!"]}
+{"text": "…a's<'Mع😀🏽'M…9ꟲ'ſ\"Ａ\ta\u000bḍ̇(<META_START>'T-12345678e   \n 🙂<|endoftext|>́'D", "tokens": 57, "pieces": ["…a", "'s", "<'", "Mع", "😀🏽'", "M", "…", "9", "ꟲ", "'ſ", "\"Ａ", "\ta", "\u000bḋ", "̣(<", "META", "_START", ">'", "T", "-", "123", "456", "78", "e", "   \n", " ", "🙂<|", "endoftext", "|>́'", "D"]}
+{"text": "d½t'll㋿\r\n
>字字mع,12345678d'Sé३<META_START>'VE!!><|endoftext|>EOT́å½12345678'Ａ,Ａ­½\r\n👍🏽é<META_START>", "tokens": 67, "pieces": ["d", "½", "t", "'ll", "㋿\r\n", "
", ">字字mع", ",", "123", "456", "78", "d", "'S", "é", "३", "<META", "_START", ">'", "VE", "!!><|", "endoftext", "|>", "EOT", "́a", "̊", "½12", "345", "678", "'Ａ", ",Ａ", "­", "½", "\r\n", "👍🏽", "é", "<META", "_START", ">"]}
+{"text": "'ſDž…㍿#$%>'re,fi   \ńß  (   \n漢#$%.", "tokens": 27, "pieces": ["'ſ", "Dž", "…", "㍿#$%>'", "re", ",fi", "   \n", "́ß", " ", " (", "   \n", "漢", "#$%."]}
+{"text": "e<META_START>  ३عm('s漢   \n   \né漢m#$%Ａé'Sع12345678e\"ſ३'ll😀🏽Z'Re>👍🏽३…­\r\n\r\n😀🏽", "tokens": 63, "pieces": ["e", "<META", "_START", ">", " ", " ", "३", "عm", "('", "s漢", "   \n   \n", "é漢m", "#$%", "Ａé", "'S", "ع", "123", "456", "78", "e", "\"ſ", "३", "'ll", "😀🏽", "Z", "'Re", ">👍🏽", "३", "…", "­\r\n\r\n", "😀🏽"]}
+{"text": "\r\n\r\n'ſ<EOT>\r\n\r\n!👍🏽\t   \n<META_START>㋿#$%.å\r\n're漢\"! ", "tokens": 34, "pieces": ["\r\n\r\n", "'ſ", "<EOT", ">\r\n\r\n", "!👍🏽", "\t   \n", "<META", "_START", ">㋿#$%.", "a", "̊\r\n", "'re", "漢", "\"!", " "]}
+{"text": "​fi漢.\"ع\nعa'lls'ſ", "tokens": 15, "pieces": ["​fi漢", ".\"", "ع", "\n", "عa", "'ll", "s", "'ſ"]}
+{"text": "\r'S'D　a字fi­<9EOT½…>d,\r😀🏽٣٤٥٦😀🏽'M0ḿ𐞁med's𐞁​", "tokens": 53, "pieces": ["\r", "'S", "'D", "　a字fi", "­<", "9", "EOT", "½", "…", ">d", ",\r", "😀🏽", "٣٤٥", "٦", "😀🏽'", "M", "0", "m", "́𐞁med", "'s", "𐞁", "​"]}
+{"text": "٣٤٥٦'VE\r\n\r\n　\r\n\r\n\r\n\r\ń\r\n𐞁(́'ſ​३!!\u000b Z漢,ع　­'EOT́<META_START>😀🏽Ａſ­Dž <|fim_prefix|>  >fi", "tokens": 66, "pieces": ["٣٤٥", "٦", "'VE", "\r\n\r\n　\r\n\r\n\r\n\r\n", "́\r\n", "𐞁", "(́'", "ſ", "​", "३", "!!", "\u000b", " Z漢", ",ع", "　", "­'", "EOT", "́<", "META", "_START", ">😀🏽", "Ａſ", "­Dž", " <|", "fim", "_prefix", "|>", " ", " >", "fi"]}
+{"text": "(å   \n‍(-12345678'D٣٤٥٦é<… İ　🙂字,٣٤٥٦EOT'VE,ſ<META_START>>字'll'll<|endoftext|>fi", "tokens": 61, "pieces": ["(a", "̊", "   \n", "‍(-", "123", "456", "78", "'D", "٣٤٥", "٦", "é", "<", "…", " İ", "　", "🙂字", ",", "٣٤٥", "٦", "EOT", "'VE", ",ſ", "<META", "_START", ">>", "字", "'ll", "'ll", "<|", "endoftext", "|>", "fi"]}
+{"text": "𐞁👍🏽.㋿('Sfi\nd\r\n<|fim_prefix|><EOT>…ꟲ字(​ḍ̇<|fim_prefix|>\u000b𐞁e漢", "tokens": 59, "pieces": ["𐞁", "👍🏽.㋿('", "Sfi", "\n", "d", "\r\n", "<|", "fim", "_prefix", "|><", "EOT", ">", "…ꟲ字", "(​", "ḋ", "̣<|", "fim", "_prefix", "|>", "\u000b𐞁e漢"]}
+{"text": "\u000b漢😀🏽\t  \r\n\r\n'T!½🙂Ａ9,éfie🙂(\r\n\r\n\r\n!Ⅳ٣٤٥٦>a\u000b'­!!㍿", "tokens": 46, "pieces": ["\u000b漢", "😀🏽", "\t  \r\n\r\n", "'T", "!", "½", "🙂Ａ", "9", ",e", "́fie", "🙂(\r\n\r\n\r\n", "!", "Ⅳ٣٤", "٥٦", ">a", "\u000b", "'­!!㍿"]}
+{"text": "<|fim_prefix|>🙂,  😀🏽<|endoftext|>　!!'llDž字㍿\u000b''M㋿'llⅣ#$%!! 漢 0", "tokens": 50, "pieces": ["<|", "fim", "_prefix", "|>🙂,", " ", " 😀🏽<|", "endoftext", "|>", "　", "!!'", "llDž字", "㍿", "\u000b", "''", "M", "㋿'", "ll", "Ⅳ", "#$%!!", " 漢", " ", "0"]}
+{"text": "'T're#$%İ-!!Ź9'VE<|fim_prefix|>٣٤٥٦<EOT>'ll,Ａs­d'ſ", "tokens": 40, "pieces": ["'T", "'re", "#$%", "İ", "-!!", "Z", "́", "9", "'VE", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "<EOT", ">'", "ll", ",Ａs", "­d", "'ſ"]}
+{"text": "٣٤٥٦ß٣٤٥٦­d'Dž　é >''ſm\t　<|fim_prefix|>fi½\t'T   \nſ d", "tokens": 49, "pieces": ["٣٤٥", "٦", "ß", "٣٤٥", "٦", "­d", "'Dž", "　é", " ", ">''", "ſm", "\t", "　", "<|", "fim", "_prefix", "|>", "fi", "½", "\t", "'T", "   \n", "ſ", " d"]}
+{"text": "'Dع12345678­ſ㋿<|fim_prefix|>㍿. ‍½ꟲs. ꟲ'M'llß(
<|endoftext|>\t<META_START><EOT>s!
漢", "tokens": 60, "pieces": ["'D", "ع", "123", "456", "78", "­ſ", "㋿<|", "fim", "_prefix", "|>㍿.", " ‍", "½", "ꟲs", ".", " ꟲ", "'M", "'ll", "ß", "(", "
", "<|", "endoftext", "|>", "\t", "<META", "_START", "><", "EOT", ">s", "!", "
漢"]}
+{"text": "\tß　​𐞁<|endoftext|> ㋿<EOT>\rⅣ>'s\"->,'D
​
Ａ\n Ⅳ!!s\r\n🙂's👍🏽(漢áع", "tokens": 62, "pieces": ["\tß", "　", "​𐞁", "<|", "endoftext", "|>", " ", "㋿<", "EOT", ">\r", "Ⅳ", ">'", "s", "\"->,'", "D", "
", "​", "
Ａ", "\n", " ", "Ⅳ", "!!", "s", "\r\n", "🙂'", "s", "👍🏽(", "漢a", "́ع"]}
+{"text": "㋿ <EOT>e👍🏽s'Refi(👍🏽<|endoftext|>'S½><#$% \r\nＡ \r­🙂🙂
fi 0ꟲ'D 👍🏽(<|endoftext|>漢", "tokens": 73, "pieces": ["㋿", " ", "<EOT", ">e", "👍🏽", "s", "'Re", "fi", "(👍🏽<|", "endoftext", "|>'", "S", "½", "><#$%", " \r\n", "Ａ", " \r", "­🙂🙂", "
fi", " ", "0", "ꟲ", "'D", " ", "👍🏽(<|", "endoftext", "|>", "漢"]}
+{"text": "🙂㋿½", "tokens": 6, "pieces": ["🙂㋿", "½"]}
+{"text": "  😀🏽㍿ 𐞁'llß\rßé12345678aع'S-\r's\r'#$%!\"eß𐞁", "tokens": 38, "pieces": [" ", " 😀🏽㍿", " 𐞁", "'ll", "ß", "\r", "ße", "́", "123", "456", "78", "aع", "'S", "-\r", "'s", "\r", "'#$%!\"", "eß𐞁"]}
+{"text": "<META_START>‍㍿'Mſ㍿½  ​9s漢ß漢afi
ſå12345678\r\n\r\n­ꟲ…­ＡＡ字td漢​eع\"<|fim_prefix|>'ll", "tokens": 66, "pieces": ["<META", "_START", ">‍㍿'", "Mſ", "㍿", "½", " ", " ​", "9", "s漢ß漢afi", "
ſa", "̊", "123", "456", "78", "\r\n\r\n", "­ꟲ", "…", "­ＡＡ字td漢", "​eع", "\"<|", "fim", "_prefix", "|>'", "ll"]}
+{"text": "12345678'D́ſ\"عfi'llＡ ㋿'Me㋿'ſZع\r\n\r\n<
\"!<EOT>  ­'D\n é😀🏽ع字sé", "tokens": 52, "pieces": ["123", "456", "78", "'D", "́ſ", "\"عfi", "'ll", "Ａ", " ㋿'", "Me", "㋿'", "ſZع", "\r\n\r\n", "<", "
", "\"!<", "EOT", ">", " ", " ­'", "D", "\n", " é", "😀🏽", "ع字sé"]}
+{"text": "å…9㍿ḍ̇Ａ<EOT><|endoftext|>­
İꟲmEOT'Mİét'VE'VE🙂\r字ſ", "tokens": 48, "pieces": ["a", "̊", "…", "9", "㍿ḋ", "̣Ａ", "<EOT", "><|", "endoftext", "|>­", "
İꟲmEOT", "'M", "İét", "'VE", "'VE", "🙂\r", "字ſ"]}
+{"text": "½fi­9½​m㋿😀🏽\r\nḍ̇#$%字𐞁'ſ#$%字Ａe   \nZ", "tokens": 40, "pieces": ["½", "fi", "­", "9½", "​m", "㋿😀🏽\r\n", "ḋ", "̣#$%", "字𐞁", "'ſ", "#$%", "字Ａe", "   \n", "Z"]}
+{"text": "🙂sé<|fim_prefix|>'ll 'M漢!!!!Dž㍿٣٤٥٦　Zḍ̇<|endoftext|>'ſ <|endoftext|>Ａ,İ#$%", "tokens": 58, "pieces": ["🙂sé", "<|", "fim", "_prefix", "|>'", "ll", " '", "M漢", "!!!!", "Dž", "㍿", "٣٤٥", "٦", "　Zḋ", "̣<|", "endoftext", "|>'", "ſ", " <|", "endoftext", "|>", "Ａ", ",İ", "#$%"]}
+{"text": "('Re'ſ<EOT>'Re", "tokens": 9, "pieces": ["('", "Re", "'ſ", "<EOT", ">'", "Re"]}
+{"text": " å\r\n\r\n<ßfifié<|fim_prefix|>'reＡ'DžⅣ́!!#$%'<|fim_prefix|><META_START>ع㍿", "tokens": 46, "pieces": [" a", "̊\r\n\r\n", "<ßfifie", "́<|", "fim", "_prefix", "|>'", "reＡ", "'Dž", "Ⅳ", "́!!#$%'<|", "fim", "_prefix", "|><", "META", "_START", ">ع", "㍿"]}
+{"text": "<EOT>\r\n\r\n­
३\n字'ſ'T𐞁\u000b's\rsd<|endoftext|>fifiDž!'s ", "tokens": 38, "pieces": ["<EOT", ">\r\n\r\n", "­", "
", "३", "\n", "字", "'ſ", "'T", "𐞁", "\u000b", "'s", "\r", "sd", "<|", "endoftext", "|>", "fifiDž", "!'", "s", " "]}
+{"text": "\u000b  ,é\r\n\r\n\r  'S
😀🏽-'re𐞁\r\n\r\n\r\n\r\n", "tokens": 24, "pieces": ["\u000b ", " ,", "e", "́\r\n\r\n\r", " ", " '", "S", "
", "😀🏽-'", "re𐞁", "\r\n\r\n\r\n\r\n"]}
+{"text": "‍-ß
<EOT>te👍🏽…d-́\r\n<|endoftext|>🙂!!\n<|endoftext|>fi\r\n\r\n​Ⅳ\n", "tokens": 46, "pieces": ["‍-", "ß", "
", "<EOT", ">te", "👍🏽", "…d", "-́\r\n", "<|", "endoftext", "|>🙂!!\n", "<|", "endoftext", "|>", "fi", "\r\n\r\n", "​", "Ⅳ", "\n"]}
+{"text": "\ntſ\t'll३e'ſ'T'',🙂0Dž'TsDž'llḍ̇'D३<EOT>½👍🏽‍-", "tokens": 46, "pieces": ["\n", "tſ", "\t", "'ll", "३", "e", "'ſ", "'T", "'',🙂", "0", "Dž", "'T", "sDž", "'ll", "ḋ", "̣'", "D", "३", "<EOT", ">", "½", "👍🏽‍-"]}
+{"text": "m  \t<㋿#$%́12345678🙂'S漢   \n's‍㍿'VE​ßs12345678t'SZ0,,9'ſ<|endoftext|>!12345678'ſ३🙂<|fim_prefix|><>Ａ", "tokens": 71, "pieces": ["m", "  ", "\t", "<㋿#$%́", "123", "456", "78", "🙂'", "S漢", "   \n", "'s", "‍㍿'", "VE", "​ßs", "123", "456", "78", "t", "'S", "Z", "0", ",,", "9", "'ſ", "<|", "endoftext", "|>!", "123", "456", "78", "'ſ", "३", "🙂<|", "fim", "_prefix", "|><>", "Ａ"]}
+{"text": "aḍ̇ꟲ!!é(\n'Re ㋿!!>!<META_START>'\u000bé\r\n\r\n'ſ   \nＡ,é\néfi9  👍🏽,<👍🏽ꟲ<EOT>d'Tḍ̇", "tokens": 64, "pieces": ["aḋ", "̣ꟲ", "!!", "é", "(\n", "'Re", " ㋿!!>!<", "META", "_START", ">'", "\u000bé", "\r\n\r\n", "'ſ", "   \n", "Ａ", ",é", "\n", "éfi", "9", " ", " 👍🏽,<👍🏽", "ꟲ", "<EOT", ">d", "'T", "ḋ", "̣"]}
+{"text": "'s漢0'D 𐞁.>漢….\"\r½'M'sé<|endoftext|>>12345678ع12345678𐞁", "tokens": 40, "pieces": ["'s", "漢", "0", "'D", " 𐞁", ".>", "漢", "…", ".\"\r", "½", "'M", "'s", "é", "<|", "endoftext", "|>>", "123", "456", "78", "ع", "123", "456", "78", "𐞁"]}
+{"text": "!!'S\"<META_START>'ſfi.　'", "tokens": 14, "pieces": ["!!'", "S", "\"<", "META", "_START", ">'", "ſfi", ".", "　", "'"]}
+{"text": "<ع's", "tokens": 3, "pieces": ["<ع", "'s"]}
+{"text": "㍿漢t<EOT>e
'D　m  \n३<|endoftext|>ⅣDž,.३   \nß字ſß<META_START>㍿''>9ع.", "tokens": 49, "pieces": ["㍿漢t", "<EOT", ">e", "
", "'D", "　m", "  \n", "३", "<|", "endoftext", "|>", "Ⅳ", "Dž", ",.", "३", "   \n", "ß字ſß", "<META", "_START", ">㍿''>", "9", "ع", "."]}
+{"text": ">🙂😀🏽'Rees<åİ'Re　<|fim_prefix|>'re( '12345678‍9​\"'D👍🏽
", "tokens": 44, "pieces": [">🙂😀🏽'", "Rees", "<a", "̊İ", "'Re", "　", "<|", "fim", "_prefix", "|>'", "re", "(", " '", "123", "456", "78", "‍", "9", "​\"'", "D", "👍🏽", "
"]}
+{"text": "  ३'Re\r\n\r9‍
<META_START>ſ\r\nع\r\n\r\nå'T'Z𐞁'VE  ­‍.0<META_START>!é👍🏽fiEOT\nt🙂EOT><­ꟲ ", "tokens": 68, "pieces": [" ", " ", "३", "'Re", "\r\n\r", "9", "‍", "
", "<META", "_START", ">ſ", "\r\n", "ع", "\r\n\r\n", "a", "̊'", "T", "'Z𐞁", "'VE", " ", " ­‍.", "0", "<META", "_START", ">!", "é", "👍🏽", "fiEOT", "\n", "t", "🙂EOT", "><­", "ꟲ", " "]}
+{"text": "Z'VEEOT<|endoftext|>㋿'s😀🏽9#$%😀🏽d　'Re((Džꟲ>< ع'\u000bé'VE㍿#$%'ReEOT​'T!! ३-'M", "tokens": 64, "pieces": ["Z", "'VE", "EOT", "<|", "endoftext", "|>㋿'", "s", "😀🏽", "9", "#$%😀🏽", "d", "　", "'Re", "((", "Džꟲ", "><", " ع", "'", "\u000be", "́'", "VE", "㍿#$%'", "ReEOT", "​'", "T", "!!", " ", "३", "-'", "M"]}
+{"text": "mꟲ\"aé,ḍ̇'VE'Ma‍d👍🏽a…(字\rd'VE9é'Re<|endoftext|> mꟲ're‍½Džꟲ‍,'s 漢", "tokens": 65, "pieces": ["mꟲ", "\"ae", "́,", "ḋ", "̣'", "VE", "'M", "a", "‍d", "👍🏽", "a", "…", "(字", "\r", "d", "'VE", "9", "é", "'Re", "<|", "endoftext", "|>", " mꟲ", "'re", "‍", "½", "Džꟲ", "‍,'", "s", " 漢"]}
+{"text": "t<|fim_prefix|>9㍿½EOTå<META_START>.Z'T‍漢Ⅳ'ſe𐞁", "tokens": 38, "pieces": ["t", "<|", "fim", "_prefix", "|>", "9", "㍿", "½", "EOTa", "̊<", "META", "_START", ">.", "Z", "'T", "‍漢", "Ⅳ", "'ſ", "e𐞁"]}
+{"text": "\r\n\r\n0'S,!!aEOTéå're\r\n\r\n", "tokens": 16, "pieces": ["\r\n\r\n", "0", "'S", ",!!", "aEOTe", "́a", "̊'", "re", "\r\n\r\n"]}
+{"text": "٣٤٥٦   \néåfi<EOT>ع🙂𐞁>'Reḍ̇'M'lleＡ'llＡ", "tokens": 41, "pieces": ["٣٤٥", "٦", "   \n", "éa", "̊fi", "<EOT", ">ع", "🙂𐞁", ">'", "Reḋ", "̣'", "M", "'ll", "eＡ", "'ll", "Ａ"]}
+{"text": "   \n­\u000b­!　ḍ̇​!Dž\"𐞁!!12345678­\u000bs٣٤٥٦é'så㍿\r\ńZ…", "tokens": 49, "pieces": ["   \n", "­", "\u000b", "­!", "　ḋ", "̣​!", "Dž", "\"𐞁", "!!", "123", "456", "78", "­", "\u000bs", "٣٤٥", "٦", "e", "́'", "sa", "̊㍿\r\n", "́Z", "…"]}
+{"text": "'s<|fim_prefix|>İ!漢<|fim_prefix|>(ꟲ'reé  å𐞁", "tokens": 33, "pieces": ["'s", "<|", "fim", "_prefix", "|>", "İ", "!漢", "<|", "fim", "_prefix", "|>(", "ꟲ", "'re", "e", "́", " ", " a", "̊𐞁"]}
+{"text": "  😀🏽<|endoftext|>‍👍🏽\".>\r\n𐞁Dž<META_START>\n", "tokens": 32, "pieces": [" ", " 😀🏽<|", "endoftext", "|>‍👍🏽\".>\r\n", "𐞁Dž", "<META", "_START", ">\n"]}
+{"text": "\r\nḍ̇\r\n\r\nＡ'D\n….­", "tokens": 15, "pieces": ["\r\n", "ḋ", "̣\r\n\r\n", "Ａ", "'D", "\n", "…", ".­"]}
+{"text": "'D  ㍿'refi!!<|fim_prefix|>\n👍🏽…𐞁…'re0<|endoftext|>>𐞁'VE‍́   \n'll", "tokens": 52, "pieces": ["'D", " ", " ㍿'", "refi", "!!<|", "fim", "_prefix", "|>\n", "👍🏽", "…𐞁", "…", "'re", "0", "<|", "endoftext", "|>>", "𐞁", "'VE", "‍́", "   \n", "'ll"]}
+{"text": "\rå", "tokens": 4, "pieces": ["\r", "a", "̊"]}
+{"text": "㍿İ'ſ#$%́\r\n\r\n\r\n\r\n\u000b字Z
.a'llEOT  9 <'D\"!é'D'Sm<META_START>'S‍Z'Dꟲİa#$%<|fim_prefix|>   \n", "tokens": 58, "pieces": ["㍿İ", "'ſ", "#$%́\r\n\r\n\r\n\r\n", "\u000b字Z", "
", ".a", "'ll", "EOT", " ", " ", "9", " ", "<'", "D", "\"!", "e", "́'", "D", "'S", "m", "<META", "_START", ">'", "S", "‍Z", "'D", "ꟲİa", "#$%<|", "fim", "_prefix", "|>", "   \n"]}
+{"text": "'re>'ſ<|fim_prefix|>́
é ", "tokens": 17, "pieces": ["'re", ">'", "ſ", "<|", "fim", "_prefix", "|>́", "
e", "́", " "]}
+{"text": "\r\n\r\n'Td(İ'T>dꟲ\r\nm", "tokens": 12, "pieces": ["\r\n\r\n", "'T", "d", "(İ", "'T", ">dꟲ", "\r\n", "m"]}
+{"text": ".'Re're'S'Ss'ſＡⅣé٣٤٥٦#$%
!-㍿'D 'VEa's㋿'D<META_START>e\"
 　", "tokens": 52, "pieces": [".'", "Re", "'re", "'S", "'S", "s", "'ſ", "Ａ", "Ⅳ", "é", "٣٤٥", "٦", "#$%", "
", "!-㍿'", "D", " ", "'VE", "a", "'s", "㋿'", "D", "<META", "_START", ">e", "\"", "
 　"]}
+{"text": "३Ａ<META_START>#$%0m", "tokens": 12, "pieces": ["३", "Ａ", "<META", "_START", ">#$%", "0", "m"]}
+{"text": ",\u000b-'ll   \n'<EOT>𐞁Ａée'll9fi<META_START>㋿Dž​\rs字", "tokens": 33, "pieces": [",", "\u000b", "-'", "ll", "   \n", "'<", "EOT", ">𐞁Ａée", "'ll", "9", "fi", "<META", "_START", ">㋿", "Dž", "​\r", "s字"]}
+{"text": "é<META_START><|fim_prefix|>\r\n\r\n㍿　‍é", "tokens": 19, "pieces": ["e", "́<", "META", "_START", "><|", "fim", "_prefix", "|>\r\n\r\n", "㍿", "　", "‍é"]}
+{"text": "<|endoftext|>", "tokens": 7, "pieces": ["<|", "endoftext", "|>"]}
+{"text": "ſ عfi\r‍-EOT🙂‍'S
  ­'ꟲ#$%\re\"<META_START>ꟲ#$%<|endoftext|><META_START>👍🏽\"09
Ⅳ <|endoftext|>><EOT>🙂é", "tokens": 76, "pieces": ["ſ", " عfi", "\r", "‍-", "EOT", "🙂‍'", "S", "
 ", " ­'", "ꟲ", "#$%\r", "e", "\"<", "META", "_START", ">ꟲ", "#$%<|", "endoftext", "|><", "META", "_START", ">👍🏽\"", "09", "
", "Ⅳ", " ", "<|", "endoftext", "|>><", "EOT", ">🙂", "e", "́"]}
+{"text": "㋿fi\tDž   \n'Tḍ̇éa🙂   \n!!ß😀🏽\r<'reŹ0​\u000b­efi#$%'Sa'S٣٤٥٦
d", "tokens": 55, "pieces": ["㋿fi", "\tDž", "   \n", "'T", "ḋ", "̣e", "́a", "🙂", "   \n", "!!", "ß", "😀🏽\r", "<'", "reZ", "́", "0", "​", "\u000b", "­efi", "#$%'", "Sa", "'S", "٣٤٥", "٦", "
d"]}
+{"text": "0a'såEOTEOTḍ̇'Tß's'VE'D,<|fim_prefix|>…'Dž'S<\r…fim👍🏽ḍ̇३", "tokens": 54, "pieces": ["0", "a", "'s", "a", "̊EOTEOTḋ", "̣'", "Tß", "'s", "'VE", "'D", ",<|", "fim", "_prefix", "|>", "…", "'Dž", "'S", "<\r", "…fim", "👍🏽", "ḋ", "̣", "३"]}
+{"text": "㍿!!Ａ'D!'ſ\n٣٤٥٦‍é", "tokens": 23, "pieces": ["㍿!!", "Ａ", "'D", "!'", "ſ", "\n", "٣٤٥", "٦", "‍e", "́"]}
+{"text": "m😀🏽½'T𐞁​<EOT>ß🙂   \n,ß­   \n(́'ſDž­३'EOT>'ſ\rع'M㋿tfiZ'S🙂 ", "tokens": 54, "pieces": ["m", "😀🏽", "½", "'T", "𐞁", "​<", "EOT", ">ß", "🙂", "   \n", ",ß", "­", "   \n", "(́'", "ſDž", "­", "३", "'EOT", ">'", "ſ", "\r", "ع", "'M", "㋿tfiZ", "'S", "🙂", " "]}
+{"text": "åé ½  é\t#$%\r\n'D're'D('st　å<|fim_prefix|>t'Td
d   \n,㍿'s<EOT>9'Mḍ̇", "tokens": 51, "pieces": ["a", "̊é", " ", "½", " ", " e", "́", "\t", "#$%\r\n", "'D", "'re", "'D", "('", "st", "　a", "̊<|", "fim", "_prefix", "|>", "t", "'T", "d", "
d", "   \n", ",㍿'", "s", "<EOT", ">", "9", "'M", "ḋ", "̣"]}
+{"text": "<ꟲ<|endoftext|>å
'll'ſé字d<|endoftext|>\neeḍ̇\r\n\r\n\r\t\t　\"\"td   \n're", "tokens": 44, "pieces": ["<ꟲ", "<|", "endoftext", "|>", "a", "̊", "
", "'ll", "'ſ", "é字d", "<|", "endoftext", "|>\n", "eeḋ", "̣\r\n\r\n\r", "\t\t", "　", "\"\"", "td", "   \n", "'re"]}
+{"text": ",‍e😀🏽
('M٣٤٥٦<META_START>㋿fi<é<EOT\"㍿(9!!é'll'S'SEOTfi\r\nfi\rİ\r\n٣٤٥٦", "tokens": 65, "pieces": [",‍", "e", "😀🏽", "
", "('", "M", "٣٤٥", "٦", "<META", "_START", ">㋿", "fi", "<e", "́<", "EOT", "\"㍿(", "9", "!!", "é", "'ll", "'S", "'S", "EOTfi", "\r\n", "fi", "\r", "İ", "\r\n", "٣٤٥", "٦"]}
+{"text": ".漢
d㋿🙂<META_START>,fi👍🏽…e'Reع 'ſ'Re  Ⅳ'M'S  ", "tokens": 40, "pieces": [".漢", "
d", "㋿🙂<", "META", "_START", ">,", "fi", "👍🏽", "…e", "'Re", "ع", " ", "'ſ", "'Re", " ", " ", "Ⅳ", "'M", "'S", "  "]}
+{"text": "EOT d\r ſ‍
d३   \n㋿12345678Zé", "tokens": 23, "pieces": ["EOT", " d", "\r", " ſ", "‍", "
d", "३", "   \n", "㋿", "123", "456", "78", "Ze", "́"]}
+{"text": "-ＡEOT!!fi   \n🙂<漢,½३é字'ś 字'ſtsd漢12345678", "tokens": 34, "pieces": ["-ＡEOT", "!!", "fi", "   \n", "🙂<", "漢", ",", "½३", "e", "́字", "'s", "́", " 字", "'ſ", "tsd漢", "123", "456", "78"]}
+{"text": "​(fi#$%­\n\r<|endoftext|><\r\n'VE漢　𐞁٣٤٥٦mDž'ſ<EOT>́'TEOT<|fim_prefix|>ſ", "tokens": 56, "pieces": ["​(", "fi", "#$%­\n\r", "<|", "endoftext", "|><\r\n", "'VE", "漢", "　𐞁", "٣٤٥", "٦", "mDž", "'ſ", "<EOT", ">́'", "TEOT", "<|", "fim", "_prefix", "|>", "ſ"]}
+{"text": "9字٣٤٥٦t٣٤٥٦ ­​\r\n३", "tokens": 25, "pieces": ["9", "字", "٣٤٥", "٦", "t", "٣٤٥", "٦", " ", "­​\r\n", "३"]}
+{"text": "ع'M!½<|fim_prefix|><EOT>EOTeꟲ   \nſ!<👍🏽½३a!", "tokens": 34, "pieces": ["ع", "'M", "!", "½", "<|", "fim", "_prefix", "|><", "EOT", ">EOTeꟲ", "   \n", "ſ", "!<👍🏽", "½३", "a", "!"]}
+{"text": "'re!!İ٣٤٥٦İ<EOT>( ,\tZ#$%
İ😀🏽…İ.'Re　'ReEOT#$%'T#$%字<|fim_prefix|><EOT>m­İ", "tokens": 55, "pieces": ["'re", "!!", "İ", "٣٤٥", "٦", "İ", "<EOT", ">(", " ", ",", "\tZ", "#$%", "
İ", "😀🏽", "…İ", ".'", "Re", "　", "'Re", "EOT", "#$%'", "T", "#$%", "字", "<|", "fim", "_prefix", "|><", "EOT", ">m", "­İ"]}
+{"text": "s\u000b‍'re<tع​Ⅳ  \ra­'ll12345678 ", "tokens": 21, "pieces": ["s", "\u000b", "‍'", "re", "<tع", "​", "Ⅳ", "  \r", "a", "­'", "ll", "123", "456", "78", " "]}
+{"text": "٣٤٥٦ß<|fim_prefix|> 'ſfi0ma.​9́\t.\n字'Ré'M<META_START>'ll'Sİ,
EOT…👍🏽\t'VE​s,", "tokens": 60, "pieces": ["٣٤٥", "٦", "ß", "<|", "fim", "_prefix", "|>", " '", "ſfi", "0", "ma", ".​", "9", "́", "\t", ".\n", "字", "'Re", "́'", "M", "<META", "_START", ">'", "ll", "'S", "İ", ",", "
EOT", "…", "👍🏽", "\t", "'VE", "​s", ","]}
+{"text": "'S\"Ⅳ.\ta३ Ａ(㋿'VEß!!é'VE😀🏽-'VE٣٤٥٦<META_START>🙂　e'VE'\t0ß👍🏽字#$% \r\n", "tokens": 61, "pieces": ["'S", "\"", "Ⅳ", ".", "\ta", "३", " Ａ", "(㋿'", "VEß", "!!", "é", "'VE", "😀🏽-'", "VE", "٣٤٥", "٦", "<META", "_START", ">🙂", "　e", "'VE", "'", "\t", "0", "ß", "👍🏽", "字", "#$%", " \r\n"]}
+{"text": "12345678ſ​  #$%ꟲ !'VEm", "tokens": 16, "pieces": ["123", "456", "78", "ſ", "​", " ", " #$%", "ꟲ", " !'", "VEm"]}
+{"text": "!　   \n字'<META_START>Ａ<d\r\n\r\n#$%  漢…ß(\t're\r\nＡ٣٤٥٦Ａ'llfi​!!s‍\rZ'Méſ'<|endoftext|>  'ſ\r\nå", "tokens": 66, "pieces": ["!", "　   \n", "字", "'<", "META", "_START", ">Ａ", "<d", "\r\n\r\n", "#$%", " ", " 漢", "…ß", "(", "\t", "'re", "\r\n", "Ａ", "٣٤٥", "٦", "Ａ", "'ll", "fi", "​!!", "s", "‍\r", "Z", "'M", "éſ", "'<|", "endoftext", "|>", " ", " '", "ſ", "\r\n", "a", "̊"]}
+{"text": "'ſ\tꟲ𐞁m9\"…\u000b­<META_START>‍éع<EOT>'reⅣ,<EOT>‍٣٤٥٦('sDžZ'm👍🏽👍🏽", "tokens": 64, "pieces": ["'ſ", "\tꟲ𐞁m", "9", "\"", "…", "\u000b", "­<", "META", "_START", ">‍", "éع", "<EOT", ">'", "re", "Ⅳ", ",<", "EOT", ">‍", "٣٤٥", "٦", "('", "sDžZ", "'m", "👍🏽👍🏽"]}
+{"text": "'sＡ <EOT>'T'sfi9­'Re  ḍ̇e'M­\r\"　EOT\u000btDž<META_START>", "tokens": 37, "pieces": ["'s", "Ａ", " <", "EOT", ">'", "T", "'s", "fi", "9", "­'", "Re", " ", " ḋ", "̣e", "'M", "­\r", "\"", "　EOT", "\u000btDž", "<META", "_START", ">"]}
+{"text": "'S'VE😀🏽'D,½㍿a  <<|endoftext|>'reß㍿👍🏽!'re
é…-
½ع𐞁\"fi,
́é>'D-😀🏽0,㋿\t", "tokens": 75, "pieces": ["'S", "'VE", "😀🏽'", "D", ",", "½", "㍿a", " ", " <<|", "endoftext", "|>'", "reß", "㍿👍🏽!'", "re", "
e", "́", "…", "-", "
", "½", "ع𐞁", "\"fi", ",", "
", "́e", "́>'", "D", "-😀🏽", "0", ",㋿", "\t"]}
+{"text": "'S‍𐞁٣٤٥٦३Džaé　t<|fim_prefix|>Ａ\"-<EOT>'Rea\r\né\r\n\u000b  \u000b9'S'S>", "tokens": 49, "pieces": ["'S", "‍𐞁", "٣٤٥", "٦३", "Džae", "́", "　t", "<|", "fim", "_prefix", "|>", "Ａ", "\"-<", "EOT", ">'", "Rea", "\r\n", "é", "\r\n", "\u000b  ", "\u000b", "9", "'S", "'S", ">"]}
+{"text": "e'VE'Då'Sḍ̇👍🏽<EOT><EOT>", "tokens": 27, "pieces": ["e", "'VE", "'D", "a", "̊'", "Sḋ", "̣👍🏽<", "EOT", "><", "EOT", ">"]}
+{"text": "㍿\r\n'll٣٤٥٦at㋿>Dž😀🏽\n ", "tokens": 27, "pieces": ["㍿\r\n", "'ll", "٣٤٥", "٦", "at", "㋿>", "Dž", "😀🏽\n", " "]}
+{"text": "'śé0३😀🏽   \n#$%,#$%<|endoftext|>-İ
!३", "tokens": 30, "pieces": ["'s", "́e", "́", "0३", "😀🏽", "   \n", "#$%,#$%<|", "endoftext", "|>-", "İ", "
", "!", "३"]}
+{"text": "ſéⅣ\r\n🙂Dž㍿", "tokens": 14, "pieces": ["ſe", "́", "Ⅳ", "\r\n", "🙂Dž", "㍿"]}
+{"text": ".́\", fi\r\n\r\n३9  é!!㋿aé👍🏽!!'s३éꟲ\r!!'ſḍ̇ß🙂", "tokens": 45, "pieces": [".́\",", " fi", "\r\n\r\n", "३9", " ", " é", "!!㋿", "ae", "́👍🏽!!'", "s", "३", "éꟲ", "\r", "!!'", "ſḋ", "̣ß", "🙂"]}
+{"text": "m'VEs's'll<Ａ👍🏽㋿'ſ\r\r\n\r\n.12345678\tع\r\n\r\n字🙂ḍ̇½'reſ\"!!!!́Ⅳfiꟲ<|fim_prefix|>\r‍s", "tokens": 63, "pieces": ["m", "'VE", "s", "'s", "'ll", "<Ａ", "👍🏽㋿'", "ſ", "\r\r\n\r\n", ".", "123", "456", "78", "\tع", "\r\n\r\n", "字", "🙂ḋ", "̣", "½", "'re", "ſ", "\"!!!!́", "Ⅳ", "fiꟲ", "<|", "fim", "_prefix", "|>\r", "‍s"]}
+{"text": "   \n\tDžḍ̇EOTe  <META_START>㋿'Re𐞁\r'VEaDž<|endoftext|>9#$%ꟲå字're
!\r\n😀🏽'reＡaḍ̇  Dž 'M漢\r\n'ſ're", "tokens": 81, "pieces": ["   \n", "\tDžḋ", "̣EOTe", " ", " <", "META", "_START", ">㋿'", "Re𐞁", "\r", "'VE", "aDž", "<|", "endoftext", "|>", "9", "#$%", "ꟲa", "̊字", "'re", "
", "!\r\n", "😀🏽'", "reＡaḋ", "̣", " ", " Dž", " ", "'M", "漢", "\r\n", "'ſ", "'re"]}
+{"text": "漢'Ré'reEOT​m", "tokens": 10, "pieces": ["漢", "'Re", "́'", "reEOT", "​m"]}
+{"text": "<META_START>‍é'Dd……!<EOT>e३>.<Ⅳ३३", "tokens": 27, "pieces": ["<META", "_START", ">‍", "é", "'D", "d", "…", "…", "!<", "EOT", ">e", "३", ">.<", "Ⅳ३३"]}
+{"text": "'TDž're0're\r\n'Re
Ⅳḍ̇ ㋿‍ß-'TdEOTfi  å!(fiḍ̇   \n", "tokens": 43, "pieces": ["'T", "Dž", "'re", "0", "'re", "\r\n", "'Re", "
", "Ⅳ", "ḋ", "̣", " ", "㋿‍", "ß", "-'", "TdEOTfi", " ", " a", "̊!(", "fiḋ", "̣", "   \n"]}
+{"text": "'s½,­३d‍ꟲ\t漢㋿𐞁.t… \r\n\r\n9fi字­٣٤٥٦👍🏽fi👍🏽('s12345678\r\n\r\nEOT \n'ع#$%'ll½", "tokens": 69, "pieces": ["'s", "½", ",­", "३", "d", "‍ꟲ", "\t漢", "㋿𐞁", ".t", "… \r\n\r\n", "9", "fi字", "­", "٣٤٥", "٦", "👍🏽", "fi", "👍🏽('", "s", "123", "456", "78", "\r\n\r\n", "EOT", " \n", "'ع", "#$%'", "ll", "½"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\nå<META_START>,a字字'Re'S😀🏽12345678 ſfiḍ̇'Re#$%㋿'D", "tokens": 39, "pieces": ["\r\n", "a", "̊<", "META", "_START", ">,", "a字字", "'Re", "'S", "😀🏽", "123", "456", "78", " ſfiḋ", "̣'", "Re", "#$%㋿'", "D"]}
+{"text": "\r\néDž👍🏽漢", "tokens": 12, "pieces": ["\r\n", "éDž", "👍🏽", "漢"]}
+{"text": "Ａ\r\n\r\n\r\n㍿عtZⅣ​<EOT>d'retſ!<EOT><META_START><|fim_prefix|> 'VE,", "tokens": 36, "pieces": ["Ａ", "\r\n\r\n\r\n", "㍿عtZ", "Ⅳ", "​<", "EOT", ">d", "'re", "tſ", "!<", "EOT", "><", "META", "_START", "><|", "fim", "_prefix", "|>", " '", "VE", ","]}
+{"text": "   \n", "tokens": 1, "pieces": ["   \n"]}
+{"text": "t-\t", "tokens": 3, "pieces": ["t", "-", "\t"]}
+{"text": "'M12345678é<|endoftext|>'Sḍ̇㍿é!ſḍ̇a'ſfi're#$%́", "tokens": 41, "pieces": ["'M", "123", "456", "78", "é", "<|", "endoftext", "|>'", "Sḋ", "̣㍿", "e", "́!", "ſḋ", "̣a", "'ſ", "fi", "'re", "#$%́"]}
+{"text": "'T　ع(㋿<META_START>\"­İ", "tokens": 13, "pieces": ["'T", "　ع", "(㋿<", "META", "_START", ">\"­", "İ"]}
+{"text": "字'lĺ­!㍿'ſ<|fim_prefix|>½a0<META_START>\t<|endoftext|>३😀🏽\r\n\r\n.m​'ſfiåEOT'‍'M\r\n\r\n字\r\n\r\n㋿s<META_START>'re", "tokens": 70, "pieces": ["字", "'ll", "́­!㍿'", "ſ", "<|", "fim", "_prefix", "|>", "½", "a", "0", "<META", "_START", ">", "\t", "<|", "endoftext", "|>", "३", "😀🏽\r\n\r\n", ".m", "​'", "ſfia", "̊EOT", "'‍'", "M", "\r\n\r\n", "字", "\r\n\r\n", "㋿s", "<META", "_START", ">'", "re"]}
+{"text": ",…<|fim_prefix|>­　'D­\r\ne\u000b'SⅣ<|fim_prefix|>.\u000b😀🏽s'VEa<EOT>\t𐞁'Rea Ⅳ", "tokens": 50, "pieces": [",", "…", "<|", "fim", "_prefix", "|>­", "　", "'D", "­\r\n", "e", "\u000b", "'S", "Ⅳ", "<|", "fim", "_prefix", "|>.", "\u000b", "😀🏽", "s", "'VE", "a", "<EOT", ">", "\t𐞁", "'Re", "a", " ", "Ⅳ"]}
+{"text": "­'s#$%\u000bİ", "tokens": 7, "pieces": ["­'", "s", "#$%", "\u000bİ"]}
+{"text": "㋿'M​", "tokens": 6, "pieces": ["㋿'", "M", "​"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<EOT>字12345678㋿ß\u000b\u000b   \n½t字'S9½\r🙂å३0½<  ſ\r's<META_START>ſ'sع\r-d‍　're<META_START>fi's", "tokens": 57, "pieces": ["<EOT", ">字", "123", "456", "78", "㋿ß", "\u000b\u000b   \n", "½", "t字", "'S", "9½", "\r", "🙂a", "̊", "३0½", "<", " ", " ſ", "\r", "'s", "<META", "_START", ">ſ", "'s", "ع", "\r", "-d", "‍", "　", "'re", "<META", "_START", ">fi", "'s"]}
+{"text": "0‍٣٤٥٦
0­éß漢d漢
漢's-ꟲås\r字'll-.İsＡ ​́", "tokens": 46, "pieces": ["0", "‍", "٣٤٥", "٦", "
", "0", "­e", "́ß漢d漢", "
漢", "'s", "-ꟲa", "̊s", "\r", "字", "'ll", "-.", "İsＡ", " ​́"]}
+{"text": ". é३'re.>३'Mḍ̇'re👍🏽<|fim_prefix|>'T́漢12345678'VE\r\n\r\n👍🏽­'ſDž", "tokens": 53, "pieces": [".", " é", "३", "'re", ".>", "३", "'M", "ḋ", "̣'", "re", "👍🏽<|", "fim", "_prefix", "|>'", "T", "́漢", "123", "456", "78", "'VE", "\r\n\r\n", "👍🏽­'", "ſDž"]}
+{"text": "\"ⅣEOT'VE
'VE!!…\u000bd'S>\"", "tokens": 18, "pieces": ["\"", "Ⅳ", "EOT", "'VE", "
", "'VE", "!!", "…", "\u000bd", "'S", ">\""]}
+{"text": "­\nŹ\r\n", "tokens": 5, "pieces": ["­\n", "Z", "́\r\n"]}
+{"text": ">'T<META_START>㍿fi#$%­字Ⅳ0'M'<EOT>İmⅣEOT-👍🏽  Ａ!EOTⅣ\n0\r\n'VEe\u000b  ع\u000b漢🙂­", "tokens": 59, "pieces": [">'", "T", "<META", "_START", ">㍿", "fi", "#$%­", "字", "Ⅳ0", "'M", "'<", "EOT", ">İm", "Ⅳ", "EOT", "-👍🏽", " ", " Ａ", "!EOT", "Ⅳ", "\n", "0", "\r\n", "'VE", "e", "\u000b ", " ع", "\u000b漢", "🙂­"]}
+{"text": "tＡ \"s's\n's　­<\n𐞁,ＡEOT㍿Ａ\r\n\r\n½漢\rEOT'EOTs.", "tokens": 36, "pieces": ["tＡ", " ", "\"s", "'s", "\n", "'s", "　", "­<\n", "𐞁", ",ＡEOT", "㍿Ａ", "\r\n\r\n", "½", "漢", "\r", "EOT", "'EOTs", "."]}
+{"text": "Džſ😀🏽😀🏽<>​<‍é  'ſEOT<|endoftext|>‍­'Sfi<META_START>
", "tokens": 46, "pieces": ["Džſ", "😀🏽😀🏽<>​<‍", "é", " ", " '", "ſEOT", "<|", "endoftext", "|>‍­'", "Sfi", "<META", "_START", ">", "
"]}
+{"text": " Zåİ12345678字", "tokens": 10, "pieces": [" Za", "̊İ", "123", "456", "78", "字"]}
+{"text": "#$%٣٤٥٦İé'Se‍fi!!Dž<'ſ <META_START>½<EOT>", "tokens": 32, "pieces": ["#$%", "٣٤٥", "٦", "İé", "'S", "e", "‍fi", "!!", "Dž", "<'", "ſ", " <", "META", "_START", ">", "½", "<EOT", ">"]}
+{"text": "👍🏽s", "tokens": 7, "pieces": ["👍🏽", "s"]}
+{"text": "#$%\r\n\r\ns٣٤٥٦<|fim_prefix|>३\u000bm9'Re\ta<META_START>½<|fim_prefix|>\"\nZ​!!\n#$%ß\rm's\"'T", "tokens": 49, "pieces": ["#$%\r\n\r\n", "s", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "३", "\u000bm", "9", "'Re", "\ta", "<META", "_START", ">", "½", "<|", "fim", "_prefix", "|>\"\n", "Z", "​!!\n", "#$%", "ß", "\r", "m", "'s", "\"'", "T"]}
+{"text": "'re'T'S\ń\r\n​fi<ع!字12345678\n9'M‍<META_START>😀🏽́'re\u000b漢<s''ſ漢\tꟲع'ſfi mＡ", "tokens": 55, "pieces": ["'re", "'T", "'S", "\n", "́\r\n", "​fi", "<ع", "!字", "123", "456", "78", "\n", "9", "'M", "‍<", "META", "_START", ">😀🏽́'", "re", "\u000b漢", "<s", "''", "ſ漢", "\tꟲع", "'ſ", "fi", " mＡ"]}
+{"text": "e字<字're٣٤٥٦ⅣⅣ<|fim_prefix|>
'rea   \néEOT😀🏽", "tokens": 37, "pieces": ["e字", "<字", "'re", "٣٤٥", "٦ⅣⅣ", "<|", "fim", "_prefix", "|>", "
", "'re", "a", "   \n", "éEOT", "😀🏽"]}
+{"text": "٣٤٥٦'ſ<|endoftext|>0EOT👍🏽0  ­…å\r\"'T\r\nḍ̇éa-'re<|endoftext|>'S\r\n\r\n", "tokens": 59, "pieces": ["٣٤٥", "٦", "'ſ", "<|", "endoftext", "|>", "0", "EOT", "👍🏽", "0", " ", " ", "­", "…a", "̊\r", "\"'", "T", "\r\n", "ḋ", "̣e", "́a", "-'", "re", "<|", "endoftext", "|>'", "S", "\r\n\r\n"]}
+{"text": "Dž​fi're'll", "tokens": 7, "pieces": ["Dž", "​fi", "'re", "'ll"]}
+{"text": "\r\nå…,漢
fiß\"   \n\r-𐞁'VE>\tm㋿'s
>-   \n㍿", "tokens": 38, "pieces": ["\r\n", "a", "̊", "…", ",漢", "
fiß", "\"", "   \n\r", "-𐞁", "'VE", ">", "\tm", "㋿'", "s", "
", ">-", "   \n", "㍿"]}
+{"text": "ma'0½३'D'rea'ſ\u000b😀🏽漢'Ḿ'D!…𐞁   \nee٣٤٥٦ǻ>", "tokens": 46, "pieces": ["ma", "'", "0½३", "'D", "'re", "a", "'ſ", "\u000b", "😀🏽", "漢", "'M", "́'", "D", "!", "…𐞁", "   \n", "ee", "٣٤٥", "٦", "a", "̊́>"]}
+{"text": "​ع<|endoftext|>㍿   \nZ\u000b\tß'Re\r\n\r\n३EOT", "tokens": 23, "pieces": ["​ع", "<|", "endoftext", "|>㍿", "   \n", "Z", "\u000b", "\tß", "'Re", "\r\n\r\n", "३", "EOT"]}
+{"text": "'s\tḍ̇ t
  ㋿<META_START>-٣٤٥٦ße🙂😀🏽ß12345678😀🏽m<|endoftext|>٣٤٥٦字ſ(\r\néfi0é'T", "tokens": 73, "pieces": ["'s", "\tḋ", "̣", " t", "
 ", " ㋿<", "META", "_START", ">-", "٣٤٥", "٦", "ße", "🙂😀🏽", "ß", "123", "456", "78", "😀🏽", "m", "<|", "endoftext", "|>", "٣٤٥", "٦", "字ſ", "(\r\n", "éfi", "0", "e", "́'", "T"]}
+{"text": "Ａ'VE<|fim_prefix|>", "tokens": 11, "pieces": ["Ａ", "'VE", "<|", "fim", "_prefix", "|>"]}
+{"text": "fi<META_START>‍Ａa'S-9㍿!­EOT.'M>\r\né", "tokens": 25, "pieces": ["fi", "<META", "_START", ">‍", "Ａa", "'S", "-", "9", "㍿!­", "EOT", ".'", "M", ">\r\n", "é"]}
+{"text": "ſ'VEḍ̇३å漢Ⅳ0m🙂👍🏽ꟲ㍿", "tokens": 34, "pieces": ["ſ", "'VE", "ḋ", "̣", "३", "a", "̊漢", "Ⅳ0", "m", "🙂👍🏽", "ꟲ", "㍿"]}
+{"text": "'ſ'll<|endoftext|><  tm३ Z-<|endoftext|>'St.m", "tokens": 27, "pieces": ["'ſ", "'ll", "<|", "endoftext", "|><", " ", " tm", "३", " Z", "-<|", "endoftext", "|>'", "St", ".m"]}
+{"text": "\"-Z<|endoftext|>'rea\n   Zéé'Taé0'Méå　Dž<|fim_prefix|>ⅣDž9's", "tokens": 43, "pieces": ["\"-", "Z", "<|", "endoftext", "|>'", "rea", "\n", "  ", " Zée", "́'", "Tae", "́", "0", "'M", "e", "́a", "̊", "　Dž", "<|", "fim", "_prefix", "|>", "Ⅳ", "Dž", "9", "'s"]}
+{"text": "Ⅳ😀🏽\r\ndé½\r\n\r\né'D's(", "tokens": 16, "pieces": ["Ⅳ", "😀🏽\r\n", "de", "́", "½", "\r\n\r\n", "é", "'D", "'s", "("]}
+{"text": " (🙂're漢İⅣ<å漢३­😀🏽\r👍🏽ع㋿\teaßåſéß'S\r0ḍ̇'Tm#$%>   \nß'Tİ'T'M", "tokens": 65, "pieces": [" ", "(🙂'", "re漢İ", "Ⅳ", "<a", "̊漢", "३", "­😀🏽\r", "👍🏽", "ع", "㋿", "\teaßa", "̊ſéß", "'S", "\r", "0", "ḋ", "̣'", "Tm", "#$%>", "   \n", "ß", "'T", "İ", "'T", "'M"]}
+{"text": "\r\n\r\n!!\"\t　́\tſEOT\t漢𐞁\"<EOT>ع's㋿(­३'MDž\t\nع\té>d'Sİ\"\n", "tokens": 43, "pieces": ["\r\n\r\n", "!!\"", "\t", "　", "́", "\tſEOT", "\t漢𐞁", "\"<", "EOT", ">ع", "'s", "㋿(­", "३", "'M", "Dž", "\t\n", "ع", "\te", "́>", "d", "'S", "İ", "\"\n"]}
+{"text": "\r\n\r\nİ字'T㍿å \n‍.fi\r!!!t!<,Z​́Z", "tokens": 25, "pieces": ["\r\n\r\n", "İ字", "'T", "㍿a", "̊", " \n", "‍.", "fi", "\r", "!!!", "t", "!<,", "Z", "​́", "Z"]}
+{"text": "s  'D٣٤٥٦Z\"  's<|endoftext|>\t#$%\n   \n'llé<META_START>'MZm𐞁'D<EOT>'T<EOT>", "tokens": 49, "pieces": ["s", " ", " '", "D", "٣٤٥", "٦", "Z", "\"", " ", " '", "s", "<|", "endoftext", "|>", "\t", "#$%\n", "   \n", "'ll", "e", "́<", "META", "_START", ">'", "MZm𐞁", "'D", "<EOT", ">'", "T", "<EOT", ">"]}
+{"text": "🙂<EOT><mé!!'M<|endoftext|><|fim_prefix|>🙂'Re12345678\n>Dž#$%'s12345678!é字عa👍🏽Ａ字a漢\u000b0\t#$%", "tokens": 64, "pieces": ["🙂<", "EOT", "><", "me", "́!!'", "M", "<|", "endoftext", "|><|", "fim", "_prefix", "|>🙂'", "Re", "123", "456", "78", "\n", ">Dž", "#$%'", "s", "123", "456", "78", "!e", "́字عa", "👍🏽", "Ａ字a漢", "\u000b", "0", "\t", "#$%"]}
+{"text": "‍½'D'D‍sDž㋿-'s\"́é'D d\u000bعEOT​㋿", "tokens": 29, "pieces": ["‍", "½", "'D", "'D", "‍sDž", "㋿-'", "s", "\"́", "é", "'D", " d", "\u000bعEOT", "​㋿"]}
+{"text": "å'T<EOT>t<|fim_prefix|>字𐞁𐞁\u000b'TⅣ12345678é字", "tokens": 34, "pieces": ["a", "̊'", "T", "<EOT", ">t", "<|", "fim", "_prefix", "|>", "字𐞁𐞁", "\u000b", "'T", "Ⅳ12", "345", "678", "e", "́字"]}
+{"text": ">😀🏽ꟲ", "tokens": 9, "pieces": [">😀🏽", "ꟲ"]}
+{"text": "ß🙂　!İ'ſ<|endoftext|>'re-Zß9ḍ̇\n\téع٣٤٥٦(éEOT>㍿é#$%-m12345678ſDžİ", "tokens": 57, "pieces": ["ß", "🙂", "　", "!İ", "'ſ", "<|", "endoftext", "|>'", "re", "-Zß", "9", "ḋ", "̣\n", "\te", "́ع", "٣٤٥", "٦", "(éEOT", ">㍿", "é", "#$%-", "m", "123", "456", "78", "ſDžİ"]}
+{"text": "9'́<|fim_prefix|>🙂\"!​ꟲꟲ\r\n\r\n'reße0Z'D漢", "tokens": 29, "pieces": ["9", "'́<|", "fim", "_prefix", "|>🙂\"!​", "ꟲꟲ", "\r\n\r\n", "'re", "ße", "0", "Z", "'D", "漢"]}
+{"text": "!0're,'s'D.'VE#$%👍🏽😀🏽İ​🙂'Sé  'MEOT<٣٤٥٦'s\u000bfi0<|endoftext|>عé", "tokens": 55, "pieces": ["!", "0", "'re", ",'", "s", "'D", ".'", "VE", "#$%👍🏽😀🏽", "İ", "​🙂'", "Sé", " ", " '", "MEOT", "<", "٣٤٥", "٦", "'s", "\u000bfi", "0", "<|", "endoftext", "|>", "عé"]}
+{"text": "\u000be㋿👍🏽'D٣٤٥٦'reع'M'll
12345678Ⅳa漢㍿>Ⅳ.-'D'VEs  ३­\n", "tokens": 53, "pieces": ["\u000be", "㋿👍🏽'", "D", "٣٤٥", "٦", "'re", "ع", "'M", "'ll", "
", "123", "456", "78Ⅳ", "a漢", "㍿>", "Ⅳ", ".-'", "D", "'VE", "s", " ", " ", "३", "­\n"]}
+{"text": "é>'12345678㋿½٣٤٥٦३'Re\"t　!!‍ ́<EOT>", "tokens": 32, "pieces": ["é", ">'", "123", "456", "78", "㋿", "½٣٤", "٥٦३", "'Re", "\"t", "　", "!!‍", " ", "́<", "EOT", ">"]}
+{"text": "Ź's𐞁e字Ａ9­ ßＡ漢tå\rd'MDž<", "tokens": 29, "pieces": ["Z", "́'", "s𐞁e字Ａ", "9", "­", " ßＡ漢ta", "̊\r", "d", "'M", "Dž", "<"]}
+{"text": "\r\n\u000bEOTa'sEOT½0​½'VE-\r\t(👍🏽<META_START>\u000bꟲ\"İ३\néİ <|endoftext|>'M0", "tokens": 49, "pieces": ["\r\n", "\u000bEOTa", "'s", "EOT", "½0", "​", "½", "'VE", "-\r", "\t", "(👍🏽<", "META", "_START", ">", "\u000bꟲ", "\"İ", "३", "\n", "éİ", " ", "<|", "endoftext", "|>'", "M", "0"]}
+{"text": "㋿'T ae🙂ſ0٣٤٥٦👍🏽m,‍\ré'VE Ⅳ'Så­>\n'Re३'Re<​.㍿'Tß'T👍🏽", "tokens": 63, "pieces": ["㋿'", "T", " ae", "🙂ſ", "0٣٤", "٥٦", "👍🏽", "m", ",‍\r", "e", "́'", "VE", " ", "Ⅳ", "'S", "a", "̊­>\n", "'Re", "३", "'Re", "<​.㍿'", "Tß", "'T", "👍🏽"]}
+{"text": "<|fim_prefix|>", "tokens": 7, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "a!!EOT'", "tokens": 5, "pieces": ["a", "!!", "EOT", "'"]}
+{"text": "ſ🙂å漢ſé<META_START>fi ", "tokens": 20, "pieces": ["ſ", "🙂a", "̊漢ſe", "́<", "META", "_START", ">fi", " "]}
+{"text": "́́
0Dž‍㍿sع'Re'sm'Re
<|fim_prefix|>३å३字👍🏽\n", "tokens": 42, "pieces": ["́́", "
", "0", "Dž", "‍㍿", "sع", "'Re", "'s", "m", "'Re", "
", "<|", "fim", "_prefix", "|>", "३", "a", "̊", "३", "字", "👍🏽\n"]}
+{"text": "t\né\t'å   \n​,'M\"\u000b½m㋿   \n<‍ß12345678d　Z'VE'ſＡ٣٤٥٦'M#$%éDž", "tokens": 51, "pieces": ["t", "\n", "e", "́", "\t", "'a", "̊", "   \n", "​,'", "M", "\"", "\u000b", "½", "m", "㋿", "   \n", "<‍", "ß", "123", "456", "78", "d", "　Z", "'VE", "'ſ", "Ａ", "٣٤٥", "٦", "'M", "#$%", "éDž"]}
+{"text": "'T<'S!!\r\nZDž.㍿ås'em\n'T 12345678'T9🙂   \n's㍿\"'D9's\r.ſ12345678👍🏽", "tokens": 49, "pieces": ["'T", "<'", "S", "!!\r\n", "ZDž", ".㍿", "a", "̊s", "'em", "\n", "'T", " ", "123", "456", "78", "'T", "9", "🙂", "   \n", "'s", "㍿\"'", "D", "9", "'s", "\r", ".ſ", "123", "456", "78", "👍🏽"]}
+{"text": "me<|fim_prefix|>#$%é​", "tokens": 13, "pieces": ["me", "<|", "fim", "_prefix", "|>#$%", "e", "́​"]}
+{"text": "\tst…\reßé  'ſé'S\tḍ̇", "tokens": 21, "pieces": ["\tst", "…\r", "eßé", " ", " '", "ſe", "́'", "S", "\tḋ", "̣"]}
+{"text": "İaé<|endoftext|>#$%<'ſs\n", "tokens": 17, "pieces": ["İaé", "<|", "endoftext", "|>#$%<'", "ſs", "\n"]}
+{"text": "é\n eZ's­👍🏽  ​'T.mm🙂d<|endoftext|> 's\"!é­  ‍\".", "tokens": 39, "pieces": ["e", "́\n", " eZ", "'s", "­👍🏽", " ", " ​'", "T", ".mm", "🙂d", "<|", "endoftext", "|>", " '", "s", "\"!", "é", "­", " ", " ‍\"."]}
+{"text": "🙂​​\u000bⅣ-<|fim_prefix|>'VE½½'ſ…å'll\"😀🏽   \n३Ａta<½   \n<", "tokens": 43, "pieces": ["🙂​​", "\u000b", "Ⅳ", "-<|", "fim", "_prefix", "|>'", "VE", "½½", "'ſ", "…a", "̊'", "ll", "\"😀🏽", "   \n", "३", "Ａta", "<", "½", "   \n", "<"]}
+{"text": "  e'VE👍🏽­EOT<|fim_prefix|>漢ßå​.'re<|fim_prefix|>​😀🏽‍½ع𐞁,é　9­㍿
.…\n ٣٤٥٦aＡ<|fim_prefix|>s  ", "tokens": 85, "pieces": [" ", " e", "'VE", "👍🏽­", "EOT", "<|", "fim", "_prefix", "|>", "漢ßa", "̊​.'", "re", "<|", "fim", "_prefix", "|>​😀🏽‍", "½", "ع𐞁", ",é", "　", "9", "­㍿", "
", ".", "…\n", " ", "٣٤٥", "٦", "aＡ", "<|", "fim", "_prefix", "|>", "s", "  "]}
+{"text": "é३!!-a12345678!!", "tokens": 10, "pieces": ["é", "३", "!!-", "a", "123", "456", "78", "!!"]}
+{"text": "   \n<META_START>'re.", "tokens": 7, "pieces": ["   \n", "<META", "_START", ">'", "re", "."]}
+{"text": "'T'DＡ३𐞁'T", "tokens": 11, "pieces": ["'T", "'D", "Ａ", "३", "𐞁", "'T"]}
+{"text": " <|endoftext|>", "tokens": 8, "pieces": [" ", "<|", "endoftext", "|>"]}
+{"text": "👍🏽…­漢\r\nⅣ åZＡZ'T<|fim_prefix|>\n\nsZm\"  EOTZ\r\n\r\n
'll  
Z👍🏽漢㋿٣٤٥٦😀🏽EOTꟲ0're½‍", "tokens": 79, "pieces": ["👍🏽", "…", "­漢", "\r\n", "Ⅳ", " a", "̊ZＡZ", "'T", "<|", "fim", "_prefix", "|>\n\n", "sZm", "\"", " ", " EOTZ", "\r\n\r\n", "
", "'ll", "  ", "
Z", "👍🏽", "漢", "㋿", "٣٤٥", "٦", "😀🏽", "EOTꟲ", "0", "'re", "½", "‍"]}
+{"text": "🙂<META_START>as\nå\r.å​Dž<EOT>(\t​!!Ⅳd‍<EOT>>㋿#$%​\u000b字'll<|endoftext|>fi!,", "tokens": 52, "pieces": ["🙂<", "META", "_START", ">as", "\n", "a", "̊\r", ".a", "̊​", "Dž", "<EOT", ">(", "\t", "​!!", "Ⅳ", "d", "‍<", "EOT", ">>㋿#$%​", "\u000b字", "'ll", "<|", "endoftext", "|>", "fi", "!,"]}
+{"text": "\"٣٤٥٦å٣٤٥٦'s  éZ!!👍🏽( 12345678İ́ <|endoftext|>\r\n\r\n< …\r\n\r\n'T'٣٤٥٦㋿😀🏽<|endoftext|>٣٤٥٦te'MmꟲＡ", "tokens": 89, "pieces": ["\"", "٣٤٥", "٦", "a", "̊", "٣٤٥", "٦", "'s", " ", " éZ", "!!👍🏽(", " ", "123", "456", "78", "İ", "́", " <|", "endoftext", "|>\r\n\r\n", "<", " …\r\n\r\n", "'T", "'", "٣٤٥", "٦", "㋿😀🏽<|", "endoftext", "|>", "٣٤٥", "٦", "te", "'M", "mꟲＡ"]}
+{"text": ">\u000b😀🏽漢́s-'M'sEOT  漢9#$%ß👍🏽,", "tokens": 31, "pieces": [">", "\u000b", "😀🏽", "漢", "́s", "-'", "M", "'s", "EOT", " ", " 漢", "9", "#$%", "ß", "👍🏽,"]}
+{"text": "́>  DžDžEOTfi\r\n🙂a'Re >EOTＡEOT.Z0<|fim_prefix|><|endoftext|>.\"é ss'D0‍  å…", "tokens": 53, "pieces": ["́>", " ", " DžDžEOTfi", "\r\n", "🙂a", "'Re", " ", ">EOTＡEOT", ".Z", "0", "<|", "fim", "_prefix", "|><|", "endoftext", "|>.\"", "e", "́", " ss", "'D", "0", "‍", " ", " a", "̊", "…"]}
+{"text": "<EOT>İ'T'sd!<m漢ß<|endoftext|>å½ḍ̇㋿ع're👍🏽é漢ß\n'VE​Ⅳ\t㍿'VE!,٣٤٥٦'ſ", "tokens": 67, "pieces": ["<EOT", ">İ", "'T", "'s", "d", "!<", "m漢ß", "<|", "endoftext", "|>", "a", "̊", "½", "ḋ", "̣㋿", "ع", "'re", "👍🏽", "é漢ß", "\n", "'VE", "​", "Ⅳ", "\t", "㍿'", "VE", "!,", "٣٤٥", "٦", "'ſ"]}
+{"text": "EOT𐞁afi　  \taDžfí 字‍ß   \n", "tokens": 22, "pieces": ["EOT𐞁afi", "　  ", "\taDžfi", "́", " 字", "‍ß", "   \n"]}
+{"text": "'VE\n'ſ'Deéḍ̇\"𐞁Z'ſ ,12345678   \n
Zꟲ 9😀🏽.…!!!eDž<-,　", "tokens": 51, "pieces": ["'VE", "\n", "'ſ", "'D", "eéḋ", "̣\"", "𐞁Z", "'ſ", " ,", "123", "456", "78", "   \n", "
Zꟲ", " ", "9", "😀🏽.", "…", "!!!", "eDž", "<-,", "　"]}
+{"text": "EOTe'T'ſ𐞁<|endoftext|>\n0Z<EOT>Zع(\u000b>½m ", "tokens": 30, "pieces": ["EOTe", "'T", "'ſ", "𐞁", "<|", "endoftext", "|>\n", "0", "Z", "<EOT", ">Zع", "(", "\u000b", ">", "½", "m", " "]}
+{"text": "sZ‍<|fim_prefix|>'Re!'Té　\r🙂ea'D'D<㍿é́ <EOT>e'D'T'Tſ(EOT😀🏽\r\n\r\n", "tokens": 46, "pieces": ["sZ", "‍<|", "fim", "_prefix", "|>'", "Re", "!'", "Té", "　\r", "🙂ea", "'D", "'D", "<㍿", "e", "́́", " <", "EOT", ">e", "'D", "'T", "'T", "ſ", "(EOT", "😀🏽\r\n\r\n"]}
+{"text": "'T<İ'S
​('s<t  !𐞁'S㍿é\"å.9dm,", "tokens": 30, "pieces": ["'T", "<İ", "'S", "
", "​('", "s", "<t", " ", " !", "𐞁", "'S", "㍿e", "́\"", "a", "̊.", "9", "dm", ","]}
+{"text": "ſe-٣٤٥٦'s<eꟲ\"'re\r  é#$%㋿'s,'D<META_START>Ａ३'lled(", "tokens": 44, "pieces": ["ſe", "-", "٣٤٥", "٦", "'s", "<eꟲ", "\"'", "re", "\r", " ", " e", "́#$%㋿'", "s", ",'", "D", "<META", "_START", ">Ａ", "३", "'ll", "ed", "("]}
+{"text": "''Re'D\t​eſ́.<12345678'S'VE\"ḍ̇'Re​'Reḍ̇s<fiDž''Te🙂ꟲſ<META_START>'D(​'VEé9́", "tokens": 59, "pieces": ["''", "Re", "'D", "\t", "​eſ", "́.<", "123", "456", "78", "'S", "'VE", "\"ḋ", "̣'", "Re", "​'", "Reḋ", "̣s", "<fiDž", "''", "Te", "🙂ꟲſ", "<META", "_START", ">'", "D", "(​'", "VEé", "9", "́"]}
+{"text": ",\t\"\re>Ａé!!\r\n\r\n'ś#$%'reEOT9!'S'llEOT\u000b", "tokens": 25, "pieces": [",", "\t", "\"\r", "e", ">Ａé", "!!\r\n\r\n", "'s", "́#$%'", "reEOT", "9", "!'", "S", "'ll", "EOT", "\u000b"]}
+{"text": "#$%İa'Dß   \n
­
㋿…'Re  ", "tokens": 19, "pieces": ["#$%", "İa", "'D", "ß", "   \n", "
", "­", "
", "㋿", "…", "'Re", "  "]}
+{"text": "'s　'DEOTé0'll👍🏽mⅣ\u000b'Re<EOT>'D\n're", "tokens": 25, "pieces": ["'s", "　", "'D", "EOTé", "0", "'ll", "👍🏽", "m", "Ⅳ", "\u000b", "'Re", "<EOT", ">'", "D", "\n", "'re"]}
+{"text": "a'Ds'VE<META_START>Ⅳ're　'VE  9​'Re", "tokens": 21, "pieces": ["a", "'D", "s", "'VE", "<META", "_START", ">", "Ⅳ", "'re", "　", "'VE", " ", " ", "9", "​'", "Re"]}
+{"text": "'s­👍🏽…fi\u000b漢,\r\n'reع!!-fis", "tokens": 23, "pieces": ["'s", "­👍🏽", "…fi", "\u000b漢", ",\r\n", "'re", "ع", "!!-", "fis"]}
+{"text": ".m　 \u000b㋿d'ſ́'D𐞁\r\n'Mså​9EOT<EOT>㋿\"9.
عa", "tokens": 40, "pieces": [".m", "　 ", "\u000b", "㋿d", "'ſ", "́'", "D𐞁", "\r\n", "'M", "sa", "̊​", "9", "EOT", "<EOT", ">㋿\"", "9", ".", "
عa"]}
+{"text": "   \nßＡ'M  9'S　­'Re're're漢漢's<|fim_prefix|>éé\rDž…ß<META_START>#$%👍🏽­
'D\r\t#$%Z,'VE३#$%,'re-", "tokens": 65, "pieces": ["   \n", "ßＡ", "'M", " ", " ", "9", "'S", "　", "­'", "Re", "'re", "'re", "漢漢", "'s", "<|", "fim", "_prefix", "|>", "éé", "\r", "Dž", "…ß", "<META", "_START", ">#$%👍🏽­", "
", "'D", "\r", "\t", "#$%", "Z", ",'", "VE", "३", "#$%,'", "re", "-"]}
+{"text": "㍿ß½m\u000b<㋿'ſ 'Ａ　ſ<EOT>漢d\råtEOT
‍>", "tokens": 38, "pieces": ["㍿ß", "½", "m", "\u000b", "<㋿'", "ſ", " '", "Ａ", "　ſ", "<EOT", ">漢d", "\r", "a", "̊tEOT", "
", "‍>"]}
+{"text": "\"é३🙂'Reḍ̇!Ａ're", "tokens": 17, "pieces": ["\"é", "३", "🙂'", "Reḋ", "̣!", "Ａ", "'re"]}
+{"text": "३Ａ\"m<|fim_prefix|><12345678t'M<|endoftext|>'s㋿٣٤٥٦…\r\n\r\n12345678ś", "tokens": 45, "pieces": ["३", "Ａ", "\"m", "<|", "fim", "_prefix", "|><", "123", "456", "78", "t", "'M", "<|", "endoftext", "|>'", "s", "㋿", "٣٤٥", "٦", "…\r\n\r\n", "123", "456", "78", "s", "́"]}
+{"text": "'ll🙂'٣٤٥٦éEOTfi漢EOT<|fim_prefix|>\r\n\r\n   \n'VEDž\n<|fim_prefix|>", "tokens": 42, "pieces": ["'ll", "🙂'", "٣٤٥", "٦", "e", "́EOTfi漢EOT", "<|", "fim", "_prefix", "|>\r\n\r\n", "   \n", "'VE", "Dž", "\n", "<|", "fim", "_prefix", "|>"]}
+{"text": "'re३Dž's!!   \n𐞁'll'SEOT9!!㍿éDž\r0é", "tokens": 28, "pieces": ["'re", "३", "Dž", "'s", "!!", "   \n", "𐞁", "'ll", "'S", "EOT", "9", "!!㍿", "e", "́Dž", "\r", "0", "é"]}
+{"text": "'D-
'12345678́<|endoftext|>#$%٣٤٥٦㍿<|endoftext|>'VE\"åDž,é
\r…'𐞁​́Dž
字　Dž", "tokens": 64, "pieces": ["'D", "-", "
", "'", "123", "456", "78", "́<|", "endoftext", "|>#$%", "٣٤٥", "٦", "㍿<|", "endoftext", "|>'", "VE", "\"a", "̊Dž", ",e", "́", "
\r", "…", "'𐞁", "​́", "Dž", "
字", "　Dž"]}
+{"text": "​‍\r\n\r\n\"EOT\n<EOT>\r\n🙂 . ㋿ع́éعع>İsعİ́ 'ſ…́é字", "tokens": 39, "pieces": ["​‍\r\n\r\n", "\"EOT", "\n", "<EOT", ">\r\n", "🙂", " ", ".", " ", "㋿ع", "́éعع", ">İsعİ", "́", " ", "'ſ", "…", "́e", "́字"]}
+{"text": "\n\n#$%   \n\r\tع   \nⅣmعs३٣٤٥٦
<\r\n.ḍ̇👍🏽", "tokens": 39, "pieces": ["\n\n", "#$%", "   \n\r", "\tع", "   \n", "Ⅳ", "mعs", "३٣٤", "٥٦", "
", "<\r\n", ".ḋ", "̣👍🏽"]}
+{"text": "('VE㋿<META_START>fiḍ̇　", "tokens": 17, "pieces": ["('", "VE", "㋿<", "META", "_START", ">fiḋ", "̣", "　"]}
+{"text": "m't", "tokens": 2, "pieces": ["m", "'t"]}
+{"text": "9\r#$% 'Re𐞁\rt#$%'SEOTİ𐞁é'0sḍ̇!!'ſtꟲ9a<|fim_prefix|>\"㋿'Re㋿, ٣٤٥٦👍🏽-e👍🏽Ⅳ㋿​", "tokens": 86, "pieces": ["9", "\r", "#$%", " ", "'Re", "𐞁", "\r", "t", "#$%'", "SEOTİ𐞁e", "́'", "0", "sḋ", "̣!!'", "ſtꟲ", "9", "a", "<|", "fim", "_prefix", "|>\"㋿'", "Re", "㋿,", " ", "٣٤٥", "٦", "👍🏽-", "e", "👍🏽", "Ⅳ", "㋿​"]}
+{"text": "𐞁​\n12345678.𐞁0d𐞁㍿३e½Ａ३'re", "tokens": 32, "pieces": ["𐞁", "​\n", "123", "456", "78", ".𐞁", "0", "d𐞁", "㍿", "३", "e", "½", "Ａ", "३", "'re"]}
+{"text": "ßé'Re  ́#$%'Sm
0'12345678's0\r\ńⅣEOT㍿   \naſİꟲ漢(", "tokens": 38, "pieces": ["ßé", "'Re", " ", " ́#$%'", "Sm", "
", "0", "'", "123", "456", "78", "'s", "0", "\r\n", "́", "Ⅳ", "EOT", "㍿", "   \n", "aſİꟲ漢", "("]}
+{"text": "t\rſ#$%'Mꟲ'ſ​!!EOT0", "tokens": 18, "pieces": ["t", "\r", "ſ", "#$%'", "Mꟲ", "'ſ", "​!!", "EOT", "0"]}
+{"text": "‍afi\n0漢", "tokens": 9, "pieces": ["‍afi", "\n", "0", "漢"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'Smع'll\r\n'VE<META_START>\r\n\r\n😀🏽\t\nſ漢㍿
'Re.ع<a…漢'reꟲ­ 'ſdعé", "tokens": 45, "pieces": ["'S", "mع", "'ll", "\r\n", "'VE", "<META", "_START", ">\r\n\r\n", "😀🏽", "\t\n", "ſ漢", "㍿", "
", "'Re", ".ع", "<a", "…漢", "'re", "ꟲ", "­", " '", "ſdعé"]}
+{"text": "<EOT>½ḍ̇Dž​(ＡDž'T9𐞁.'Ts㋿<|fim_prefix|>‍Dž½>ſ,Z'Ms.٣٤٥٦d>'D're'ſ😀🏽9<|endoftext|>a", "tokens": 76, "pieces": ["<EOT", ">", "½", "ḋ", "̣Dž", "​(", "ＡDž", "'T", "9", "𐞁", ".'", "Ts", "㋿<|", "fim", "_prefix", "|>‍", "Dž", "½", ">ſ", ",Z", "'M", "s", ".", "٣٤٥", "٦", "d", ">'", "D", "'re", "'ſ", "😀🏽", "9", "<|", "endoftext", "|>", "a"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "　İ­İſDž\u000b", "tokens": 9, "pieces": ["　İ", "­İſDž", "\u000b"]}
+{"text": "३\r\n\r\n㋿Ａ٣٤٥٦eعs!!'s㋿½Ⅳ'Té\r\n\r\n\"'D<META_START>!<|fim_prefix|>عſ\r\n\r\n\r\ń́\r,\n　\n<३<META_START>", "tokens": 62, "pieces": ["३", "\r\n\r\n", "㋿Ａ", "٣٤٥", "٦", "eعs", "!!'", "s", "㋿", "½Ⅳ", "'T", "e", "́\r\n\r\n", "\"'", "D", "<META", "_START", ">!<|", "fim", "_prefix", "|>", "عſ", "\r\n\r\n\r\n", "́́\r", ",\n", "　\n", "<", "३", "<META", "_START", ">"]}
+{"text": "Z>sé\t\r\nſß<|endoftext|>…!😀🏽0#$%😀🏽é <|endoftext|>   \n99'VE
å<EOT>٣٤٥٦-fi漢Ⅳ‍'D're<EOT>㋿'Re,", "tokens": 79, "pieces": ["Z", ">sé", "\t\r\n", "ſß", "<|", "endoftext", "|>", "…", "!😀🏽", "0", "#$%😀🏽", "é", " <|", "endoftext", "|>", "   \n", "99", "'VE", "
a", "̊<", "EOT", ">", "٣٤٥", "٦", "-fi漢", "Ⅳ", "‍'", "D", "'re", "<EOT", ">㋿'", "Re", ","]}
+{"text": "é 👍🏽عdꟲ'T'Re", "tokens": 15, "pieces": ["é", " ", "👍🏽", "عdꟲ", "'T", "'Re"]}
+{"text": "'Da\u000b#$%   \nZ're <|endoftext|>…​Z 0.\u000b㋿e", "tokens": 26, "pieces": ["'D", "a", "\u000b", "#$%", "   \n", "Z", "'re", " <|", "endoftext", "|>", "…", "​Z", " ", "0", ".", "\u000b", "㋿e"]}
+{"text": "\u000b३𐞁'M…­\n㋿", "tokens": 15, "pieces": ["\u000b", "३", "𐞁", "'M", "…", "­\n", "㋿"]}
+{"text": "'s\n'SZ㍿", "tokens": 7, "pieces": ["'s", "\n", "'S", "Z", "㍿"]}
+{"text": "👍🏽!!‍\"ß\"ḍ̇\r\n\r\n३fi", "tokens": 22, "pieces": ["👍🏽!!‍\"", "ß", "\"ḋ", "̣\r\n\r\n", "३", "fi"]}
+{"text": "éé'll   \nＡ  !-", "tokens": 12, "pieces": ["e", "́e", "́'", "ll", "   \n", "Ａ", " ", " !-"]}
+{"text": "'Re  'ſtḍ̇…  9漢ß字!#$%𐞁…a<EOT>12345678㋿9", "tokens": 40, "pieces": ["'Re", " ", " '", "ſtḋ", "̣", "… ", " ", "9", "漢ß字", "!#$%", "𐞁", "…a", "<EOT", ">", "123", "456", "78", "㋿", "9"]}
+{"text": "#$%字　Dž\r", "tokens": 7, "pieces": ["#$%", "字", "　Dž", "\r"]}
+{"text": "\"   \n㋿<|fim_prefix|>EOT\r\n\r\n　", "tokens": 16, "pieces": ["\"", "   \n", "㋿<|", "fim", "_prefix", "|>", "EOT", "\r\n\r\n　"]}
+{"text": "\r\n\r\n㋿👍🏽!'VEß12345678'll\r'ſ!!<META_START>ß'DⅣ", "tokens": 30, "pieces": ["\r\n\r\n", "㋿👍🏽!'", "VEß", "123", "456", "78", "'ll", "\r", "'ſ", "!!<", "META", "_START", ">ß", "'D", "Ⅳ"]}
+{"text": "EOT😀🏽👍🏽<|fim_prefix|>12345678t'D0!ꟲ<EOT>0fi…12345678👍🏽é㋿12345678.", "tokens": 56, "pieces": ["EOT", "😀🏽👍🏽<|", "fim", "_prefix", "|>", "123", "456", "78", "t", "'D", "0", "!ꟲ", "<EOT", ">", "0", "fi", "…", "123", "456", "78", "👍🏽", "e", "́㋿", "123", "456", "78", "."]}
+{"text": "<|endoftext|>  <|endoftext|>0　'reع'Ma½", "tokens": 21, "pieces": ["<|", "endoftext", "|>", " ", " <|", "endoftext", "|>", "0", "　", "'re", "ع", "'M", "a", "½"]}
+{"text": "\r's‍(. .\n👍🏽0<EOT>Ａ<|endoftext|>'D\ré­\r\n\r\ń​'D'T", "tokens": 37, "pieces": ["\r", "'s", "‍(.", " ", ".\n", "👍🏽", "0", "<EOT", ">Ａ", "<|", "endoftext", "|>'", "D", "\r", "e", "́­\r\n\r\n", "́​'", "D", "'T"]}
+{"text": "'ReDž-…🙂漢Z漢
　<META_START>'ll.\r३<EOT>é​'VE\u000b\"'reé'S 'VE漢0ß👍🏽😀🏽ع\t‍<EOT>😀🏽ꟲ", "tokens": 71, "pieces": ["'Re", "Dž", "-", "…", "🙂漢Z漢", "
", "　", "<META", "_START", ">'", "ll", ".\r", "३", "<EOT", ">é", "​'", "VE", "\u000b", "\"'", "ree", "́'", "S", " '", "VE漢", "0", "ß", "👍🏽😀🏽", "ع", "\t", "‍<", "EOT", ">😀🏽", "ꟲ"]}
+{"text": "0<>'Tİ.ḍ̇åDž\r\n\r\nعＡ", "tokens": 20, "pieces": ["0", "<>'", "Tİ", ".ḋ", "̣a", "̊Dž", "\r\n\r\n", "عＡ"]}
+{"text": "s9ḍ̇字𐞁'll'३Ａ é　Z‍½s>'Mİa'Sé#$%té'<|endoftext|>", "tokens": 44, "pieces": ["s", "9", "ḋ", "̣字𐞁", "'ll", "'", "३", "Ａ", " é", "　Z", "‍", "½", "s", ">'", "Mİa", "'S", "e", "́#$%", "té", "'<|", "endoftext", "|>"]}
+{"text": "𐞁å
t'llZéDž…e'TعEOT#$%#$%\u000b<META_START>​. EOTa>  ́'(ß<|endoftext|>㋿'re😀🏽<EOT>-.", "tokens": 64, "pieces": ["𐞁a", "̊", "
t", "'ll", "Ze", "́Dž", "…e", "'T", "عEOT", "#$%#$%", "\u000b", "<META", "_START", ">​.", " EOTa", ">", " ", " ́'(", "ß", "<|", "endoftext", "|>㋿'", "re", "😀🏽<", "EOT", ">-."]}
+{"text": "Dž٣٤٥٦EOT\r٣٤٥٦　字å𐞁👍🏽ſ0​  '㋿<|fim_prefix|>𐞁#$%字'llＡ\t#$%å   \né<|fim_prefix|>㍿#$%s'VEع're<EOT>", "tokens": 91, "pieces": ["Dž", "٣٤٥", "٦", "EOT", "\r", "٣٤٥", "٦", "　字a", "̊𐞁", "👍🏽", "ſ", "0", "​", " ", " '㋿<|", "fim", "_prefix", "|>", "𐞁", "#$%", "字", "'ll", "Ａ", "\t", "#$%", "a", "̊", "   \n", "e", "́<|", "fim", "_prefix", "|>㍿#$%", "s", "'VE", "ع", "'re", "<EOT", ">"]}
+{"text": "…\n½ >'D<EOT>\r\n\r\n\t­-é\t9​'ll٣٤٥٦mſ漢-Dž٣٤٥٦İEOT'½\u000b\r\n٣٤٥٦漢.ḍ̇ß½", "tokens": 69, "pieces": ["…\n", "½", " >'", "D", "<EOT", ">\r\n\r\n", "\t", "­-", "e", "́", "\t", "9", "​'", "ll", "٣٤٥", "٦", "mſ漢", "-Dž", "٣٤٥", "٦", "İEOT", "'", "½", "\u000b\r\n", "٣٤٥", "٦", "漢", ".ḋ", "̣ß", "½"]}
+{"text": "   \n'Re㋿👍🏽éZ½aſ́-ſ'll'Re🙂(<|fim_prefix|>'\rfi'VEDžİ㋿d!é>", "tokens": 47, "pieces": ["   \n", "'Re", "㋿👍🏽", "éZ", "½", "aſ", "́-", "ſ", "'ll", "'Re", "🙂(<|", "fim", "_prefix", "|>'\r", "fi", "'VE", "Džİ", "㋿d", "!é", ">"]}
+{"text": "   \n''VE<META_START>ḍ̇'T", "tokens": 14, "pieces": ["   \n", "''", "VE", "<META", "_START", ">ḋ", "̣'", "T"]}
+{"text": "!!#$%<EOT>\n0é٣٤٥٦å.(<
12345678'ſa\n漢Ａḍ̇e　t('ſå'll\"Z'VE \"\té#$%mt", "tokens": 63, "pieces": ["!!#$%<", "EOT", ">\n", "0", "e", "́", "٣٤٥", "٦", "a", "̊.(<", "
", "123", "456", "78", "'ſ", "a", "\n", "漢Ａḋ", "̣e", "　t", "('", "ſa", "̊'", "ll", "\"Z", "'VE", " \"", "\te", "́#$%", "mt"]}
+{"text": "'e߅!å''MⅣ㋿'VE", "tokens": 17, "pieces": ["'eß", "…", "!a", "̊''", "M", "Ⅳ", "㋿'", "VE"]}
+{"text": "🙂fi<|fim_prefix|>👍🏽é'D'Re\r'ſ", "tokens": 26, "pieces": ["🙂fi", "<|", "fim", "_prefix", "|>👍🏽", "e", "́'", "D", "'Re", "\r", "'ſ"]}
+{"text": "　́\r\ń\n😀🏽'ſfi'Re0éß", "tokens": 19, "pieces": ["　", "́\r\n", "́\n", "😀🏽'", "ſfi", "'Re", "0", "éß"]}
+{"text": "㍿'re'SＡ字", "tokens": 9, "pieces": ["㍿'", "re", "'S", "Ａ字"]}
+{"text": "é漢\"m#$%!!<EOT>\r\n\r\n३👍🏽EOT\t<EOT>漢  9 'D\"٣٤٥٦\r\n\r\n\r\nꟲ#$%́'M- \nعDž   \n😀🏽9!<EOT>", "tokens": 67, "pieces": ["é漢", "\"m", "#$%!!<", "EOT", ">\r\n\r\n", "३", "👍🏽", "EOT", "\t", "<EOT", ">漢", " ", " ", "9", " '", "D", "\"", "٣٤٥", "٦", "\r\n\r\n\r\n", "ꟲ", "#$%́'", "M", "-", " \n", "عDž", "   \n", "😀🏽", "9", "!<", "EOT", ">"]}
+{"text": "d-\te d👍🏽,½‍åå٣٤٥٦", "tokens": 29, "pieces": ["d", "-", "\te", " d", "👍🏽,", "½", "‍a", "̊a", "̊", "٣٤٥", "٦"]}
+{"text": "\r\nEOT<EOT>ś٣٤٥٦'D0'S👍🏽字", "tokens": 25, "pieces": ["\r\n", "EOT", "<EOT", ">s", "́", "٣٤٥", "٦", "'D", "0", "'S", "👍🏽", "字"]}
+{"text": ",é½", "tokens": 3, "pieces": [",e", "́", "½"]}
+{"text": "eEOT👍🏽'ſ  <|endoftext|>", "tokens": 19, "pieces": ["eEOT", "👍🏽'", "ſ", " ", " <|", "endoftext", "|>"]}
+{"text": "ḍ̇\tß𐞁\r'VE\r\n12345678'llſ\u000bé३🙂.­<msſ'SaDžDže‍'re,sd½<", "tokens": 48, "pieces": ["ḋ", "̣", "\tß𐞁", "\r", "'VE", "\r\n", "123", "456", "78", "'ll", "ſ", "\u000bé", "३", "🙂.­<", "msſ", "'S", "aDžDže", "‍'", "re", ",sd", "½", "<"]}
+{"text": "🙂'Dß<   \n…e#$%", "tokens": 12, "pieces": ["🙂'", "Dß", "<", "   \n", "…e", "#$%"]}
+{"text": "字Dž!!İ!!Ａ🙂  'M\u000b!!,", "tokens": 15, "pieces": ["字Dž", "!!", "İ", "!!", "Ａ", "🙂", " ", " '", "M", "\u000b", "!!,"]}
+{"text": "٣٤٥٦\"<字😀🏽9Z< 's", "tokens": 20, "pieces": ["٣٤٥", "٦", "\"<", "字", "😀🏽", "9", "Z", "<", " '", "s"]}
+{"text": "-9'll‍!漢tDž<|endoftext|>'VEꟲ<|fim_prefix|>\u000b㍿9Z㍿\r\n\r\n0ſ >́'Mfi,'S漢\u000b'<|fim_prefix|>", "tokens": 61, "pieces": ["-", "9", "'ll", "‍!", "漢tDž", "<|", "endoftext", "|>'", "VEꟲ", "<|", "fim", "_prefix", "|>", "\u000b", "㍿", "9", "Z", "㍿\r\n\r\n", "0", "ſ", " ", ">́'", "Mfi", ",'", "S漢", "\u000b", "'<|", "fim", "_prefix", "|>"]}
+{"text": "'D!'ll㍿aZ>­EOT<!<Ａa0'Re12345678", "tokens": 22, "pieces": ["'D", "!'", "ll", "㍿aZ", ">­", "EOT", "<!<", "Ａa", "0", "'Re", "123", "456", "78"]}
+{"text": "👍🏽'ſ.­😀🏽漢🙂٣٤٥٦'M'M㋿", "tokens": 33, "pieces": ["👍🏽'", "ſ", ".­😀🏽", "漢", "🙂", "٣٤٥", "٦", "'M", "'M", "㋿"]}
+{"text": "EOTs'VE#$%<|fim_prefix|>　\t,'ll<'SⅣ漢<META_START>'!!(a½#$%é㋿eEOT😀🏽t#$%9 \t٣٤٥٦<|endoftext|>'Re　a", "tokens": 71, "pieces": ["EOTs", "'VE", "#$%<|", "fim", "_prefix", "|>", "　", "\t", ",'", "ll", "<'", "S", "Ⅳ", "漢", "<META", "_START", ">'!!(", "a", "½", "#$%", "e", "́㋿", "eEOT", "😀🏽", "t", "#$%", "9", " ", "\t", "٣٤٥", "٦", "<|", "endoftext", "|>'", "Re", "　a"]}
+{"text": "\"09\r\n'T", "tokens": 4, "pieces": ["\"", "09", "\r\n", "'T"]}
+{"text": "́😀🏽EOT\r<EOT><|fim_prefix|>Z'T٣٤٥٦é㍿ß
 ½<META_START>\"''VE
12345678عtZ<|endoftext|>", "tokens": 59, "pieces": ["́😀🏽", "EOT", "\r", "<EOT", "><|", "fim", "_prefix", "|>", "Z", "'T", "٣٤٥", "٦", "e", "́㍿", "ß", "
", " ", "½", "<META", "_START", ">\"''", "VE", "
", "123", "456", "78", "عtZ", "<|", "endoftext", "|>"]}
+{"text": "d!<   \n㋿t😀🏽12345678<META_START>㋿…e<(‍>ع'Tſ", "tokens": 33, "pieces": ["d", "!<", "   \n", "㋿t", "😀🏽", "123", "456", "78", "<META", "_START", ">㋿", "…e", "<(‍>", "ع", "'T", "ſ"]}
+{"text": "🙂", "tokens": 2, "pieces": ["🙂"]}
+{"text": "dfi​'DⅣéZ-   \nſ", "tokens": 15, "pieces": ["dfi", "​'", "D", "Ⅳ", "e", "́Z", "-", "   \n", "ſ"]}
+{"text": "'Tm👍🏽0🙂12345678́!!½s   \n٣٤٥٦\re#$%㋿漢EOT", "tokens": 38, "pieces": ["'T", "m", "👍🏽", "0", "🙂", "123", "456", "78", "́!!", "½", "s", "   \n", "٣٤٥", "٦", "\r", "e", "#$%㋿", "漢EOT"]}
+{"text": "㍿mméZ-ع,<EOT>DžDž'S½\r\n\r\n'T㋿\"tm<ꟲ'Re\r\n\r\nEOT<|endoftext|>​", "tokens": 41, "pieces": ["㍿mméZ", "-ع", ",<", "EOT", ">DžDž", "'S", "½", "\r\n\r\n", "'T", "㋿\"", "tm", "<ꟲ", "'Re", "\r\n\r\n", "EOT", "<|", "endoftext", "|>​"]}
+{"text": "d\t𐞁m\tém३½👍🏽   \"\tⅣ-'ſ'M", "tokens": 28, "pieces": ["d", "\t𐞁m", "\te", "́m", "३½", "👍🏽", "  ", " \"", "\t", "Ⅳ", "-'", "ſ", "'M"]}
+{"text": "  m३!!'Re　́<META_START>e!!ßḍ̇ß İ\n'Té<|endoftext|>9 ", "tokens": 34, "pieces": [" ", " m", "३", "!!'", "Re", "　", "́<", "META", "_START", ">e", "!!", "ßḋ", "̣ß", " İ", "\n", "'T", "é", "<|", "endoftext", "|>", "9", " "]}
+{"text": "ḍ̇s\r\r\n\r\n<\t\n🙂>0ß'Re\r\n\r\nＡEOTdＡt9'T.😀🏽<META_START>!fi'llé<|endoftext|><EOT>'T‍ꟲ
", "tokens": 61, "pieces": ["ḋ", "̣s", "\r\r\n\r\n", "<", "\t\n", "🙂>", "0", "ß", "'Re", "\r\n\r\n", "ＡEOTdＡt", "9", "'T", ".😀🏽<", "META", "_START", ">!", "fi", "'ll", "e", "́<|", "endoftext", "|><", "EOT", ">'", "T", "‍ꟲ", "
"]}
+{"text": "\n\r\n#$% ́\u000b<EOT>m.\t<|endoftext|>　ꟲa  Ａ­㍿́㋿(́'ll'<META_START>😀🏽t​", "tokens": 50, "pieces": ["\n\r\n", "#$%", " ́", "\u000b", "<EOT", ">m", ".", "\t", "<|", "endoftext", "|>", "　ꟲa", " ", " Ａ", "­㍿́㋿(́'", "ll", "'<", "META", "_START", ">😀🏽", "t", "​"]}
+{"text": "ſ\"½é>‍#$%🙂're　½   \n<👍🏽am漢­.12345678    \n\t'ſ", "tokens": 37, "pieces": ["ſ", "\"", "½", "é", ">‍#$%🙂'", "re", "　", "½", "   \n", "<👍🏽", "am漢", "­.", "123", "456", "78", "    \n", "\t", "'ſ"]}
+{"text": "㍿'VEå'VE   \nEOT  <|fim_prefix|>\nåaå'S\n\r‍", "tokens": 32, "pieces": ["㍿'", "VEa", "̊'", "VE", "   \n", "EOT", " ", " <|", "fim", "_prefix", "|>\n", "a", "̊aa", "̊'", "S", "\n\r", "‍"]}
+{"text": "'Re'll#$%!-<META_START>'s<­d'Re​a0😀🏽 'S漢\t", "tokens": 27, "pieces": ["'Re", "'ll", "#$%!-<", "META", "_START", ">'", "s", "<­", "d", "'Re", "​a", "0", "😀🏽", " '", "S漢", "\t"]}
+{"text": "fiDž😀🏽m''Re!! t>a'å\t(́ݽꟲ-DžＡt㍿İ's😀🏽9‍m\ta \"", "tokens": 49, "pieces": ["fiDž", "😀🏽", "m", "''", "Re", "!!", " t", ">a", "'a", "̊", "\t", "(́", "İ", "½", "ꟲ", "-DžＡt", "㍿İ", "'s", "😀🏽", "9", "‍m", "\ta", " ", "\""]}
+{"text": "­'D're", "tokens": 4, "pieces": ["­'", "D", "'re"]}
+{"text": "m<EOT>ḍ̇9ḍ̇fi'M<META_START>", "tokens": 22, "pieces": ["m", "<EOT", ">ḋ", "̣", "9", "ḋ", "̣fi", "'M", "<META", "_START", ">"]}
+{"text": "́   \n㍿\r\n\r\n<META_START>👍🏽👍🏽!!Ａa㋿½Dže­🙂\r\n\r\n'T　!!dZt👍🏽\u000b<META_START>>ع'S\"mt", "tokens": 58, "pieces": ["́", "   \n", "㍿\r\n\r\n", "<META", "_START", ">👍🏽👍🏽!!", "Ａa", "㋿", "½", "Dže", "­🙂\r\n\r\n", "'T", "　", "!!", "dZt", "👍🏽", "\u000b", "<META", "_START", ">>", "ع", "'S", "\"mt"]}
+{"text": "👍🏽#$%\t  Z<|endoftext|>'Reḍ̇,0😀🏽!   \n!́½\r\n\r\n\tſ'​ꟲ\"\u000bß‍EOT\"​(ß👍🏽", "tokens": 61, "pieces": ["👍🏽#$%", "\t ", " Z", "<|", "endoftext", "|>'", "Reḋ", "̣,", "0", "😀🏽!", "   \n", "!́", "½", "\r\n\r\n", "\tſ", "'​", "ꟲ", "\"", "\u000bß", "‍EOT", "\"​(", "ß", "👍🏽"]}
+{"text": "
<META_START>'Sé‍Ⅳ<|fim_prefix|>漢9\r\n\r\n​ßs#$%-  …​漢1234567812345678-Ⅳ#$%,,㍿<META_START>é'saß(字'ſ\u000b", "tokens": 63, "pieces": ["
", "<META", "_START", ">'", "Sé", "‍", "Ⅳ", "<|", "fim", "_prefix", "|>", "漢", "9", "\r\n\r\n", "​ßs", "#$%-", "  ", "…", "​漢", "123", "456", "781", "234", "567", "8", "-", "Ⅳ", "#$%,,㍿<", "META", "_START", ">e", "́'", "saß", "(字", "'ſ", "\u000b"]}
+{"text": "(d\r\n\r\n,'Re\u000bꟲ'VE　<|endoftext|>
ḍ̇'ſ  <META_START>'Re\r\n\r\nİ字👍🏽'M漢  ٣٤٥٦'漢‍ſ​   \n<|fim_prefix|>", "tokens": 73, "pieces": ["(d", "\r\n\r\n", ",'", "Re", "\u000bꟲ", "'VE", "　", "<|", "endoftext", "|>", "
ḋ", "̣'", "ſ", " ", " <", "META", "_START", ">'", "Re", "\r\n\r\n", "İ字", "👍🏽'", "M漢", " ", " ", "٣٤٥", "٦", "'漢", "‍ſ", "​", "   \n", "<|", "fim", "_prefix", "|>"]}
+{"text": " ३", "tokens": 3, "pieces": [" ", "३"]}
+{"text": "​'S<|fim_prefix|>s🙂0-'ſع­t\"㋿　\r\n", "tokens": 25, "pieces": ["​'", "S", "<|", "fim", "_prefix", "|>", "s", "🙂", "0", "-'", "ſع", "­t", "\"㋿", "　\r\n"]}
+{"text": "ⅣEOT<EOT> ", "tokens": 8, "pieces": ["Ⅳ", "EOT", "<EOT", ">", " "]}
+{"text": "EOT", "tokens": 2, "pieces": ["EOT"]}
+{"text": "a'ſ12345678🙂漢​ſḍ̇Z-‍m\n'ſDž", "tokens": 30, "pieces": ["a", "'ſ", "123", "456", "78", "🙂漢", "​ſḋ", "̣Z", "-‍", "m", "\n", "'ſ", "Dž"]}
+{"text": "EOT<META_START>字'VE", "tokens": 9, "pieces": ["EOT", "<META", "_START", ">字", "'VE"]}
+{"text": "­'re\"\r<META_START>\n𐞁ع.a'DEOT\"‍\u000b'Re", "tokens": 23, "pieces": ["­'", "re", "\"\r", "<META", "_START", ">\n", "𐞁ع", ".a", "'D", "EOT", "\"‍", "\u000b", "'Re"]}
+{"text": "…,e'ſd''VE<EOT>Ａ٣٤٥٦<EOT>​DždEOT漢'ſ'll\rſ㍿", "tokens": 43, "pieces": ["…", ",e", "'ſ", "d", "''", "VE", "<EOT", ">Ａ", "٣٤٥", "٦", "<EOT", ">​", "DždEOT漢", "'ſ", "'ll", "\r", "ſ", "㍿"]}
+{"text": "㋿,", "tokens": 4, "pieces": ["㋿,"]}
+{"text": "ḍ̇㍿٣٤٥٦<|fim_prefix|>t \"İ''Tfí‍å‍'ret<EOT>d'İé\"d", "tokens": 49, "pieces": ["ḋ", "̣㍿", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "t", " \"", "İ", "''", "Tfi", "́‍", "a", "̊‍'", "ret", "<EOT", ">d", "'İe", "́\"", "d"]}
+{"text": "'s🙂'D 
<EOT>عé  's'VE.İ'İ..12345678Ａ<m½😀🏽.🙂\r\n\r\n<|endoftext|>\r㋿é ½'ſ'VE-ꟲ  #$%<|endoftext|>", "tokens": 73, "pieces": ["'s", "🙂'", "D", " ", "
", "<EOT", ">عé", " ", " '", "s", "'VE", ".İ", "'İ", "..", "123", "456", "78", "Ａ", "<m", "½", "😀🏽.🙂\r\n\r\n", "<|", "endoftext", "|>\r", "㋿e", "́", " ", "½", "'ſ", "'VE", "-ꟲ", " ", " #$%<|", "endoftext", "|>"]}
+{"text": "mＡ🙂​㍿漢<EOT>'ll( eＡß12345678\t#$%३t's　'T!!!!><😀🏽漢Dž're", "tokens": 45, "pieces": ["mＡ", "🙂​㍿", "漢", "<EOT", ">'", "ll", "(", " eＡß", "123", "456", "78", "\t", "#$%", "३", "t", "'s", "　", "'T", "!!!!><😀🏽", "漢Dž", "'re"]}
+{"text": "('S'å's\n‍Ⅳ½\r's'VE  字", "tokens": 19, "pieces": ["('", "S", "'a", "̊'", "s", "\n", "‍", "Ⅳ½", "\r", "'s", "'VE", " ", " 字"]}
+{"text": "fi'D㋿", "tokens": 6, "pieces": ["fi", "'D", "㋿"]}
+{"text": "'re", "tokens": 1, "pieces": ["'re"]}
+{"text": "'D9…٣٤٥٦!!t
🙂字🙂漢-e'Re　'M​\u000b'ſ", "tokens": 32, "pieces": ["'D", "9", "…", "٣٤٥", "٦", "!!", "t", "
", "🙂字", "🙂漢", "-e", "'Re", "　", "'M", "​", "\u000b", "'ſ"]}
+{"text": "\nḍ̇fiEOT12345678㍿👍🏽㋿Džع\u000b३<'re𐞁'VE'Mßḍ̇\r>𐞁 90'T½ع𐞁 ‍é<|endoftext|>'reDž३12345678.", "tokens": 81, "pieces": ["\n", "ḋ", "̣fiEOT", "123", "456", "78", "㍿👍🏽㋿", "Džع", "\u000b", "३", "<'", "re𐞁", "'VE", "'M", "ßḋ", "̣\r", ">𐞁", " ", "90", "'T", "½", "ع𐞁", " ", "‍é", "<|", "endoftext", "|>'", "reDž", "३12", "345", "678", "."]}
+{"text": "　e'Re​é9㍿<EOT>s​'Mİ,Ⅳ12345678ع'sＡs Ⅳ\t.12345678", "tokens": 36, "pieces": ["　e", "'Re", "​é", "9", "㍿<", "EOT", ">s", "​'", "Mİ", ",", "Ⅳ12", "345", "678", "ع", "'s", "Ａs", " ", "Ⅳ", "\t", ".", "123", "456", "78"]}
+{"text": "'EOT\"…𐞁9é🙂're9,>a,'VEmꟲ-ß٣٤٥٦", "tokens": 35, "pieces": ["'EOT", "\"", "…𐞁", "9", "é", "🙂'", "re", "9", ",>", "a", ",'", "VEmꟲ", "-ß", "٣٤٥", "٦"]}
+{"text": "ꟲ­　!!­'S's😀🏽…­Z#$%'re　sDž'll12345678'Sعs٣٤٥٦́३t­ ", "tokens": 47, "pieces": ["ꟲ", "­", "　", "!!­'", "S", "'s", "😀🏽", "…", "­Z", "#$%'", "re", "　sDž", "'ll", "123", "456", "78", "'S", "عs", "٣٤٥", "٦", "́", "३", "t", "­", " "]}
+{"text": "s\"é<|endoftext|>👍🏽!漢>ḍ̇\u000b\tⅣ\u000b12345678𐞁\r\n字\u000bm!㍿('VE'ſ0   \n㍿​'M\r\n\r\n'M12345678fi㋿tⅣ", "tokens": 72, "pieces": ["s", "\"e", "́<|", "endoftext", "|>👍🏽!", "漢", ">ḋ", "̣", "\u000b", "\t", "Ⅳ", "\u000b", "123", "456", "78", "𐞁", "\r\n", "字", "\u000bm", "!㍿('", "VE", "'ſ", "0", "   \n", "㍿​'", "M", "\r\n\r\n", "'M", "123", "456", "78", "fi", "㋿t", "Ⅳ"]}
+{"text": "12345678\n(ß㋿Ａ́12345678'S½<EOT><|endoftext|>", "tokens": 26, "pieces": ["123", "456", "78", "\n", "(ß", "㋿Ａ", "́", "123", "456", "78", "'S", "½", "<EOT", "><|", "endoftext", "|>"]}
+{"text": "‍㍿", "tokens": 5, "pieces": ["‍㍿"]}
+{"text": "é#$%9s\r\nſ'VE<|endoftext|>'ll👍🏽sfi'Re'reå", "tokens": 33, "pieces": ["e", "́#$%", "9", "s", "\r\n", "ſ", "'VE", "<|", "endoftext", "|>'", "ll", "👍🏽", "sfi", "'Re", "'re", "a", "̊"]}
+{"text": "Ⅳꟲåå(å<|fim_prefix|>!sİ!\t   \n'ſ'ſ३　éDž
́é㍿Dž\r\ńs٣٤٥٦<|endoftext|><|fim_prefix|>", "tokens": 73, "pieces": ["Ⅳ", "ꟲa", "̊a", "̊(", "a", "̊<|", "fim", "_prefix", "|>!", "sİ", "!", "\t   \n", "'ſ", "'ſ", "३", "　e", "́Dž", "
", "́é", "㍿Dž", "\r\n", "́s", "٣٤٥", "٦", "<|", "endoftext", "|><|", "fim", "_prefix", "|>"]}
+{"text": "𐞁\n½٣٤٥٦Ａ㋿0\"å!fi字́'ll ", "tokens": 31, "pieces": ["𐞁", "\n", "½٣٤", "٥٦", "Ａ", "㋿", "0", "\"a", "̊!", "fi字", "́'", "ll", " "]}
+{"text": "ꟲⅣ-ꟲaé漢­!'Sḍ̇EOT!İas", "tokens": 26, "pieces": ["ꟲ", "Ⅳ", "-ꟲaé漢", "­!'", "Sḋ", "̣EOT", "!İas"]}
+{"text": "Dž'T<|fim_prefix|>字㋿́漢'Dm12345678 ", "tokens": 23, "pieces": ["Dž", "'T", "<|", "fim", "_prefix", "|>", "字", "㋿́", "漢", "'D", "m", "123", "456", "78", " "]}
+{"text": ">", "tokens": 1, "pieces": [">"]}
+{"text": "'re>'m#$%…!!𐞁\t\n9ſ㍿EOTİ'漢", "tokens": 25, "pieces": ["'re", ">'", "m", "#$%", "…", "!!", "𐞁", "\t\n", "9", "ſ", "㍿EOTİ", "'漢"]}
+{"text": "s#$%  fi<|fim_prefix|>\u000b 漢Ａ😀🏽ßfi'M'T'T'MZßＡꟲ<META_START>>\n0 !#$%٣٤٥٦\r\nDž'VE٣٤٥٦é'll'ret", "tokens": 71, "pieces": ["s", "#$%", " ", " fi", "<|", "fim", "_prefix", "|>", "\u000b", " 漢Ａ", "😀🏽", "ßfi", "'M", "'T", "'T", "'M", "ZßＡꟲ", "<META", "_START", ">>\n", "0", " !#$%", "٣٤٥", "٦", "\r\n", "Dž", "'VE", "٣٤٥", "٦", "é", "'ll", "'re", "t"]}
+{"text": "0…'T's\u000bZfi", "tokens": 9, "pieces": ["0", "…", "'T", "'s", "\u000bZfi"]}
+{"text": "e漢<META_START>dé\r\n\r\n'M", "tokens": 11, "pieces": ["e漢", "<META", "_START", ">de", "́\r\n\r\n", "'M"]}
+{"text": "😀🏽", "tokens": 5, "pieces": ["😀🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "-é'S<Ⅳ३ ع\tſ!!   \n", "tokens": 15, "pieces": ["-e", "́'", "S", "<", "Ⅳ३", " ع", "\tſ", "!!", "   \n"]}
+{"text": "<", "tokens": 1, "pieces": ["<"]}
+{"text": "Z㋿0!!½'ll('Tt'remDžEOT9>'S \u000bDž. \u000bⅣfia३'re漢'M'Re", "tokens": 39, "pieces": ["Z", "㋿", "0", "!!", "½", "'ll", "('", "Tt", "'re", "mDžEOT", "9", ">'", "S", " ", "\u000bDž", ".", " ", "\u000b", "Ⅳ", "fia", "३", "'re", "漢", "'M", "'Re"]}
+{"text": "😀🏽!‍>'D   \na‍ Ａ", "tokens": 16, "pieces": ["😀🏽!‍>'", "D", "   \n", "a", "‍", " Ａ"]}
+{"text": "Z<|fim_prefix|>𐞁<META_START>'llé", "tokens": 18, "pieces": ["Z", "<|", "fim", "_prefix", "|>", "𐞁", "<META", "_START", ">'", "lle", "́"]}
+{"text": "ＡEOT<Dž's👍🏽'VE'VEİ\r\n\r\nEOT!   \n३9t", "tokens": 28, "pieces": ["ＡEOT", "<Dž", "'s", "👍🏽'", "VE", "'VE", "İ", "\r\n\r\n", "EOT", "!", "   \n", "३9", "t"]}
+{"text": "\r\n½\ne", "tokens": 4, "pieces": ["\r\n", "½", "\n", "e"]}
+{"text": "<EOT>'DEOTeꟲs\rEOT㋿­<EOT>'ſ12345678'", "tokens": 27, "pieces": ["<EOT", ">'", "DEOTeꟲs", "\r", "EOT", "㋿­<", "EOT", ">'", "ſ", "123", "456", "78", "'"]}
+{"text": "­ſ٣٤٥٦å12345678", "tokens": 17, "pieces": ["­ſ", "٣٤٥", "٦", "a", "̊", "123", "456", "78"]}
+{"text": "12345678'VEＡ½sDž字", "tokens": 12, "pieces": ["123", "456", "78", "'VE", "Ａ", "½", "sDž字"]}
+{"text": "३'M
(…ZꟲⅣ'VE字½𐞁 <EOT>‍", "tokens": 28, "pieces": ["३", "'M", "
", "(", "…Zꟲ", "Ⅳ", "'VE", "字", "½", "𐞁", " ", "<EOT", ">‍"]}
+{"text": "३'(é𐞁३!½'Sfié!#$%'ſ㍿ß '(ſ'Refi,!𐞁'llt'ſ　🙂 ß😀🏽𐞁és#$%'", "tokens": 60, "pieces": ["३", "'(", "é𐞁", "३", "!", "½", "'S", "fie", "́!#$%'", "ſ", "㍿ß", " ", "'(", "ſ", "'Re", "fi", ",!", "𐞁", "'ll", "t", "'ſ", "　", "🙂", " ß", "😀🏽", "𐞁és", "#$%'"]}
+{"text": "👍🏽𐞁é\r\n\r\n!!'ReſßعZ'T!!İ字ſEOT́-é३　漢'll字漢ſmⅣ,👍🏽m(", "tokens": 54, "pieces": ["👍🏽", "𐞁é", "\r\n\r\n", "!!'", "ReſßعZ", "'T", "!!", "İ字ſEOT", "́-", "é", "३", "　漢", "'ll", "字漢ſm", "Ⅳ", ",👍🏽", "m", "("]}
+{"text": "　\t<|fim_prefix|>𐞁'll'Tdꟲḍ̇🙂'T\r\né́e​Ⅳ", "tokens": 36, "pieces": ["　", "\t", "<|", "fim", "_prefix", "|>", "𐞁", "'ll", "'T", "dꟲḋ", "̣🙂'", "T", "\r\n", "e", "́́", "e", "​", "Ⅳ"]}
+{"text": "ſZ<META_START>ß漢!!ꟲ!!㋿㋿ Ⅳ", "tokens": 24, "pieces": ["ſZ", "<META", "_START", ">ß漢", "!!", "ꟲ", "!!㋿㋿", " ", "Ⅳ"]}
+{"text": "!ḍ̇​dsåm\r\n\r\n><|endoftext|>,<EOT>'Re<|fim_prefix|>'llfis\r\n\r\n½", "tokens": 37, "pieces": ["!ḋ", "̣​", "dsa", "̊m", "\r\n\r\n", "><|", "endoftext", "|>,<", "EOT", ">'", "Re", "<|", "fim", "_prefix", "|>'", "llfis", "\r\n\r\n", "½"]}
+{"text": "tEOT'D('Re'M><|endoftext|>\u000b‍,0İ's're'T\tＡ", "tokens": 26, "pieces": ["tEOT", "'D", "('", "Re", "'M", "><|", "endoftext", "|>", "\u000b", "‍,", "0", "İ", "'s", "'re", "'T", "\tＡ"]}
+{"text": "㋿'M'll-ḍ̇é
<EOT>9Ⅳfi!!><|endoftext|>é字　#$%​0'Re!!İ'll9<字<…ſå", "tokens": 55, "pieces": ["㋿'", "M", "'ll", "-ḋ", "̣e", "́", "
", "<EOT", ">", "9Ⅳ", "fi", "!!><|", "endoftext", "|>", "e", "́字", "　", "#$%​", "0", "'Re", "!!", "İ", "'ll", "9", "<字", "<", "…ſa", "̊"]}
+{"text": "Z'\u000b٣٤٥٦ſ
\u000b''D'D‍m½\nZ……<'T  >ém'MaＡ\u000b\r\n   \n  å\u000bå<META_START>½\r#$%9", "tokens": 58, "pieces": ["Z", "'", "\u000b", "٣٤٥", "٦", "ſ", "
", "\u000b", "''", "D", "'D", "‍m", "½", "\n", "Z", "…", "…", "<'", "T", " ", " >", "ém", "'M", "aＡ", "\u000b\r\n   \n", " ", " a", "̊", "\u000ba", "̊<", "META", "_START", ">", "½", "\r", "#$%", "9"]}
+{"text": "  ", "tokens": 1, "pieces": ["  "]}
+{"text": "😀🏽İDž٣٤٥٦\r<EOT>'re''S\r😀🏽é.0s🙂'ع½   \n's\"(😀🏽\u000b'ſ!!😀🏽İZ漢ſ عé-", "tokens": 66, "pieces": ["😀🏽", "İDž", "٣٤٥", "٦", "\r", "<EOT", ">'", "re", "''", "S", "\r", "😀🏽", "e", "́.", "0", "s", "🙂'", "ع", "½", "   \n", "'s", "\"(😀🏽", "\u000b", "'ſ", "!!😀🏽", "İZ漢ſ", " عé", "-"]}
+{"text": "\r\nEOT
å(٣٤٥٦\t#$%'lld ٣٤٥٦9<META_START>#$%㋿-  ,
   \n\rtḍ̇>​Z<META_START>", "tokens": 60, "pieces": ["\r\n", "EOT", "
a", "̊(", "٣٤٥", "٦", "\t", "#$%'", "lld", " ", "٣٤٥", "٦9", "<META", "_START", ">#$%㋿-", " ", " ,", "
   \n\r", "tḋ", "̣>​", "Z", "<META", "_START", ">"]}
+{"text": "9​  ſ𐞁Ⅳ'ſꟲDž😀🏽عßZ㋿afi…'re'lla\t …字́३Ⅳ'st", "tokens": 49, "pieces": ["9", "​", " ", " ſ𐞁", "Ⅳ", "'ſ", "ꟲDž", "😀🏽", "عßZ", "㋿afi", "…", "'re", "'ll", "a", "\t ", "…字", "́", "३Ⅳ", "'s", "t"]}
+{"text": "👍🏽!!\n\nⅣＡm,٣٤٥٦,Ａ,Zß'ſ 12345678\n9ḍ̇Ⅳß   \n🙂é  👍🏽<|fim_prefix|><|endoftext|>", "tokens": 67, "pieces": ["👍🏽!!\n\n", "Ⅳ", "Ａm", ",", "٣٤٥", "٦", ",Ａ", ",Zß", "'ſ", " ", "123", "456", "78", "\n", "9", "ḋ", "̣", "Ⅳ", "ß", "   \n", "🙂e", "́", " ", " 👍🏽<|", "fim", "_prefix", "|><|", "endoftext", "|>"]}
+{"text": ".३'S'S\"a'D­٣٤٥٦
'llＡＡ𐞁0字9", "tokens": 30, "pieces": [".", "३", "'S", "'S", "\"a", "'D", "­", "٣٤٥", "٦", "
", "'ll", "ＡＡ𐞁", "0", "字", "9"]}
+{"text": "\r\n'!!é'll<|endoftext|>\t'MⅣ<META_START>t漢‍‍𐞁Ａ'ſe>​ EOT'Reſ'-𐞁Z's", "tokens": 50, "pieces": ["\r\n", "'!!", "é", "'ll", "<|", "endoftext", "|>", "\t", "'M", "Ⅳ", "<META", "_START", ">t漢", "‍‍", "𐞁Ａ", "'ſ", "e", ">​", " EOT", "'Re", "ſ", "'-", "𐞁Z", "'s"]}
+{"text": "\t<|endoftext|>👍🏽ß'Re漢a9>éå'D12345678İDž…9\t㍿Ａt", "tokens": 43, "pieces": ["\t", "<|", "endoftext", "|>👍🏽", "ß", "'Re", "漢a", "9", ">e", "́a", "̊'", "D", "123", "456", "78", "İDž", "…", "9", "\t", "㍿Ａt"]}
+{"text": "漢Dž!é'M‍'VEꟲ\t㋿'ſ…'så're㋿İ9fi!!<|endoftext|>", "tokens": 44, "pieces": ["漢Dž", "!é", "'M", "‍'", "VEꟲ", "\t", "㋿'", "ſ", "…", "'s", "a", "̊'", "re", "㋿İ", "9", "fi", "!!<|", "endoftext", "|>"]}
+{"text": "́
fi'Rem\u000b!å'Re<EOT>ſ㋿ …", "tokens": 25, "pieces": ["́", "
fi", "'Re", "m", "\u000b", "!a", "̊'", "Re", "<EOT", ">ſ", "㋿", " …"]}
+{"text": "<|endoftext|>a(,'DDž\r\n 'T'Så‍　a  ㍿\r<|endoftext|>", "tokens": 37, "pieces": ["<|", "endoftext", "|>", "a", "(,'", "DDž", "\r\n", " '", "T", "'S", "a", "̊‍", "　a", " ", " ㍿\r", "<|", "endoftext", "|>"]}
+{"text": "‍<<|fim_prefix|>9", "tokens": 10, "pieces": ["‍<<|", "fim", "_prefix", "|>", "9"]}
+{"text": "​‍ع٣٤٥٦ḍ̇👍🏽!३ Dž​
\n(字　٣٤٥٦t,\r\n'M'T's'Dfi𐞁<EOT>-ḍ̇dß𐞁", "tokens": 70, "pieces": ["​‍", "ع", "٣٤٥", "٦", "ḋ", "̣👍🏽!", "३", " Dž", "​", "
\n", "(字", "　", "٣٤٥", "٦", "t", ",\r\n", "'M", "'T", "'s", "'D", "fi𐞁", "<EOT", ">-", "ḋ", "̣dß𐞁"]}
+{"text": "́<EOT>'reⅣß'll👍🏽\r\n\r\n​👍🏽'\r\n\r\nß㍿", "tokens": 29, "pieces": ["́<", "EOT", ">'", "re", "Ⅳ", "ß", "'ll", "👍🏽\r\n\r\n", "​👍🏽'\r\n\r\n", "ß", "㍿"]}
+{"text": "å…　'M,eع'Ḿ\r‍🙂\" å‍İع𐞁m'TtEOT'S　　'D", "tokens": 38, "pieces": ["a", "̊", "…", "　", "'M", ",eع", "'M", "́\r", "‍🙂\"", " a", "̊‍", "İع𐞁m", "'T", "tEOT", "'S", "　", "　", "'D"]}
+{"text": "'ReＡ…,'s\n　", "tokens": 9, "pieces": ["'Re", "Ａ", "…", ",'", "s", "\n　"]}
+{"text": "<META_START>aé  é're👍🏽a\r\n\r\n字ḍ̇‍12345678('Re's0‍>éé,", "tokens": 41, "pieces": ["<META", "_START", ">aé", " ", " e", "́'", "re", "👍🏽", "a", "\r\n\r\n", "字ḋ", "̣‍", "123", "456", "78", "('", "Re", "'s", "0", "‍>", "e", "́e", "́,"]}
+{"text": "0́…½ße‍a𐞁٣٤٥٦<|endoftext|>
", "tokens": 30, "pieces": ["0", "́", "…", "½", "ße", "‍a𐞁", "٣٤٥", "٦", "<|", "endoftext", "|>", "
"]}
+{"text": "fimİ<|endoftext|>'M<|fim_prefix|>३   \n
.字Ａİt漢é'Re12345678", "tokens": 39, "pieces": ["fimİ", "<|", "endoftext", "|>'", "M", "<|", "fim", "_prefix", "|>", "३", "   \n", "
", ".字Ａİt漢e", "́'", "Re", "123", "456", "78"]}
+{"text": "٣٤٥٦ſ  Ａ\u000bİſ're<|fim_prefix|>ع'll…\r\n\r\n!!'Dİ9'M<META_START>عåd३　0‍‍\r\n\r\nd'D­", "tokens": 57, "pieces": ["٣٤٥", "٦", "ſ", " ", " Ａ", "\u000bİſ", "'re", "<|", "fim", "_prefix", "|>", "ع", "'ll", "…\r\n\r\n", "!!'", "Dİ", "9", "'M", "<META", "_START", ">عa", "̊d", "३", "　", "0", "‍‍\r\n\r\n", "d", "'D", "­"]}
+{"text": "ꟲe0\r😀🏽   \nḍ̇'S
<|endoftext|>EOT\u000b!!Ａİ\n'Reſ", "tokens": 39, "pieces": ["ꟲe", "0", "\r", "😀🏽", "   \n", "ḋ", "̣'", "S", "
", "<|", "endoftext", "|>", "EOT", "\u000b", "!!", "Ａİ", "\n", "'Re", "ſ"]}
+{"text": "('T   \n𐞁   \nå👍🏽aꟲ!!­'ſ\r\n\r\na'VE‍'Se㍿\"<|fim_prefix|>>İ'S,", "tokens": 47, "pieces": ["('", "T", "   \n", "𐞁", "   \n", "a", "̊👍🏽", "aꟲ", "!!­'", "ſ", "\r\n\r\n", "a", "'VE", "‍'", "Se", "㍿\"<|", "fim", "_prefix", "|>>", "İ", "'S", ","]}
+{"text": "'T'T👍🏽…<|fim_prefix|>'VE\té㋿", "tokens": 23, "pieces": ["'T", "'T", "👍🏽", "…", "<|", "fim", "_prefix", "|>'", "VE", "\té", "㋿"]}
+{"text": "­'re…'T,a…३½   \n-\r   \na'VE-ꟲ", "tokens": 23, "pieces": ["­'", "re", "…", "'T", ",a", "…", "३½", "   \n", "-\r", "   \n", "a", "'VE", "-ꟲ"]}
+{"text": "İ!!é   \n<META_START>Ⅳ\n…\r\n\r\n
m　", "tokens": 19, "pieces": ["İ", "!!", "e", "́", "   \n", "<META", "_START", ">", "Ⅳ", "\n…\r\n\r\n", "
m", "　"]}
+{"text": "ع😀🏽'ſ㋿.t åfiZ", "tokens": 20, "pieces": ["ع", "😀🏽'", "ſ", "㋿.", "t", " a", "̊fiZ"]}
+{"text": "'s\r\n!td'M'D!​́ \u000b   \n'll😀🏽'Re!!>́9<!!sḍ̇٣٤٥٦12345678\n\ré\r'VÉ\r'VE<😀🏽🙂ḍ̇", "tokens": 66, "pieces": ["'s", "\r\n", "!td", "'M", "'D", "!​́", " \u000b   \n", "'ll", "😀🏽'", "Re", "!!>́", "9", "<!!", "sḋ", "̣", "٣٤٥", "٦12", "345", "678", "\n\r", "é", "\r", "'VE", "́\r", "'VE", "<😀🏽🙂", "ḋ", "̣"]}
+{"text": ".-İé#$%é-!!e　漢­　\u000b>EOT'sع\r\n\r\ndꟲé<㍿efi 🙂'T…<EOT>'Re", "tokens": 46, "pieces": [".-", "İe", "́#$%", "e", "́-!!", "e", "　漢", "­", "　", "\u000b", ">EOT", "'s", "ع", "\r\n\r\n", "dꟲe", "́<㍿", "efi", " ", "🙂'", "T", "…", "<EOT", ">'", "Re"]}
+{"text": "\"\u000b're!!\nsſ👍🏽e
…ſ<|endoftext|>'D́s!!é9३\"㍿,
é😀🏽Ⅳ\t<\net-漢fiDžt", "tokens": 63, "pieces": ["\"", "\u000b", "'re", "!!\n", "sſ", "👍🏽", "e", "
", "…ſ", "<|", "endoftext", "|>'", "D", "́s", "!!", "e", "́", "9३", "\"㍿,", "
e", "́😀🏽", "Ⅳ", "\t", "<\n", "et", "-漢fiDžt"]}
+{"text": "Ⅳ३㋿'ll'S𐞁 fi\u000b<|fim_prefix|>漢'ſ#$%   \nm t‍'VE<|endoftext|> ३  
", "tokens": 52, "pieces": ["Ⅳ३", "㋿'", "ll", "'S", "𐞁", " fi", "\u000b", "<|", "fim", "_prefix", "|>", "漢", "'ſ", "#$%", "   \n", "m", " t", "‍'", "VE", "<|", "endoftext", "|>", " ", "३", "  
"]}
+{"text": "<  ꟲ…'s#$%\u000b🙂İs\r\n\r\n<EOT>㋿dßm>\"​\r\n\r\nⅣ'D𐞁-​'Śtß\r­<EOT>!漢d…३👍🏽", "tokens": 62, "pieces": ["<", " ", " ꟲ", "…", "'s", "#$%", "\u000b", "🙂İs", "\r\n\r\n", "<EOT", ">㋿", "dßm", ">\"​\r\n\r\n", "Ⅳ", "'D", "𐞁", "-​'", "S", "́tß", "\r", "­<", "EOT", ">!", "漢d", "…", "३", "👍🏽"]}
+{"text": "٣٤٥٦㋿0am<|fim_prefix|>åé<EOT>
#$%Ⅳ9<EOT>eⅣ12345678   \n…mßعe㍿ع'", "tokens": 54, "pieces": ["٣٤٥", "٦", "㋿", "0", "am", "<|", "fim", "_prefix", "|>", "a", "̊é", "<EOT", ">", "
", "#$%", "Ⅳ9", "<EOT", ">e", "Ⅳ12", "345", "678", "   \n", "…mßعe", "㍿ع", "'"]}
+{"text": "<½'Re'm12345678\nm   \n漢Džſ", "tokens": 16, "pieces": ["<", "½", "'Re", "'m", "123", "456", "78", "\n", "m", "   \n", "漢Džſ"]}
+{"text": "漢<|endoftext|>　'S'sꟲZꟲas<|endoftext|>Ａ㍿́fiſ0'M​912345678ſ", "tokens": 45, "pieces": ["漢", "<|", "endoftext", "|>", "　", "'S", "'s", "ꟲZꟲas", "<|", "endoftext", "|>", "Ａ", "㍿́", "fiſ", "0", "'M", "​", "912", "345", "678", "ſ"]}
+{"text": " 'D३éDžİ'Sd
EOT. t", "tokens": 17, "pieces": [" '", "D", "३", "e", "́Džİ", "'S", "d", "
EOT", ".", " t"]}
+{"text": "'ll😀🏽'DfiZ'VE  　-ꟲ
\rꟲe…
", "tokens": 30, "pieces": ["'ll", "😀🏽'", "DfiZ", "'VE", "  ", "　", "-ꟲ", "
\r", "ꟲe", "…
"]}
+{"text": "३!\u000bds'll'M<META_START>\r\n", "tokens": 11, "pieces": ["३", "!", "\u000bds", "'ll", "'M", "<META", "_START", ">\r\n"]}
+{"text": "𐞁'll½ḍ̇", "tokens": 11, "pieces": ["𐞁", "'ll", "½", "ḋ", "̣"]}
+{"text": "!!ꟲß  ß'D(12345678👍🏽\td  <META_START>\r\n\r\nİＡſ½dd㋿😀🏽 é0éå<|endoftext|>é३", "tokens": 59, "pieces": ["!!", "ꟲß", " ", " ß", "'D", "(", "123", "456", "78", "👍🏽", "\td", " ", " <", "META", "_START", ">\r\n\r\n", "İＡſ", "½", "dd", "㋿😀🏽", " e", "́", "0", "e", "́a", "̊<|", "endoftext", "|>", "é", "३"]}
+{"text": "''llma㍿'s<|fim_prefix|>ꟲDž\n!​(-#$%…Z👍🏽eé tꟲ.\"\r…Dž😀🏽'll ", "tokens": 56, "pieces": ["''", "llma", "㍿'", "s", "<|", "fim", "_prefix", "|>", "ꟲDž", "\n", "!​(-#$%", "…Z", "👍🏽", "ee", "́", " tꟲ", ".\"\r", "…Dž", "😀🏽'", "ll", " "]}
+{"text": "\r\nt'Re३'re!!\"㍿éß'M\r\n\r\n'Rea½㍿'M<|endoftext|>'ſ'D'Mß🙂Zd字'Re9e   \nmé'!!'Re's", "tokens": 51, "pieces": ["\r\n", "t", "'Re", "३", "'re", "!!\"㍿", "éß", "'M", "\r\n\r\n", "'Re", "a", "½", "㍿'", "M", "<|", "endoftext", "|>'", "ſ", "'D", "'M", "ß", "🙂Zd字", "'Re", "9", "e", "   \n", "me", "́'!!'", "Re", "'s"]}
+{"text": "ß>'Refi12345678ßꟲé🙂\"'S٣٤٥٦!३!𐞁\u000b    👍🏽", "tokens": 41, "pieces": ["ß", ">'", "Refi", "123", "456", "78", "ßꟲe", "́🙂\"'", "S", "٣٤٥", "٦", "!", "३", "!𐞁", "\u000b   ", " 👍🏽"]}
+{"text": "'SZ­t. (𐞁   \n'Reé
EOT\r'll…\r\n㍿ſ!!!İ  ſ,\r\nfi\r㍿㍿\"<|fim_prefix|>ع<META_START>", "tokens": 54, "pieces": ["'S", "Z", "­t", ".", " ", "(𐞁", "   \n", "'Re", "é", "
EOT", "\r", "'ll", "…\r\n", "㍿ſ", "!!!", "İ", " ", " ſ", ",\r\n", "fi", "\r", "㍿㍿\"<|", "fim", "_prefix", "|>", "ع", "<META", "_START", ">"]}
+{"text": "#$%>é!!", "tokens": 6, "pieces": ["#$%>", "e", "́!!"]}
+{"text": "İḍ̇́9m'T12345678'S12345678s½३́é\r\n\r\n👍🏽'ſ㋿ꟲd 'Reḍ̇‍́<META_START>😀🏽'Dß're EOT! \r\n\r\n", "tokens": 68, "pieces": ["İḋ", "̣́", "9", "m", "'T", "123", "456", "78", "'S", "123", "456", "78", "s", "½३", "́é", "\r\n\r\n", "👍🏽'", "ſ", "㋿ꟲd", " ", "'Re", "ḋ", "̣‍́<", "META", "_START", ">😀🏽'", "Dß", "'re", " EOT", "!", " \r\n\r\n"]}
+{"text": ">漢ß🙂're‍'VE!!<|fim_prefix|>ḍ̇", "tokens": 25, "pieces": [">漢ß", "🙂'", "re", "‍'", "VE", "!!<|", "fim", "_prefix", "|>", "ḋ", "̣"]}
+{"text": "'lld'Re!𐞁>!漢<!!👍🏽İ\u000b>Dž12345678\t漢٣٤٥٦㍿", "tokens": 42, "pieces": ["'ll", "d", "'Re", "!𐞁", ">!", "漢", "<!!👍🏽", "İ", "\u000b", ">Dž", "123", "456", "78", "\t漢", "٣٤٥", "٦", "㍿"]}
+{"text": "é<|fim_prefix|>Dž٣٤٥٦½👍🏽½'Re9'll𐞁d12345678́ſa  ß>\",'TaＡ   \n😀🏽ß!<\r\n\r\n<META_START>å   \n漢<|endoftext|>'llＡ", "tokens": 78, "pieces": ["e", "́<|", "fim", "_prefix", "|>", "Dž", "٣٤٥", "٦½", "👍🏽", "½", "'Re", "9", "'ll", "𐞁d", "123", "456", "78", "́ſa", " ", " ß", ">\",'", "TaＡ", "   \n", "😀🏽", "ß", "!<\r\n\r\n", "<META", "_START", ">a", "̊", "   \n", "漢", "<|", "endoftext", "|>'", "llＡ"]}
+{"text": "­\t　Z<|endoftext|>EOTé(amd'M㋿ 字a   \nḍ̇　é'VEſＡḍ̇'ſß'ſ'　<'s'D<", "tokens": 55, "pieces": ["­", "\t", "　Z", "<|", "endoftext", "|>", "EOTe", "́(", "amd", "'M", "㋿", " 字a", "   \n", "ḋ", "̣", "　é", "'VE", "ſＡḋ", "̣'", "ſß", "'ſ", "'", "　", "<'", "s", "'D", "<"]}
+{"text": "!!m𐞁", "tokens": 6, "pieces": ["!!", "m𐞁"]}
+{"text": "Z३\u000b\r'am!   \n,<|endoftext|>㋿🙂EOT㋿字#$%!…٣٤٥٦字<|fim_prefix|>!\rſ'S'D½​½ſ>\u000b
\r\n\r\n0", "tokens": 63, "pieces": ["Z", "३", "\u000b\r", "'am", "!", "   \n", ",<|", "endoftext", "|>㋿🙂", "EOT", "㋿字", "#$%!", "…", "٣٤٥", "٦", "字", "<|", "fim", "_prefix", "|>!\r", "ſ", "'S", "'D", "½", "​", "½", "ſ", ">", "\u000b
\r\n\r\n", "0"]}
+{"text": "\r🙂'D!!'lla-­🙂\u000b.'S ​dfi\rꟲİ㋿-\nⅣ\n é 0", "tokens": 36, "pieces": ["\r", "🙂'", "D", "!!'", "lla", "-­🙂", "\u000b", ".'", "S", " ", "​dfi", "\r", "ꟲİ", "㋿-\n", "Ⅳ", "\n", " é", " ", "0"]}
+{"text": "\n'll\r'ſ\n're0<EOT>👍🏽d", "tokens": 19, "pieces": ["\n", "'ll", "\r", "'ſ", "\n", "'re", "0", "<EOT", ">👍🏽", "d"]}
+{"text": "!!Ａ

😀🏽\r\n३'M'Reꟲ㍿éDž,  Ａ<|endoftext|>", "tokens": 37, "pieces": ["!!", "Ａ", "
", "
", "😀🏽\r\n", "३", "'M", "'Re", "ꟲ", "㍿éDž", ",", " ", " Ａ", "<|", "endoftext", "|>"]}
+{"text": "𐞁0-'ſ'VE<|fim_prefix|>a", "tokens": 18, "pieces": ["𐞁", "0", "-'", "ſ", "'VE", "<|", "fim", "_prefix", "|>", "a"]}
+{"text": "éＡ😀🏽
EOT㍿　😀🏽'VE!  ½å'lléⅣ,　<\u000b#$%漢.\tts\"'T<|fim_prefix|>\r,ßé'SédＡDž", "tokens": 67, "pieces": ["e", "́Ａ", "😀🏽", "
EOT", "㍿", "　", "😀🏽'", "VE", "!", " ", " ", "½", "a", "̊'", "lle", "́", "Ⅳ", ",", "　", "<", "\u000b", "#$%", "漢", ".", "\tts", "\"'", "T", "<|", "fim", "_prefix", "|>\r", ",ße", "́'", "Se", "́dＡDž"]}
+{"text": "'T३​漢'll0٣٤٥٦ꟲ ", "tokens": 20, "pieces": ["'T", "३", "​漢", "'ll", "0٣٤", "٥٦", "ꟲ", " "]}
+{"text": "㍿m,㍿t\t
<|endoftext|>0tt123456780t'ſß're\u000be㍿٣٤٥٦'llⅣ'ſ½dåꟲ३!!9ḍ̇🙂", "tokens": 67, "pieces": ["㍿m", ",㍿", "t", "\t", "
", "<|", "endoftext", "|>", "0", "tt", "123", "456", "780", "t", "'ſ", "ß", "'re", "\u000be", "㍿", "٣٤٥", "٦", "'ll", "Ⅳ", "'ſ", "½", "da", "̊ꟲ", "३", "!!", "9", "ḋ", "̣🙂"]}
+{"text": "!!t,'reDž12345678,s \r\n\r\n<|endoftext|>'Sḍ̇Ａ'S,🙂é'VE12345678éß
\r\n\r\n\r\n\r\n'S\r\nDž'T<|fim_prefix|>é३ſⅣ!!३
İ🙂", "tokens": 71, "pieces": ["!!", "t", ",'", "reDž", "123", "456", "78", ",s", " \r\n\r\n", "<|", "endoftext", "|>'", "Sḋ", "̣Ａ", "'S", ",🙂", "e", "́'", "VE", "123", "456", "78", "e", "́ß", "
\r\n\r\n\r\n\r\n", "'S", "\r\n", "Dž", "'T", "<|", "fim", "_prefix", "|>", "é", "३", "ſ", "Ⅳ", "!!", "३", "
İ", "🙂"]}
+{"text": "'M0\r\n\r\n\r0ßEOT'reＡ
", "tokens": 13, "pieces": ["'M", "0", "\r\n\r\n\r", "0", "ßEOT", "'re", "Ａ", "
"]}
+{"text": "å‍Ａ's9'ſ🙂漢's
\u000b\t
a\"👍🏽عع-0Džfi\u000bt", "tokens": 41, "pieces": ["a", "̊‍", "Ａ", "'s", "9", "'ſ", "🙂漢", "'s", "
\u000b\t", "
a", "\"👍🏽", "عع", "-", "0", "Džfi", "\u000bt"]}
+{"text": "'set", "tokens": 2, "pieces": ["'s", "et"]}
+{"text": "…𐞁fiꟲ", "tokens": 11, "pieces": ["…𐞁fiꟲ"]}
+{"text": "'re漢\r\n\u000b'Re㍿ee!!fisḍ̇​३\n<|endoftext|>😀🏽,t'ſ", "tokens": 40, "pieces": ["'re", "漢", "\r\n", "\u000b", "'Re", "㍿ee", "!!", "fisḋ", "̣​", "३", "\n", "<|", "endoftext", "|>😀🏽,", "t", "'ſ"]}
+{"text": "🙂   \n𐞁'T­'re(İ'reDž-'reDžs½\r\n>🙂😀🏽ḍ̇'re\r漢́", "tokens": 42, "pieces": ["🙂", "   \n", "𐞁", "'T", "­'", "re", "(İ", "'re", "Dž", "-'", "reDžs", "½", "\r\n", ">🙂😀🏽", "ḋ", "̣'", "re", "\r", "漢", "́"]}
+{"text": "'lĺ  -d㋿\n!!'Re\r\n.é'D­å𐞁\u000bꟲ\r\n\r\n'S!!<|fim_prefix|>­e٣٤٥٦", "tokens": 49, "pieces": ["'ll", "́", " ", " -", "d", "㋿\n", "!!'", "Re", "\r\n", ".e", "́'", "D", "­a", "̊𐞁", "\u000bꟲ", "\r\n\r\n", "'S", "!!<|", "fim", "_prefix", "|>­", "e", "٣٤٥", "٦"]}
+{"text": "m'T­>d\u000bＡ'sⅣ fia🙂\u000b👍🏽fi👍🏽ſtع", "tokens": 36, "pieces": ["m", "'T", "­>", "d", "\u000bＡ", "'s", "Ⅳ", " fia", "🙂", "\u000b", "👍🏽", "fi", "👍🏽", "ſtع"]}
+{"text": "'!\u000b㋿.9३t\u000ba.'Te 'D٣٤٥٦Ⅳ​ İ\"m  'Re'Re<META_START>𐞁　<|endoftext|> ㋿\rꟲ😀🏽", "tokens": 64, "pieces": ["'!", "\u000b", "㋿.", "9३", "t", "\u000ba", ".'", "Te", " ", "'D", "٣٤٥", "٦Ⅳ", "​", " İ", "\"m", " ", " '", "Re", "'Re", "<META", "_START", ">𐞁", "　", "<|", "endoftext", "|>", " ㋿\r", "ꟲ", "😀🏽"]}
+{"text": "\n'Re㍿\nm<EOT>‍'½ḍ̇Dž   \n…   ३.é", "tokens": 31, "pieces": ["\n", "'Re", "㍿\n", "m", "<EOT", ">‍'", "½", "ḋ", "̣Dž", "   \n", "…  ", " ", "३", ".e", "́"]}
+{"text": "ḍ̇㍿'S🙂>\"<|endoftext|>Ａ<EOT>'३é!!<EOT>　<|fim_prefix|>'३\u000b'T\r\"  e🙂", "tokens": 52, "pieces": ["ḋ", "̣㍿'", "S", "🙂>\"<|", "endoftext", "|>", "Ａ", "<EOT", ">'", "३", "e", "́!!<", "EOT", ">", "　", "<|", "fim", "_prefix", "|>'", "३", "\u000b", "'T", "\r", "\"", " ", " e", "🙂"]}
+{"text": "३𐞁m㋿ＡⅣ", "tokens": 14, "pieces": ["३", "𐞁m", "㋿Ａ", "Ⅳ"]}
+{"text": "fi ", "tokens": 3, "pieces": ["fi", " "]}
+{"text": "  s're​EOT're<EOT>ꟲ½'sfié́", "tokens": 20, "pieces": [" ", " s", "'re", "​EOT", "'re", "<EOT", ">ꟲ", "½", "'s", "fie", "́́"]}
+{"text": " \t<EOT>­'D🙂'ſ<s'.٣٤٥٦.(\r\n\r\n'lltİ\r<|endoftext|><EOT>漢d", "tokens": 42, "pieces": [" ", "\t", "<EOT", ">­'", "D", "🙂'", "ſ", "<s", "'.", "٣٤٥", "٦", ".(\r\n\r\n", "'ll", "tİ", "\r", "<|", "endoftext", "|><", "EOT", ">漢d"]}
+{"text": "字ꟲDž́🙂<|endoftext|>tＡ's12345678­<|fim_prefix|>'ſ́Z👍🏽mＡs<EOT>́'s<EOT>'D'VE#$%'VE\téß㍿ß'M", "tokens": 68, "pieces": ["字ꟲDž", "́🙂<|", "endoftext", "|>", "tＡ", "'s", "123", "456", "78", "­<|", "fim", "_prefix", "|>'", "ſ", "́Z", "👍🏽", "mＡs", "<EOT", ">́'", "s", "<EOT", ">'", "D", "'VE", "#$%'", "VE", "\téß", "㍿ß", "'M"]}
+{"text": "0
३'ll🙂'll", "tokens": 10, "pieces": ["0", "
", "३", "'ll", "🙂'", "ll"]}
+{"text": "\r!!'T!!ꟲe٣٤٥٦fi<|fim_prefix|>👍🏽-#$%́𐞁\r\n#$%㍿'sé㍿", "tokens": 52, "pieces": ["\r", "!!'", "T", "!!", "ꟲe", "٣٤٥", "٦", "fi", "<|", "fim", "_prefix", "|>👍🏽-#$%́", "𐞁", "\r\n", "#$%㍿'", "se", "́㍿"]}
+{"text": "<EOT>'D", "tokens": 4, "pieces": ["<EOT", ">'", "D"]}
+{"text": "ꟲ.­Dž's\r\n 'VE   \n٣٤٥٦é!!9<EOT>fi-𐞁\r\u000b12345678\r\n.EOT<META_START>12345678İ'ſa<META_START>ſＡ-㍿   \n0", "tokens": 67, "pieces": ["ꟲ", ".­", "Dž", "'s", "\r\n", " '", "VE", "   \n", "٣٤٥", "٦", "é", "!!", "9", "<EOT", ">fi", "-𐞁", "\r", "\u000b", "123", "456", "78", "\r\n", ".EOT", "<META", "_START", ">", "123", "456", "78", "İ", "'ſ", "a", "<META", "_START", ">ſＡ", "-㍿", "   \n", "0"]}
+{"text": "😀🏽s.​㍿,…å-e'VE9
fi   ", "tokens": 28, "pieces": ["😀🏽", "s", ".​㍿,", "…a", "̊-", "e", "'VE", "9", "
fi", "   "]}
+{"text": "\u000b12345678<|endoftext|>", "tokens": 11, "pieces": ["\u000b", "123", "456", "78", "<|", "endoftext", "|>"]}
+{"text": "ḍ̇Dž's.\n,㍿𐞁㍿s9'Ta   \n<|endoftext|>́👍🏽e'Re'lls   \n'll.d
.…m", "tokens": 52, "pieces": ["ḋ", "̣Dž", "'s", ".\n", ",㍿", "𐞁", "㍿s", "9", "'T", "a", "   \n", "<|", "endoftext", "|>́👍🏽", "e", "'Re", "'ll", "s", "   \n", "'ll", ".d", "
", ".", "…m"]}
+{"text": "(㋿#$%'M\r 'DmEOT're'reeå­\u000b,å字<EOT>aİ👍🏽‍‍fiaḍ̇'re'VE   \n,'T!!'så\r", "tokens": 59, "pieces": ["(㋿#$%'", "M", "\r", " ", "'D", "mEOT", "'re", "'re", "ea", "̊­", "\u000b", ",a", "̊字", "<EOT", ">aİ", "👍🏽‍‍", "fiaḋ", "̣'", "re", "'VE", "   \n", ",'", "T", "!!'", "sa", "̊\r"]}
+{"text": ".mİéå😀🏽\r½𐞁ßİ३…<عé'Re\r\r\n\r\n  ß​åddع0", "tokens": 39, "pieces": [".mİéa", "̊😀🏽\r", "½", "𐞁ßİ", "३", "…", "<عé", "'Re", "\r\r\n\r\n", " ", " ß", "​a", "̊ddع", "0"]}
+{"text": "#$%<META_START>\nſd३!!३ḍ̇㋿12345678'll,   \n'ſ!! <|fim_prefix|>'ſé㍿,0…'ll३'TDž!٣٤٥٦Z😀🏽00ＡZ", "tokens": 73, "pieces": ["#$%<", "META", "_START", ">\n", "ſd", "३", "!!", "३", "ḋ", "̣㋿", "123", "456", "78", "'ll", ",", "   \n", "'ſ", "!!", " <|", "fim", "_prefix", "|>'", "ſé", "㍿,", "0", "…", "'ll", "३", "'T", "Dž", "!", "٣٤٥", "٦", "Z", "😀🏽", "00", "ＡZ"]}
+{"text": "\t'DZ(><,!!عdDžm\nat-👍🏽\tß😀🏽३­́½'Sfi<!!<META_START>漢<META_START>mع", "tokens": 49, "pieces": ["\t", "'D", "Z", "(><,!!", "عdDžm", "\n", "at", "-👍🏽", "\tß", "😀🏽", "३", "­́", "½", "'S", "fi", "<!!<", "META", "_START", ">漢", "<META", "_START", ">mع"]}
+{"text": "ß٣٤٥٦ꟲ fi
a", "tokens": 17, "pieces": ["ß", "٣٤٥", "٦", "ꟲ", " fi", "
a"]}
+{"text": "　'Ḿ​t　é㋿Ⅳ𐞁 ſ漢d‍fim<|fim_prefix|>", "tokens": 35, "pieces": ["　", "'M", "́​", "t", "　e", "́㋿", "Ⅳ", "𐞁", " ſ漢d", "‍fim", "<|", "fim", "_prefix", "|>"]}
+{"text": "'Re('S\n", "tokens": 4, "pieces": ["'Re", "('", "S", "\n"]}
+{"text": "Dž👍🏽Ⅳ\u000bfi'VE㍿at<EOT>  字eḍ̇\"字…\t字　é'Reſ", "tokens": 41, "pieces": ["Dž", "👍🏽", "Ⅳ", "\u000bfi", "'VE", "㍿at", "<EOT", ">", " ", " 字eḋ", "̣\"", "字", "…", "\t字", "　é", "'Re", "ſ"]}
+{"text": "'D<|fim_prefix|>d𐞁\r'll'Re٣٤٥٦३㍿'ll('ſ́\u000bs…'S\r\n\r\n👍🏽'D'<'VE'SZ09'D'S㋿<|endoftext|>", "tokens": 67, "pieces": ["'D", "<|", "fim", "_prefix", "|>", "d𐞁", "\r", "'ll", "'Re", "٣٤٥", "٦३", "㍿'", "ll", "('", "ſ", "́", "\u000bs", "…", "'S", "\r\n\r\n", "👍🏽'", "D", "'<'", "VE", "'S", "Z", "09", "'D", "'S", "㋿<|", "endoftext", "|>"]}
+{"text": "ḍ̇0‍🙂​​'Re0㍿>", "tokens": 18, "pieces": ["ḋ", "̣", "0", "‍🙂​​'", "Re", "0", "㍿>"]}
+{"text": "é'M\n\r'M'DＡ\"", "tokens": 11, "pieces": ["e", "́'", "M", "\n\r", "'M", "'D", "Ａ", "\""]}
+{"text": "e㍿' EOTéåDž fiß<EOT>'s'll🙂\u000b'Tİ\r\nİ!", "tokens": 30, "pieces": ["e", "㍿'", " EOTéa", "̊Dž", " fiß", "<EOT", ">'", "s", "'ll", "🙂", "\u000b", "'T", "İ", "\r\n", "İ", "!"]}
+{"text": "\r0'VE<META_START>
'VEZعs　\t'VE㋿İ　ḍ̇́-té😀🏽Ａ'ſ\n\r   \n0é'S​", "tokens": 50, "pieces": ["\r", "0", "'VE", "<META", "_START", ">", "
", "'VE", "Zعs", "　", "\t", "'VE", "㋿İ", "　ḋ", "̣́-", "te", "́😀🏽", "Ａ", "'ſ", "\n\r   \n", "0", "é", "'S", "​"]}
+{"text": "　ſt \r\nś'M'D", "tokens": 11, "pieces": ["　ſt", " \r\n", "s", "́'", "M", "'D"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "9'M漢漢३!!é½''Dß字'll''ſ\r㍿Ⅳ", "tokens": 25, "pieces": ["9", "'M", "漢漢", "३", "!!", "é", "½", "''", "Dß字", "'ll", "''", "ſ", "\r", "㍿", "Ⅳ"]}
+{"text": "́", "tokens": 1, "pieces": ["́"]}
+{"text": "->\r\n\r\n­'Re​ꟲ<|endoftext|>‍m…‍㋿0
eDž'S字\"<|endoftext|>Ⅳé㍿‍   \nع'M' >́'VEfi", "tokens": 60, "pieces": ["->\r\n\r\n", "­'", "Re", "​ꟲ", "<|", "endoftext", "|>‍", "m", "…", "‍㋿", "0", "
eDž", "'S", "字", "\"<|", "endoftext", "|>", "Ⅳ", "é", "㍿‍", "   \n", "ع", "'M", "'", " ", ">́'", "VEfi"]}
+{"text": "0㍿'é're.!!ß0", "tokens": 13, "pieces": ["0", "㍿'", "e", "́'", "re", ".!!", "ß", "0"]}
+{"text": "'ſ'T🙂  'M<EOT>\u000b½a'ſ‍<EOT><EOT>字!!m(!!😀🏽ع", "tokens": 38, "pieces": ["'ſ", "'T", "🙂", " ", " '", "M", "<EOT", ">", "\u000b", "½", "a", "'ſ", "‍<", "EOT", "><", "EOT", ">字", "!!", "m", "(!!😀🏽", "ع"]}
+{"text": "\r\ń12345678<EOT>Ⅳ😀🏽'Re😀🏽<|fim_prefix|>漢", "tokens": 31, "pieces": ["\r\n", "́", "123", "456", "78", "<EOT", ">", "Ⅳ", "😀🏽'", "Re", "😀🏽<|", "fim", "_prefix", "|>", "漢"]}
+{"text": "\u000b'Re-<|endoftext|>𐞁-👍🏽'D\u000b<EOT>!!🙂\u000b\r", "tokens": 32, "pieces": ["\u000b", "'Re", "-<|", "endoftext", "|>", "𐞁", "-👍🏽'", "D", "\u000b", "<EOT", ">!!🙂", "\u000b\r"]}
+{"text": "'s\t#$%EOT0漢. .(t‍s>-'re\rİ12345678EOT<a'Re'S!!😀🏽́ ", "tokens": 37, "pieces": ["'s", "\t", "#$%", "EOT", "0", "漢", ".", " .(", "t", "‍s", ">-'", "re", "\r", "İ", "123", "456", "78", "EOT", "<a", "'Re", "'S", "!!😀🏽́", " "]}
+{"text": ",t㍿‍\r\n\r\nm…<EOT>'ll👍🏽>,", "tokens": 21, "pieces": [",t", "㍿‍\r\n\r\n", "m", "…", "<EOT", ">'", "ll", "👍🏽>,"]}
+{"text": "'ll>३\r\r\n\r\ń", "tokens": 7, "pieces": ["'ll", ">", "३", "\r\r\n\r\n", "́"]}
+{"text": "​", "tokens": 1, "pieces": ["​"]}
+{"text": "'D३😀🏽<|fim_prefix|><'T\r\n\r\nDž!\"tDž\r\n漢.　(a<|fim_prefix|>\r\n\r\n-㋿\n.\né<|fim_prefix|>DžⅣ字ad!!٣٤٥٦", "tokens": 66, "pieces": ["'D", "३", "😀🏽<|", "fim", "_prefix", "|><'", "T", "\r\n\r\n", "Dž", "!\"", "tDž", "\r\n", "漢", ".", "　", "(a", "<|", "fim", "_prefix", "|>\r\n\r\n", "-㋿\n", ".\n", "é", "<|", "fim", "_prefix", "|>", "Dž", "Ⅳ", "字ad", "!!", "٣٤٥", "٦"]}
+{"text": "\r", "tokens": 1, "pieces": ["\r"]}
+{"text": "!!", "tokens": 1, "pieces": ["!!"]}
+{"text": ".𐞁​㍿\"e३'M      \ń<META_START>   \nfifi\t  😀🏽mt <|fim_prefix|>", "tokens": 37, "pieces": [".𐞁", "​㍿\"", "e", "३", "'M", "      \n", "́<", "META", "_START", ">", "   \n", "fifi", "\t ", " 😀🏽", "mt", " <|", "fim", "_prefix", "|>"]}
+{"text": "Z'MamＡ　'ſd½㋿㋿<META_START>a\"d字  Ⅳ<|endoftext|>́İ'ſ'VE'ſ\n12345678㍿　👍🏽𐞁İ", "tokens": 63, "pieces": ["Z", "'M", "amＡ", "　", "'ſ", "d", "½", "㋿㋿<", "META", "_START", ">a", "\"d字", " ", " ", "Ⅳ", "<|", "endoftext", "|>́", "İ", "'ſ", "'VE", "'ſ", "\n", "123", "456", "78", "㍿", "　", "👍🏽", "𐞁İ"]}
+{"text": "٣٤٥٦!Zſꟲ-…'ll ", "tokens": 20, "pieces": ["٣٤٥", "٦", "!Zſꟲ", "-", "…", "'ll", " "]}
+{"text": "'ll‍  İdİ\naEOTd!\r\n\r\n\r\n\r\n\u000b'M'VEꟲ㍿<|endoftext|>0   \n<|endoftext|>'ſ­㋿'ſ", "tokens": 49, "pieces": ["'ll", "‍", " ", " İdİ", "\n", "aEOTd", "!\r\n\r\n\r\n\r\n", "\u000b", "'M", "'VE", "ꟲ", "㍿<|", "endoftext", "|>", "0", "   \n", "<|", "endoftext", "|>'", "ſ", "­㋿'", "ſ"]}
+{"text": "fi\r\n\r\n…", "tokens": 5, "pieces": ["fi", "\r\n\r\n…"]}
+{"text": "ſ>'s'Sa9ع٣٤٥٦\r\n\r\n-Ⅳ\nß", "tokens": 22, "pieces": ["ſ", ">'", "s", "'S", "a", "9", "ع", "٣٤٥", "٦", "\r\n\r\n", "-", "Ⅳ", "\n", "ß"]}
+{"text": "٣٤٥٦<|fim_prefix|>0\u000b​(-३é字'S!!!!字fi'ſ<|endoftext|>0 's\u000bZ<META_START>㍿'Red\r>👍🏽s\n👍🏽'll'll
e", "tokens": 75, "pieces": ["٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "0", "\u000b", "​(-", "३", "e", "́字", "'S", "!!!!", "字fi", "'ſ", "<|", "endoftext", "|>", "0", " ", "'s", "\u000bZ", "<META", "_START", ">㍿'", "Red", "\r", ">👍🏽", "s", "\n", "👍🏽'", "ll", "'ll", "
e"]}
+{"text": "­t漢 (\nfi >t\rs!!'T're!!½'refi　­­!!\nḍ̇😀🏽#$%­EOT'T>", "tokens": 40, "pieces": ["­t漢", " (\n", "fi", " >", "t", "\r", "s", "!!'", "T", "'re", "!!", "½", "'re", "fi", "　", "­­!!\n", "ḋ", "̣😀🏽#$%­", "EOT", "'T", ">"]}
+{"text": "'S<|fim_prefix|>.㋿\"👍🏽½​ḍ̇<EOT>\u000b>9", "tokens": 32, "pieces": ["'S", "<|", "fim", "_prefix", "|>.㋿\"👍🏽", "½", "​ḋ", "̣<", "EOT", ">", "\u000b", ">", "9"]}
+{"text": "٣٤٥٦😀🏽㍿-0!!'VE''S!!<EOT>Z(-0'!!́३
", "tokens": 37, "pieces": ["٣٤٥", "٦", "😀🏽㍿-", "0", "!!'", "VE", "''", "S", "!!<", "EOT", ">Z", "(-", "0", "'!!́", "३", "
"]}
+{"text": "'ſ<EOT>㍿!İ're　t\r\n‍<EOT>½ſfi\u000b'Dé!漢­½‍'ſ\"ḍ̇éＡ<'Ss,", "tokens": 52, "pieces": ["'ſ", "<EOT", ">㍿!", "İ", "'re", "　t", "\r\n", "‍<", "EOT", ">", "½", "ſfi", "\u000b", "'D", "é", "!漢", "­", "½", "‍'", "ſ", "\"ḋ", "̣éＡ", "<'", "Ss", ","]}
+{"text": ".ḍ̇åİ\"!!ḍ̇ꟲ漢  ­Ａ<META_START>\nſ>३12345678#$%a३\u000b'ſ9,", "tokens": 49, "pieces": [".ḋ", "̣a", "̊İ", "\"!!", "ḋ", "̣ꟲ漢", " ", " ­", "Ａ", "<META", "_START", ">\n", "ſ", ">", "३12", "345", "678", "#$%", "a", "३", "\u000b", "'ſ", "9", ","]}
+{"text": "㋿12345678>٣٤٥٦<|fim_prefix|>,'Re<|fim_prefix|>>́😀🏽ＡDž9'VE   \n're", "tokens": 46, "pieces": ["㋿", "123", "456", "78", ">", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>,'", "Re", "<|", "fim", "_prefix", "|>>́😀🏽", "ＡDž", "9", "'VE", "   \n", "'re"]}
+{"text": "Džſ­<   \n　\rme12345678dعſ­#$%-ḿ…\"　(Dž  's‍fi!٣٤٥٦<META_START><|endoftext|>\r\n'll
…   \n're", "tokens": 62, "pieces": ["Džſ", "­<", "   \n　\r", "me", "123", "456", "78", "dعſ", "­#$%-", "m", "́", "…", "\"", "　", "(Dž", " ", " '", "s", "‍fi", "!", "٣٤٥", "٦", "<META", "_START", "><|", "endoftext", "|>\r\n", "'ll", "
…   \n", "'re"]}
+{"text": "İſ,㍿!a0'M‍'ll漢<META_START>'VE<|endoftext|>Dž३…!Dž ḍ̇'Dé'll🙂ع३aåß   \n,½'Re\r\n\r\n漢'll'ß", "tokens": 65, "pieces": ["İſ", ",㍿!", "a", "0", "'M", "‍'", "ll漢", "<META", "_START", ">'", "VE", "<|", "endoftext", "|>", "Dž", "३", "…", "!Dž", " ḋ", "̣'", "Dé", "'ll", "🙂ع", "३", "aa", "̊ß", "   \n", ",", "½", "'Re", "\r\n\r\n", "漢", "'ll", "'ß"]}
+{"text": "٣٤٥٦Ａ㋿EOT​\r\n\r\n\"‍'Sa'VE٣٤٥٦Z!ꟲ🙂 'ſ'll", "tokens": 43, "pieces": ["٣٤٥", "٦", "Ａ", "㋿EOT", "​\r\n\r\n", "\"‍'", "Sa", "'VE", "٣٤٥", "٦", "Z", "!ꟲ", "🙂", " '", "ſ", "'ll"]}
+{"text": "\t(s(", "tokens": 3, "pieces": ["\t", "(s", "("]}
+{"text": "ＡDž𐞁a-😀🏽é\r 漢
​'\u000b<EOT>𐞁EOTḍ̇'VE…>㍿\t
字🙂!'s­Ａ#$%'VE漢0ß'M're㍿", "tokens": 71, "pieces": ["ＡDž𐞁a", "-😀🏽", "e", "́\r", " 漢", "
", "​'", "\u000b", "<EOT", ">𐞁EOTḋ", "̣'", "VE", "…", ">㍿", "\t", "
字", "🙂!'", "s", "­Ａ", "#$%'", "VE漢", "0", "ß", "'M", "'re", "㍿"]}
+{"text": "-!🙂'll٣٤٥٦ '.㍿Dž!!eſe", "tokens": 26, "pieces": ["-!🙂'", "ll", "٣٤٥", "٦", " ", "'.㍿", "Dž", "!!", "eſe"]}
+{"text": " 😀🏽9İ\t㋿…ß m\t", "tokens": 15, "pieces": [" 😀🏽", "9", "İ", "\t", "㋿", "…ß", " m", "\t"]}
+{"text": "…㋿🙂tm🙂字>EOT 漢'T­\r\r\n\r\n ٣٤٥٦éé", "tokens": 31, "pieces": ["…", "㋿🙂", "tm", "🙂字", ">EOT", " 漢", "'T", "­\r\r\n\r\n", " ", "٣٤٥", "٦", "éé"]}
+{"text": "'ſ\r漢
<|endoftext|>😀🏽\rå😀🏽<EOT><|endoftext|>a‍<|fim_prefix|>　ع\u000bå", "tokens": 55, "pieces": ["'ſ", "\r", "漢", "
", "<|", "endoftext", "|>😀🏽\r", "a", "̊😀🏽<", "EOT", "><|", "endoftext", "|>", "a", "‍<|", "fim", "_prefix", "|>", "　ع", "\u000ba", "̊"]}
+{"text": "ß'T'🙂EOTZdEOT🙂  ½!!'D<|endoftext|>fi0\"   \n㋿٣٤٥٦-é\"'VE　'S", "tokens": 48, "pieces": ["ß", "'T", "'🙂", "EOTZdEOT", "🙂", " ", " ", "½", "!!'", "D", "<|", "endoftext", "|>", "fi", "0", "\"", "   \n", "㋿", "٣٤٥", "٦", "-e", "́\"'", "VE", "　", "'S"]}
+{"text": "İ\n's12345678ß<|fim_prefix|>\r\n\r\ns漢 -٣٤٥٦#$%  'Re0!!!㋿\t<META_START>Dž<dé<EOT>", "tokens": 50, "pieces": ["İ", "\n", "'s", "123", "456", "78", "ß", "<|", "fim", "_prefix", "|>\r\n\r\n", "s漢", " -", "٣٤٥", "٦", "#$%", " ", " '", "Re", "0", "!!!㋿", "\t", "<META", "_START", ">Dž", "<de", "́<", "EOT", ">"]}
+{"text": "\"́ع'T\rḍ̇é㍿👍🏽ḍ̇<META_START>\r\n\r\n​🙂's#$%,½'T<|endoftext|>ßDž ३'M​å<|endoftext|>''T", "tokens": 66, "pieces": ["\"́", "ع", "'T", "\r", "ḋ", "̣e", "́㍿👍🏽", "ḋ", "̣<", "META", "_START", ">\r\n\r\n", "​🙂'", "s", "#$%,", "½", "'T", "<|", "endoftext", "|>", "ßDž", " ", "३", "'M", "​a", "̊<|", "endoftext", "|>''", "T"]}
+{"text": "12345678ééİ  Dž<|endoftext|>!!𐞁<EOT>३㋿👍🏽漢‍<|fim_prefix|><|endoftext|>s", "tokens": 56, "pieces": ["123", "456", "78", "e", "́e", "́İ", " ", " Dž", "<|", "endoftext", "|>!!", "𐞁", "<EOT", ">", "३", "㋿👍🏽", "漢", "‍<|", "fim", "_prefix", "|><|", "endoftext", "|>", "s"]}
+{"text": "㍿🙂Ａ<­> éع123456780\r\n𐞁12345678'VE'S漢<|fim_prefix|><EOT>éDžİ'D're…Zeé>٣٤٥٦ \t'VE>fiéß", "tokens": 69, "pieces": ["㍿🙂", "Ａ", "<­>", " e", "́ع", "123", "456", "780", "\r\n", "𐞁", "123", "456", "78", "'VE", "'S", "漢", "<|", "fim", "_prefix", "|><", "EOT", ">e", "́Džİ", "'D", "'re", "…Zee", "́>", "٣٤٥", "٦", " ", "\t", "'VE", ">fie", "́ß"]}
+{"text": "👍🏽a'VE9ſ<EOT>عDž  ٣٤٥٦­Dž\r\n३fiß‍‍'De<|fim_prefix|>ſع漢<|fim_prefix|>\"<META_START>­Ａ", "tokens": 69, "pieces": ["👍🏽", "a", "'VE", "9", "ſ", "<EOT", ">عDž", " ", " ", "٣٤٥", "٦", "­Dž", "\r\n", "३", "fiß", "‍‍'", "De", "<|", "fim", "_prefix", "|>", "ſع漢", "<|", "fim", "_prefix", "|>\"<", "META", "_START", ">­", "Ａ"]}
+{"text": "å,\r\n\r\nع½㋿\r\né३-'M<|fim_prefix|>'M­ 'Téßİ'st३'s\"tＡ\r\n\r\nd\u000b'sḍ̇ſ٣٤٥٦\r\n", "tokens": 59, "pieces": ["a", "̊,\r\n\r\n", "ع", "½", "㋿\r\n", "e", "́", "३", "-'", "M", "<|", "fim", "_prefix", "|>'", "M", "­", " '", "Téßİ", "'s", "t", "३", "'s", "\"tＡ", "\r\n\r\n", "d", "\u000b", "'s", "ḋ", "̣ſ", "٣٤٥", "٦", "\r\n"]}
+{"text": "ß 'M#$%'s ३㍿　sdDž'll'sEOT
\r\n\r\n<|endoftext|> ‍\u000bEOT\u000b\n㍿Dž <EOT>éEOT'S㋿   \né", "tokens": 56, "pieces": ["ß", " '", "M", "#$%'", "s", " ", "३", "㍿", "　sdDž", "'ll", "'s", "EOT", "
\r\n\r\n", "<|", "endoftext", "|>", " ", "‍", "\u000bEOT", "\u000b\n", "㍿Dž", " <", "EOT", ">éEOT", "'S", "㋿", "   \n", "é"]}
+{"text": "٣٤٥٦åſ ‍és'ſ'lĺ12345678'T#$%<META_START>٣٤٥٦!ع  ́­", "tokens": 46, "pieces": ["٣٤٥", "٦", "a", "̊ſ", " ", "‍és", "'ſ", "'ll", "́", "123", "456", "78", "'T", "#$%<", "META", "_START", ">", "٣٤٥", "٦", "!ع", " ", " ́­"]}
+{"text": ">EOT'reꟲß\nſ'S's'llm\u000b👍🏽'㋿'lĺ\t㋿Ⅳ>漢👍🏽  Ａ", "tokens": 46, "pieces": [">EOT", "'re", "ꟲß", "\n", "ſ", "'S", "'s", "'ll", "m", "\u000b", "👍🏽'㋿'", "ll", "́", "\t", "㋿", "Ⅳ", ">漢", "👍🏽", " ", " Ａ"]}
+{"text": "'re٣٤٥٦EOTEOT<३😀🏽're-Ⅳ'D­ß\té३​漢٣٤٥٦-'S>ḍ̇ſ0sſ9-d0İ", "tokens": 61, "pieces": ["'re", "٣٤٥", "٦", "EOTEOT", "<", "३", "😀🏽'", "re", "-", "Ⅳ", "'D", "­ß", "\te", "́", "३", "​漢", "٣٤٥", "٦", "-'", "S", ">ḋ", "̣ſ", "0", "sſ", "9", "-d", "0", "İ"]}
+{"text": "12345678\tſ", "tokens": 6, "pieces": ["123", "456", "78", "\tſ"]}
+{"text": "  EOT\"Ⅳ😀🏽'ſ", "tokens": 14, "pieces": [" ", " EOT", "\"", "Ⅳ", "😀🏽'", "ſ"]}
+{"text": "½ßs\u000b\"😀🏽'llDžＡ .9İ'Re#$%12345678é", "tokens": 27, "pieces": ["½", "ßs", "\u000b", "\"😀🏽'", "llDžＡ", " ", ".", "9", "İ", "'Re", "#$%", "123", "456", "78", "é"]}
+{"text": "<EOT>  👍🏽\u000b<mḍ̇0<|fim_prefix|>३  !!​!!漢<|fim_prefix|>\n
fi a½\t12345678'Re'  \u000b12345678<EOT><EOT>", "tokens": 63, "pieces": ["<EOT", ">", " ", " 👍🏽", "\u000b", "<mḋ", "̣", "0", "<|", "fim", "_prefix", "|>", "३", " ", " !!​!!", "漢", "<|", "fim", "_prefix", "|>\n", "
fi", " a", "½", "\t", "123", "456", "78", "'Re", "'", "  ", "\u000b", "123", "456", "78", "<EOT", "><", "EOT", ">"]}
+{"text": "'re😀🏽EOTß\ns'll\n<!!𐞁​a(😀🏽İ0s>#$%0<<EOT>́é>ع<Ⅳ'ع", "tokens": 48, "pieces": ["'re", "😀🏽", "EOTß", "\n", "s", "'ll", "\n", "<!!", "𐞁", "​a", "(😀🏽", "İ", "0", "s", ">#$%", "0", "<<", "EOT", ">́", "e", "́>", "ع", "<", "Ⅳ", "'ع"]}
+{"text": "(字as'ſ!ꟲ
9m👍🏽\"ⅣZḿ\"'Tİá12345678<é#$%0'Mé­,", "tokens": 45, "pieces": ["(字as", "'ſ", "!ꟲ", "
", "9", "m", "👍🏽\"", "Ⅳ", "Zm", "́\"'", "Tİa", "́", "123", "456", "78", "<e", "́#$%", "0", "'M", "e", "́­,"]}
+{"text": "😀🏽0
😀🏽
12345678…", "tokens": 20, "pieces": ["😀🏽", "0", "
", "😀🏽", "
", "123", "456", "78", "…"]}
+{"text": "Dž12345678're'll㋿d9\"👍🏽<META_START>Dž'll😀🏽0\nDž!㋿ḍ̇Ａa'll'M٣٤٥٦ꟲ 
12345678", "tokens": 66, "pieces": ["Dž", "123", "456", "78", "'re", "'ll", "㋿d", "9", "\"👍🏽<", "META", "_START", ">Dž", "'ll", "😀🏽", "0", "\n", "Dž", "!㋿", "ḋ", "̣Ａa", "'ll", "'M", "٣٤٥", "٦", "ꟲ", " ", "
", "123", "456", "78"]}
+{"text": "aa‍!Z㍿👍🏽!!>٣٤٥٦ ꟲDžＡ! ½ꟲéé.Dždafi<EOT>𐞁Dž­   \n…Ａ-👍🏽,  😀🏽𐞁👍🏽", "tokens": 84, "pieces": ["aa", "‍!", "Z", "㍿👍🏽!!>", "٣٤٥", "٦", " ꟲDžＡ", "!", " ", "½", "ꟲéé", ".Dždafi", "<EOT", ">𐞁Dž", "­", "   \n", "…Ａ", "-👍🏽,", " ", " 😀🏽", "𐞁", "👍🏽"]}
+{"text": "<|endoftext|>½३㋿#$%a9,.åDžDž'S  ß漢12345678….'TDž", "tokens": 40, "pieces": ["<|", "endoftext", "|>", "½३", "㋿#$%", "a", "9", ",.", "a", "̊DžDž", "'S", " ", " ß漢", "123", "456", "78", "…", ".'", "TDž"]}
+{"text": "dⅣfifi'MⅣ३‍'s\n­'ll (!!'s  é\"-", "tokens": 29, "pieces": ["d", "Ⅳ", "fifi", "'M", "Ⅳ३", "‍'", "s", "\n", "­'", "ll", " ", "(!!'", "s", " ", " e", "́\"-"]}
+{"text": "㋿🙂 ḍ̇#$%\r\n  ٣٤٥٦½ꟲ🙂'ſß\u000b\rعa‍<|endoftext|> <EOT>Ａ   \na­Z'll\r\n'T\r\n\r\nsⅣ'ſſEOT <EOT>#$%​", "tokens": 77, "pieces": ["㋿🙂", " ḋ", "̣#$%\r\n", " ", " ", "٣٤٥", "٦½", "ꟲ", "🙂'", "ſß", "\u000b\r", "عa", "‍<|", "endoftext", "|>", " <", "EOT", ">Ａ", "   \n", "a", "­Z", "'ll", "\r\n", "'T", "\r\n\r\n", "s", "Ⅳ", "'ſ", "ſEOT", " <", "EOT", ">#$%​"]}
+{"text": "漢ع Ⅳ🙂​'ll<|endoftext|>  'ḍ̇​İ…३\r\n٣٤٥٦", "tokens": 40, "pieces": ["漢ع", " ", "Ⅳ", "🙂​'", "ll", "<|", "endoftext", "|>", " ", " '", "ḋ", "̣​", "İ", "…", "३", "\r\n", "٣٤٥", "٦"]}
+{"text": "s​🙂9ſ0\r's👍🏽'VE 9(Ａ", "tokens": 23, "pieces": ["s", "​🙂", "9", "ſ", "0", "\r", "'s", "👍🏽'", "VE", " ", "9", "(Ａ"]}
+{"text": ".'S'VE字漢'lĺaDž!!éEOT\u000b<　Ａ㋿aådع<EOT>'SEOT\u000b​­<'Re", "tokens": 40, "pieces": [".'", "S", "'VE", "字漢", "'ll", "́aDž", "!!", "e", "́EOT", "\u000b", "<", "　Ａ", "㋿aa", "̊dع", "<EOT", ">'", "SEOT", "\u000b", "​­<'", "Re"]}
+{"text": "fi!!  ", "tokens": 4, "pieces": ["fi", "!!", "  "]}
+{"text": "\"‍'ſ'Ma9<EOT>'VE>\r\n'll<EOT>fi", "tokens": 20, "pieces": ["\"‍'", "ſ", "'M", "a", "9", "<EOT", ">'", "VE", ">\r\n", "'ll", "<EOT", ">fi"]}
+{"text": "mß'll'M 9عd9e'retEOT\r\n\r\n३'ſ9
㋿", "tokens": 26, "pieces": ["mß", "'ll", "'M", " ", "9", "عd", "9", "e", "'re", "tEOT", "\r\n\r\n", "३", "'ſ", "9", "
", "㋿"]}
+{"text": "<EOT>🙂0!!!‍½'a½½>s字‍dfi-'\r'ſ<EOT>'reⅣZß'Re…", "tokens": 36, "pieces": ["<EOT", ">🙂", "0", "!!!‍", "½", "'a", "½½", ">s字", "‍dfi", "-'\r", "'ſ", "<EOT", ">'", "re", "Ⅳ", "Zß", "'Re", "…"]}
+{"text": "!!eⅣ!<|fim_prefix|>", "tokens": 11, "pieces": ["!!", "e", "Ⅳ", "!<|", "fim", "_prefix", "|>"]}
+{"text": "a'ſ ", "tokens": 5, "pieces": ["a", "'ſ", " "]}
+{"text": "<|endoftext|>½<eİ'DZ'S٣٤٥٦'D>és're‍", "tokens": 28, "pieces": ["<|", "endoftext", "|>", "½", "<eİ", "'D", "Z", "'S", "٣٤٥", "٦", "'D", ">és", "'re", "‍"]}
+{"text": "'M's​\r­　're'S'sdfi're'VE(​Ⅳ", "tokens": 19, "pieces": ["'M", "'s", "​\r", "­", "　", "'re", "'S", "'s", "dfi", "'re", "'VE", "(​", "Ⅳ"]}
+{"text": "
३EOT  éfi'll\r!…İ", "tokens": 16, "pieces": ["
", "३", "EOT", " ", " éfi", "'ll", "\r", "!", "…İ"]}
+{"text": "'Ts,m", "tokens": 3, "pieces": ["'T", "s", ",m"]}
+{"text": "𐞁Z12345678é\"<EOT>\u000b'ſ  <EOT>́٣٤٥٦ꟲZ", "tokens": 36, "pieces": ["𐞁Z", "123", "456", "78", "e", "́\"<", "EOT", ">", "\u000b", "'ſ", " ", " <", "EOT", ">́", "٣٤٥", "٦", "ꟲZ"]}
+{"text": "'M're Ⅳ𐞁­\"", "tokens": 11, "pieces": ["'M", "'re", " ", "Ⅳ", "𐞁", "­\""]}
+{"text": "
㋿\r\n   \nés…", "tokens": 10, "pieces": ["
", "㋿\r\n", "   \n", "és", "…"]}
+{"text": "<(٣٤٥٦.m0字İ're٣٤٥٦m\r\n\r\n\r\n　00Z'M   \n'ſZ­Z's㋿   \n🙂   \n\nDž<|fim_prefix|>mİ's<|endoftext|>", "tokens": 62, "pieces": ["<(", "٣٤٥", "٦", ".m", "0", "字İ", "'re", "٣٤٥", "٦", "m", "\r\n\r\n\r\n", "　", "00", "Z", "'M", "   \n", "'ſ", "Z", "­Z", "'s", "㋿", "   \n", "🙂", "   \n\n", "Dž", "<|", "fim", "_prefix", "|>", "mİ", "'s", "<|", "endoftext", "|>"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'ll३\u000b<META_START><|endoftext|>🙂\"!…Z字'T㋿s<EOT> 'T字!👍🏽…🙂…㍿,fi\"ḍ̇!ع\nå ​Ⅳ　½\"t", "tokens": 71, "pieces": ["'ll", "३", "\u000b", "<META", "_START", "><|", "endoftext", "|>🙂\"!", "…Z字", "'T", "㋿s", "<EOT", ">", " ", "'T", "字", "!👍🏽", "…", "🙂", "…", "㍿,", "fi", "\"ḋ", "̣!", "ع", "\n", "a", "̊", " ​", "Ⅳ", "　", "½", "\"t"]}
+{"text": " ꟲ \u000b12345678  \r
👍🏽𐞁", "tokens": 23, "pieces": [" ꟲ", " ", "\u000b", "123", "456", "78", "  \r", "
", "👍🏽", "𐞁"]}
+{"text": "½9🙂ß", "tokens": 5, "pieces": ["½9", "🙂ß"]}
+{"text": "'Re9́<\n漢t\"½#$%\u000b\u000b字٣٤٥٦('M'M#$%'‍　\"'S字​<|fim_prefix|> 'VE\u000b👍🏽'TZ​d", "tokens": 54, "pieces": ["'Re", "9", "́<\n", "漢t", "\"", "½", "#$%", "\u000b", "\u000b字", "٣٤٥", "٦", "('", "M", "'M", "#$%'‍", "　", "\"'", "S字", "​<|", "fim", "_prefix", "|>", " '", "VE", "\u000b", "👍🏽'", "TZ", "​d"]}
+{"text": "!\r\n​　　0ſ'T'reḍ̇​  ㋿#$%9EOT​", "tokens": 26, "pieces": ["!\r\n", "​", "　", "　", "0", "ſ", "'T", "'re", "ḋ", "̣​", " ", " ㋿#$%", "9", "EOT", "​"]}
+{"text": "'VE'S<META_START>.\r\n\r\n٣٤٥٦<|fim_prefix|>\r'VEＡ\nＡZ\u000b.", "tokens": 34, "pieces": ["'VE", "'S", "<META", "_START", ">.\r\n\r\n", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>\r", "'VE", "Ａ", "\n", "ＡZ", "\u000b", "."]}
+{"text": "'VE!.12345678éＡ'<EOT>fiea   \nḍ̇\t'Re0'm#$%𐞁!!‍EOT<|endoftext|>　Ａ,३Dž", "tokens": 53, "pieces": ["'VE", "!.", "123", "456", "78", "e", "́Ａ", "'<", "EOT", ">fiea", "   \n", "ḋ", "̣", "\t", "'Re", "0", "'m", "#$%", "𐞁", "!!‍", "EOT", "<|", "endoftext", "|>", "　Ａ", ",", "३", "Dž"]}
+{"text": ".9aＡ!!åé字#$%Ⅳé 
EOT​mm(…‍'字字EOT   \n👍🏽\r\n<META_START>'.'VE🙂", "tokens": 49, "pieces": [".", "9", "aＡ", "!!", "a", "̊é字", "#$%", "Ⅳ", "é", " ", "
EOT", "​mm", "(", "…", "‍'", "字字EOT", "   \n", "👍🏽\r\n", "<META", "_START", ">'.'", "VE", "🙂"]}
+{"text": "<EOT>\r\n👍🏽.sesEOT㋿\"'De!'VE9", "tokens": 21, "pieces": ["<EOT", ">\r\n", "👍🏽.", "sesEOT", "㋿\"'", "De", "!'", "VE", "9"]}
+{"text": "\t!!…'Re<|endoftext|> å12345678Ⅳ漢<'re!!mEOT\tEOT<META_START>ß　<|endoftext|>EOTm-𐞁Ａ ḍ̇漢ⅣZ!é'ſ😀🏽EOT", "tokens": 77, "pieces": ["\t", "!!", "…", "'Re", "<|", "endoftext", "|>", " a", "̊", "123", "456", "78Ⅳ", "漢", "<'", "re", "!!", "mEOT", "\tEOT", "<META", "_START", ">ß", "　", "<|", "endoftext", "|>", "EOTm", "-𐞁Ａ", " ḋ", "̣漢", "Ⅳ", "Z", "!e", "́'", "ſ", "😀🏽", "EOT"]}
+{"text": "\u000b\rm­s'T𐞁Ⅳ're…३é>Ⅳ‍'s'ſ(\r\nfi<字tſEOT½éd́-'reDž\"<|endoftext|>m㋿'M", "tokens": 60, "pieces": ["\u000b\r", "m", "­s", "'T", "𐞁", "Ⅳ", "'re", "…", "३", "e", "́>", "Ⅳ", "‍'", "s", "'ſ", "(\r\n", "fi", "<字tſEOT", "½", "e", "́d", "́-'", "reDž", "\"<|", "endoftext", "|>", "m", "㋿'", "M"]}
+{"text": "Ⅳ#$%'Ree\u000b½<|endoftext|>ß​½Ａ½s 'sEOT𐞁\r\u000b½ḍ̇'٣٤٥٦", "tokens": 47, "pieces": ["Ⅳ", "#$%'", "Ree", "\u000b", "½", "<|", "endoftext", "|>", "ß", "​", "½", "Ａ", "½", "s", " ", "'s", "EOT𐞁", "\r", "\u000b", "½", "ḋ", "̣'", "٣٤٥", "٦"]}
+{"text": "ſé٣٤٥٦0‍t­Ⅳ½ꟲ'llⅣe\"½ ", "tokens": 30, "pieces": ["ſe", "́", "٣٤٥", "٦0", "‍t", "­", "Ⅳ½", "ꟲ", "'ll", "Ⅳ", "e", "\"", "½", " "]}
+{"text": "
>'T½émå9e>😀🏽ém  İéEOT   \n#$%Ⅳ'Rea<|endoftext|>å12345678𐞁ZEOT　字t'T", "tokens": 57, "pieces": ["
", ">'", "T", "½", "e", "́ma", "̊", "9", "e", ">😀🏽", "e", "́m", " ", " İe", "́EOT", "   \n", "#$%", "Ⅳ", "'Re", "a", "<|", "endoftext", "|>", "a", "̊", "123", "456", "78", "𐞁ZEOT", "　字t", "'T"]}
+{"text": "'D.é㋿!\r12345678٣٤٥٦\"fi<é㋿İ-\r\n\n𐞁ع\n\"é'S.'ll#$%!", "tokens": 44, "pieces": ["'D", ".e", "́㋿!\r", "123", "456", "78٣", "٤٥٦", "\"fi", "<e", "́㋿", "İ", "-\r\n\n", "𐞁ع", "\n", "\"é", "'S", ".'", "ll", "#$%!"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "字ß'Re\n𐞁åḍ̇漢å\t'S!!'ſ9<|fim_prefix|>\ts'M३'Dع㋿<EOT>\r\u000bⅣm\n-𐞁㍿", "tokens": 62, "pieces": ["字ß", "'Re", "\n", "𐞁a", "̊ḋ", "̣漢a", "̊", "\t", "'S", "!!'", "ſ", "9", "<|", "fim", "_prefix", "|>", "\ts", "'M", "३", "'D", "ع", "㋿<", "EOT", ">\r", "\u000b", "Ⅳ", "m", "\n", "-𐞁", "㍿"]}
+{"text": "\n're'reDžfi
Dž  \r\n", "tokens": 13, "pieces": ["\n", "'re", "'re", "Džfi", "
Dž", "  \r\n"]}
+{"text": "!EOT.'ſ   \n'T<EOT>'re'VE'Dſ   字 <EOT>", "tokens": 24, "pieces": ["!EOT", ".'", "ſ", "   \n", "'T", "<EOT", ">'", "re", "'VE", "'D", "ſ", "  ", " 字", " <", "EOT", ">"]}
+{"text": "'sm!　  t\"٣٤٥٦漢Zé'll 'll!٣٤٥٦  -00㋿́\u000b   \n m　́'Ddع .Dž𐞁", "tokens": 56, "pieces": ["'s", "m", "!", "　 ", " t", "\"", "٣٤٥", "٦", "漢Ze", "́'", "ll", " '", "ll", "!", "٣٤٥", "٦", " ", " -", "00", "㋿́", "\u000b   \n", " m", "　", "́'", "Ddع", " .", "Dž𐞁"]}
+{"text": "'S  'ſ   \nt
<EOT>​fi\nſ㍿9'VE12345678Z㍿<|endoftext|>Ⅳ👍🏽's<<META_START>\n\r\n\r\n", "tokens": 53, "pieces": ["'S", " ", " '", "ſ", "   \n", "t", "
", "<EOT", ">​", "fi", "\n", "ſ", "㍿", "9", "'VE", "123", "456", "78", "Z", "㍿<|", "endoftext", "|>", "Ⅳ", "👍🏽'", "s", "<<", "META", "_START", ">\n\r\n\r\n"]}
+{"text": "漢👍🏽.Džſ0!!\r\n'T9å <META_START>åaåEOTİꟲ㍿‍㋿\t\tḍ̇", "tokens": 52, "pieces": ["漢", "👍🏽.", "Džſ", "0", "!!\r\n", "'T", "9", "a", "̊", " ", "<META", "_START", ">a", "̊aa", "̊EOTİꟲ", "㍿‍㋿", "\t", "\tḋ", "̣"]}
+{"text": "Z\r\n\r\n\r'ſ'MZ\r,12345678㍿㍿", "tokens": 19, "pieces": ["Z", "\r\n\r\n\r", "'ſ", "'M", "Z", "\r", ",", "123", "456", "78", "㍿㍿"]}
+{"text": "　\rd'ſa😀🏽're३<㋿\r\n\r\nꟲZ<🙂's  <|fim_prefix|>mꟲ👍🏽字", "tokens": 48, "pieces": ["　\r", "d", "'ſ", "a", "😀🏽'", "re", "३", "<㋿\r\n\r\n", "ꟲZ", "<🙂'", "s", " ", " <|", "fim", "_prefix", "|>", "mꟲ", "👍🏽", "字"]}
+{"text": "ßİm(\r\n'lléＡ're\rs'DDž!fi३عdＡ'D-
​e㍿!!‍", "tokens": 36, "pieces": ["ßİm", "(\r\n", "'ll", "e", "́Ａ", "'re", "\r", "s", "'D", "Dž", "!fi", "३", "عdＡ", "'D", "-", "
", "​e", "㍿!!‍"]}
+{"text": "㍿ꟲ0dßt's漢   \n🙂😀🏽­ꟲ's👍🏽'Dtm<|endoftext|>é٣٤٥٦#$%!<EOT>字éع<EOT>'ll👍🏽Ａ", "tokens": 73, "pieces": ["㍿ꟲ", "0", "dßt", "'s", "漢", "   \n", "🙂😀🏽­", "ꟲ", "'s", "👍🏽'", "Dtm", "<|", "endoftext", "|>", "e", "́", "٣٤٥", "٦", "#$%!<", "EOT", ">字éع", "<EOT", ">'", "ll", "👍🏽", "Ａ"]}
+{"text": "\u000b<|endoftext|>Ａ‍ß0#$%ⅣtZ>
're　Dž-ع!e\tß'ſ　é  ع<EOT>ß,<　
ḍ̇", "tokens": 54, "pieces": ["\u000b", "<|", "endoftext", "|>", "Ａ", "‍ß", "0", "#$%", "Ⅳ", "tZ", ">", "
", "'re", "　Dž", "-ع", "!e", "\tß", "'ſ", "　e", "́", " ", " ع", "<EOT", ">ß", ",<", "　", "
ḋ", "̣"]}
+{"text": "éḍ̇\r\n\t0!'T\ts字㋿Dž\u000bع'reEOT'Re!.Z'ſ", "tokens": 30, "pieces": ["e", "́ḋ", "̣\r\n", "\t", "0", "!'", "T", "\ts字", "㋿Dž", "\u000bع", "'re", "EOT", "'Re", "!.", "Z", "'ſ"]}
+{"text": "ḍ̇é<META_START>e!㍿\"'D👍🏽\"fidＡ'M'VE'!!🙂½\r\n\r\n>'s's
Zḍ̇'ll9漢m٣٤٥٦Z#$%(­", "tokens": 66, "pieces": ["ḋ", "̣é", "<META", "_START", ">e", "!㍿\"'", "D", "👍🏽\"", "fidＡ", "'M", "'VE", "'!!🙂", "½", "\r\n\r\n", ">'", "s", "'s", "
Zḋ", "̣'", "ll", "9", "漢m", "٣٤٥", "٦", "Z", "#$%(­"]}
+{"text": "0'lléa😀🏽 \r\n\r\n字… e'Tt> e  'Té​12345678EOTZ㋿
.½0Ａ㍿字𐞁́漢m'sa", "tokens": 54, "pieces": ["0", "'ll", "éa", "😀🏽", " \r\n\r\n", "字", "…", " e", "'T", "t", ">", " e", " ", " '", "Te", "́​", "123", "456", "78", "EOTZ", "㋿", "
", ".", "½0", "Ａ", "㍿字𐞁", "́漢m", "'s", "a"]}
+{"text": "<|fim_prefix|>漢　fi𐞁ع#$%.😀🏽#$%#$%12345678½ꟲ'Re!å'Reع😀🏽\n'sfi\ńＡ½\t.>　'M's🙂", "tokens": 65, "pieces": ["<|", "fim", "_prefix", "|>", "漢", "　fi𐞁ع", "#$%.😀🏽#$%#$%", "123", "456", "78½", "ꟲ", "'Re", "!a", "̊'", "Reع", "😀🏽\n", "'s", "fi", "\n", "́Ａ", "½", "\t", ".>", "　", "'M", "'s", "🙂"]}
+{"text": "½'s
　　12345678   \nſEOT<EOT>\r㍿Zḍ̇!EOTſ'T\r\nß 𐞁", "tokens": 40, "pieces": ["½", "'s", "
　", "　", "123", "456", "78", "   \n", "ſEOT", "<EOT", ">\r", "㍿Zḋ", "̣!", "EOTſ", "'T", "\r\n", "ß", " 𐞁"]}
+{"text": "'ſ<|fim_prefix|>'Rea12345678'll­٣٤٥٦Z0३9'Res<META_START>", "tokens": 36, "pieces": ["'ſ", "<|", "fim", "_prefix", "|>'", "Rea", "123", "456", "78", "'ll", "­", "٣٤٥", "٦", "Z", "0३9", "'Re", "s", "<META", "_START", ">"]}
+{"text": "३12345678e-Zİe  Ⅳ'(\r\n\r\n‍\r\n\r\né   \n漢㍿\nＡ㍿å<
   \nEOT­Ⅳ,\"9<|endoftext|>\t9\u000b\r", "tokens": 56, "pieces": ["३12", "345", "678", "e", "-Zİe", " ", " ", "Ⅳ", "'(\r\n\r\n", "‍\r\n\r\n", "é", "   \n", "漢", "㍿\n", "Ａ", "㍿a", "̊<", "
   \n", "EOT", "­", "Ⅳ", ",\"", "9", "<|", "endoftext", "|>", "\t", "9", "\u000b\r"]}
+{"text": "é'VE''Ta  
<.­👍🏽\nİ\u000b#$%d٣٤٥٦'ſ'll '漢'Re‍½😀🏽'VE٣٤٥٦", "tokens": 58, "pieces": ["e", "́'", "VE", "''", "Ta", "  ", "
", "<.­👍🏽\n", "İ", "\u000b", "#$%", "d", "٣٤٥", "٦", "'ſ", "'ll", " '", "漢", "'Re", "‍", "½", "😀🏽'", "VE", "٣٤٥", "٦"]}
+{"text": "'Mfi  \r\n12345678EOT   ٣٤٥٦éZİſ …,👍🏽!", "tokens": 36, "pieces": ["'M", "fi", "  \r\n", "123", "456", "78", "EOT", "  ", " ", "٣٤٥", "٦", "éZİſ", " ", "…", ",👍🏽!"]}
+{"text": "'🙂😀🏽a\"-  0  <EOT>'𐞁'VEßé'D३👍🏽İ'D<EOT>👍🏽ßＡ'VEt ㋿  \tİé", "tokens": 61, "pieces": ["'🙂😀🏽", "a", "\"-", " ", " ", "0", " ", " <", "EOT", ">'", "𐞁", "'VE", "ße", "́'", "D", "३", "👍🏽", "İ", "'D", "<EOT", ">👍🏽", "ßＡ", "'VE", "t", " ", "㋿", "  ", "\tİé"]}
+{"text": "👍🏽aßa\" .å", "tokens": 14, "pieces": ["👍🏽", "aßa", "\"", " .", "a", "̊"]}
+{"text": "   \nꟲ½\te\u000b३ع'Re漢'T9Ⅳ'>३-<EOT><|fim_prefix|><­-'D'll'D'sİ<|endoftext|>12345678EOT
", "tokens": 52, "pieces": ["   \n", "ꟲ", "½", "\te", "\u000b", "३", "ع", "'Re", "漢", "'T", "9Ⅳ", "'>", "३", "-<", "EOT", "><|", "fim", "_prefix", "|><­-'", "D", "'ll", "'D", "'s", "İ", "<|", "endoftext", "|>", "123", "456", "78", "EOT", "
"]}
+{"text": "İåeEOT\n‍👍🏽‍😀🏽 \r\n\r\n12345678", "tokens": 27, "pieces": ["İa", "̊eEOT", "\n", "‍👍🏽‍😀🏽", " \r\n\r\n", "123", "456", "78"]}
+{"text": "#$%'ſ\r\n  90😀🏽<|fim_prefix|>'ſ     \n   \n­㋿då", "tokens": 31, "pieces": ["#$%'", "ſ", "\r\n", " ", " ", "90", "😀🏽<|", "fim", "_prefix", "|>'", "ſ", "     \n   \n", "­㋿", "da", "̊"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'s'<|endoftext|>EOTعdİ\"å\ta", "tokens": 17, "pieces": ["'s", "'<|", "endoftext", "|>", "EOTعdİ", "\"a", "̊", "\ta"]}
+{"text": "'Ａ🙂   \n's\r12345678're", "tokens": 12, "pieces": ["'Ａ", "🙂", "   \n", "'s", "\r", "123", "456", "78", "'re"]}
+{"text": "ꟲ<'M>", "tokens": 6, "pieces": ["ꟲ", "<'", "M", ">"]}
+{"text": "👍🏽<META_START>fißå<İ㍿#$%'Re٣٤٥٦0́٣٤٥٦Z<|endoftext|>‍<|endoftext|>ß👍🏽ßfi,", "tokens": 70, "pieces": ["👍🏽<", "META", "_START", ">fißa", "̊<", "İ", "㍿#$%'", "Re", "٣٤٥", "٦0", "́", "٣٤٥", "٦", "Z", "<|", "endoftext", "|>‍<|", "endoftext", "|>", "ß", "👍🏽", "ßfi", ","]}
+{"text": "​<|fim_prefix|>\r'T㋿'VE字.​EOT,'T३", "tokens": 24, "pieces": ["​<|", "fim", "_prefix", "|>\r", "'T", "㋿'", "VE字", ".​", "EOT", ",'", "T", "३"]}
+{"text": "<META_START>\u000b", "tokens": 5, "pieces": ["<META", "_START", ">", "\u000b"]}
+{"text": "12345678㋿Džé½<META_START>>\"!!e'Re…'M٣٤٥٦EOTİ😀🏽", "tokens": 37, "pieces": ["123", "456", "78", "㋿Džé", "½", "<META", "_START", ">>\"!!", "e", "'Re", "…", "'M", "٣٤٥", "٦", "EOTİ", "😀🏽"]}
+{"text": "\"å\u000bⅣ.e  é३", "tokens": 11, "pieces": ["\"a", "̊", "\u000b", "Ⅳ", ".e", " ", " é", "३"]}
+{"text": "👍🏽ZDž<|endoftext|>  ", "tokens": 17, "pieces": ["👍🏽", "ZDž", "<|", "endoftext", "|>", "  "]}
+{"text": "​\r\nḍ̇́å'T　Z漢0

'Re\r\nå٣٤٥٦\t½㋿ꟲ'T㋿　㍿😀🏽 'VEß'refi>\nḍ̇m's12345678-ß\r\n", "tokens": 76, "pieces": ["​\r\n", "ḋ", "̣́", "a", "̊'", "T", "　Z漢", "0", "
", "
", "'Re", "\r\n", "a", "̊", "٣٤٥", "٦", "\t", "½", "㋿ꟲ", "'T", "㋿", "　", "㍿😀🏽", " '", "VEß", "'re", "fi", ">\n", "ḋ", "̣m", "'s", "123", "456", "78", "-ß", "\r\n"]}
+{"text": "½  12345678('ſ<EOT>😀🏽<|endoftext|>𐞁😀🏽\r\n\r\n(!'Sſ<|fim_prefix|>Z's👍🏽 👍🏽,", "tokens": 62, "pieces": ["½", " ", " ", "123", "456", "78", "('", "ſ", "<EOT", ">😀🏽<|", "endoftext", "|>", "𐞁", "😀🏽\r\n\r\n", "(!'", "Sſ", "<|", "fim", "_prefix", "|>", "Z", "'s", "👍🏽", " ", "👍🏽,"]}
+{"text": "'llⅣ३>½12345678ḍ̇́é>a>'D(\r\n\r\n,12345678'M", "tokens": 29, "pieces": ["'ll", "Ⅳ३", ">", "½12", "345", "678", "ḋ", "̣́", "e", "́>", "a", ">'", "D", "(\r\n\r\n", ",", "123", "456", "78", "'M"]}
+{"text": "İ字㋿㋿Z'Sع
ḍ̇EOT.'D
㋿e 🙂12345678\u000b,<META_START>ßå'Reé🙂,   \ne'ſ३'s>‍\"ꟲ's'", "tokens": 65, "pieces": ["İ字", "㋿㋿", "Z", "'S", "ع", "
ḋ", "̣EOT", ".'", "D", "
", "㋿e", " 🙂", "123", "456", "78", "\u000b", ",<", "META", "_START", ">ßa", "̊'", "Ree", "́🙂,", "   \n", "e", "'ſ", "३", "'s", ">‍\"", "ꟲ", "'s", "'"]}
+{"text": "m👍🏽", "tokens": 7, "pieces": ["m", "👍🏽"]}
+{"text": "字ⅣDž​  -0漢12345678", "tokens": 14, "pieces": ["字", "Ⅳ", "Dž", "​", " ", " -", "0", "漢", "123", "456", "78"]}
+{"text": "'DEOT'   \n 0字Z३", "tokens": 11, "pieces": ["'D", "EOT", "'", "   \n", " ", "0", "字Z", "३"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<!㋿12345678​(<EOT>字Ⅳm​d‍½'re👍🏽,\nDžs㍿𐞁Z12345678\r\n", "tokens": 44, "pieces": ["<!㋿", "123", "456", "78", "​(<", "EOT", ">字", "Ⅳ", "m", "​d", "‍", "½", "'re", "👍🏽,\n", "Džs", "㍿𐞁Z", "123", "456", "78", "\r\n"]}
+{"text": "'ſ<|endoftext|>t'Tdaع👍🏽字\rZ'Mꟲ\r  漢\t0fi<|endoftext|>'MⅣe',३­Ａt­​Ⅳé½><|fim_prefix|>", "tokens": 68, "pieces": ["'ſ", "<|", "endoftext", "|>", "t", "'T", "daع", "👍🏽", "字", "\r", "Z", "'M", "ꟲ", "\r", " ", " 漢", "\t", "0", "fi", "<|", "endoftext", "|>'", "M", "Ⅳ", "e", "',", "३", "­Ａt", "­​", "Ⅳ", "e", "́", "½", "><|", "fim", "_prefix", "|>"]}
+{"text": "İ'Ré　Ⅳ ſ'reZsm\ń 'Tḍ̇'reEOT　​    \n𐞁\r<EOT>'Sa'Té٣٤٥٦­́٣٤٥٦DžⅣＡ", "tokens": 63, "pieces": ["İ", "'Re", "́", "　", "Ⅳ", " ſ", "'re", "Zsm", "\n", "́", " '", "Tḋ", "̣'", "reEOT", "　", "​", "    \n", "𐞁", "\r", "<EOT", ">'", "Sa", "'T", "é", "٣٤٥", "٦", "­́", "٣٤٥", "٦", "Dž", "Ⅳ", "Ａ"]}
+{"text": "…字\u000btå>'T字'VEḍ̇½<seEOTꟲ'sd­ 9é.漢'VE'Re‍", "tokens": 40, "pieces": ["…字", "\u000bta", "̊>'", "T字", "'VE", "ḋ", "̣", "½", "<seEOTꟲ", "'s", "d", "­", " ", "9", "e", "́.", "漢", "'VE", "'Re", "‍"]}
+{"text": "t漢ع'M", "tokens": 5, "pieces": ["t漢ع", "'M"]}
+{"text": "Ź's12345678Z<META_START>İ'sé\r\n\r\n­ßs\r\n\r\nfi<9're\n'MéⅣ<|fim_prefix|>#$%.\"'Te३ \r\n\r\n>　e٣٤٥٦\u000bed", "tokens": 60, "pieces": ["Z", "́'", "s", "123", "456", "78", "Z", "<META", "_START", ">İ", "'s", "e", "́\r\n\r\n", "­ßs", "\r\n\r\n", "fi", "<", "9", "'re", "\n", "'M", "e", "́", "Ⅳ", "<|", "fim", "_prefix", "|>#$%.\"'", "Te", "३", " \r\n\r\n", ">", "　e", "٣٤٥", "٦", "\u000bed"]}
+{"text": "'s'll  ३Džad'll-　 ㍿'T'ſ\"Ⅳ  字漢 ३ !!İa\r\n\r\n३0s", "tokens": 40, "pieces": ["'s", "'ll", " ", " ", "३", "Džad", "'ll", "-", "　", " ", "㍿'", "T", "'ſ", "\"", "Ⅳ", " ", " 字漢", " ", "३", " ", "!!", "İa", "\r\n\r\n", "३0", "s"]}
+{"text": " ‍㍿'VEEOT-\t🙂́12345678\r\n\r\n'Re#$%😀🏽​🙂-\r\n\r\n😀🏽're#$%ع,'VEEOT㍿👍🏽é𐞁m'D　👍🏽٣٤٥٦\"(ſ", "tokens": 80, "pieces": [" ", "‍㍿'", "VEEOT", "-", "\t", "🙂́", "123", "456", "78", "\r\n\r\n", "'Re", "#$%😀🏽​🙂-\r\n\r\n", "😀🏽'", "re", "#$%", "ع", ",'", "VEEOT", "㍿👍🏽", "é𐞁m", "'D", "　", "👍🏽", "٣٤٥", "٦", "\"(", "ſ"]}
+{"text": ".a\r\n
'Sꟲ㋿fiDž\n9fi 9🙂'Re👍🏽 d……३", "tokens": 38, "pieces": [".a", "\r\n", "
", "'S", "ꟲ", "㋿fiDž", "\n", "9", "fi", " ", "9", "🙂'", "Re", "👍🏽", " d", "…", "…", "३"]}
+{"text": "d👍🏽fi!m漢<EOT>漢!!‍EOT\r\n<|fim_prefix|>'Re­'ll㍿　🙂\r\n\r\n,'Dḍ̇e­　­étع́'llß<|endoftext|>\r　-", "tokens": 71, "pieces": ["d", "👍🏽", "fi", "!m漢", "<EOT", ">漢", "!!‍", "EOT", "\r\n", "<|", "fim", "_prefix", "|>'", "Re", "­'", "ll", "㍿", "　", "🙂\r\n\r\n", ",'", "Dḋ", "̣e", "­", "　", "­e", "́tع", "́'", "llß", "<|", "endoftext", "|>\r", "　", "-"]}
+{"text": "<|endoftext|>'S!eⅣ\r\n<EOT>aéEOT'ſ\r\n\r\n­<|endoftext|>sß　👍🏽ⅣéEOT​", "tokens": 46, "pieces": ["<|", "endoftext", "|>'", "S", "!e", "Ⅳ", "\r\n", "<EOT", ">aéEOT", "'ſ", "\r\n\r\n", "­<|", "endoftext", "|>", "sß", "　", "👍🏽", "Ⅳ", "éEOT", "​"]}
+{"text": "\ŕ<|fim_prefix|>'D'M  
ḍ̇s   \n😀🏽#$%Ａéİ　㋿\n  ", "tokens": 38, "pieces": ["\r", "́<|", "fim", "_prefix", "|>'", "D", "'M", "  ", "
ḋ", "̣s", "   \n", "😀🏽#$%", "Ａéİ", "　", "㋿\n", "  "]}
+{"text": "ꟲ\"Zḍ̇ååfiꟲ", "tokens": 21, "pieces": ["ꟲ", "\"Zḋ", "̣a", "̊a", "̊fiꟲ"]}
+{"text": "\r\n\r\nm'll're'VE\u000b<META_START>EOTd\t🙂're٣٤٥٦ꟲ漢\t字#$%ḍ̇\"de", "tokens": 42, "pieces": ["\r\n\r\n", "m", "'ll", "'re", "'VE", "\u000b", "<META", "_START", ">EOTd", "\t", "🙂'", "re", "٣٤٥", "٦", "ꟲ漢", "\t字", "#$%", "ḋ", "̣\"", "de"]}
+{"text": ".漢\t'㋿12345678ßZEOT'VE <\r   \n…㍿(fis㍿'VEDž's-ſ12345678٣٤٥٦", "tokens": 51, "pieces": [".漢", "\t", "'㋿", "123", "456", "78", "ßZEOT", "'VE", " ", "<\r", "   \n", "…", "㍿(", "fis", "㍿'", "VEDž", "'s", "-ſ", "123", "456", "78٣", "٤٥٦"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'TEOT\"-ſ㋿   \n㋿", "tokens": 13, "pieces": ["'T", "EOT", "\"-", "ſ", "㋿", "   \n", "㋿"]}
+{"text": ".'llåm0'T­‍'VE're  m½\ŕ\t", "tokens": 19, "pieces": [".'", "lla", "̊m", "0", "'T", "­‍'", "VE", "'re", " ", " m", "½", "\r", "́", "\t"]}
+{"text": "'Re😀🏽३'Mt<META_START>", "tokens": 14, "pieces": ["'Re", "😀🏽", "३", "'M", "t", "<META", "_START", ">"]}
+{"text": "ⅣZå\r!('llDž\r\n
ßſ're 𐞁'sꟲ", "tokens": 28, "pieces": ["Ⅳ", "Za", "̊\r", "!('", "llDž", "\r\n", "
ßſ", "'re", " 𐞁", "'s", "ꟲ"]}
+{"text": "👍🏽d́.\r\n३   \n\"　\t😀🏽e  Z'ḍ̇EOT👍🏽>", "tokens": 38, "pieces": ["👍🏽", "d", "́.\r\n", "३", "   \n", "\"", "　", "\t", "😀🏽", "e", " ", " Z", "'ḋ", "̣EOT", "👍🏽>"]}
+{"text": "9m㋿12345678's'S'Ts'Re'Re\t<|fim_prefix|>.\"\r\n", "tokens": 23, "pieces": ["9", "m", "㋿", "123", "456", "78", "'s", "'S", "'T", "s", "'Re", "'Re", "\t", "<|", "fim", "_prefix", "|>.\"\r\n"]}
+{"text": "EOT!字,'ſ字\r😀🏽é<EOT>İ#$%٣٤٥٦३m🙂\"<META_START>.é'S🙂ḍ̇ſ   \n   \n\" 9EOTe", "tokens": 59, "pieces": ["EOT", "!字", ",'", "ſ字", "\r", "😀🏽", "e", "́<", "EOT", ">İ", "#$%", "٣٤٥", "٦३", "m", "🙂\"<", "META", "_START", ">.", "é", "'S", "🙂ḋ", "̣ſ", "   \n   \n", "\"", " ", "9", "EOTe"]}
+{"text": "   \na\r\n\r\n9<META_START>'ll<'VE'Re漢
­\r\nⅣ\u000b㋿字🙂(>Ａ", "tokens": 31, "pieces": ["   \n", "a", "\r\n\r\n", "9", "<META", "_START", ">'", "ll", "<'", "VE", "'Re", "漢", "
", "­\r\n", "Ⅳ", "\u000b", "㋿字", "🙂(>", "Ａ"]}
+{"text": "<EOT>㋿ſ Ⅳ ><|fim_prefix|>
Z🙂
d\t", "tokens": 28, "pieces": ["<EOT", ">㋿", "ſ", " ", "Ⅳ", " ", "><|", "fim", "_prefix", "|>", "
Z", "🙂", "
d", "\t"]}
+{"text": "
((½Ⅳ 𐞁‍#$%(é'T<#$%éEOTZ12345678's\n‍\u000b.ſe<|endoftext|>㋿​́>㋿<|fim_prefix|>
字<META_START>Dž٣٤٥٦", "tokens": 76, "pieces": ["
", "((", "½Ⅳ", " 𐞁", "‍#$%(", "é", "'T", "<#$%", "éEOTZ", "123", "456", "78", "'s", "\n", "‍", "\u000b", ".ſe", "<|", "endoftext", "|>㋿​́>㋿<|", "fim", "_prefix", "|>", "
字", "<META", "_START", ">Dž", "٣٤٥", "٦"]}
+{"text": "­漢EOT'D३é \r\n\r\n‍'s㍿   \n'll\n12345678ßEOTtd İع‍e#$%  İ'VEßＡ", "tokens": 42, "pieces": ["­漢EOT", "'D", "३", "é", " \r\n\r\n", "‍'", "s", "㍿", "   \n", "'ll", "\n", "123", "456", "78", "ßEOTtd", " İع", "‍e", "#$%", " ", " İ", "'VE", "ßＡ"]}
+{"text": "fi'S,\r\n\"​<😀🏽", "tokens": 12, "pieces": ["fi", "'S", ",\r\n", "\"​<😀🏽"]}
+{"text": "ſ­ EOT'ſ<META_START>
'Re👍🏽😀🏽Dž\u000bad🙂s", "tokens": 33, "pieces": ["ſ", "­", " EOT", "'ſ", "<META", "_START", ">", "
", "'Re", "👍🏽😀🏽", "Dž", "\u000bad", "🙂s"]}
+{"text": "<|endoftext|>İ\n…-👍🏽㍿m's　­Džt <|fim_prefix|>12345678'T<|fim_prefix|>dḍ̇a", "tokens": 54, "pieces": ["<|", "endoftext", "|>", "İ", "\n", "…", "-👍🏽㍿", "m", "'s", "　", "­Džt", " ", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'T", "<|", "fim", "_prefix", "|>", "dḋ", "̣a"]}
+{"text": "('D\r'ſ", "tokens": 6, "pieces": ["('", "D", "\r", "'ſ"]}
+{"text": "!!aé<EOT>e\"漢  漢 .㍿　", "tokens": 19, "pieces": ["!!", "ae", "́<", "EOT", ">e", "\"漢", " ", " 漢", " .㍿", "　"]}
+{"text": "å½­12345678\t,ع,as'VE\r  ٣٤٥٦ḍ̇३   \n㍿٣٤٥٦　ſå½𐞁ßḍ̇\n12345678ǻ", "tokens": 70, "pieces": ["a", "̊", "½", "­", "123", "456", "78", "\t", ",ع", ",as", "'VE", "\r", " ", " ", "٣٤٥", "٦", "ḋ", "̣", "३", "   \n", "㍿", "٣٤٥", "٦", "　ſa", "̊", "½", "𐞁ßḋ", "̣\n", "123", "456", "78", "a", "̊́"]}
+{"text": "é'Tm
.́字
're​   \né'll", "tokens": 19, "pieces": ["e", "́'", "Tm", "
", ".́", "字", "
", "'re", "​", "   \n", "e", "́'", "ll"]}
+{"text": "㋿9EOT½,'re'S!'ſ<|endoftext|>🙂३İ're'T\r\n…ꟲ#$%'Sḍ̇😀🏽12345678'ſḍ̇\r's𐞁!!\n
漢#$%", "tokens": 70, "pieces": ["㋿", "9", "EOT", "½", ",'", "re", "'S", "!'", "ſ", "<|", "endoftext", "|>🙂", "३", "İ", "'re", "'T", "\r\n", "…ꟲ", "#$%'", "Sḋ", "̣😀🏽", "123", "456", "78", "'ſ", "ḋ", "̣\r", "'s", "𐞁", "!!\n", "
漢", "#$%"]}
+{"text": ".fi　ꟲt12345678<EOT>\n㍿ḍ̇\r\n\r\ń<td\r\ń(t!", "tokens": 31, "pieces": [".fi", "　ꟲt", "123", "456", "78", "<EOT", ">\n", "㍿ḋ", "̣\r\n\r\n", "́<", "td", "\r\n", "́(", "t", "!"]}
+{"text": "İ<|endoftext|>EOTＡ\"e>　 \"㍿", "tokens": 20, "pieces": ["İ", "<|", "endoftext", "|>", "EOTＡ", "\"e", ">", "　", " \"㍿"]}
+{"text": "ſ<|endoftext|>9Ａ-'re>½>́ ", "tokens": 19, "pieces": ["ſ", "<|", "endoftext", "|>", "9", "Ａ", "-'", "re", ">", "½", ">́", " "]}
+{"text": "Ａ   \n(Ⅳ'VEſ(ZZå\r\n\r\nå\"  s㍿ḍ̇㍿9e.!!́\n", "tokens": 39, "pieces": ["Ａ", "   \n", "(", "Ⅳ", "'VE", "ſ", "(ZZa", "̊\r\n\r\n", "a", "̊\"", " ", " s", "㍿ḋ", "̣㍿", "9", "e", ".!!́\n"]}
+{"text": "ꟲDž !<\r\n're  -", "tokens": 11, "pieces": ["ꟲDž", " !<\r\n", "'re", " ", " -"]}
+{"text": "ß9<|fim_prefix|>'sⅣ'sḍ̇éſ\t#$%Ａ'Mé­9\u000bés>　​<EOT>漢's😀🏽'll ½!!\r\n'M'T‍\n", "tokens": 61, "pieces": ["ß", "9", "<|", "fim", "_prefix", "|>'", "s", "Ⅳ", "'s", "ḋ", "̣e", "́ſ", "\t", "#$%", "Ａ", "'M", "é", "­", "9", "\u000be", "́s", ">", "　", "​<", "EOT", ">漢", "'s", "😀🏽'", "ll", " ", "½", "!!\r\n", "'M", "'T", "‍\n"]}
+{"text": "́,字́\"d's'S\r\n　½9'D  ḍ̇½🙂ꟲ'́漢!!🙂", "tokens": 32, "pieces": ["́,", "字", "́\"", "d", "'s", "'S", "\r\n", "　", "½9", "'D", " ", " ḋ", "̣", "½", "🙂ꟲ", "'́", "漢", "!!🙂"]}
+{"text": "#$%ZꟲＡam!9Ⅳß½́12345678!!", "tokens": 20, "pieces": ["#$%", "ZꟲＡam", "!", "9Ⅳ", "ß", "½", "́", "123", "456", "78", "!!"]}
+{"text": "
\r\n\r\n㍿<0\r\nß'9<|endoftext|>ſ", "tokens": 21, "pieces": ["
\r\n\r\n", "㍿<", "0", "\r\n", "ß", "'", "9", "<|", "endoftext", "|>", "ſ"]}
+{"text": "
ع…-å'S9👍🏽EOT́\"'ḍ̇.'é­<META_START>!́EOT<|fim_prefix|>字åå ", "tokens": 52, "pieces": ["
ع", "…", "-a", "̊'", "S", "9", "👍🏽", "EOT", "́\"'", "ḋ", "̣.'", "é", "­<", "META", "_START", ">!́", "EOT", "<|", "fim", "_prefix", "|>", "字a", "̊a", "̊", " "]}
+{"text": "<|fim_prefix|>𐞁'ſ9ḍ̇
字ꟲع éEOT𐞁 #$%!!<EOT>'ſ​३mEOT\r\nZ(​'s㍿#$%!!\"", "tokens": 64, "pieces": ["<|", "fim", "_prefix", "|>", "𐞁", "'ſ", "9", "ḋ", "̣", "
字ꟲع", " éEOT𐞁", " ", "#$%!!<", "EOT", ">'", "ſ", "​", "३", "mEOT", "\r\n", "Z", "(​'", "s", "㍿#$%!!\""]}
+{"text": "Ⅳ½​m<META_START>\r\nＡ'T…\u000bdDžaİ　<|fim_prefix|>‍'ll<META_START>Ⅳ‍\"\u000b'S-", "tokens": 44, "pieces": ["Ⅳ½", "​m", "<META", "_START", ">\r\n", "Ａ", "'T", "…", "\u000bdDžaİ", "　", "<|", "fim", "_prefix", "|>‍'", "ll", "<META", "_START", ">", "Ⅳ", "‍\"", "\u000b", "'S", "-"]}
+{"text": "ſe… EOT", "tokens": 8, "pieces": ["ſe", "…", " EOT"]}
+{"text": "३('VE漢\r\n\r\n  👍🏽-́a‍#$%<\u000b>😀🏽𐞁ſꟲ'Re
ꟲte'llİ", "tokens": 46, "pieces": ["३", "('", "VE漢", "\r\n\r\n", " ", " 👍🏽-́", "a", "‍#$%<", "\u000b", ">😀🏽", "𐞁ſꟲ", "'Re", "
ꟲte", "'ll", "İ"]}
+{"text": "½‍\r­'reåⅣİé㍿,'s'S", "tokens": 19, "pieces": ["½", "‍\r", "­'", "rea", "̊", "Ⅳ", "İé", "㍿,'", "s", "'S"]}
+{"text": "((
Dž'… 0d\r>aé're'll<|endoftext|>'D'llع<EOT><|fim_prefix|>'>عé're<META_START>9\t   \nＡa", "tokens": 50, "pieces": ["((", "
Dž", "'", "…", " ", "0", "d", "\r", ">aé", "'re", "'ll", "<|", "endoftext", "|>'", "D", "'ll", "ع", "<EOT", "><|", "fim", "_prefix", "|>'>", "عe", "́'", "re", "<META", "_START", ">", "9", "\t   \n", "Ａa"]}
+{"text": "ع'll😀🏽're'Re㋿'M<META_START>字 ", "tokens": 21, "pieces": ["ع", "'ll", "😀🏽'", "re", "'Re", "㋿'", "M", "<META", "_START", ">字", " "]}
+{"text": "fi㋿(d< 0\"Z漢ß‍😀🏽漢''ſé<|fim_prefix|>\r\n!9\"#$%…­EOT👍🏽\t👍🏽'TDž-", "tokens": 63, "pieces": ["fi", "㋿(", "d", "<", " ", "0", "\"Z漢ß", "‍😀🏽", "漢", "''", "ſé", "<|", "fim", "_prefix", "|>\r\n", "!", "9", "\"#$%", "…", "­EOT", "👍🏽", "\t", "👍🏽'", "TDž", "-"]}
+{"text": "ſm🙂…Ⅳ𐞁½́st!'re", "tokens": 18, "pieces": ["ſm", "🙂", "…", "Ⅳ", "𐞁", "½", "́st", "!'", "re"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n\r\n😀🏽ع́字🙂ß३'Re\"𐞁\"'ll  \n㋿12345678🙂\n's\n  #$%!!ꟲ'ſ#$%!!ſ\r\n👍🏽's're'T", "tokens": 60, "pieces": ["\r\n\r\n", "😀🏽", "ع", "́字", "🙂ß", "३", "'Re", "\"𐞁", "\"'", "ll", "  \n", "㋿", "123", "456", "78", "🙂\n", "'s", "\n", " ", " #$%!!", "ꟲ", "'ſ", "#$%!!", "ſ", "\r\n", "👍🏽'", "s", "'re", "'T"]}
+{"text": "㍿㍿<👍🏽\"🙂  déEOTå<EOT>ḍ̇\r\n\r\n's\t<|fim_prefix|>><'S漢<EOT>㋿å're   \n½'D-", "tokens": 62, "pieces": ["㍿㍿<👍🏽\"🙂", " ", " déEOTa", "̊<", "EOT", ">ḋ", "̣\r\n\r\n", "'s", "\t", "<|", "fim", "_prefix", "|>><'", "S漢", "<EOT", ">㋿", "a", "̊'", "re", "   \n", "½", "'D", "-"]}
+{"text": "'VE.́　…\rⅣ<META_START>İ'Re\"é٣٤٥٦'VE\u000b字٣٤٥٦ḍ̇👍🏽0!!Ａ३é12345678mat\r\n'S👍🏽å漢‍'sDžＡ'S", "tokens": 83, "pieces": ["'VE", ".́", "　…\r", "Ⅳ", "<META", "_START", ">İ", "'Re", "\"é", "٣٤٥", "٦", "'VE", "\u000b字", "٣٤٥", "٦", "ḋ", "̣👍🏽", "0", "!!", "Ａ", "३", "e", "́", "123", "456", "78", "mat", "\r\n", "'S", "👍🏽", "a", "̊漢", "‍'", "sDžＡ", "'S"]}
+{"text": "!!字é<|fim_prefix|>'D\r(Ⅳ'Dꟲ,🙂…EOT३'D(   \n   \n­   \n'lléas
'Ree\r\n- ", "tokens": 45, "pieces": ["!!", "字é", "<|", "fim", "_prefix", "|>'", "D", "\r", "(", "Ⅳ", "'D", "ꟲ", ",🙂", "…EOT", "३", "'D", "(", "   \n   \n", "­", "   \n", "'ll", "e", "́as", "
", "'Re", "e", "\r\n", "-", " "]}
+{"text": "…", "tokens": 2, "pieces": ["…"]}
+{"text": "'re<META_START>#$%Dž'😀🏽㋿ع   \nå0­
'lla字''s'S😀🏽'ſ \u000bZ-é \"'ll­👍🏽<|fim_prefix|>ꟲ!!\n", "tokens": 67, "pieces": ["'re", "<META", "_START", ">#$%", "Dž", "'😀🏽㋿", "ع", "   \n", "a", "̊", "0", "­", "
", "'ll", "a字", "''", "s", "'S", "😀🏽'", "ſ", " ", "\u000bZ", "-e", "́", " ", "\"'", "ll", "­👍🏽<|", "fim", "_prefix", "|>", "ꟲ", "!!\n"]}
+{"text": "'D…\u000b🙂a🙂 EOT!!٣٤٥٦12345678\r'Té३\r\n\r\n9'VE", "tokens": 32, "pieces": ["'D", "…", "\u000b", "🙂a", "🙂", " EOT", "!!", "٣٤٥", "٦12", "345", "678", "\r", "'T", "é", "३", "\r\n\r\n", "9", "'VE"]}
+{"text": "'Så\u000be𐞁<META_START>'ſ㍿'s㋿İ'S㍿d\t㋿'S'ſ're's😀🏽३#$%İⅣfi　fifidꟲ<m٣٤٥٦#$%ع", "tokens": 76, "pieces": ["'S", "a", "̊", "\u000be𐞁", "<META", "_START", ">'", "ſ", "㍿'", "s", "㋿İ", "'S", "㍿d", "\t", "㋿'", "S", "'ſ", "'re", "'s", "😀🏽", "३", "#$%", "İ", "Ⅳ", "fi", "　fifidꟲ", "<m", "٣٤٥", "٦", "#$%", "ع"]}
+{"text": "t-a'D>éå㍿'s\té\r٣٤٥٦å­å'Re\r\n<EOT>🙂٣٤٥٦12345678­Ⅳ", "tokens": 53, "pieces": ["t", "-a", "'D", ">éa", "̊㍿'", "s", "\te", "́\r", "٣٤٥", "٦", "a", "̊­", "a", "̊'", "Re", "\r\n", "<EOT", ">🙂", "٣٤٥", "٦12", "345", "678", "­", "Ⅳ"]}
+{"text": "½<EOT>'Re'ſ9>d   \n<'llé0dß12345678'D­ſ#$%'s", "tokens": 27, "pieces": ["½", "<EOT", ">'", "Re", "'ſ", "9", ">d", "   \n", "<'", "llé", "0", "dß", "123", "456", "78", "'D", "­ſ", "#$%'", "s"]}
+{"text": "'VE<META_START>", "tokens": 6, "pieces": ["'VE", "<META", "_START", ">"]}
+{"text": "'re's३'Re12345678eＡ'VE\nＡ,'s<META_START>#$%\n𐞁\"Dž", "tokens": 31, "pieces": ["'re", "'s", "३", "'Re", "123", "456", "78", "eＡ", "'VE", "\n", "Ａ", ",'", "s", "<META", "_START", ">#$%\n", "𐞁", "\"Dž"]}
+{"text": "\n'VE🙂½<|endoftext|><\n'M!'Mꟲ­<EOT>𐞁ꟲ're\u000bfis! 9'Da\r\na👍🏽😀🏽're(  12345678'", "tokens": 64, "pieces": ["\n", "'VE", "🙂", "½", "<|", "endoftext", "|><\n", "'M", "!'", "Mꟲ", "­<", "EOT", ">𐞁ꟲ", "'re", "\u000bfis", "!", " ", "9", "'D", "a", "\r\n", "a", "👍🏽😀🏽'", "re", "(", " ", " ", "123", "456", "78", "'"]}
+{"text": "fi  \t👍🏽12345678're​ꟲ👍🏽EOT٣٤٥٦'ll٣٤٥٦ å('.", "tokens": 47, "pieces": ["fi", "  ", "\t", "👍🏽", "123", "456", "78", "'re", "​ꟲ", "👍🏽", "EOT", "٣٤٥", "٦", "'ll", "٣٤٥", "٦", " a", "̊('."]}
+{"text": "\"\rd㋿\t \t　'S\tså'VE🙂", "tokens": 17, "pieces": ["\"\r", "d", "㋿", "\t \t", "　", "'S", "\tsa", "̊'", "VE", "🙂"]}
+{"text": "m३\r\n 𐞁👍🏽\r's,s😀🏽́­  \r\n\r\n🙂𐞁", "tokens": 32, "pieces": ["m", "३", "\r\n", " 𐞁", "👍🏽\r", "'s", ",s", "😀🏽́­", "  \r\n\r\n", "🙂𐞁"]}
+{"text": "<META_START>0ſ\r!EOT​é'Ḿ\r'M'S​et'reſ\u000b", "tokens": 24, "pieces": ["<META", "_START", ">", "0", "ſ", "\r", "!EOT", "​é", "'M", "́\r", "'M", "'S", "​et", "'re", "ſ", "\u000b"]}
+{"text": "#$%,d
EOT漢\n​Ⅳꟲe'M", "tokens": 18, "pieces": ["#$%,", "d", "
EOT漢", "\n", "​", "Ⅳ", "ꟲe", "'M"]}
+{"text": "><|endoftext|>!ḍ̇'Ré.漢>'M<EOT>", "tokens": 24, "pieces": ["><|", "endoftext", "|>!", "ḋ", "̣'", "Re", "́.", "漢", ">'", "M", "<EOT", ">"]}
+{"text": "Zéſ--Dž<META_START><EOT>'s<EOT>\r\n\r\nꟲ́'VE字漢're!!s\r\n'-<EOT🙂  　#$%", "tokens": 41, "pieces": ["Ze", "́ſ", "--", "Dž", "<META", "_START", "><", "EOT", ">'", "s", "<EOT", ">\r\n\r\n", "ꟲ", "́'", "VE字漢", "'re", "!!", "s", "\r\n", "'-<", "EOT", "🙂", "  ", "　", "#$%"]}
+{"text": " 👍🏽<EOT>
!!\t!!'sꟲ́<ꟲ🙂é'VEＡ\"Z𐞁'-İ<|endoftext|><s9​", "tokens": 51, "pieces": [" ", "👍🏽<", "EOT", ">", "
", "!!", "\t", "!!'", "sꟲ", "́<", "ꟲ", "🙂é", "'VE", "Ａ", "\"Z𐞁", "'-", "İ", "<|", "endoftext", "|><", "s", "9", "​"]}
+{"text": ",tع'D   \nḍ̇㍿'Re\r\n 𐞁'VEd👍🏽​'ll'ReＡ𐞁   \n🙂", "tokens": 42, "pieces": [",tع", "'D", "   \n", "ḋ", "̣㍿'", "Re", "\r\n", " 𐞁", "'VE", "d", "👍🏽​'", "ll", "'Re", "Ａ𐞁", "   \n", "🙂"]}
+{"text": "́'VEDž\nⅣé𐞁‍'M", "tokens": 17, "pieces": ["́'", "VEDž", "\n", "Ⅳ", "é𐞁", "‍'", "M"]}
+{"text": "é   \nEOT
<'‍'Ttå!", "tokens": 16, "pieces": ["e", "́", "   \n", "EOT", "
", "<'‍'", "Tta", "̊!"]}
+{"text": "!!字\r\n\r\n'ſ'D　Z㋿'T(  Ⅳ0eé㋿a're   \n", "tokens": 28, "pieces": ["!!", "字", "\r\n\r\n", "'ſ", "'D", "　Z", "㋿'", "T", "(", " ", " ", "Ⅳ0", "eé", "㋿a", "'re", "   \n"]}
+{"text": "aſ'D👍🏽­㍿aḍ̇\u000b​!   \n'S<|endoftext|>s're9fi>", "tokens": 38, "pieces": ["aſ", "'D", "👍🏽­㍿", "aḋ", "̣", "\u000b", "​!", "   \n", "'S", "<|", "endoftext", "|>", "s", "'re", "9", "fi", ">"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Ⅳ३Ａ٣٤٥٦0éſ\u000b\r𐞁 Džé½ḍ̇sd,'Sa\r\n\r\n३é", "tokens": 42, "pieces": ["Ⅳ३", "Ａ", "٣٤٥", "٦0", "éſ", "\u000b\r", "𐞁", " Džé", "½", "ḋ", "̣sd", ",'", "Sa", "\r\n\r\n", "३", "e", "́"]}
+{"text": "t  d​ß'ſfi-!😀🏽a३'sḍ̇12345678Z'll­'Re#$%
  ,s'Så'Té'ſ(\r\n\r\ntſm'\r\n", "tokens": 58, "pieces": ["t", " ", " d", "​ß", "'ſ", "fi", "-!😀🏽", "a", "३", "'s", "ḋ", "̣", "123", "456", "78", "Z", "'ll", "­'", "Re", "#$%", "
 ", " ,", "s", "'S", "a", "̊'", "Te", "́'", "ſ", "(\r\n\r\n", "tſm", "'\r\n"]}
+{"text": "<EOT>​漢<'DtEOT­ḍ̇<𐞁<字́ 'M're0", "tokens": 28, "pieces": ["<EOT", ">​", "漢", "<'", "DtEOT", "­ḋ", "̣<", "𐞁", "<字", "́", " '", "M", "'re", "0"]}
+{"text": "<META_START>>dé,!!-\rEOT-   \nt  Ⅳ   \n<EOT>\tḍ̇Z字", "tokens": 31, "pieces": ["<META", "_START", ">>", "de", "́,!!-\r", "EOT", "-", "   \n", "t", " ", " ", "Ⅳ", "   \n", "<EOT", ">", "\tḋ", "̣Z字"]}
+{"text": "\r\n
'Sſ٣٤٥٦!!…<META_START>DžZ३'Tع#$%e", "tokens": 31, "pieces": ["\r\n", "
", "'S", "ſ", "٣٤٥", "٦", "!!", "…", "<META", "_START", ">DžZ", "३", "'T", "ع", "#$%", "e"]}
+{"text": "<EOT>fi🙂'👍🏽'M   \n'Ta🙂t \u000b　>Ａ<a", "tokens": 29, "pieces": ["<EOT", ">fi", "🙂'👍🏽'", "M", "   \n", "'T", "a", "🙂t", " \u000b", "　", ">Ａ", "<a"]}
+{"text": ".12345678'𐞁३ع'M(,½́\n३>#$%å'ſ𐞁<|fim_prefix|>ß<EOT>!!🙂….ꟲ\"", "tokens": 54, "pieces": [".", "123", "456", "78", "'𐞁", "३", "ع", "'M", "(,", "½", "́\n", "३", ">#$%", "a", "̊'", "ſ𐞁", "<|", "fim", "_prefix", "|>", "ß", "<EOT", ">!!🙂", "…", ".ꟲ", "\""]}
+{"text": "<|fim_prefix|>>   \n𐞁e", "tokens": 13, "pieces": ["<|", "fim", "_prefix", "|>>", "   \n", "𐞁e"]}
+{"text": "'Dt-ḍ̇३'ſ'dZ.m\r\n‍\r\n\r\n,Dž\r''M'VE", "tokens": 28, "pieces": ["'D", "t", "-ḋ", "̣", "३", "'ſ", "'d", "Z", ".m", "\r\n", "‍\r\n\r\n", ",Dž", "\r", "''", "M", "'VE"]}
+{"text": "'VE'TＡ<\r\n'S'VEfi漢-#$%\u000b½sééd.½　'S.'ll>🙂Ａ's('T​漢'T", "tokens": 42, "pieces": ["'VE", "'T", "Ａ", "<\r\n", "'S", "'VE", "fi漢", "-#$%", "\u000b", "½", "se", "́e", "́d", ".", "½", "　", "'S", ".'", "ll", ">🙂", "Ａ", "'s", "('", "T", "​漢", "'T"]}
+{"text": "'S<META_START>\"𐞁\r\n\r\n字‍,
\"🙂‍.aa!9'Dta'M​\t\nZ\t　…m­İ<META_START>𐞁,Za㋿'re", "tokens": 53, "pieces": ["'S", "<META", "_START", ">\"", "𐞁", "\r\n\r\n", "字", "‍,", "
", "\"🙂‍.", "aa", "!", "9", "'D", "ta", "'M", "​", "\t\n", "Z", "\t　", "…m", "­İ", "<META", "_START", ">𐞁", ",Za", "㋿'", "re"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㋿å㍿12345678<EOT>(-<|endoftext|>><EOT>!!\r\n'ſ<META_START>'VEſ
'sZ<|endoftext|>😀🏽9ßİ‍…EOTⅣع's(ſ <|fim_prefix|>", "tokens": 77, "pieces": ["㋿a", "̊㍿", "123", "456", "78", "<EOT", ">(-<|", "endoftext", "|>><", "EOT", ">!!\r\n", "'ſ", "<META", "_START", ">'", "VEſ", "
", "'s", "Z", "<|", "endoftext", "|>😀🏽", "9", "ßİ", "‍", "…EOT", "Ⅳ", "ع", "'s", "(ſ", " <|", "fim", "_prefix", "|>"]}
+{"text": "  '‍\r\n9-'ree'rea\r\n\r\n३𐞁(́Dž<META_START>…'Ree😀🏽\"🙂'D0,fi", "tokens": 43, "pieces": [" ", " '‍\r\n", "9", "-'", "ree", "'re", "a", "\r\n\r\n", "३", "𐞁", "(́", "Dž", "<META", "_START", ">", "…", "'Re", "e", "😀🏽\"🙂'", "D", "0", ",fi"]}
+{"text": "🙂0漢(Dž'VE<|fim_prefix|> \"ḍ̇­Z👍🏽٣٤٥٦漢(å字<EOT>EOT\"12345678's\n'D", "tokens": 57, "pieces": ["🙂", "0", "漢", "(Dž", "'VE", "<|", "fim", "_prefix", "|>", " ", "\"ḋ", "̣­", "Z", "👍🏽", "٣٤٥", "٦", "漢", "(a", "̊字", "<EOT", ">EOT", "\"", "123", "456", "78", "'s", "\n", "'D"]}
+{"text": "<|fim_prefix|><|endoftext|>'Re…'T#$% d<|endoftext|><|fim_prefix|>12345678", "tokens": 36, "pieces": ["<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "Re", "…", "'T", "#$%", " d", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "123", "456", "78"]}
+{"text": "　㋿𐞁İ\nmḍ̇'re<|fim_prefix|>'Sḍ̇mfi9<٣٤٥٦'Dß're   \n ḍ̇㍿\r‍'👍🏽<|endoftext|>🙂ſ'S", "tokens": 78, "pieces": ["　", "㋿𐞁İ", "\n", "mḋ", "̣'", "re", "<|", "fim", "_prefix", "|>'", "Sḋ", "̣mfi", "9", "<", "٣٤٥", "٦", "'D", "ß", "'re", "   \n", " ḋ", "̣㍿\r", "‍'👍🏽<|", "endoftext", "|>🙂", "ſ", "'S"]}
+{"text": "'D<EOT>'re½½Ａs9>'M<META_START>,😀🏽.'Re　́🙂'Ms's३­\r\n­9<d-'ll  ", "tokens": 41, "pieces": ["'D", "<EOT", ">'", "re", "½½", "Ａs", "9", ">'", "M", "<META", "_START", ">,😀🏽.'", "Re", "　", "́🙂'", "Ms", "'s", "३", "­\r\n", "­", "9", "<d", "-'", "ll", "  "]}
+{"text": "字.漢'D'S#$%-t!!\u000b٣٤٥٦'T👍🏽\"Ⅳ㍿字", "tokens": 33, "pieces": ["字", ".漢", "'D", "'S", "#$%-", "t", "!!", "\u000b", "٣٤٥", "٦", "'T", "👍🏽\"", "Ⅳ", "㍿字"]}
+{"text": "漢\nİ.m", "tokens": 5, "pieces": ["漢", "\n", "İ", ".m"]}
+{"text": "İ‍​
㋿　漢‍\r३!!́<EOT>é́t𐞁Ⅳ#$%'VE'sfi,ſḍ̇'M-,EOT   \nＡ's", "tokens": 55, "pieces": ["İ", "‍​", "
", "㋿", "　漢", "‍\r", "३", "!!́<", "EOT", ">é", "́t𐞁", "Ⅳ", "#$%'", "VE", "'s", "fi", ",ſḋ", "̣'", "M", "-,", "EOT", "   \n", "Ａ", "'s"]}
+{"text": "'re…0!!٣٤٥٦ßdZ‍'sZ", "tokens": 21, "pieces": ["'re", "…", "0", "!!", "٣٤٥", "٦", "ßdZ", "‍'", "sZ"]}
+{"text": "fiＡ   \nEOT\t½'ll,s Ａ9", "tokens": 14, "pieces": ["fiＡ", "   \n", "EOT", "\t", "½", "'ll", ",s", " Ａ", "9"]}
+{"text": "𐞁!!漢٣٤٥٦　㋿'S\r\n\r\nſ", "tokens": 24, "pieces": ["𐞁", "!!", "漢", "٣٤٥", "٦", "　", "㋿'", "S", "\r\n\r\n", "ſ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "!\r\n\r\n.\u000b­ſ.åe", "tokens": 11, "pieces": ["!\r\n\r\n", ".", "\u000b", "­ſ", ".a", "̊e"]}
+{"text": " \t9'Mſ9!!\"\"9'llꟲ\u000bİ㋿!!fiZع'ſⅣⅣſ", "tokens": 33, "pieces": [" ", "\t", "9", "'M", "ſ", "9", "!!\"\"", "9", "'ll", "ꟲ", "\u000bİ", "㋿!!", "fiZع", "'ſ", "ⅣⅣ", "ſ"]}
+{"text": "EOT३<EOT> 12345678<EOT>'T'Reḍ̇   \n'Dm'sd😀🏽\t㍿,t<EOT> 'Tع\rå", "tokens": 47, "pieces": ["EOT", "३", "<EOT", ">", " ", "123", "456", "78", "<EOT", ">'", "T", "'Re", "ḋ", "̣", "   \n", "'D", "m", "'s", "d", "😀🏽", "\t", "㍿,", "t", "<EOT", ">", " ", "'T", "ع", "\r", "a", "̊"]}
+{"text": "\u000bＡé
e\r'T  <|endoftext|>t!!<EOT>e'D٣٤٥٦𐞁👍🏽Ⅳ\rſ'lltDž('", "tokens": 52, "pieces": ["\u000bＡe", "́", "
e", "\r", "'T", " ", " <|", "endoftext", "|>", "t", "!!<", "EOT", ">e", "'D", "٣٤٥", "٦", "𐞁", "👍🏽", "Ⅳ", "\r", "ſ", "'ll", "tDž", "('"]}
+{"text": "\nḍ̇㋿㍿😀🏽漢a", "tokens": 20, "pieces": ["\n", "ḋ", "̣㋿㍿😀🏽", "漢a"]}
+{"text": "s ㍿'reＡt!!𐞁½d㋿EOT…d!!㍿㍿e
éİ.​‍ßZ
३0Ⅳ,　é'S'VE漢३0's", "tokens": 62, "pieces": ["s", " ", "㍿'", "reＡt", "!!", "𐞁", "½", "d", "㋿EOT", "…d", "!!㍿㍿", "e", "
éİ", ".​‍", "ßZ", "
", "३0Ⅳ", ",", "　é", "'S", "'VE", "漢", "३0", "'s"]}
+{"text": " <㍿ع😀🏽Z𐞁ſ
mm​dß'Re漢\r\n\r\n   \n\"…\"", "tokens": 32, "pieces": [" <㍿", "ع", "😀🏽", "Z𐞁ſ", "
mm", "​dß", "'Re", "漢", "\r\n\r\n   \n", "\"", "…", "\""]}
+{"text": "   \ném'S½'s
字­<EOT>'ſ\r\n\r\n‍ſ٣٤٥٦\r\n\r\n
'VE​éDž㍿\u000bååع\r\n'se\rعt''ll", "tokens": 59, "pieces": ["   \n", "e", "́m", "'S", "½", "'s", "
字", "­<", "EOT", ">'", "ſ", "\r\n\r\n", "‍ſ", "٣٤٥", "٦", "\r\n\r\n", "
", "'VE", "​e", "́Dž", "㍿", "\u000ba", "̊a", "̊ع", "\r\n", "'s", "e", "\r", "عt", "''", "ll"]}
+{"text": "字mſ🙂'", "tokens": 7, "pieces": ["字mſ", "🙂'"]}
+{"text": "🙂 ", "tokens": 3, "pieces": ["🙂", " "]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'s<|endoftext|>㋿\"👍🏽\rEOT́!e", "tokens": 24, "pieces": ["'s", "<|", "endoftext", "|>㋿\"👍🏽\r", "EOT", "́!", "e"]}
+{"text": ".㋿at字<'Sm'M9字e
\u000bع!👍🏽ß㍿..-d  ḍ̇🙂.'S\r'ſ\r\n\r\nＡ'ſ12345678'VE
é'ſ\n", "tokens": 63, "pieces": [".㋿", "at字", "<'", "Sm", "'M", "9", "字e", "
", "\u000bع", "!👍🏽", "ß", "㍿..-", "d", " ", " ḋ", "̣🙂.'", "S", "\r", "'ſ", "\r\n\r\n", "Ａ", "'ſ", "123", "456", "78", "'VE", "
e", "́'", "ſ", "\n"]}
+{"text": "ḍ̇e'ſ👍🏽<|fim_prefix|><|endoftext|>s!­ <EOT>é😀🏽ſ½…'Mꟲ\u000b -㋿  'S\r#$%fi字<META_START>-<\u000b\r(-\reé㋿", "tokens": 78, "pieces": ["ḋ", "̣e", "'ſ", "👍🏽<|", "fim", "_prefix", "|><|", "endoftext", "|>", "s", "!­", " ", "<EOT", ">e", "́😀🏽", "ſ", "½", "…", "'M", "ꟲ", "\u000b", " -㋿", " ", " '", "S", "\r", "#$%", "fi字", "<META", "_START", ">-<", "\u000b\r", "(-\r", "eé", "㋿"]}
+{"text": "fid  <|endoftext|><META_START>!­ 'D३Z🙂<|endoftext|>#$%字'ſé", "tokens": 37, "pieces": ["fid", " ", " <|", "endoftext", "|><", "META", "_START", ">!­", " ", "'D", "३", "Z", "🙂<|", "endoftext", "|>#$%", "字", "'ſ", "e", "́"]}
+{"text": "'ll  !!​<EOT><|fim_prefix|>ع‍'ll<EOT>‍‍''S.EOT#$%'
\u000b👍🏽Dž'\r\n\r\nİ́", "tokens": 46, "pieces": ["'ll", " ", " !!​<", "EOT", "><|", "fim", "_prefix", "|>", "ع", "‍'", "ll", "<EOT", ">‍‍''", "S", ".EOT", "#$%'", "
", "\u000b", "👍🏽", "Dž", "'\r\n\r\n", "İ", "́"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<|fim_prefix|>a­fi\"'S'ſ३<0'Sé>'VE㋿a.'Re'T\r\nſDža🙂0\"ſ", "tokens": 44, "pieces": ["<|", "fim", "_prefix", "|>", "a", "­fi", "\"'", "S", "'ſ", "३", "<", "0", "'S", "e", "́>'", "VE", "㋿a", ".'", "Re", "'T", "\r\n", "ſDža", "🙂", "0", "\"ſ"]}
+{"text": "㍿12345678'S!!#$%fi'ß\t㋿åe.­😀🏽'VE\r\n\r\nDž‍漢٣٤٥٦İ㍿  >9'Re\u000b9!\u000b0   \nß‍'Re'ſſ", "tokens": 70, "pieces": ["㍿", "123", "456", "78", "'S", "!!#$%", "fi", "'ß", "\t", "㋿a", "̊e", ".­😀🏽'", "VE", "\r\n\r\n", "Dž", "‍漢", "٣٤٥", "٦", "İ", "㍿", " ", " >", "9", "'Re", "\u000b", "9", "!", "\u000b", "0", "   \n", "ß", "‍'", "Re", "'ſ", "ſ"]}
+{"text": "tm'll\t12345678<,३Ａ🙂12345678Dž'll𐞁İå𐞁\u000b\u000b
", "tokens": 36, "pieces": ["tm", "'ll", "\t", "123", "456", "78", "<,", "३", "Ａ", "🙂", "123", "456", "78", "Dž", "'ll", "𐞁İa", "̊𐞁", "\u000b\u000b
"]}
+{"text": "'Reßå>12345678å­m😀🏽", "tokens": 19, "pieces": ["'Re", "ßa", "̊>", "123", "456", "78", "a", "̊­", "m", "😀🏽"]}
+{"text": "​ ſå㍿ꟲ<|fim_prefix|>-EOT<|fim_prefix|>'T,(㍿ <META_START>
ßعé'Mḍ̇.", "tokens": 50, "pieces": ["​", " ſa", "̊㍿", "ꟲ", "<|", "fim", "_prefix", "|>-", "EOT", "<|", "fim", "_prefix", "|>'", "T", ",(㍿", " ", "<META", "_START", ">", "
ßعé", "'M", "ḋ", "̣."]}
+{"text": "　㋿㋿\u000bꟲ", "tokens": 11, "pieces": ["　", "㋿㋿", "\u000bꟲ"]}
+{"text": "　ꟲ३'ſ'ſ\n'll!!'M'S1234567812345678🙂\r\nZ\r", "tokens": 29, "pieces": ["　ꟲ", "३", "'ſ", "'ſ", "\n", "'ll", "!!'", "M", "'S", "123", "456", "781", "234", "567", "8", "🙂\r\n", "Z", "\r"]}
+{"text": "fi​'D\"Džmſ 
>३ꟲ\r\n'ſa", "tokens": 25, "pieces": ["fi", "​'", "D", "\"Džmſ", " ", "
", ">", "३", "ꟲ", "\r\n", "'ſ", "a"]}
+{"text": "é>…‍́漢́ꟲ09…12345678d-　<|endoftext|>   \n\r<META_START>''    EOTå-<META_START> ,'sEOT#$%   \n<|endoftext|>9!!…😀🏽", "tokens": 71, "pieces": ["é", ">", "…", "‍́", "漢", "́ꟲ", "09", "…", "123", "456", "78", "d", "-", "　", "<|", "endoftext", "|>", "   \n\r", "<META", "_START", ">''", "   ", " EOTa", "̊-<", "META", "_START", ">", " ", ",'", "sEOT", "#$%", "   \n", "<|", "endoftext", "|>", "9", "!!", "…", "😀🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "å'lls<|fim_prefix|>'M'-12345678   \n'D  é", "tokens": 23, "pieces": ["a", "̊'", "lls", "<|", "fim", "_prefix", "|>'", "M", "'-", "123", "456", "78", "   \n", "'D", " ", " e", "́"]}
+{"text": "३漢t<EOT>!!!!es\u000b\u000b\r\n​'ſ<|fim_prefix|>'TZ\"å<eꟲ　9\rſ(字‍​字 'M   \n👍🏽0", "tokens": 54, "pieces": ["३", "漢t", "<EOT", ">!!!!", "es", "\u000b\u000b\r\n", "​'", "ſ", "<|", "fim", "_prefix", "|>'", "TZ", "\"a", "̊<", "eꟲ", "　", "9", "\r", "ſ", "(字", "‍​", "字", " '", "M", "   \n", "👍🏽", "0"]}
+{"text": "🙂　<EOT>99 ㍿'D🙂-", "tokens": 16, "pieces": ["🙂", "　", "<EOT", ">", "99", " ㍿'", "D", "🙂-"]}
+{"text": "'T   \n'T‍mZ'llmＡ!\r\n\r\n(ds\t", "tokens": 15, "pieces": ["'T", "   \n", "'T", "‍mZ", "'ll", "mＡ", "!\r\n\r\n", "(ds", "\t"]}
+{"text": "­
Dž<META_START>\"ßİ#$%'M'sꟲ(\r\n\r\n<ꟲ'S'M😀🏽d३….​½ꟲ٣٤٥٦", "tokens": 50, "pieces": ["­", "
Dž", "<META", "_START", ">\"", "ßİ", "#$%'", "M", "'s", "ꟲ", "(\r\n\r\n", "<ꟲ", "'S", "'M", "😀🏽", "d", "३", "…", ".​", "½", "ꟲ", "٣٤٥", "٦"]}
+{"text": "'Da‍㍿,'Reß12345678'DeZ-'re'D's,-12345678'VE'll३(", "tokens": 30, "pieces": ["'D", "a", "‍㍿,'", "Reß", "123", "456", "78", "'D", "eZ", "-'", "re", "'D", "'s", ",-", "123", "456", "78", "'VE", "'ll", "३", "("]}
+{"text": "​   \n'VEſ", "tokens": 6, "pieces": ["​", "   \n", "'VE", "ſ"]}
+{"text": "-ß'Re३å .", "tokens": 9, "pieces": ["-ß", "'Re", "३", "a", "̊", " ."]}
+{"text": "åḍ̇!!<|fim_prefix|>\r's'S‍'sſ٣٤٥٦'D12345678.#$%-!fi　fi<  'é‍😀🏽३å> ", "tokens": 64, "pieces": ["a", "̊ḋ", "̣!!<|", "fim", "_prefix", "|>\r", "'s", "'S", "‍'", "sſ", "٣٤٥", "٦", "'D", "123", "456", "78", ".#$%-!", "fi", "　fi", "<", " ", " '", "é", "‍😀🏽", "३", "a", "̊>", " "]}
+{"text": "ß😀🏽ſ'llt'T''T'M0́!a'S,㍿٣٤٥٦>
…s>́'re\n's", "tokens": 43, "pieces": ["ß", "😀🏽", "ſ", "'ll", "t", "'T", "''", "T", "'M", "0", "́!", "a", "'S", ",㍿", "٣٤٥", "٦", ">", "
", "…s", ">́'", "re", "\n", "'s"]}
+{"text": "
\r\n
İ0'Red#$%<EOT> 12345678åe   \nع'VE'Re d'T漢> 'll'Tİ́㍿३𐞁ß12345678  ㋿", "tokens": 57, "pieces": ["
\r\n", "
İ", "0", "'Re", "d", "#$%<", "EOT", ">", " ", "123", "456", "78", "a", "̊e", "   \n", "ع", "'VE", "'Re", " d", "'T", "漢", ">", " '", "ll", "'T", "İ", "́㍿", "३", "𐞁ß", "123", "456", "78", " ", " ㋿"]}
+{"text": "\u000bعع<|endoftext|>㍿  ​<|endoftext|>EOT'ſtd㍿'s‍'M\r(#$%9\n<|fim_prefix|>!   \n'ſ9٣٤٥٦'T\tⅣ", "tokens": 68, "pieces": ["\u000bعع", "<|", "endoftext", "|>㍿", " ", " ​<|", "endoftext", "|>", "EOT", "'ſ", "td", "㍿'", "s", "‍'", "M", "\r", "(#$%", "9", "\n", "<|", "fim", "_prefix", "|>!", "   \n", "'ſ", "9٣٤", "٥٦", "'T", "\t", "Ⅳ"]}
+{"text": "e<META_START>EOT''ress'VEm>'S- 'M字\r\n\r\n'Sḍ̇İ0're'Re
́d<t\"\rfi'TEOT　<'T\ŕ🙂𐞁", "tokens": 51, "pieces": ["e", "<META", "_START", ">EOT", "''", "ress", "'VE", "m", ">'", "S", "-", " '", "M字", "\r\n\r\n", "'S", "ḋ", "̣İ", "0", "'re", "'Re", "
", "́d", "<t", "\"\r", "fi", "'T", "EOT", "　", "<'", "T", "\r", "́🙂", "𐞁"]}
+{"text": "'re0Ａ.㋿<EOT>EOT‍ß\r
\n字<\u000bꟲḍ̇Dž'D́ésⅣ!\u000b<…(<|endoftext|>0<EOT>'s'Re <META_START>'re'Sſa", "tokens": 67, "pieces": ["'re", "0", "Ａ", ".㋿<", "EOT", ">EOT", "‍ß", "\r
\n", "字", "<", "\u000bꟲḋ", "̣Dž", "'D", "́e", "́s", "Ⅳ", "!", "\u000b", "<", "…", "(<|", "endoftext", "|>", "0", "<EOT", ">'", "s", "'Re", " <", "META", "_START", ">'", "re", "'S", "ſa"]}
+{"text": "\"  é", "tokens": 4, "pieces": ["\"", " ", " e", "́"]}
+{"text": "😀🏽's…½\t३#$%<å", "tokens": 19, "pieces": ["😀🏽'", "s", "…", "½", "\t", "३", "#$%<", "a", "̊"]}
+{"text": "ꟲع ßＡe(\r\n\r\neß㍿  ḍ̇'sꟲ<|endoftext|>ḍ̇'T\r'Reé-0İ㍿<|fim_prefix|>Dž   \n　", "tokens": 62, "pieces": ["ꟲع", " ßＡe", "(\r\n\r\n", "eß", "㍿", " ", " ḋ", "̣'", "sꟲ", "<|", "endoftext", "|>", "ḋ", "̣'", "T", "\r", "'Re", "e", "́-", "0", "İ", "㍿<|", "fim", "_prefix", "|>", "Dž", "   \n　"]}
+{"text": "عe 'D३'s'reéa#$%9字\r!'s", "tokens": 18, "pieces": ["عe", " ", "'D", "३", "'s", "'re", "e", "́a", "#$%", "9", "字", "\r", "!'", "s"]}
+{"text": "'ſⅣⅣ12345678>Dž​٣٤٥٦३", "tokens": 25, "pieces": ["'ſ", "ⅣⅣ1", "234", "567", "8", ">Dž", "​", "٣٤٥", "٦३"]}
+{"text": "\rſ'ſ.ſ", "tokens": 9, "pieces": ["\r", "ſ", "'ſ", ".ſ"]}
+{"text": "​(ꟲ'M🙂'VE\re'VE\n12345678İ's!!>٣٤٥٦Z\r\n\r\n\tＡ३\r\nZ㍿\r,­٣٤٥٦-\r !!'VE<|endoftext|><|endoftext|>", "tokens": 72, "pieces": ["​(", "ꟲ", "'M", "🙂'", "VE", "\r", "e", "'VE", "\n", "123", "456", "78", "İ", "'s", "!!>", "٣٤٥", "٦", "Z", "\r\n\r\n", "\tＡ", "३", "\r\n", "Z", "㍿\r", ",­", "٣٤٥", "٦", "-\r", " ", "!!'", "VE", "<|", "endoftext", "|><|", "endoftext", "|>"]}
+{"text": "ⅣⅣZé'T　\tm…'T<|fim_prefix|>ḍ̇-   \n㋿Z'sé漢३​m   \nd", "tokens": 42, "pieces": ["ⅣⅣ", "Ze", "́'", "T", "　", "\tm", "…", "'T", "<|", "fim", "_prefix", "|>", "ḋ", "̣-", "   \n", "㋿Z", "'s", "e", "́漢", "३", "​m", "   \n", "d"]}
+{"text": "!!ꟲ'Ts, #$%,…<mＡßt㋿\u000b9½", "tokens": 22, "pieces": ["!!", "ꟲ", "'T", "s", ",", " #$%,", "…", "<mＡßt", "㋿", "\u000b", "9½"]}
+{"text": "eEOTꟲ
\"३m'T٣٤٥٦㍿e(㍿ å٣٤٥٦३fi🙂", "tokens": 47, "pieces": ["eEOTꟲ", "
", "\"", "३", "m", "'T", "٣٤٥", "٦", "㍿e", "(㍿", " a", "̊", "٣٤٥", "٦३", "fi", "🙂"]}
+{"text": "ſ\n😀🏽're<|fim_prefix|>🙂>​aİ\r\n\r\n
ée

é‍,a'VE​aß\r\n\t9t<|fim_prefix|>\rſ٣٤٥٦<|fim_prefix|>Džae", "tokens": 74, "pieces": ["ſ", "\n", "😀🏽'", "re", "<|", "fim", "_prefix", "|>🙂>​", "aİ", "\r\n\r\n", "
ée", "
", "
e", "́‍,", "a", "'VE", "​aß", "\r\n", "\t", "9", "t", "<|", "fim", "_prefix", "|>\r", "ſ", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "Džae"]}
+{"text": "<|endoftext|>㍿­ås½  ع\r\n(ع𐞁👍🏽-'ll!'llm㋿Z", "tokens": 40, "pieces": ["<|", "endoftext", "|>㍿­", "a", "̊s", "½", " ", " ع", "\r\n", "(ع𐞁", "👍🏽-'", "ll", "!'", "llm", "㋿Z"]}
+{"text": "<|fim_prefix|>İd㍿ß ­🙂!>,\r\n\r\n𐞁٣٤٥٦<META_START>\" ,ꟲ…tå　a½é<|endoftext|>,٣٤٥٦é>", "tokens": 67, "pieces": ["<|", "fim", "_prefix", "|>", "İd", "㍿ß", " ­🙂!>,\r\n\r\n", "𐞁", "٣٤٥", "٦", "<META", "_START", ">\"", " ,", "ꟲ", "…ta", "̊", "　a", "½", "e", "́<|", "endoftext", "|>,", "٣٤٥", "٦", "e", "́>"]}
+{"text": "> ́!<META_START>\t're'T㍿ſ㍿EOT\r\n\r\n­'ReEOTⅣ'M", "tokens": 29, "pieces": [">", " ", "́!<", "META", "_START", ">", "\t", "'re", "'T", "㍿ſ", "㍿EOT", "\r\n\r\n", "­'", "ReEOT", "Ⅳ", "'M"]}
+{"text": "m-½𐞁Zꟲ漢㋿'D<|fim_prefix|>.<|fim_prefix|>'re'T0''lle\ńmsd12345678!!'Reſ(Ⅳ", "tokens": 52, "pieces": ["m", "-", "½", "𐞁Zꟲ漢", "㋿'", "D", "<|", "fim", "_prefix", "|>.<|", "fim", "_prefix", "|>'", "re", "'T", "0", "''", "lle", "\n", "́msd", "123", "456", "78", "!!'", "Reſ", "(", "Ⅳ"]}
+{"text": "ꟲ👍🏽<META_START>٣٤٥٦　Dž‍<META_START>9'M㋿fi<|endoftext|>'ſs\té(㋿", "tokens": 53, "pieces": ["ꟲ", "👍🏽<", "META", "_START", ">", "٣٤٥", "٦", "　Dž", "‍<", "META", "_START", ">", "9", "'M", "㋿fi", "<|", "endoftext", "|>'", "ſs", "\té", "(㋿"]}
+{"text": "𐞁'VE\r\n🙂‍字字(", "tokens": 14, "pieces": ["𐞁", "'VE", "\r\n", "🙂‍", "字字", "("]}
+{"text": "́­'Re><EOT>Ａ́å.'VE½\n'Tt9åⅣ\"fi🙂Ａ", "tokens": 33, "pieces": ["́­'", "Re", "><", "EOT", ">Ａ", "́a", "̊.'", "VE", "½", "\n", "'T", "t", "9", "a", "̊", "Ⅳ", "\"fi", "🙂Ａ"]}
+{"text": "<ſå½EOTeDžé ", "tokens": 14, "pieces": ["<ſa", "̊", "½", "EOTeDžé", " "]}
+{"text": "éİ(\r㍿   \né३Z!!9<EOT>\u000bⅣ\u000b<|fim_prefix|>'ſ　ḍ̇漢-\tm'Té", "tokens": 43, "pieces": ["éİ", "(\r", "㍿", "   \n", "e", "́", "३", "Z", "!!", "9", "<EOT", ">", "\u000b", "Ⅳ", "\u000b", "<|", "fim", "_prefix", "|>'", "ſ", "　ḋ", "̣漢", "-", "\tm", "'T", "é"]}
+{"text": "'ll  \"\u000b  🙂३<‍🙂12345678Dž  <㋿e漢'ſⅣ0ع<|endoftext|>a㍿", "tokens": 44, "pieces": ["'ll", " ", " \"", "\u000b ", " 🙂", "३", "<‍🙂", "123", "456", "78", "Dž", " ", " <㋿", "e漢", "'ſ", "Ⅳ0", "ع", "<|", "endoftext", "|>", "a", "㍿"]}
+{"text": "!!'ſa'Re\rＡ!Ａ9m", "tokens": 14, "pieces": ["!!'", "ſa", "'Re", "\r", "Ａ", "!Ａ", "9", "m"]}
+{"text": "ع12345678", "tokens": 4, "pieces": ["ع", "123", "456", "78"]}
+{"text": "​字ع're\n ㍿'VEé'llfi", "tokens": 15, "pieces": ["​字ع", "'re", "\n", " ㍿'", "VEé", "'ll", "fi"]}
+{"text": "   \n.عİ12345678d'fia\n​३ḍ̇m!><META_START>३<EOT>'re#$%(​👍🏽𐞁
'S­'llſſ\n👍🏽   \nDž'Re 'sfi", "tokens": 71, "pieces": ["   \n", ".عİ", "123", "456", "78", "d", "'fia", "\n", "​", "३", "ḋ", "̣m", "!><", "META", "_START", ">", "३", "<EOT", ">'", "re", "#$%(​👍🏽", "𐞁", "
", "'S", "­'", "llſſ", "\n", "👍🏽", "   \n", "Dž", "'Re", " ", "'s", "fi"]}
+{"text": "d", "tokens": 1, "pieces": ["d"]}
+{"text": "\t㋿", "tokens": 4, "pieces": ["\t", "㋿"]}
+{"text": ">   ㋿'llZ\t<|endoftext|><|endoftext|>'VE­ḍ̇!!'s­-\r'", "tokens": 37, "pieces": [">", "  ", " ", "㋿'", "llZ", "\t", "<|", "endoftext", "|><|", "endoftext", "|>'", "VE", "­ḋ", "̣!!'", "s", "­-\r", "'"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ꟲDž㍿𐞁d<|endoftext|><|fim_prefix|><  (عＡ字‍‍'T👍🏽's's#$%!!<Ⅳß ٣٤٥٦>'Dع　", "tokens": 67, "pieces": ["ꟲDž", "㍿𐞁d", "<|", "endoftext", "|><|", "fim", "_prefix", "|><", " ", " (", "عＡ字", "‍‍'", "T", "👍🏽'", "s", "'s", "#$%!!<", "Ⅳ", "ß", " ", "٣٤٥", "٦", ">'", "Dع", "　"]}
+{"text": "m   \n's9İé(!>३㋿­<|fim_prefix|>  <META_START>!漢𐞁<EOT>ḍ̇s#$%åß12345678'D", "tokens": 52, "pieces": ["m", "   \n", "'s", "9", "İé", "(!>", "३", "㋿­<|", "fim", "_prefix", "|>", " ", " <", "META", "_START", ">!", "漢𐞁", "<EOT", ">ḋ", "̣s", "#$%", "a", "̊ß", "123", "456", "78", "'D"]}
+{"text": "!é🙂\r\n३s𐞁'llEOT>
㋿>,́<𐞁عḍ̇\"عté0sam", "tokens": 40, "pieces": ["!é", "🙂\r\n", "३", "s𐞁", "'ll", "EOT", ">", "
", "㋿>,́<", "𐞁عḋ", "̣\"", "عte", "́", "0", "sam"]}
+{"text": "fiZ'ſ!\nß\u000bsea0'ſ
Ⅳ🙂👍🏽   \n‍
('M　t<META_START>('DＡ!éⅣ‍ m\té9d😀🏽'ſ", "tokens": 63, "pieces": ["fiZ", "'ſ", "!\n", "ß", "\u000bsea", "0", "'ſ", "
", "Ⅳ", "🙂👍🏽", "   \n", "‍", "
", "('", "M", "　t", "<META", "_START", ">('", "DＡ", "!e", "́", "Ⅳ", "‍", " m", "\té", "9", "d", "😀🏽'", "ſ"]}
+{"text": "12345678\n'…><|fim_prefix|>Ａ(d'ſ!'ll<|fim_prefix|>'s", "tokens": 30, "pieces": ["123", "456", "78", "\n", "'", "…", "><|", "fim", "_prefix", "|>", "Ａ", "(d", "'ſ", "!'", "ll", "<|", "fim", "_prefix", "|>'", "s"]}
+{"text": "\r\n Z>'ſåſ\"ſ½­-(<　ع\r\n\r\n
", "tokens": 23, "pieces": ["\r\n", " Z", ">'", "ſa", "̊ſ", "\"ſ", "½", "­-(<", "　ع", "\r\n\r\n
"]}
+{"text": "!😀🏽🙂EOT'VEſ", "tokens": 14, "pieces": ["!😀🏽🙂", "EOT", "'VE", "ſ"]}
+{"text": "é#$%m\r\n\r\nß<EOT>𐞁>\t(‍Ａ\r\n\r\n'ſḍ̇३'S🙂İ(#$%", "tokens": 39, "pieces": ["e", "́#$%", "m", "\r\n\r\n", "ß", "<EOT", ">𐞁", ">", "\t", "(‍", "Ａ", "\r\n\r\n", "'ſ", "ḋ", "̣", "३", "'S", "🙂İ", "(#$%"]}
+{"text": ".'Sḍ̇'S<META_START>…", "tokens": 15, "pieces": [".'", "Sḋ", "̣'", "S", "<META", "_START", ">", "…"]}
+{"text": "ع<META_START> …Ａ🙂'T.   \n!'Re🙂é12345678Z\r\n", "tokens": 27, "pieces": ["ع", "<META", "_START", ">", " ", "…Ａ", "🙂'", "T", ".", "   \n", "!'", "Re", "🙂e", "́", "123", "456", "78", "Z", "\r\n"]}
+{"text": "\t३‍Ａ🙂Ⅳ㋿İḍ̇
<\r\n\r\n½<|fim_prefix|>ꟲ'DعＡDž'D'VE<|endoftext|>'ſ", "tokens": 53, "pieces": ["\t", "३", "‍Ａ", "🙂", "Ⅳ", "㋿İḋ", "̣", "
", "<\r\n\r\n", "½", "<|", "fim", "_prefix", "|>", "ꟲ", "'D", "عＡDž", "'D", "'VE", "<|", "endoftext", "|>'", "ſ"]}
+{"text": "maſ\r\n\r\n'TDž'D  Dž\rⅣ'T12345678å\t
Dž漢(!ع(!!  ½EOT\r\nḍ̇!!<EOT>　<|fim_prefix|>", "tokens": 57, "pieces": ["maſ", "\r\n\r\n", "'T", "Dž", "'D", " ", " Dž", "\r", "Ⅳ", "'T", "123", "456", "78", "a", "̊", "\t", "
Dž漢", "(!", "ع", "(!!", " ", " ", "½", "EOT", "\r\n", "ḋ", "̣!!<", "EOT", ">", "　", "<|", "fim", "_prefix", "|>"]}
+{"text": "​<|fim_prefix|>\t'lls漢Ⅳ >'T٣٤٥٦! Z#$%\"'re>
ع'M'ſEOT's👍🏽'\r\n\r\n‍​s\n­<|endoftext|>​!!ḍ̇0,", "tokens": 73, "pieces": ["​<|", "fim", "_prefix", "|>", "\t", "'ll", "s漢", "Ⅳ", " ", ">'", "T", "٣٤٥", "٦", "!", " Z", "#$%\"'", "re", ">", "
ع", "'M", "'ſ", "EOT", "'s", "👍🏽'\r\n\r\n", "‍​", "s", "\n", "­<|", "endoftext", "|>​!!", "ḋ", "̣", "0", ","]}
+{"text": "½!t३<META_START>\n  .d㍿'Res​12345678   \n\r\n<META_START>.漢…ع…ß'Re漢'VE<|endoftext|>٣٤٥٦ß<META_START>
.\u000b'Séd
漢", "tokens": 70, "pieces": ["½", "!t", "३", "<META", "_START", ">\n", " ", " .", "d", "㍿'", "Res", "​", "123", "456", "78", "   \n\r\n", "<META", "_START", ">.", "漢", "…ع", "…ß", "'Re", "漢", "'VE", "<|", "endoftext", "|>", "٣٤٥", "٦", "ß", "<META", "_START", ">", "
", ".", "\u000b", "'S", "éd", "
漢"]}
+{"text": "…s👍🏽e३'VE''re<é9", "tokens": 20, "pieces": ["…s", "👍🏽", "e", "३", "'VE", "''", "re", "<e", "́", "9"]}
+{"text": "٣٤٥٦<|endoftext|>Z　   \n", "tokens": 18, "pieces": ["٣٤٥", "٦", "<|", "endoftext", "|>", "Z", "　   \n"]}
+{"text": "m>'S12345678\r\nḍ̇m‍ḍ̇漢d9<|fim_prefix|>ds, (  EOT!<META_START>'D9é, a
#$%𐞁d́🙂", "tokens": 60, "pieces": ["m", ">'", "S", "123", "456", "78", "\r\n", "ḋ", "̣m", "‍ḋ", "̣漢d", "9", "<|", "fim", "_prefix", "|>", "ds", ",", " (", " ", " EOT", "!<", "META", "_START", ">'", "D", "9", "e", "́,", " a", "
", "#$%", "𐞁d", "́🙂"]}
+{"text": "(", "tokens": 1, "pieces": ["("]}
+{"text": ">​-<|fim_prefix|>㍿'Tt(<　'D🙂 Z\r\n\r\n
(s'VE.#$%Dž​'T<META_START>㋿\t​
Dž'-", "tokens": 51, "pieces": [">​-<|", "fim", "_prefix", "|>㍿'", "Tt", "(<", "　", "'D", "🙂", " Z", "\r\n\r\n", "
", "(s", "'VE", ".#$%", "Dž", "​'", "T", "<META", "_START", ">㋿", "\t", "​", "
Dž", "'-"]}
+{"text": "'Ḿ9", "tokens": 3, "pieces": ["'M", "́", "9"]}
+{"text": "'s'S>", "tokens": 3, "pieces": ["'s", "'S", ">"]}
+{"text": "‍㋿Ⅳ", "tokens": 7, "pieces": ["‍㋿", "Ⅳ"]}
+{"text": "٣٤٥٦\r\n\r\n­å ­0<EOT>​½½9字e \u000b", "tokens": 26, "pieces": ["٣٤٥", "٦", "\r\n\r\n", "­a", "̊", " ­", "0", "<EOT", ">​", "½½9", "字e", " \u000b"]}
+{"text": "ßⅣ>  m'VEfi　ḍ̇", "tokens": 16, "pieces": ["ß", "Ⅳ", ">", " ", " m", "'VE", "fi", "　ḋ", "̣"]}
+{"text": "'M<|fim_prefix|>ع\t<META_START><ꟲ'S><|endoftext|>‍'ſ\u000b́
EOTé­
   \n9", "tokens": 42, "pieces": ["'M", "<|", "fim", "_prefix", "|>", "ع", "\t", "<META", "_START", "><", "ꟲ", "'S", "><|", "endoftext", "|>‍'", "ſ", "\u000b", "́", "
EOTé", "­", "
   \n", "9"]}
+{"text": "\rß\rZa\tm　👍🏽0　🙂漢<EOT>EOT'll're''Ａ\u000b<   \naa-'llå\r\nḍ̇t­<12345678'Mſ", "tokens": 51, "pieces": ["\r", "ß", "\r", "Za", "\tm", "　", "👍🏽", "0", "　", "🙂漢", "<EOT", ">EOT", "'ll", "'re", "''", "Ａ", "\u000b", "<", "   \n", "aa", "-'", "lla", "̊\r\n", "ḋ", "̣t", "­<", "123", "456", "78", "'M", "ſ"]}
+{"text": "　ßd٣٤٥٦EOT\r\n\r\n9-🙂'ſEOT\r\u000b<|fim_prefix|>'🙂 !!字mZꟲ<|endoftext|>!!٣٤٥٦'ſ!'ſ!!ſ", "tokens": 66, "pieces": ["　ßd", "٣٤٥", "٦", "EOT", "\r\n\r\n", "9", "-🙂'", "ſEOT", "\r", "\u000b", "<|", "fim", "_prefix", "|>'🙂", " !!", "字mZꟲ", "<|", "endoftext", "|>!!", "٣٤٥", "٦", "'ſ", "!'", "ſ", "!!", "ſ"]}
+{"text": "0're<…,12345678<META_START>­Džå'Tḍ̇'Re👍🏽\nDž漢𐞁", "tokens": 43, "pieces": ["0", "'re", "<", "…", ",", "123", "456", "78", "<META", "_START", ">­", "Dža", "̊'", "Tḋ", "̣'", "Re", "👍🏽\n", "Dž漢𐞁"]}
+{"text": "<EOT>-'VE…<|fim_prefix|>'́́'0e‍s,''ll'ſ\t…s0👍🏽é", "tokens": 40, "pieces": ["<EOT", ">-'", "VE", "…", "<|", "fim", "_prefix", "|>'́́'", "0", "e", "‍s", ",''", "ll", "'ſ", "\t", "…s", "0", "👍🏽", "e", "́"]}
+{"text": "ḍ̇ <EOT>　३'Tḍ̇漢 ſ's…'D… 　<\rعİétḍ̇å🙂0é\u000bع<|endoftext|>'T\u000b३<META_START>", "tokens": 65, "pieces": ["ḋ", "̣", " <", "EOT", ">", "　", "३", "'T", "ḋ", "̣漢", " ſ", "'s", "…", "'D", "… ", "　", "<\r", "عİétḋ", "̣a", "̊🙂", "0", "e", "́", "\u000bع", "<|", "endoftext", "|>'", "T", "\u000b", "३", "<META", "_START", ">"]}
+{"text": "٣٤٥٦(é👍🏽e9   \n(😀🏽0\r'Sſ're漢é\r\né👍🏽,0 ſds's㍿9ḍ̇'re(🙂ſa　", "tokens": 66, "pieces": ["٣٤٥", "٦", "(é", "👍🏽", "e", "9", "   \n", "(😀🏽", "0", "\r", "'S", "ſ", "'re", "漢é", "\r\n", "é", "👍🏽,", "0", " ſds", "'s", "㍿", "9", "ḋ", "̣'", "re", "(🙂", "ſa", "　"]}
+{"text": "ßİ0​'ſ#$%​\"㋿́'Sꟲ<ع-٣٤٥٦", "tokens": 31, "pieces": ["ßİ", "0", "​'", "ſ", "#$%​\"㋿́'", "Sꟲ", "<ع", "-", "٣٤٥", "٦"]}
+{"text": "😀🏽<|fim_prefix|>s!'M!!😀🏽\u000bea", "tokens": 23, "pieces": ["😀🏽<|", "fim", "_prefix", "|>", "s", "!'", "M", "!!😀🏽", "\u000bea"]}
+{"text": ".½\r\n𐞁ſ㋿½👍🏽Dž''ll㋿'S's'ſ½0 mfi　Z,s'Redİ", "tokens": 44, "pieces": [".", "½", "\r\n", "𐞁ſ", "㋿", "½", "👍🏽", "Dž", "''", "ll", "㋿'", "S", "'s", "'ſ", "½0", " mfi", "　Z", ",s", "'Re", "dİ"]}
+{"text": "㍿", "tokens": 3, "pieces": ["㍿"]}
+{"text": "é12345678fi  𐞁'ſ<|fim_prefix|><META_START>३!!İ\t0Z!d.<|fim_prefix|>🙂#$%>…!", "tokens": 49, "pieces": ["é", "123", "456", "78", "fi", " ", " 𐞁", "'ſ", "<|", "fim", "_prefix", "|><", "META", "_START", ">", "३", "!!", "İ", "\t", "0", "Z", "!d", ".<|", "fim", "_prefix", "|>🙂#$%>", "…", "!"]}
+{"text": "#$%㍿'M<META_START>m
,!!0'S'ſ'VE'D", "tokens": 23, "pieces": ["#$%㍿'", "M", "<META", "_START", ">m", "
", ",!!", "0", "'S", "'ſ", "'VE", "'D"]}
+{"text": "<|endoftext|>'S字m'VEt́9#$%''ret\r'll­", "tokens": 22, "pieces": ["<|", "endoftext", "|>'", "S字m", "'VE", "t", "́", "9", "#$%''", "ret", "\r", "'ll", "­"]}
+{"text": "mⅣé", "tokens": 4, "pieces": ["m", "Ⅳ", "é"]}
+{"text": "DžEOT  (<EOT>'Re'll½🙂㋿ⅣＡ́(👍🏽><META_START>́", "tokens": 34, "pieces": ["DžEOT", " ", " (<", "EOT", ">'", "Re", "'ll", "½", "🙂㋿", "Ⅳ", "Ａ", "́(👍🏽><", "META", "_START", ">́"]}
+{"text": "३ Ａ(­'D　s　Dž🙂Dž<é👍🏽.,a Dž'Dſ'Re#$%㍿'ſ'", "tokens": 44, "pieces": ["३", " Ａ", "(­'", "D", "　s", "　Dž", "🙂Dž", "<e", "́👍🏽.,", "a", " Dž", "'D", "ſ", "'Re", "#$%㍿'", "ſ", "'"]}
+{"text": "\r\n\r\n😀🏽m\r\n㋿d åm\t", "tokens": 17, "pieces": ["\r\n\r\n", "😀🏽", "m", "\r\n", "㋿d", " a", "̊m", "\t"]}
+{"text": "'VE👍🏽's'ſ-३.­'Re\r\n\r\n'S", "tokens": 22, "pieces": ["'VE", "👍🏽'", "s", "'ſ", "-", "३", ".­'", "Re", "\r\n\r\n", "'S"]}
+{"text": " 😀🏽Ａ<|endoftext|>   \n㍿ 'ſ　\t🙂Ａ ३#$%Dž<META_START>0'T'0\u000b", "tokens": 45, "pieces": [" ", "😀🏽", "Ａ", "<|", "endoftext", "|>", "   \n", "㍿", " ", "'ſ", "　", "\t", "🙂Ａ", " ", "३", "#$%", "Dž", "<META", "_START", ">", "0", "'T", "'", "0", "\u000b"]}
+{"text": "Ａ<|endoftext|>fiß9ꟲ<|endoftext|>e ½ >㋿İ😀🏽' ㍿😀🏽́\u000b३\n\u000b9<EOT>d'M'Tße", "tokens": 60, "pieces": ["Ａ", "<|", "endoftext", "|>", "fiß", "9", "ꟲ", "<|", "endoftext", "|>", "e", " ", "½", " ", ">㋿", "İ", "😀🏽'", " ", "㍿😀🏽́", "\u000b", "३", "\n", "\u000b", "9", "<EOT", ">d", "'M", "'T", "ße"]}
+{"text": "…½é\r\ne\t9  #$%'ll(s漢'ſ<|endoftext|>Ａ<|fim_prefix|>'S<|endoftext|>'D>EOT㋿٣٤٥٦🙂<½'M½té>'T", "tokens": 67, "pieces": ["…", "½", "e", "́\r\n", "e", "\t", "9", " ", " #$%'", "ll", "(s漢", "'ſ", "<|", "endoftext", "|>", "Ａ", "<|", "fim", "_prefix", "|>'", "S", "<|", "endoftext", "|>'", "D", ">EOT", "㋿", "٣٤٥", "٦", "🙂<", "½", "'M", "½", "te", "́>'", "T"]}
+{"text": "　Zma<‍és'VE'sm'S   \n<EOT>👍🏽ꟲ9😀🏽", "tokens": 31, "pieces": ["　Zma", "<‍", "és", "'VE", "'s", "m", "'S", "   \n", "<EOT", ">👍🏽", "ꟲ", "9", "😀🏽"]}
+{"text": "ß'VE<|fim_prefix|>d\t!!ḍ̇å\ńſ\"́é​　'D'VE㋿!'sé😀🏽EOT 'lld😀🏽́'s<EOT>", "tokens": 61, "pieces": ["ß", "'VE", "<|", "fim", "_prefix", "|>", "d", "\t", "!!", "ḋ", "̣a", "̊\n", "́ſ", "\"́", "e", "́​", "　", "'D", "'VE", "㋿!'", "se", "́😀🏽", "EOT", " ", "'ll", "d", "😀🏽́'", "s", "<EOT", ">"]}
+{"text": "é<|endoftext|>EOT́<|fim_prefix|> \n( fiß-㋿'ſ<|fim_prefix|>,'s   \n#$%-
\r", "tokens": 46, "pieces": ["e", "́<|", "endoftext", "|>", "EOT", "́<|", "fim", "_prefix", "|>", " \n", "(", " fiß", "-㋿'", "ſ", "<|", "fim", "_prefix", "|>,'", "s", "   \n", "#$%-", "
\r"]}
+{"text": "
é٣٤٥٦'D   \n'll\u000bå'MEOT  'll'ſⅣ'\rfifid😀🏽­…字😀🏽३'ll'Dd,ḍ̇", "tokens": 62, "pieces": ["
e", "́", "٣٤٥", "٦", "'D", "   \n", "'ll", "\u000ba", "̊'", "MEOT", " ", " '", "ll", "'ſ", "Ⅳ", "'\r", "fifid", "😀🏽­", "…字", "😀🏽", "३", "'ll", "'D", "d", ",ḋ", "̣"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿½<ſ'll   \n(½'ll字'Re!!!!<…ꟲ½a\tＡ'VE'lltⅣDžm'Re ", "tokens": 37, "pieces": ["㍿", "½", "<ſ", "'ll", "   \n", "(", "½", "'ll", "字", "'Re", "!!!!<", "…ꟲ", "½", "a", "\tＡ", "'VE", "'ll", "t", "Ⅳ", "Džm", "'Re", " "]}
+{"text": "'s…\u000b\r-'s'll's'ſ​\r\n\r\n'Sm\u000b½ !\ré9😀🏽<EOT>s　ſ", "tokens": 34, "pieces": ["'s", "…\u000b\r", "-'", "s", "'ll", "'s", "'ſ", "​\r\n\r\n", "'S", "m", "\u000b", "½", " !\r", "é", "9", "😀🏽<", "EOT", ">s", "　ſ"]}
+{"text": "😀🏽ſ'ſİ
字<META_START>ém'Re   \n​<́३ 'T", "tokens": 29, "pieces": ["😀🏽", "ſ", "'ſ", "İ", "
字", "<META", "_START", ">e", "́m", "'Re", "   \n", "​<́", "३", " ", "'T"]}
+{"text": "'VE<#$%'re<|fim_prefix|>!fié٣٤٥٦'s>fis\"<|fim_prefix|>　३'ll\r\n12345678𐞁>,", "tokens": 51, "pieces": ["'VE", "<#$%'", "re", "<|", "fim", "_prefix", "|>!", "fie", "́", "٣٤٥", "٦", "'s", ">fis", "\"<|", "fim", "_prefix", "|>", "　", "३", "'ll", "\r\n", "123", "456", "78", "𐞁", ">,"]}
+{"text": " 
a éꟲ👍🏽
ꟲ'ſ 'VEt<META_START><EOT>Z🙂½漢", "tokens": 38, "pieces": [" ", "
a", " e", "́ꟲ", "👍🏽", "
ꟲ", "'ſ", " '", "VEt", "<META", "_START", "><", "EOT", ">Z", "🙂", "½", "漢"]}
+{"text": "Ⅳİ''ll\t…å😀🏽   \n\u000b!عDž", "tokens": 22, "pieces": ["Ⅳ", "İ", "''", "ll", "\t", "…a", "̊😀🏽", "   \n", "\u000b", "!عDž"]}
+{"text": "\r\nfi 👍🏽!!,😀🏽İ字EOT\r\n\r\nⅣⅣ.ḍ̇…🙂Ⅳ
(('Ss  t́Ⅳ   \nZ\t  's\r\n\r\n!!", "tokens": 54, "pieces": ["\r\n", "fi", " ", "👍🏽!!,😀🏽", "İ字EOT", "\r\n\r\n", "ⅣⅣ", ".ḋ", "̣", "…", "🙂", "Ⅳ", "
", "(('", "Ss", " ", " t", "́", "Ⅳ", "   \n", "Z", "\t ", " '", "s", "\r\n\r\n", "!!"]}
+{"text": "é", "tokens": 1, "pieces": ["é"]}
+{"text": "­-👍🏽Ａ😀🏽s\t.12345678½  \r\nḍ̇''Re​‍.
sḍ̇a", "tokens": 43, "pieces": ["­-👍🏽", "Ａ", "😀🏽", "s", "\t", ".", "123", "456", "78½", "  \r\n", "ḋ", "̣''", "Re", "​‍.", "
sḋ", "̣a"]}
+{"text": "Ａ‍👍🏽\t​ås字 ع'Ds", "tokens": 20, "pieces": ["Ａ", "‍👍🏽", "\t", "​a", "̊s字", " ع", "'D", "s"]}
+{"text": "9", "tokens": 1, "pieces": ["9"]}
+{"text": "Dž", "tokens": 2, "pieces": ["Dž"]}
+{"text": "́,İt'VE!!å'ſⅣ🙂'ſ's9\r\nſ<EOT>𐞁ḍ̇　<|fim_prefix|>Ź٣٤٥٦'Dİfiꟲß,s0a  字", "tokens": 68, "pieces": ["́,", "İt", "'VE", "!!", "a", "̊'", "ſ", "Ⅳ", "🙂'", "ſ", "'s", "9", "\r\n", "ſ", "<EOT", ">𐞁ḋ", "̣", "　", "<|", "fim", "_prefix", "|>", "Z", "́", "٣٤٥", "٦", "'D", "İfiꟲß", ",s", "0", "a", " ", " 字"]}
+{"text": "'S<|fim_prefix|><<|fim_prefix|><META_START>…-\r\n\"é\rZ'llع(fi", "tokens": 31, "pieces": ["'S", "<|", "fim", "_prefix", "|><<|", "fim", "_prefix", "|><", "META", "_START", ">", "…", "-\r\n", "\"e", "́\r", "Z", "'ll", "ع", "(fi"]}
+{"text": "s'½   \nééſ'll👍🏽'ſ😀🏽fi\r\n9é‍'VE\r…<META_START>　𐞁\r'Dİſ\"é  字İé'M'DＡ🙂,ſ", "tokens": 66, "pieces": ["s", "'", "½", "   \n", "ééſ", "'ll", "👍🏽'", "ſ", "😀🏽", "fi", "\r\n", "9", "é", "‍'", "VE", "\r", "…", "<META", "_START", ">", "　𐞁", "\r", "'D", "İſ", "\"é", " ", " 字İe", "́'", "M", "'D", "Ａ", "🙂,", "ſ"]}
+{"text": "'re  fi e'D('D", "tokens": 9, "pieces": ["'re", " ", " fi", " e", "'D", "('", "D"]}
+{"text": "9're字­'D字'🙂12345678å>🙂's३ſ   \n", "tokens": 26, "pieces": ["9", "'re", "字", "­'", "D字", "'🙂", "123", "456", "78", "a", "̊>🙂'", "s", "३", "ſ", "   \n"]}
+{"text": "12345678😀🏽!字\r\n'Tḍ̇٣٤٥٦­½'T'VE<META_START>Ⅳ\"", "tokens": 37, "pieces": ["123", "456", "78", "😀🏽!", "字", "\r\n", "'T", "ḋ", "̣", "٣٤٥", "٦", "­", "½", "'T", "'VE", "<META", "_START", ">", "Ⅳ", "\""]}
+{"text": ".👍🏽\r\n\r\nd­‍<|endoftext|>😀🏽　Ⅳ<|endoftext|>12345678m\r\n\r\n'S漢ꟲ", "tokens": 45, "pieces": [".👍🏽\r\n\r\n", "d", "­‍<|", "endoftext", "|>😀🏽", "　", "Ⅳ", "<|", "endoftext", "|>", "123", "456", "78", "m", "\r\n\r\n", "'S", "漢ꟲ"]}
+{"text": ".>#$%Z12345678…㍿", "tokens": 13, "pieces": [".>#$%", "Z", "123", "456", "78", "…", "㍿"]}
+{"text": "#$%   \n'Re   \n<́(<EOT>ꟲ㍿​fiéfi\t​Ⅳ'S ́ßemd\t0\n", "tokens": 35, "pieces": ["#$%", "   \n", "'Re", "   \n", "<́(<", "EOT", ">ꟲ", "㍿​", "fiéfi", "\t", "​", "Ⅳ", "'S", " ", "́ßemd", "\t", "0", "\n"]}
+{"text": "(…'lleá#$%EOT!! ​9ß­'res\"ⅣⅣ-'M३e#$%'s12345678'll<|fim_prefix|>…Džfi‍åZ<META_START><|endoftext|>", "tokens": 64, "pieces": ["(", "…", "'ll", "ea", "́#$%", "EOT", "!!", " ", "​", "9", "ß", "­'", "res", "\"", "ⅣⅣ", "-'", "M", "३", "e", "#$%'", "s", "123", "456", "78", "'ll", "<|", "fim", "_prefix", "|>", "…Džfi", "‍a", "̊Z", "<META", "_START", "><|", "endoftext", "|>"]}
+{"text": "
‍३'re0\r\nDž­🙂a👍🏽­<EOT>㍿-ḍ̇Dž", "tokens": 37, "pieces": ["
", "‍", "३", "'re", "0", "\r\n", "Dž", "­🙂", "a", "👍🏽­<", "EOT", ">㍿-", "ḋ", "̣Dž"]}
+{"text": "\té'ſ   \nḍ̇aꟲ''VE'VEé  漢…' Ａ'Re's.<META_START>", "tokens": 37, "pieces": ["\té", "'ſ", "   \n", "ḋ", "̣aꟲ", "''", "VE", "'VE", "e", "́", " ", " 漢", "…", "'", " Ａ", "'Re", "'s", ".<", "META", "_START", ">"]}
+{"text": "12345678'stⅣع.… ,EOT字İ漢㋿ !!<META_START>'M🙂㋿
", "tokens": 35, "pieces": ["123", "456", "78", "'s", "t", "Ⅳ", "ع", ".", "…", " ", ",EOT字İ漢", "㋿", " ", "!!<", "META", "_START", ">'", "M", "🙂㋿", "
"]}
+{"text": "   \n.Ａ<META_START>İ,½👍🏽're\t'VE𐞁عéDžſ(#$%'reſ  ㋿😀🏽ع!å𐞁‍s👍🏽å­Z'", "tokens": 72, "pieces": ["   \n", ".Ａ", "<META", "_START", ">İ", ",", "½", "👍🏽'", "re", "\t", "'VE", "𐞁عéDžſ", "(#$%'", "reſ", " ", " ㋿😀🏽", "ع", "!a", "̊𐞁", "‍s", "👍🏽", "a", "̊­", "Z", "'"]}
+{"text": "ḍ̇ꟲms12345678e'S9<META_START>٣٤٥٦字ḍ̇\"ع㍿İ'M'llſ\r\n    🙂a<|endoftext|>fi漢!३<|fim_prefix|>　\u000b٣٤٥٦>", "tokens": 79, "pieces": ["ḋ", "̣ꟲms", "123", "456", "78", "e", "'S", "9", "<META", "_START", ">", "٣٤٥", "٦", "字ḋ", "̣\"", "ع", "㍿İ", "'M", "'ll", "ſ", "\r\n", "   ", " 🙂", "a", "<|", "endoftext", "|>", "fi漢", "!", "३", "<|", "fim", "_prefix", "|>", "　", "\u000b", "٣٤٥", "٦", ">"]}
+{"text": "ßå<EOT>ع0ع12345678½㋿　Džꟲtſ-sꟲ#$%'ſ'ſt''D  sDž\"a‍Ⅳ字12345678   \n", "tokens": 55, "pieces": ["ßa", "̊<", "EOT", ">ع", "0", "ع", "123", "456", "78½", "㋿", "　Džꟲtſ", "-sꟲ", "#$%'", "ſ", "'ſ", "t", "''", "D", " ", " sDž", "\"a", "‍", "Ⅳ", "字", "123", "456", "78", "   \n"]}
+{"text": "m<|endoftext|>Ⅳ\r\n\r\n!\r\n\r\n'漢   'S'Ses'D're𐞁'VE.a<EOT>Džm(", "tokens": 37, "pieces": ["m", "<|", "endoftext", "|>", "Ⅳ", "\r\n\r\n", "!\r\n\r\n", "'漢", "  ", " ", "'S", "'S", "es", "'D", "'re", "𐞁", "'VE", ".a", "<EOT", ">Džm", "("]}
+{"text": "\téa\t0t漢ꟲEOT\u000bEOT́e­<EOT>-\u000b​", "tokens": 25, "pieces": ["\téa", "\t", "0", "t漢ꟲEOT", "\u000bEOT", "́e", "­<", "EOT", ">-", "\u000b", "​"]}
+{"text": "<|endoftext|>½EOTfiḍ̇​½́
\"ḍ̇#$%Dž​Ａꟲ\"<", "tokens": 39, "pieces": ["<|", "endoftext", "|>", "½", "EOTfiḋ", "̣​", "½", "́", "
", "\"ḋ", "̣#$%", "Dž", "​Ａꟲ", "\"<"]}
+{"text": "٣٤٥٦0(😀🏽'lld0\r.<EOT><İ'Re'Re#$%<|endoftext|>#$%<|endoftext|>ß­'Re>sa", "tokens": 50, "pieces": ["٣٤٥", "٦0", "(😀🏽'", "lld", "0", "\r", ".<", "EOT", "><", "İ", "'Re", "'Re", "#$%<|", "endoftext", "|>#$%<|", "endoftext", "|>", "ß", "­'", "Re", ">sa"]}
+{"text": "😀🏽12345678㋿ḍ̇.𐞁\r\n<|endoftext|>,ß -😀🏽é.'S9\r\n\r\n　!!漢", "tokens": 45, "pieces": ["😀🏽", "123", "456", "78", "㋿ḋ", "̣.", "𐞁", "\r\n", "<|", "endoftext", "|>,", "ß", " -😀🏽", "é", ".'", "S", "9", "\r\n\r\n", "　", "!!", "漢"]}
+{"text": "👍🏽\u000b  ſ>‍!!字٣٤٥٦\"ḍ̇'३ß9é३\"e\nß0
!Ａd   Ａ9\n", "tokens": 55, "pieces": ["👍🏽", "\u000b ", " ſ", ">‍!!", "字", "٣٤٥", "٦", "\"ḋ", "̣'", "३", "ß", "9", "e", "́", "३", "\"e", "\n", "ß", "0", "
", "!Ａd", "  ", " Ａ", "9", "\n"]}
+{"text": "t12345678 'ſfiḍ̇ſfiⅣ㍿>", "tokens": 24, "pieces": ["t", "123", "456", "78", " '", "ſfiḋ", "̣ſfi", "Ⅳ", "㍿>"]}
+{"text": "('Mꟲ字<!!ZＡfi½İm👍🏽'S", "tokens": 24, "pieces": ["('", "Mꟲ字", "<!!", "ZＡfi", "½", "İm", "👍🏽'", "S"]}
+{"text": "  <'sZ　‍½e'ſe
e9   \n<|fim_prefix|>'Dß-<|endoftext|>٣٤٥٦\u000bd\r\nſ😀🏽\n…aémＡ…㍿½👍🏽३s
 ", "tokens": 80, "pieces": [" ", " <'", "sZ", "　", "‍", "½", "e", "'ſ", "e", "
e", "9", "   \n", "<|", "fim", "_prefix", "|>'", "Dß", "-<|", "endoftext", "|>", "٣٤٥", "٦", "\u000bd", "\r\n", "ſ", "😀🏽\n", "…ae", "́mＡ", "…", "㍿", "½", "👍🏽", "३", "s", "
 "]}
+{"text": " ſ>!'Re㋿'M's'T,İ!ع9-(­å㍿ع-'ll<META_START>𐞁'Re​d😀🏽ꟲ !!😀🏽", "tokens": 54, "pieces": [" ſ", ">!'", "Re", "㋿'", "M", "'s", "'T", ",İ", "!ع", "9", "-(­", "a", "̊㍿", "ع", "-'", "ll", "<META", "_START", ">𐞁", "'Re", "​d", "😀🏽", "ꟲ", " ", "!!😀🏽"]}
+{"text": "३-   \n٣٤٥٦é ſ!!'ll'ſ   \n>'å­'ll½'M𐞁́Dž​<|endoftext|>!fißſa12345678<|endoftext|>́9<d're'M\n‍\u000b", "tokens": 72, "pieces": ["३", "-", "   \n", "٣٤٥", "٦", "é", " ſ", "!!'", "ll", "'ſ", "   \n", ">'", "a", "̊­'", "ll", "½", "'M", "𐞁", "́Dž", "​<|", "endoftext", "|>!", "fißſa", "123", "456", "78", "<|", "endoftext", "|>́", "9", "<d", "'re", "'M", "\n", "‍", "\u000b"]}
+{"text": "Z'Sfiꟲ0're\r!Ａ\r\n\r\n-t'TEOT  .  EOTＡd'reé,!!字字<<,字", "tokens": 35, "pieces": ["Z", "'S", "fiꟲ", "0", "'re", "\r", "!Ａ", "\r\n\r\n", "-t", "'T", "EOT", " ", " .", " ", " EOTＡd", "'re", "é", ",!!", "字字", "<<,", "字"]}
+{"text": "  \n9👍🏽é're<EOT>字<|endoftext|>(0​\rＡ　0İ㍿'D㋿ḍ̇<EOT>㋿\"Z", "tokens": 51, "pieces": ["  \n", "9", "👍🏽", "é", "'re", "<EOT", ">字", "<|", "endoftext", "|>(", "0", "​\r", "Ａ", "　", "0", "İ", "㍿'", "D", "㋿ḋ", "̣<", "EOT", ">㋿\"", "Z"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'😀🏽ع!𐞁　s\"😀🏽字٣٤٥٦٣٤٥٦İ,٣٤٥٦ꟲ#$%,\r\n\r\n字a", "tokens": 55, "pieces": ["'😀🏽", "ع", "!𐞁", "　s", "\"😀🏽", "字", "٣٤٥", "٦٣٤", "٥٦", "İ", ",", "٣٤٥", "٦", "ꟲ", "#$%,\r\n\r\n", "字a"]}
+{"text": "\rDž'ſ're12345678‍'Re'T<eع‍İ!!0'(漢  ​(", "tokens": 29, "pieces": ["\r", "Dž", "'ſ", "'re", "123", "456", "78", "‍'", "Re", "'T", "<eع", "‍İ", "!!", "0", "'(", "漢", " ", " ​("]}
+{"text": "Z漢-'VEDž  🙂,9字9…<META_START>\"\r'M
ع\u000b\tt", "tokens": 26, "pieces": ["Z漢", "-'", "VEDž", " ", " 🙂,", "9", "字", "9", "…", "<META", "_START", ">\"\r", "'M", "
ع", "\u000b", "\tt"]}
+{"text": "<ḍ̇漢<EOT>ꟲ'T<('Reꟲع\r\n\r\nDžⅣ'll㍿!!Dž   \n'T'Dعfi<|fim_prefix|>漢é­m'ſ㋿   \n㋿0\u000b<META_START>'refi", "tokens": 71, "pieces": ["<ḋ", "̣漢", "<EOT", ">ꟲ", "'T", "<('", "Reꟲع", "\r\n\r\n", "Dž", "Ⅳ", "'ll", "㍿!!", "Dž", "   \n", "'T", "'D", "عfi", "<|", "fim", "_prefix", "|>", "漢é", "­m", "'ſ", "㋿", "   \n", "㋿", "0", "\u000b", "<META", "_START", ">'", "refi"]}
+{"text": "0'Tt漢漢 <|endoftext|><|fim_prefix|><|fim_prefix|>'T\"m'S½\u000bt'ſḍ̇>ßſ'Tt>s éZ 12345678'Ma­'Re😀🏽", "tokens": 66, "pieces": ["0", "'T", "t漢漢", " ", "<|", "endoftext", "|><|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>'", "T", "\"m", "'S", "½", "\u000bt", "'ſ", "ḋ", "̣>", "ßſ", "'T", "t", ">s", " e", "́Z", " ", "123", "456", "78", "'M", "a", "­'", "Re", "😀🏽"]}
+{"text": "'VE'll\r\n\r\n's'M're­'ss'D३ß㍿", "tokens": 17, "pieces": ["'VE", "'ll", "\r\n\r\n", "'s", "'M", "'re", "­'", "ss", "'D", "३", "ß", "㍿"]}
+{"text": "​㍿㍿    字३३Dž!12345678s'VEt漢­EOT", "tokens": 28, "pieces": ["​㍿㍿", "   ", " 字", "३३", "Dž", "!", "123", "456", "78", "s", "'VE", "t漢", "­EOT"]}
+{"text": "'S‍s😀🏽'Re  ㋿émfi0", "tokens": 22, "pieces": ["'S", "‍s", "😀🏽'", "Re", " ", " ㋿", "e", "́mfi", "0"]}
+{"text": "#$%dé'ſ́Z'MEOT.'VE>", "tokens": 15, "pieces": ["#$%", "de", "́'", "ſ", "́Z", "'M", "EOT", ".'", "VE", ">"]}
+{"text": "t>Dž'Re aEOT­\r\n\r\n<EOT>字9EOT-!(\u000b'Mm-", "tokens": 23, "pieces": ["t", ">Dž", "'Re", " aEOT", "­\r\n\r\n", "<EOT", ">字", "9", "EOT", "-!(", "\u000b", "'M", "m", "-"]}
+{"text": "字㍿　!('T \r9'll😀🏽'D<META_START> EOT‍<|endoftext|><EOT>(Dž-'D​\r\nEOT", "tokens": 46, "pieces": ["字", "㍿", "　", "!('", "T", " \r", "9", "'ll", "😀🏽'", "D", "<META", "_START", ">", " EOT", "‍<|", "endoftext", "|><", "EOT", ">(", "Dž", "-'", "D", "​\r\n", "EOT"]}
+{"text": ">漢㋿d t😀🏽‍Dž   \n'TsdEOT\"<|endoftext|>ع🙂\r👍🏽(ß9's,", "tokens": 44, "pieces": [">漢", "㋿d", " t", "😀🏽‍", "Dž", "   \n", "'T", "sdEOT", "\"<|", "endoftext", "|>", "ع", "🙂\r", "👍🏽(", "ß", "9", "'s", ","]}
+{"text": "㋿\u000b‍EOTåt字\r\né\r  #$%ꟲ>㋿é'S 'm.𐞁", "tokens": 37, "pieces": ["㋿", "\u000b", "‍EOTa", "̊t字", "\r\n", "é", "\r", " ", " #$%", "ꟲ", ">㋿", "e", "́'", "S", " '", "m", ".𐞁"]}
+{"text": "\r\n <META_START>'ſḍ̇​'Re,", "tokens": 16, "pieces": ["\r\n", " <", "META", "_START", ">'", "ſḋ", "̣​'", "Re", ","]}
+{"text": "'ſ!
\"'S>'s<EOT>ſ'Re.
　½<|fim_prefix|>   \nd'<'ſé'll", "tokens": 38, "pieces": ["'ſ", "!", "
", "\"'", "S", ">'", "s", "<EOT", ">ſ", "'Re", ".", "
", "　", "½", "<|", "fim", "_prefix", "|>", "   \n", "d", "'<'", "ſe", "́'", "ll"]}
+{"text": "(Ź\n<|fim_prefix|>́'VEＡ<|fim_prefix|>", "tokens": 22, "pieces": ["(Z", "́\n", "<|", "fim", "_prefix", "|>́'", "VEＡ", "<|", "fim", "_prefix", "|>"]}
+{"text": "😀🏽'VEfiḍ̇\r\n\r\nßéſ#$%Ａm<EOT>!'re½ 'Re­३\nⅣ (>'reعe\r漢", "tokens": 46, "pieces": ["😀🏽'", "VEfiḋ", "̣\r\n\r\n", "ßéſ", "#$%", "Ａm", "<EOT", ">!'", "re", "½", " ", "'Re", "­", "३", "\n", "Ⅳ", " (>'", "reعe", "\r", "漢"]}
+{"text": "'s㍿m'VE>ßß<META_START>'ſ (Ⅳ‍'D<m\"", "tokens": 26, "pieces": ["'s", "㍿m", "'VE", ">ßß", "<META", "_START", ">'", "ſ", " ", "(", "Ⅳ", "‍'", "D", "<m", "\""]}
+{"text": "३𐞁-\t…㍿Dž字!!👍🏽ꟲ'VEé#$%\r\n<'s<|endoftext|>字", "tokens": 41, "pieces": ["३", "𐞁", "-", "\t", "…", "㍿Dž字", "!!👍🏽", "ꟲ", "'VE", "é", "#$%\r\n", "<'", "s", "<|", "endoftext", "|>", "字"]}
+{"text": "㋿9e,🙂å<EOT>\r\n­'M>.eꟲ.'st'ſ३<EOT>0Z'M.", "tokens": 37, "pieces": ["㋿", "9", "e", ",🙂", "a", "̊<", "EOT", ">\r\n", "­'", "M", ">.", "eꟲ", ".'", "st", "'ſ", "३", "<EOT", ">", "0", "Z", "'M", "."]}
+{"text": "   \n'Dž.'ssé
9<META_START>́(#$%'M'S㍿Ⅳ漢éé's   \n­\r<META_START>\u000b<META_START>'M😀🏽", "tokens": 49, "pieces": ["   \n", "'Dž", ".'", "ssé", "
", "9", "<META", "_START", ">́(#$%'", "M", "'S", "㍿", "Ⅳ", "漢ée", "́'", "s", "   \n", "­\r", "<META", "_START", ">", "\u000b", "<META", "_START", ">'", "M", "😀🏽"]}
+{"text": "ḍ̇é漢", "tokens": 8, "pieces": ["ḋ", "̣é漢"]}
+{"text": "Z12345678\u000b('D,é>'<|endoftext|>'\r\n漢's<EOT>m<|endoftext|>Zt", "tokens": 32, "pieces": ["Z", "123", "456", "78", "\u000b", "('", "D", ",é", ">'<|", "endoftext", "|>'\r\n", "漢", "'s", "<EOT", ">m", "<|", "endoftext", "|>", "Zt"]}
+{"text": "!!'re'VE'll're　ع'D　\u000b9!!", "tokens": 14, "pieces": ["!!'", "re", "'VE", "'ll", "'re", "　ع", "'D", "　", "\u000b", "9", "!!"]}
+{"text": "
å  å‍>👍🏽\r\n<|endoftext|>ݽe­ꟲDž-ḍ̇!!ꟲfi<|fim_prefix|>\t'VEs <é\r\n\r\n'll٣٤٥٦", "tokens": 70, "pieces": ["
a", "̊", " ", " a", "̊‍>👍🏽\r\n", "<|", "endoftext", "|>", "İ", "½", "e", "­ꟲDž", "-ḋ", "̣!!", "ꟲfi", "<|", "fim", "_prefix", "|>", "\t", "'VE", "s", " <", "é", "\r\n\r\n", "'ll", "٣٤٥", "٦"]}
+{"text": "\r\n'VE>dd́字'Re'lle's\né   t३ 漢'ſ!!#$%漢३\n\"
'👍🏽😀🏽EOT", "tokens": 49, "pieces": ["\r\n", "'VE", ">dd", "́字", "'Re", "'ll", "e", "'s", "\n", "é", "  ", " t", "३", " 漢", "'ſ", "!!#$%", "漢", "३", "\n", "\"", "
", "'👍🏽😀🏽", "EOT"]}
+{"text": "etd12345678<EOT>  ", "tokens": 9, "pieces": ["etd", "123", "456", "78", "<EOT", ">", "  "]}
+{"text": "\n½'re<META_START>İİ\"\n 'M>'ſ's\u000b'VE㋿d<EOT>　🙂a\nEOTé<META_START>​", "tokens": 40, "pieces": ["\n", "½", "'re", "<META", "_START", ">İİ", "\"\n", " '", "M", ">'", "ſ", "'s", "\u000b", "'VE", "㋿d", "<EOT", ">", "　", "🙂a", "\n", "EOTe", "́<", "META", "_START", ">​"]}
+{"text": ".\r\n\r\n٣٤٥٦", "tokens": 9, "pieces": [".\r\n\r\n", "٣٤٥", "٦"]}
+{"text": "å字( å  .s<META_START>-　m३9<META_START>(<EOT> ́!​<<META_START><EOT>'Tm", "tokens": 42, "pieces": ["a", "̊字", "(", " a", "̊", " ", " .", "s", "<META", "_START", ">-", "　m", "३9", "<META", "_START", ">(<", "EOT", ">", " ́!​<<", "META", "_START", "><", "EOT", ">'", "Tm"]}
+{"text": "#$%ع\"\n", "tokens": 4, "pieces": ["#$%", "ع", "\"\n"]}
+{"text": " \nſ<EOT>ꟲ-👍🏽(mm#$%!!(\t
'D\"  <EOT>
'Re<EOT>́#$%>", "tokens": 42, "pieces": [" \n", "ſ", "<EOT", ">ꟲ", "-👍🏽(", "mm", "#$%!!(", "\t", "
", "'D", "\"", " ", " <", "EOT", ">", "
", "'Re", "<EOT", ">́#$%>"]}
+{"text": "!!   \nßåå", "tokens": 9, "pieces": ["!!", "   \n", "ßa", "̊a", "̊"]}
+{"text": "ꟲ'VE­́Ⅳte!-'M#$%", "tokens": 15, "pieces": ["ꟲ", "'VE", "­́", "Ⅳ", "te", "!-'", "M", "#$%"]}
+{"text": "​㋿0\r'M漢é́Dždåe s   \nå😀🏽'Resd   \n३>'ll\u000b  'refi'lla'VE½\n", "tokens": 47, "pieces": ["​㋿", "0", "\r", "'M", "漢é", "́Džda", "̊e", " s", "   \n", "a", "̊😀🏽'", "Resd", "   \n", "३", ">'", "ll", "\u000b ", " '", "refi", "'ll", "a", "'VE", "½", "\n"]}
+{"text": "e'Re9٣٤٥٦​٣٤٥٦'T", "tokens": 21, "pieces": ["e", "'Re", "9٣٤", "٥٦", "​", "٣٤٥", "٦", "'T"]}
+{"text": "🙂m", "tokens": 3, "pieces": ["🙂m"]}
+{"text": " 
́'ll字İ", "tokens": 8, "pieces": [" ", "
", "́'", "ll字İ"]}
+{"text": "å'Mꟲ'S\t٣٤٥٦३…e­　­å३é<|endoftext|>　　\r\t<EOT>.", "tokens": 45, "pieces": ["a", "̊'", "Mꟲ", "'S", "\t", "٣٤٥", "٦३", "…e", "­", "　", "­a", "̊", "३", "é", "<|", "endoftext", "|>", "　　\r", "\t", "<EOT", ">."]}
+{"text": "٣٤٥٦t𐞁   \n\r\n!éDž>'T'S.'s0'ſ ", "tokens": 29, "pieces": ["٣٤٥", "٦", "t𐞁", "   \n\r\n", "!éDž", ">'", "T", "'S", ".'", "s", "0", "'ſ", " "]}
+{"text": "٣٤٥٦'reſ   \n\r\n<EOT><Ⅳ　<EOT>\r३0
s½'VE   \n#$%٣٤٥٦\u000b<META_START>𐞁", "tokens": 52, "pieces": ["٣٤٥", "٦", "'re", "ſ", "   \n\r\n", "<EOT", "><", "Ⅳ", "　", "<EOT", ">\r", "३0", "
s", "½", "'VE", "   \n", "#$%", "٣٤٥", "٦", "\u000b", "<META", "_START", ">𐞁"]}
+{"text": "'　ḍ̇…d'é<|endoftext|>EOT  \u000b㋿'Re'll­   \n😀🏽½𐞁<|endoftext|>#$%é9<EOT>'VE9's(İ", "tokens": 59, "pieces": ["'", "　ḋ", "̣", "…d", "'é", "<|", "endoftext", "|>", "EOT", "  ", "\u000b", "㋿'", "Re", "'ll", "­", "   \n", "😀🏽", "½", "𐞁", "<|", "endoftext", "|>#$%", "é", "9", "<EOT", ">'", "VE", "9", "'s", "(İ"]}
+{"text": "​'漢00
<META_START>…㍿!😀🏽‍-'𐞁  😀🏽\r\n\r\n👍🏽Ａ漢字<<𐞁m\r\n", "tokens": 53, "pieces": ["​'", "漢", "00", "
", "<META", "_START", ">", "…", "㍿!😀🏽‍-'", "𐞁", " ", " 😀🏽\r\n\r\n", "👍🏽", "Ａ漢字", "<<", "𐞁m", "\r\n"]}
+{"text": "fi‍(", "tokens": 5, "pieces": ["fi", "‍("]}
+{"text": "<EOT>­!ꟲ字é㍿m　 ㍿éＡⅣEOTfi　'ſ𐞁a   \n‍<EOT>ſ é\r\n\r\n\"å'S", "tokens": 55, "pieces": ["<EOT", ">­!", "ꟲ字e", "́㍿", "m", "　", " ", "㍿éＡ", "Ⅳ", "EOTfi", "　", "'ſ", "𐞁a", "   \n", "‍<", "EOT", ">ſ", " é", "\r\n\r\n", "\"a", "̊'", "S"]}
+{"text": "Z   \n!!ß(<|endoftext|>EOT३　<META_START>ḍ̇>åEOTß!字ꟲ½字.㍿!!é 'VE\t", "tokens": 48, "pieces": ["Z", "   \n", "!!", "ß", "(<|", "endoftext", "|>", "EOT", "३", "　", "<META", "_START", ">ḋ", "̣>", "a", "̊EOTß", "!字ꟲ", "½", "字", ".㍿!!", "é", " '", "VE", "\t"]}
+{"text": "'s\t#$%‍‍    \n　Dž ٣٤٥٦ 0.fiꟲ<\u000b'D…'re12345678ꟲ…㍿ع'T<|fim_prefix|>\tå­'T'D>!!'ſm", "tokens": 69, "pieces": ["'s", "\t", "#$%‍‍", "    \n", "　Dž", " ", "٣٤٥", "٦", " ", "0", ".fiꟲ", "<", "\u000b", "'D", "…", "'re", "123", "456", "78", "ꟲ", "…", "㍿ع", "'T", "<|", "fim", "_prefix", "|>", "\ta", "̊­'", "T", "'D", ">!!'", "ſm"]}
+{"text": "　'VEع'reeⅣ   \n<META_START>\r\n٣٤٥٦३ ‍  EOT-.　😀🏽'sa", "tokens": 37, "pieces": ["　", "'VE", "ع", "'re", "e", "Ⅳ", "   \n", "<META", "_START", ">\r\n", "٣٤٥", "٦३", " ‍", " ", " EOT", "-.", "　", "😀🏽'", "sa"]}
+{"text": "㍿EOTſ<12345678𐞁\tßa  .​t漢<|fim_prefix|><ع😀🏽\u000b\n
　字Z0Dž<|fim_prefix|>", "tokens": 54, "pieces": ["㍿EOTſ", "<", "123", "456", "78", "𐞁", "\tßa", " ", " .​", "t漢", "<|", "fim", "_prefix", "|><", "ع", "😀🏽", "\u000b\n", "
", "　字Z", "0", "Dž", "<|", "fim", "_prefix", "|>"]}
+{"text": "\"'T'D'Re  <META_START>́'sİ<|fim_prefix|>\r३\r\nꟲaßſ½́½'ll", "tokens": 35, "pieces": ["\"'", "T", "'D", "'Re", " ", " <", "META", "_START", ">́'", "sİ", "<|", "fim", "_prefix", "|>\r", "३", "\r\n", "ꟲaßſ", "½", "́", "½", "'ll"]}
+{"text": "<'s\nİ३#$%İd ‍ſ字㋿㍿ſ-字>  😀🏽́ß\na", "tokens": 35, "pieces": ["<'", "s", "\n", "İ", "३", "#$%", "İd", " ‍", "ſ字", "㋿㍿", "ſ", "-字", ">", " ", " 😀🏽́", "ß", "\n", "a"]}
+{"text": "字 ", "tokens": 2, "pieces": ["字", " "]}
+{"text": "-'lltİ12345678ꟲd½İ0ß<META_START>ḍ̇t-<  👍🏽", "tokens": 33, "pieces": ["-'", "lltİ", "123", "456", "78", "ꟲd", "½", "İ", "0", "ß", "<META", "_START", ">ḋ", "̣t", "-<", " ", " 👍🏽"]}
+{"text": " ㋿\r<|fim_prefix|> 0é!!.㋿'ſḍ̇é'll  'T#$%\t\r\n\r\n12345678fi\"\"Džé'Reع<", "tokens": 51, "pieces": [" ", "㋿\r", "<|", "fim", "_prefix", "|>", " ", "0", "é", "!!.㋿'", "ſḋ", "̣e", "́'", "ll", " ", " '", "T", "#$%", "\t\r\n\r\n", "123", "456", "78", "fi", "\"\"", "Dže", "́'", "Reع", "<"]}
+{"text": "'llå,\r­  \u000b㍿\r\n\r\n\r'👍🏽\r\n\r\né", "tokens": 24, "pieces": ["'ll", "a", "̊,\r", "­", "  ", "\u000b", "㍿\r\n\r\n\r", "'👍🏽\r\n\r\n", "e", "́"]}
+{"text": "'ſ", "tokens": 3, "pieces": ["'ſ"]}
+{"text": " 're'éé㍿ḍ̇DžZ(m😀🏽
عé\rⅣ'M㋿ḍ̇İé½\u000b", "tokens": 44, "pieces": [" '", "re", "'e", "́é", "㍿ḋ", "̣DžZ", "(m", "😀🏽", "
عe", "́\r", "Ⅳ", "'M", "㋿ḋ", "̣İe", "́", "½", "\u000b"]}
+{"text": "'ſ<t'll12345678　aEOT'VÉ", "tokens": 15, "pieces": ["'ſ", "<t", "'ll", "123", "456", "78", "　aEOT", "'VE", "́"]}
+{"text": "'D𐞁", "tokens": 5, "pieces": ["'D", "𐞁"]}
+{"text": "ſ‍<
٣٤٥٦<|endoftext|>Ⅳt𐞁­\n👍🏽🙂a🙂'M<|fim_prefix|>字Dž𐞁ع́㋿<é漢…,e(𐞁", "tokens": 76, "pieces": ["ſ", "‍<", "
", "٣٤٥", "٦", "<|", "endoftext", "|>", "Ⅳ", "t𐞁", "­\n", "👍🏽🙂", "a", "🙂'", "M", "<|", "fim", "_prefix", "|>", "字Dž𐞁ع", "́㋿<", "e", "́漢", "…", ",e", "(𐞁"]}
+{"text": "​.'ś‍­.'ll9m٣٤٥٦ßⅣ'ſḍ̇'Re\tmß>𐞁#$%Ⅳ(\t  !ꟲＡZ 0d0", "tokens": 56, "pieces": ["​.'", "s", "́‍­.'", "ll", "9", "m", "٣٤٥", "٦", "ß", "Ⅳ", "'ſ", "ḋ", "̣'", "Re", "\tmß", ">𐞁", "#$%", "Ⅳ", "(", "\t ", " !", "ꟲＡZ", " ", "0", "d", "0"]}
+{"text": "́!'DZ Dž<|fim_prefix|>   \n'Re", "tokens": 16, "pieces": ["́!'", "DZ", " Dž", "<|", "fim", "_prefix", "|>", "   \n", "'Re"]}
+{"text": "Ⅳ\r🙂'M9-́   \n!!İ­\t!字'D<|fim_prefix|>ꟲe'VE   \n's😀🏽mعꟲet　👍🏽'D字🙂<EOT>'Re", "tokens": 61, "pieces": ["Ⅳ", "\r", "🙂'", "M", "9", "-́", "   \n", "!!", "İ", "­", "\t", "!字", "'D", "<|", "fim", "_prefix", "|>", "ꟲe", "'VE", "   \n", "'s", "😀🏽", "mعꟲet", "　", "👍🏽'", "D字", "🙂<", "EOT", ">'", "Re"]}
+{"text": "　,>  Z٣٤٥٦(‍'s…\r'Re>…é\u000bİꟲ<EOT>'S'Re!\ndḍ̇'DéZ字 ſ'Re0ع'S \u000bİ", "tokens": 56, "pieces": ["　", ",>", " ", " Z", "٣٤٥", "٦", "(‍'", "s", "…\r", "'Re", ">", "…é", "\u000bİꟲ", "<EOT", ">'", "S", "'Re", "!\n", "dḋ", "̣'", "DéZ字", " ſ", "'Re", "0", "ع", "'S", " ", "\u000bİ"]}
+{"text": "'MZ‍!!'S३ß<|fim_prefix|>(<|fim_prefix|>e're<EOT>d٣٤٥٦'VE   \n'VEe0👍🏽  ", "tokens": 51, "pieces": ["'M", "Z", "‍!!'", "S", "३", "ß", "<|", "fim", "_prefix", "|>(<|", "fim", "_prefix", "|>", "e", "'re", "<EOT", ">d", "٣٤٥", "٦", "'VE", "   \n", "'VE", "e", "0", "👍🏽", "  "]}
+{"text": "#$%‍ å𐞁é㍿ <<META_START>EOTd'ſ12345678\r!漢<EOT><META_START>­'Tfi\n.'Sm#$%", "tokens": 49, "pieces": ["#$%‍", " a", "̊𐞁é", "㍿", " ", "<<", "META", "_START", ">EOTd", "'ſ", "123", "456", "78", "\r", "!漢", "<EOT", "><", "META", "_START", ">­'", "Tfi", "\n", ".'", "Sm", "#$%"]}
+{"text": ",漢½m'T३👍🏽Dž\r\n
́-s\r\n\r\n<|fim_prefix|>a३éİ­🙂عfi­ſ'Mfi٣٤٥٦\n", "tokens": 56, "pieces": [",漢", "½", "m", "'T", "३", "👍🏽", "Dž", "\r\n", "
", "́-", "s", "\r\n\r\n", "<|", "fim", "_prefix", "|>", "a", "३", "éİ", "­🙂", "عfi", "­ſ", "'M", "fi", "٣٤٥", "٦", "\n"]}
+{"text": "…#$%", "tokens": 4, "pieces": ["…", "#$%"]}
+{"text": "<|fim_prefix|>", "tokens": 7, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "👍🏽fi   \nes'T　é0å😀🏽ع\t<EOT>12345678İd́Ａ­ḍ̇<|fim_prefix|>\rＡß! ", "tokens": 55, "pieces": ["👍🏽", "fi", "   \n", "es", "'T", "　e", "́", "0", "a", "̊😀🏽", "ع", "\t", "<EOT", ">", "123", "456", "78", "İd", "́Ａ", "­ḋ", "̣<|", "fim", "_prefix", "|>\r", "Ａß", "!", " "]}
+{"text": " ­<", "tokens": 3, "pieces": [" ", "­<"]}
+{"text": "\"e🙂>ع-é12345678Džḍ̇.t👍🏽!३", "tokens": 29, "pieces": ["\"e", "🙂>", "ع", "-e", "́", "123", "456", "78", "Džḋ", "̣.", "t", "👍🏽!", "३"]}
+{"text": "३\r\nå!\nZ㋿ſ'Re,𐞁'll(\n'D!<META_START>'re'ſ  字m", "tokens": 33, "pieces": ["३", "\r\n", "a", "̊!\n", "Z", "㋿ſ", "'Re", ",𐞁", "'ll", "(\n", "'D", "!<", "META", "_START", ">'", "re", "'ſ", " ", " 字m"]}
+{"text": "<|fim_prefix|>字<EOT>𐞁'VEİs   \nعⅣ'ReéfiⅣDž\u000bfi", "tokens": 35, "pieces": ["<|", "fim", "_prefix", "|>", "字", "<EOT", ">𐞁", "'VE", "İs", "   \n", "ع", "Ⅳ", "'Re", "e", "́fi", "Ⅳ", "Dž", "\u000bfi"]}
+{"text": "m-<\r\n\r\n'ſ\u000b\"", "tokens": 9, "pieces": ["m", "-<\r\n\r\n", "'ſ", "\u000b", "\""]}
+{"text": "'ſ're㍿m'S'Reꟲ\r
🙂.12345678sfi<META_START>,'<|fim_prefix|>9ꟲ\u000b漢\nt>字\r\nsſ'Red'Tm<EOT>ZEOT\t'T", "tokens": 63, "pieces": ["'ſ", "'re", "㍿m", "'S", "'Re", "ꟲ", "\r", "
", "🙂.", "123", "456", "78", "sfi", "<META", "_START", ">,'<|", "fim", "_prefix", "|>", "9", "ꟲ", "\u000b漢", "\n", "t", ">字", "\r\n", "sſ", "'Re", "d", "'T", "m", "<EOT", ">ZEOT", "\t", "'T"]}
+{"text": ",　", "tokens": 2, "pieces": [",", "　"]}
+{"text": "EOT🙂!EOT're,ß'Ms\r\n9\r\n\r\nZ#$%\"'sEOT'ſ   \n'll😀🏽㍿'M-  ½'ſ!a'D'll0\n", "tokens": 50, "pieces": ["EOT", "🙂!", "EOT", "'re", ",ß", "'M", "s", "\r\n", "9", "\r\n\r\n", "Z", "#$%\"'", "sEOT", "'ſ", "   \n", "'ll", "😀🏽㍿'", "M", "-", " ", " ", "½", "'ſ", "!a", "'D", "'ll", "0", "\n"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "   \n Ⅳ<META_START>0e 🙂", "tokens": 11, "pieces": ["   \n", " ", "Ⅳ", "<META", "_START", ">", "0", "e", " 🙂"]}
+{"text": "d<|endoftext|>'sİ!'VEß,́Dž!tⅣ'M<ꟲ字   \n\u000b!!㍿٣٤٥٦　!!<\rDž'T''VE<META_START><|endoftext|>(漢㋿", "tokens": 65, "pieces": ["d", "<|", "endoftext", "|>'", "sİ", "!'", "VEß", ",́", "Dž", "!t", "Ⅳ", "'M", "<ꟲ字", "   \n", "\u000b", "!!㍿", "٣٤٥", "٦", "　", "!!<\r", "Dž", "'T", "''", "VE", "<META", "_START", "><|", "endoftext", "|>(", "漢", "㋿"]}
+{"text": "#$%\r\n​aé<EOT>　  !३'é\r­\rZ字!!é0٣٤٥٦'Re'M ", "tokens": 35, "pieces": ["#$%\r\n", "​aé", "<EOT", ">", "　 ", " !", "३", "'e", "́\r", "­\r", "Z字", "!!", "e", "́", "0٣٤", "٥٦", "'Re", "'M", " "]}
+{"text": "e!EOTع­<|endoftext|>0t½½<EOT>ع́'ſ", "tokens": 25, "pieces": ["e", "!EOTع", "­<|", "endoftext", "|>", "0", "t", "½½", "<EOT", ">ع", "́'", "ſ"]}
+{"text": "éＡ㍿ḍ̇e'VEDž\r 12345678½é're'Re0\t\r\n\r\ń½!!\r\n\r\n👍🏽'Dfi'S<|endoftext|>s\r\n-ꟲa<|fim_prefix|>'ſ<META_START> 'res", "tokens": 73, "pieces": ["e", "́Ａ", "㍿ḋ", "̣e", "'VE", "Dž", "\r", " ", "123", "456", "78½", "é", "'re", "'Re", "0", "\t\r\n\r\n", "́", "½", "!!\r\n\r\n", "👍🏽'", "Dfi", "'S", "<|", "endoftext", "|>", "s", "\r\n", "-ꟲa", "<|", "fim", "_prefix", "|>'", "ſ", "<META", "_START", ">", " ", "'re", "s"]}
+{"text": "\"‍٣٤٥٦é0!!ꟲＡ", "tokens": 20, "pieces": ["\"‍", "٣٤٥", "٦", "e", "́", "0", "!!", "ꟲＡ"]}
+{"text": "és", "tokens": 3, "pieces": ["e", "́s"]}
+{"text": "Ⅳع<META_START>­<META_START>𐞁#$%\t😀🏽fi ꟲfi'ſ!!t<EOT>'D'MZꟲ", "tokens": 46, "pieces": ["Ⅳ", "ع", "<META", "_START", ">­<", "META", "_START", ">𐞁", "#$%", "\t", "😀🏽", "fi", " ꟲfi", "'ſ", "!!", "t", "<EOT", ">'", "D", "'M", "Zꟲ"]}
+{"text": "🙂DžＡ9<META_START><META_START>fi'D𐞁EOT.0‍<漢,'M>३㍿‍漢'fi>'S", "tokens": 47, "pieces": ["🙂DžＡ", "9", "<META", "_START", "><", "META", "_START", ">fi", "'D", "𐞁EOT", ".", "0", "‍<", "漢", ",'", "M", ">", "३", "㍿‍", "漢", "'fi", ">'", "S"]}
+{"text": "​  <|endoftext|>字(​ 'ſEOT'Mß‍㍿<|endoftext|>字ſ　'sꟲ12345678Ⅳ'Dꟲ३'reⅣs'll'll\n ㋿Ａ　a
㍿३   \n", "tokens": 72, "pieces": ["​", " ", " <|", "endoftext", "|>", "字", "(​", " '", "ſEOT", "'M", "ß", "‍㍿<|", "endoftext", "|>", "字ſ", "　", "'s", "ꟲ", "123", "456", "78Ⅳ", "'D", "ꟲ", "३", "'re", "Ⅳ", "s", "'ll", "'ll", "\n", " ㋿", "Ａ", "　a", "
", "㍿", "३", "   \n"]}
+{"text": "𐞁's㍿dſ'ſ　👍🏽\t#$%Ⅳſ<
🙂\"m‍🙂ſ", "tokens": 41, "pieces": ["𐞁", "'s", "㍿dſ", "'ſ", "　", "👍🏽", "\t", "#$%", "Ⅳ", "ſ", "<", "
", "🙂\"", "m", "‍🙂", "ſ"]}
+{"text": "\r", "tokens": 1, "pieces": ["\r"]}
+{"text": "m\"'T<<META_START>　　👍🏽'T ꟲ字㋿é!  #$%\u000b!!٣٤٥٦漢'M", "tokens": 43, "pieces": ["m", "\"'", "T", "<<", "META", "_START", ">", "　", "　", "👍🏽'", "T", " ꟲ字", "㋿e", "́!", " ", " #$%", "\u000b", "!!", "٣٤٥", "٦", "漢", "'M"]}
+{"text": "<'så漢'M'ſ🙂٣٤٥٦\nfi😀🏽d  #$%(", "tokens": 32, "pieces": ["<'", "sa", "̊漢", "'M", "'ſ", "🙂", "٣٤٥", "٦", "\n", "fi", "😀🏽", "d", " ", " #$%("]}
+{"text": "d'S
  ", "tokens": 5, "pieces": ["d", "'S", "
  "]}
+{"text": " EOT́😀🏽­d\tＡ123456780.'VE😀🏽é<META_START>åé9<|endoftext|>­ß'S'EOTDž'llßİ", "tokens": 50, "pieces": [" EOT", "́😀🏽­", "d", "\tＡ", "123", "456", "780", ".'", "VE", "😀🏽", "é", "<META", "_START", ">a", "̊e", "́", "9", "<|", "endoftext", "|>­", "ß", "'S", "'EOTDž", "'ll", "ßİ"]}
+{"text": "👍🏽İ<|fim_prefix|>", "tokens": 14, "pieces": ["👍🏽", "İ", "<|", "fim", "_prefix", "|>"]}
+{"text": "<|endoftext|>\r\n-d\r\n\r\n<|endoftext|>   \n'D>½…\t🙂", "tokens": 25, "pieces": ["<|", "endoftext", "|>\r\n", "-d", "\r\n\r\n", "<|", "endoftext", "|>", "   \n", "'D", ">", "½", "…", "\t", "🙂"]}
+{"text": "ع'reå", "tokens": 5, "pieces": ["ع", "'re", "a", "̊"]}
+{"text": "EOT'll're　åt\r\nZ 9<|fim_prefix|>'M…>­㍿!!fiعEOT\u000b'Re", "tokens": 36, "pieces": ["EOT", "'ll", "'re", "　a", "̊t", "\r\n", "Z", " ", "9", "<|", "fim", "_prefix", "|>'", "M", "…", ">­㍿!!", "fiعEOT", "\u000b", "'Re"]}
+{"text": "㋿ß漢…Z<EOT>㍿\"ß<#$%
\r\n\tZEOTZ9́><EOT>ＡZ'M­'Re　\r é字!!é", "tokens": 46, "pieces": ["㋿ß漢", "…Z", "<EOT", ">㍿\"", "ß", "<#$%", "
\r\n", "\tZEOTZ", "9", "́><", "EOT", ">ＡZ", "'M", "­'", "Re", "　\r", " é字", "!!", "é"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿'ſ'VE'VE'Re<META_START>'Mḍ̇　­​\u000b(<EOT>ḍ̇​'Re㍿㋿　\u000ba'reé\r㍿\n,12345678  𐞁", "tokens": 64, "pieces": ["㍿'", "ſ", "'VE", "'VE", "'Re", "<META", "_START", ">'", "Mḋ", "̣", "　", "­​", "\u000b", "(<", "EOT", ">ḋ", "̣​'", "Re", "㍿㋿", "　", "\u000ba", "'re", "e", "́\r", "㍿\n", ",", "123", "456", "78", " ", " 𐞁"]}
+{"text": "​
字>㍿😀🏽\"'D'reéDž  're‍é'Re\"'T٣٤٥٦12345678٣٤٥٦Z<EOT12345678\"'S'DdåⅣ​d­fi", "tokens": 68, "pieces": ["​", "
字", ">㍿😀🏽\"'", "D", "'re", "éDž", " ", " '", "re", "‍e", "́'", "Re", "\"'", "T", "٣٤٥", "٦12", "345", "678", "٣٤٥", "٦", "Z", "<EOT", "123", "456", "78", "\"'", "S", "'D", "da", "̊", "Ⅳ", "​d", "­fi"]}
+{"text": "ß#$%🙂३a'VE\r\n>'ſ　s漢́\t>'Re<­", "tokens": 24, "pieces": ["ß", "#$%🙂", "३", "a", "'VE", "\r\n", ">'", "ſ", "　s漢", "́", "\t", ">'", "Re", "<­"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "é\rDž12345678　'll\tḍ̇'T\"!'llعs'll'll ㋿", "tokens": 28, "pieces": ["é", "\r", "Dž", "123", "456", "78", "　", "'ll", "\tḋ", "̣'", "T", "\"!'", "llعs", "'ll", "'ll", " ", "㋿"]}
+{"text": ">Ａ#$%åEOT's字ß‍ \t9'ſ>'M  <META_START>'S'Res<|endoftext|><|endoftext|>İ㍿é9Džé's漢'", "tokens": 59, "pieces": [">Ａ", "#$%", "a", "̊EOT", "'s", "字ß", "‍", " ", "\t", "9", "'ſ", ">'", "M", " ", " <", "META", "_START", ">'", "S", "'Re", "s", "<|", "endoftext", "|><|", "endoftext", "|>", "İ", "㍿é", "9", "Dže", "́'", "s漢", "'"]}
+{"text": "Ⅳ!!0\u000bé\r\n\r\nＡ!!Džꟲ'9…9'D㍿\n<META_START>0Z12345678'M#$%
\r\nfi'reß<as#$%'ll\r\n\r\n👍🏽<EOT>字", "tokens": 62, "pieces": ["Ⅳ", "!!", "0", "\u000be", "́\r\n\r\n", "Ａ", "!!", "Džꟲ", "'", "9", "…", "9", "'D", "㍿\n", "<META", "_START", ">", "0", "Z", "123", "456", "78", "'M", "#$%", "
\r\n", "fi", "'re", "ß", "<as", "#$%'", "ll", "\r\n\r\n", "👍🏽<", "EOT", ">字"]}
+{"text": "عſ३es9​㍿\r\n'D<Z　a<|fim_prefix|>\r\n\r\n", "tokens": 24, "pieces": ["عſ", "३", "es", "9", "​㍿\r\n", "'D", "<Z", "　a", "<|", "fim", "_prefix", "|>\r\n\r\n"]}
+{"text": "éDž.­ …>…\r\n­", "tokens": 14, "pieces": ["e", "́Dž", ".­", " ", "…", ">", "…\r\n", "­"]}
+{"text": "​㋿'T'D㋿㍿>字 ㍿", "tokens": 19, "pieces": ["​㋿'", "T", "'D", "㋿㍿>", "字", " ", "㍿"]}
+{"text": "\r!!'re's‍!m(字­
\téع́d😀🏽EOTaDž\"e'VE\rå0\nꟲＡ漢>\n9… 'Déعع", "tokens": 56, "pieces": ["\r", "!!'", "re", "'s", "‍!", "m", "(字", "­", "
", "\téع", "́d", "😀🏽", "EOTaDž", "\"e", "'VE", "\r", "a", "̊", "0", "\n", "ꟲＡ漢", ">\n", "9", "…", " ", "'D", "e", "́عع"]}
+{"text": "Ａ\r​a\t🙂　'Dع​t𐞁'llfiİ", "tokens": 21, "pieces": ["Ａ", "\r", "​a", "\t", "🙂", "　", "'D", "ع", "​t𐞁", "'ll", "fiİ"]}
+{"text": "EOT😀🏽<|endoftext|>‍\r\n\"Dž<EOT>ꟲ'\rd.<9\r\r\n\r\n!\n…9　٣٤٥٦", "tokens": 46, "pieces": ["EOT", "😀🏽<|", "endoftext", "|>‍\r\n", "\"Dž", "<EOT", ">ꟲ", "'\r", "d", ".<", "9", "\r\r\n\r\n", "!\n", "…", "9", "　", "٣٤٥", "٦"]}
+{"text": "'re 👍🏽字\r!!<|endoftext|>sⅣ'T(　Z\r\n😀🏽٣٤٥٦0🙂👍🏽'M<|endoftext|>\r漢ḍ̇\r\n\r\n İ<9Ⅳ'Ds", "tokens": 74, "pieces": ["'re", " ", "👍🏽", "字", "\r", "!!<|", "endoftext", "|>", "s", "Ⅳ", "'T", "(", "　Z", "\r\n", "😀🏽", "٣٤٥", "٦0", "🙂👍🏽'", "M", "<|", "endoftext", "|>\r", "漢ḋ", "̣\r\n\r\n", " İ", "<", "9Ⅳ", "'D", "s"]}
+{"text": "\u000b\tſ漢é", "tokens": 8, "pieces": ["\u000b", "\tſ漢e", "́"]}
+{"text": "Dž#$% t'Re‍ ꟲ", "tokens": 11, "pieces": ["Dž", "#$%", " t", "'Re", "‍", " ꟲ"]}
+{"text": "Zꟲ½e#$%e", "tokens": 9, "pieces": ["Zꟲ", "½", "e", "#$%", "e"]}
+{"text": "　…‍​'s'ſ🙂'll <|fim_prefix|>ع<d'Re 9㋿'Re३'s#$%'Re३Dž<META_START>\t!é٣٤٥٦ḍ̇e…漢Dž", "tokens": 69, "pieces": ["　", "…", "‍​'", "s", "'ſ", "🙂'", "ll", " <|", "fim", "_prefix", "|>", "ع", "<d", "'Re", " ", "9", "㋿'", "Re", "३", "'s", "#$%'", "Re", "३", "Dž", "<META", "_START", ">", "\t", "!e", "́", "٣٤٥", "٦", "ḋ", "̣e", "…漢Dž"]}
+{"text": "'T<|fim_prefix|>12345678'\r\n
á İ\"  İ 's", "tokens": 23, "pieces": ["'T", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'\r\n", "
a", "́", " İ", "\"", " ", " İ", " ", "'s"]}
+{"text": "'s\t9EOT'ſ<😀🏽​>0漢sſ ꟲ'VEǻ‍", "tokens": 33, "pieces": ["'s", "\t", "9", "EOT", "'ſ", "<😀🏽​>", "0", "漢sſ", " ꟲ", "'VE", "a", "̊́‍"]}
+{"text": "><META_START>'M", "tokens": 5, "pieces": ["><", "META", "_START", ">'", "M"]}
+{"text": ".!<|endoftext|> ३#$%", "tokens": 13, "pieces": [".!<|", "endoftext", "|>", " ", "३", "#$%"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'T​å३t𐞁å½­​0a", "tokens": 20, "pieces": ["'T", "​a", "̊", "३", "t𐞁a", "̊", "½", "­​", "0", "a"]}
+{"text": "‍", "tokens": 2, "pieces": ["‍"]}
+{"text": "\u000bétＡ\r\nå   \n​0'T EOT9\r\n\r\n   \nt\"'Sa", "tokens": 23, "pieces": ["\u000be", "́tＡ", "\r\n", "a", "̊", "   \n", "​", "0", "'T", " EOT", "9", "\r\n\r\n   \n", "t", "\"'", "Sa"]}
+{"text": "(-‍
<META_START>'S­<META_START>Z漢Z🙂<EOT>12345678 'VEs'Re漢👍🏽​>　 ​́s😀🏽Ⅳ'D
Z'Z", "tokens": 59, "pieces": ["(-‍", "
", "<META", "_START", ">'", "S", "­<", "META", "_START", ">Z漢Z", "🙂<", "EOT", ">", "123", "456", "78", " ", "'VE", "s", "'Re", "漢", "👍🏽​>", "　", " ​́", "s", "😀🏽", "Ⅳ", "'D", "
Z", "'Z"]}
+{"text": "…fi'll's　#$%㋿s<å'Re's>td#$%.Ⅳ😀🏽👍🏽'T<EOT>㍿​ß'M", "tokens": 47, "pieces": ["…fi", "'ll", "'s", "　", "#$%㋿", "s", "<a", "̊'", "Re", "'s", ">td", "#$%.", "Ⅳ", "😀🏽👍🏽'", "T", "<EOT", ">㍿​", "ß", "'M"]}
+{"text": "<META_START>㍿é0\r\n\r\n㋿d　'…12345678漢㋿Z ſ  'Re  (  'reDž\n\r\n\r\n", "tokens": 42, "pieces": ["<META", "_START", ">㍿", "e", "́", "0", "\r\n\r\n", "㋿d", "　", "'", "…", "123", "456", "78", "漢", "㋿Z", " ſ", " ", " '", "Re", " ", " (", " ", " '", "reDž", "\n\r\n\r\n"]}
+{"text": "'llDž12345678aé<'T<EOT>-'S ३eEOTſ\r'ſ\u000bꟲEOT‍ .DžⅣZ!!<EOTtع'D　é,ǻＡ३", "tokens": 60, "pieces": ["'ll", "Dž", "123", "456", "78", "ae", "́<'", "T", "<EOT", ">-'", "S", " ", "३", "eEOTſ", "\r", "'ſ", "\u000bꟲEOT", "‍", " .", "Dž", "Ⅳ", "Z", "!!<", "EOTtع", "'D", "　e", "́,", "a", "̊́", "Ａ", "३"]}
+{"text": "#$%‍½İ'T㋿‍漢e ", "tokens": 16, "pieces": ["#$%‍", "½", "İ", "'T", "㋿‍", "漢e", " "]}
+{"text": "'VE!Z३fi३9Dž　'T
'T>‍'Re'Re ,.㋿'s#$%'T\r\n㍿9½<|endoftext|>'lle   \n漢 字​", "tokens": 54, "pieces": ["'VE", "!Z", "३", "fi", "३9", "Dž", "　", "'T", "
", "'T", ">‍'", "Re", "'Re", " ", ",.㋿'", "s", "#$%'", "T", "\r\n", "㍿", "9½", "<|", "endoftext", "|>'", "lle", "   \n", "漢", " 字", "​"]}
+{"text": "é👍🏽ꟲ𐞁 漢Z'ſſ'll!!<|fim_prefix|>\r\nſ­   \n­\r\n\r\n'll٣٤٥٦\tfi12345678ḍ̇é   \n\"12345678İt'Sḍ̇🙂-", "tokens": 75, "pieces": ["é", "👍🏽", "ꟲ𐞁", " 漢Z", "'ſ", "ſ", "'ll", "!!<|", "fim", "_prefix", "|>\r\n", "ſ", "­", "   \n", "­\r\n\r\n", "'ll", "٣٤٥", "٦", "\tfi", "123", "456", "78", "ḋ", "̣é", "   \n", "\"", "123", "456", "78", "İt", "'S", "ḋ", "̣🙂-"]}
+{"text": "-㍿́#$%ꟲ-㍿\r\n\r\n\r\n'D　
‍ꟲ ꟲعé#$%
​🙂ßع👍🏽'ſ'D​<|endoftext|>!'ll\r\n\r\nDž½ßd", "tokens": 65, "pieces": ["-㍿́#$%", "ꟲ", "-㍿\r\n\r\n\r\n", "'D", "　", "
", "‍ꟲ", " ꟲعe", "́#$%", "
", "​🙂", "ßع", "👍🏽'", "ſ", "'D", "​<|", "endoftext", "|>!'", "ll", "\r\n\r\n", "Dž", "½", "ßd"]}
+{"text": "'sſ  's
…ع<EOT><!!", "tokens": 15, "pieces": ["'s", "ſ", " ", " '", "s", "
", "…ع", "<EOT", "><!!"]}
+{"text": " ⅣZ㍿'llß\u000be'VE٣٤٥٦ḍ̇(漢", "tokens": 30, "pieces": [" ", "Ⅳ", "Z", "㍿'", "llß", "\u000be", "'VE", "٣٤٥", "٦", "ḋ", "̣(", "漢"]}
+{"text": "\n\n>-٣٤٥٦>e!　٣٤٥٦
㍿<|endoftext|>
<fi😀🏽'VE>İé\n<ꟲ­ßſ🙂12345678'DZ ㋿ Ⅳ", "tokens": 72, "pieces": ["\n\n", ">-", "٣٤٥", "٦", ">e", "!", "　", "٣٤٥", "٦", "
", "㍿<|", "endoftext", "|>", "
", "<fi", "😀🏽'", "VE", ">İe", "́\n", "<ꟲ", "­ßſ", "🙂", "123", "456", "78", "'D", "Z", " ", "㋿", " ", "Ⅳ"]}
+{"text": "\td#$%#$%><EOT>\r\n,t\t0<|fim_prefix|>\nع<EOT>३½\r\n", "tokens": 27, "pieces": ["\td", "#$%#$%><", "EOT", ">\r\n", ",t", "\t", "0", "<|", "fim", "_prefix", "|>\n", "ع", "<EOT", ">", "३½", "\r\n"]}
+{"text": "́-­'T'lld0.e'M,'Se\r\n<EOT>\r\n\r\n!!㍿'reDž字", "tokens": 25, "pieces": ["́-­'", "T", "'ll", "d", "0", ".e", "'M", ",'", "Se", "\r\n", "<EOT", ">\r\n\r\n", "!!㍿'", "reDž字"]}
+{"text": ".'sEOT\r\n\r\nⅣå!s", "tokens": 12, "pieces": [".'", "sEOT", "\r\n\r\n", "Ⅳ", "a", "̊!", "s"]}
+{"text": "३İ'll३漢", "tokens": 8, "pieces": ["३", "İ", "'ll", "३", "漢"]}
+{"text": "Z   \n‍Ａ'VE\r\nméå\t㋿\té​‍\"é'ſt㋿!", "tokens": 34, "pieces": ["Z", "   \n", "‍Ａ", "'VE", "\r\n", "me", "́a", "̊", "\t", "㋿", "\te", "́​‍\"", "e", "́'", "ſt", "㋿!"]}
+{"text": "fi'ſ\r\n\r\n!!.  \"ع", "tokens": 10, "pieces": ["fi", "'ſ", "\r\n\r\n", "!!.", " ", " \"", "ع"]}
+{"text": "𐞁ꟲ're\n<\"İém­'re", "tokens": 17, "pieces": ["𐞁ꟲ", "'re", "\n", "<\"", "İe", "́m", "­'", "re"]}
+{"text": "\r\nå0​👍🏽Ａ're'TEOT", "tokens": 18, "pieces": ["\r\n", "a", "̊", "0", "​👍🏽", "Ａ", "'re", "'T", "EOT"]}
+{"text": "\n>'Sfí㋿ed
'Re<|fim_prefix|>aZ<|fim_prefix|>漢
", "tokens": 33, "pieces": ["\n", ">'", "Sfi", "́㋿", "ed", "
", "'Re", "<|", "fim", "_prefix", "|>", "aZ", "<|", "fim", "_prefix", "|>", "漢", "
"]}
+{"text": "123456789
ꟲ­<|fim_prefix|>㋿٣٤٥٦­'ſ'S!ß'Smḍ̇ḍ̇", "tokens": 46, "pieces": ["123", "456", "789", "
ꟲ", "­<|", "fim", "_prefix", "|>㋿", "٣٤٥", "٦", "­'", "ſ", "'S", "!ß", "'S", "mḋ", "̣ḋ", "̣"]}
+{"text": "३", "tokens": 2, "pieces": ["३"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿​٣٤٥٦12345678'Dع🙂9ſ<META_START>😀🏽ß㋿İ'Ret३Zع9İ'Reſ‍字‍!३​'s<|fim_prefix|><|fim_prefix|>𐞁12345678​\n'llm", "tokens": 82, "pieces": ["㍿​", "٣٤٥", "٦12", "345", "678", "'D", "ع", "🙂", "9", "ſ", "<META", "_START", ">😀🏽", "ß", "㋿İ", "'Re", "t", "३", "Zع", "9", "İ", "'Re", "ſ", "‍字", "‍!", "३", "​'", "s", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", "𐞁", "123", "456", "78", "​\n", "'ll", "m"]}
+{"text": "字as'ś'sＡ漢12345678å", "tokens": 16, "pieces": ["字as", "'s", "́'", "sＡ漢", "123", "456", "78", "a", "̊"]}
+{"text": "<|endoftext|>s012345678<|endoftext|>0>\"\r\n\r\n㋿İ𐞁.漢,'Ta'Dd\n   \n㋿'S½漢\r\n \n漢", "tokens": 49, "pieces": ["<|", "endoftext", "|>", "s", "012", "345", "678", "<|", "endoftext", "|>", "0", ">\"\r\n\r\n", "㋿İ𐞁", ".漢", ",'", "Ta", "'D", "d", "\n   \n", "㋿'", "S", "½", "漢", "\r\n \n", "漢"]}
+{"text": " ㋿३ßda'T!!", "tokens": 10, "pieces": [" ㋿", "३", "ßda", "'T", "!!"]}
+{"text": "<Dž 𐞁㋿\u000bع‍", "tokens": 15, "pieces": ["<Dž", " 𐞁", "㋿", "\u000bع", "‍"]}
+{"text": "🙂e٣٤٥٦'llZ<|fim_prefix|>'T", "tokens": 21, "pieces": ["🙂e", "٣٤٥", "٦", "'ll", "Z", "<|", "fim", "_prefix", "|>'", "T"]}
+{"text": "m,'\"e字㋿字\u000b'll\u000b0å\r'M9ds𐞁Ａ\r\n  're12345678ḍ̇éaEOT\r½dZ\r\n\r\n   \n>e,9é", "tokens": 52, "pieces": ["m", ",'\"", "e字", "㋿字", "\u000b", "'ll", "\u000b", "0", "a", "̊\r", "'M", "9", "ds𐞁Ａ", "\r\n", " ", " '", "re", "123", "456", "78", "ḋ", "̣éaEOT", "\r", "½", "dZ", "\r\n\r\n   \n", ">e", ",", "9", "e", "́"]}
+{"text": "12345678'M😀🏽.٣٤٥٦'T'Re३e(<㍿åd('T<META_START>'ll\r\n\r\n'VE㋿🙂m​,ḍ̇   \n#$%ß   \n‍<|endoftext|>ß'T½'
Dž#$%", "tokens": 78, "pieces": ["123", "456", "78", "'M", "😀🏽.", "٣٤٥", "٦", "'T", "'Re", "३", "e", "(<㍿", "a", "̊d", "('", "T", "<META", "_START", ">'", "ll", "\r\n\r\n", "'VE", "㋿🙂", "m", "​,", "ḋ", "̣", "   \n", "#$%", "ß", "   \n", "‍<|", "endoftext", "|>", "ß", "'T", "½", "'", "
Dž", "#$%"]}
+{"text": "a\r\n\r\nEOT   \nḍ̇>12345678's<|fim_prefix|>'ſ.EOT12345678'Rema'D𐞁'T<|endoftext|>fi.", "tokens": 47, "pieces": ["a", "\r\n\r\n", "EOT", "   \n", "ḋ", "̣>", "123", "456", "78", "'s", "<|", "fim", "_prefix", "|>'", "ſ", ".EOT", "123", "456", "78", "'Re", "ma", "'D", "𐞁", "'T", "<|", "endoftext", "|>", "fi", "."]}
+{"text": "!!<EOT>!!fi漢İ<EOT>Ａe.ḍ̇t漢㍿​!!'reda'M.'ſ‍é>  'VÉ", "tokens": 47, "pieces": ["!!<", "EOT", ">!!", "fi漢İ", "<EOT", ">Ａe", ".ḋ", "̣t漢", "㍿​!!'", "reda", "'M", ".'", "ſ", "‍e", "́>", " ", " '", "VE", "́"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "­>\"ådſ　 ", "tokens": 10, "pieces": ["­>\"", "a", "̊dſ", "　 "]}
+{"text": "'D'D  'Re12345678'Re'T ZEOT ع㍿\t's㍿­ſ,   ", "tokens": 27, "pieces": ["'D", "'D", " ", " '", "Re", "123", "456", "78", "'Re", "'T", " ZEOT", " ع", "㍿", "\t", "'s", "㍿­", "ſ", ",", "   "]}
+{"text": "'Re'S,-👍🏽  'T
é　#$%", "tokens": 19, "pieces": ["'Re", "'S", ",-👍🏽", " ", " '", "T", "
e", "́", "　", "#$%"]}
+{"text": "😀🏽\u000b'llＡ\r\n\r\n\r\n<|endoftext|>(㍿.'s👍🏽½dDž\"", "tokens": 33, "pieces": ["😀🏽", "\u000b", "'ll", "Ａ", "\r\n\r\n\r\n", "<|", "endoftext", "|>(㍿.'", "s", "👍🏽", "½", "dDž", "\""]}
+{"text": "9'Re0İ0'M\n<|endoftext|>'T😀🏽٣٤٥٦0", "tokens": 29, "pieces": ["9", "'Re", "0", "İ", "0", "'M", "\n", "<|", "endoftext", "|>'", "T", "😀🏽", "٣٤٥", "٦0"]}
+{"text": "<|endoftext|><EOT>s㋿\r\n\r\n👍🏽éad.'sſ<META_START>'S", "tokens": 32, "pieces": ["<|", "endoftext", "|><", "EOT", ">s", "㋿\r\n\r\n", "👍🏽", "e", "́ad", ".'", "sſ", "<META", "_START", ">'", "S"]}
+{"text": "a \u000b'ſꟲfi<'VE'Re<META_START>\r\n", "tokens": 18, "pieces": ["a", " ", "\u000b", "'ſ", "ꟲfi", "<'", "VE", "'Re", "<META", "_START", ">\r\n"]}
+{"text": "\r\n\r\n­Dž's'M'S<́'VE'Re\t　'३'🙂é👍🏽\u000b<|endoftext|>Ⅳ३‍㋿'re", "tokens": 46, "pieces": ["\r\n\r\n", "­Dž", "'s", "'M", "'S", "<́'", "VE", "'Re", "\t", "　", "'", "३", "'🙂", "é", "👍🏽", "\u000b", "<|", "endoftext", "|>", "Ⅳ३", "‍㋿'", "re"]}
+{"text": "é漢a  t'Z\tع>  #$%\tİ…'ReDž…٣٤٥٦'D!!é\nⅣmＡt sZ<META_START>😀🏽'Mfi'll", "tokens": 59, "pieces": ["e", "́漢a", " ", " t", "'Z", "\tع", ">", " ", " #$%", "\tİ", "…", "'Re", "Dž", "…", "٣٤٥", "٦", "'D", "!!", "e", "́\n", "Ⅳ", "mＡt", " sZ", "<META", "_START", ">😀🏽'", "Mfi", "'ll"]}
+{"text": "٣٤٥٦ß'Re…!'re\tZmé字9fi!'TEOT -'ſ's(漢a", "tokens": 33, "pieces": ["٣٤٥", "٦", "ß", "'Re", "…", "!'", "re", "\tZme", "́字", "9", "fi", "!'", "TEOT", " -'", "ſ", "'s", "(漢a"]}
+{"text": "<|endoftext|>m½!!‍0　<|fim_prefix|>-\r<META_START>12345678'T'Zs12345678.　'sZ‍<|endoftext|>d'VEd漢'S'VEⅣ
\u000bé漢'Re   \n", "tokens": 69, "pieces": ["<|", "endoftext", "|>", "m", "½", "!!‍", "0", "　", "<|", "fim", "_prefix", "|>-\r", "<META", "_START", ">", "123", "456", "78", "'T", "'Zs", "123", "456", "78", ".", "　", "'s", "Z", "‍<|", "endoftext", "|>", "d", "'VE", "d漢", "'S", "'VE", "Ⅳ", "
", "\u000be", "́漢", "'Re", "   \n"]}
+{"text": "ſ‍Ａ(ſ३\t'D \tⅣ's\r\"EOT.٣٤٥٦   \nİ \"", "tokens": 33, "pieces": ["ſ", "‍Ａ", "(ſ", "३", "\t", "'D", " ", "\t", "Ⅳ", "'s", "\r", "\"EOT", ".", "٣٤٥", "٦", "   \n", "İ", " \""]}
+{"text": "　(!'Re<s\t<META_START>'Re<|fim_prefix|>\rع\u000bDž're　ß‍'T99d!!åⅣ,‍'D!!㍿
a'll\nŹ'D　", "tokens": 57, "pieces": ["　", "(!'", "Re", "<s", "\t", "<META", "_START", ">'", "Re", "<|", "fim", "_prefix", "|>\r", "ع", "\u000bDž", "'re", "　ß", "‍'", "T", "99", "d", "!!", "a", "̊", "Ⅳ", ",‍'", "D", "!!㍿", "
a", "'ll", "\n", "Z", "́'", "D", "　"]}
+{"text": "'D're㋿0!", "tokens": 7, "pieces": ["'D", "'re", "㋿", "0", "!"]}
+{"text": "Ⅳ'ſ‍<|fim_prefix|>9t'Re\rḍ̇🙂'D\r\n\r\nſ'Re字! ع'D\"…　e'll\n!İ !<|fim_prefix|>　tＡ\"fi", "tokens": 60, "pieces": ["Ⅳ", "'ſ", "‍<|", "fim", "_prefix", "|>", "9", "t", "'Re", "\r", "ḋ", "̣🙂'", "D", "\r\n\r\n", "ſ", "'Re", "字", "!", " ع", "'D", "\"", "…", "　e", "'ll", "\n", "!İ", " !<|", "fim", "_prefix", "|>", "　tＡ", "\"fi"]}
+{"text": "🙂\u000bİ12345678\r\n12345678", "tokens": 11, "pieces": ["🙂", "\u000bİ", "123", "456", "78", "\r\n", "123", "456", "78"]}
+{"text": "åe\u000b0m <\t'T㍿…'VE𐞁e9<|fim_prefix|>'sſ<EOT>!!<EOT>\n\r\n㋿Ⅳ'D　<0é", "tokens": 53, "pieces": ["a", "̊e", "\u000b", "0", "m", " <", "\t", "'T", "㍿", "…", "'VE", "𐞁e", "9", "<|", "fim", "_prefix", "|>'", "sſ", "<EOT", ">!!<", "EOT", ">\n\r\n", "㋿", "Ⅳ", "'D", "　", "<", "0", "e", "́"]}
+{"text": "'ll'Ddm>㋿'İ're'S-'S<META_START>>𐞁 …Ａ", "tokens": 26, "pieces": ["'ll", "'D", "dm", ">㋿'", "İ", "'re", "'S", "-'", "S", "<META", "_START", ">>", "𐞁", " ", "…Ａ"]}
+{"text": "12345678'M<EOT>\r,Ａ  字'sm\r\n\r\n m>𐞁   \n عſe٣٤٥٦", "tokens": 37, "pieces": ["123", "456", "78", "'M", "<EOT", ">\r", ",Ａ", " ", " 字", "'s", "m", "\r\n\r\n", " m", ">𐞁", "   \n", " عſe", "٣٤٥", "٦"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿　<EOT>'DZ.   \n!\r\n\r\n\n-👍🏽'ſ\"'D\"㍿   \n'D,'ſ", "tokens": 34, "pieces": ["㍿", "　", "<EOT", ">'", "DZ", ".", "   \n", "!\r\n\r\n\n", "-👍🏽'", "ſ", "\"'", "D", "\"㍿", "   \n", "'D", ",'", "ſ"]}
+{"text": "ZaعeéEOT🙂(!!<META_START>'T٣٤٥٦ع 0éⅣ\n'ſ<EOT><EOT><|endoftext|>'re👍🏽\r\n\r\nå.<  字", "tokens": 61, "pieces": ["Zaعee", "́EOT", "🙂(!!<", "META", "_START", ">'", "T", "٣٤٥", "٦", "ع", " ", "0", "e", "́", "Ⅳ", "\n", "'ſ", "<EOT", "><", "EOT", "><|", "endoftext", "|>'", "re", "👍🏽\r\n\r\n", "a", "̊.<", " ", " 字"]}
+{"text": "İm12345678<EOT>\r''12345678'T-t　ß12345678
<|fim_prefix|>‍", "tokens": 31, "pieces": ["İm", "123", "456", "78", "<EOT", ">\r", "''", "123", "456", "78", "'T", "-t", "　ß", "123", "456", "78", "
", "<|", "fim", "_prefix", "|>‍"]}
+{"text": "ḍ̇ea\" 字ع\r
👍🏽
👍🏽😀🏽åḍ̇३Ａ\u000b<|endoftext|>'M­'TZ'ſ👍🏽(‍㋿३0", "tokens": 74, "pieces": ["ḋ", "̣ea", "\"", " 字ع", "\r", "
", "👍🏽", "
", "👍🏽😀🏽", "a", "̊ḋ", "̣", "३", "Ａ", "\u000b", "<|", "endoftext", "|>'", "M", "­'", "TZ", "'ſ", "👍🏽(‍㋿", "३0"]}
+{"text": "'D\n½½㍿<META_START>\r\nꟲ́12345678 a\t#$%٣٤٥٦\n!d0'ſ12345678٣٤٥٦㍿ßé😀🏽.'", "tokens": 59, "pieces": ["'D", "\n", "½½", "㍿<", "META", "_START", ">\r\n", "ꟲ", "́", "123", "456", "78", " a", "\t", "#$%", "٣٤٥", "٦", "\n", "!d", "0", "'ſ", "123", "456", "78٣", "٤٥٦", "㍿ßé", "😀🏽.'"]}
+{"text": "Dž>Ａa㍿́<(ḍ̇İ#$%\r'<META_START>   \n　e!!!!9<'T", "tokens": 31, "pieces": ["Dž", ">Ａa", "㍿́<(", "ḋ", "̣İ", "#$%\r", "'<", "META", "_START", ">", "   \n", "　e", "!!!!", "9", "<'", "T"]}
+{"text": "#$%!字\"👍🏽㋿a'Re\t​Ａ​İ'M\rſ'T\u000bİ字<'D!!
", "tokens": 34, "pieces": ["#$%!", "字", "\"👍🏽㋿", "a", "'Re", "\t", "​Ａ", "​İ", "'M", "\r", "ſ", "'T", "\u000bİ字", "<'", "D", "!!", "
"]}
+{"text": "ꟲ're  😀🏽\"'", "tokens": 10, "pieces": ["ꟲ", "'re", " ", " 😀🏽\"'"]}
+{"text": "　…'s   \nßEOTé", "tokens": 10, "pieces": ["　", "…", "'s", "   \n", "ßEOTe", "́"]}
+{"text": "́(", "tokens": 2, "pieces": ["́("]}
+{"text": "\r\n\r\n
å<|fim_prefix|>EOT'Ss \r\nt…㋿'ll!!'VE're 0Zt👍🏽ع'D", "tokens": 43, "pieces": ["\r\n\r\n", "
a", "̊<|", "fim", "_prefix", "|>", "EOT", "'S", "s", " \r\n", "t", "…", "㋿'", "ll", "!!'", "VE", "'re", " ", "0", "Zt", "👍🏽", "ع", "'D"]}
+{"text": "'Dß字9\r\n\r\n३…d'VEfi👍🏽Z…ſ(\tDže<EOT>३", "tokens": 35, "pieces": ["'D", "ß字", "9", "\r\n\r\n", "३", "…d", "'VE", "fi", "👍🏽", "Z", "…ſ", "(", "\tDže", "<EOT", ">", "३"]}
+{"text": "\"ḍ̇<!!𐞁
　<EOT>ع\"!,!!　''T　12345678<META_START>漢́\"漢 <|endoftext|>🙂'ſ's㋿👍🏽>‍", "tokens": 63, "pieces": ["\"ḋ", "̣<!!", "𐞁", "
", "　", "<EOT", ">ع", "\"!,!!", "　", "''", "T", "　", "123", "456", "78", "<META", "_START", ">漢", "́\"", "漢", " <|", "endoftext", "|>🙂'", "ſ", "'s", "㋿👍🏽>‍"]}
+{"text": "'\r\nع'Dé'<|endoftext|>'Re12345678\r\n\r\nfi#$%t\r\n\r\n字EOT<<|fim_prefix|>   \n-'VE'Re​   \n<EOT>", "tokens": 41, "pieces": ["'\r\n", "ع", "'D", "é", "'<|", "endoftext", "|>'", "Re", "123", "456", "78", "\r\n\r\n", "fi", "#$%", "t", "\r\n\r\n", "字EOT", "<<|", "fim", "_prefix", "|>", "   \n", "-'", "VE", "'Re", "​", "   \n", "<EOT", ">"]}
+{"text": "'ReEOT𐞁ḍ̇<|fim_prefix|>e½İ\u000b½å", "tokens": 27, "pieces": ["'Re", "EOT𐞁ḋ", "̣<|", "fim", "_prefix", "|>", "e", "½", "İ", "\u000b", "½", "a", "̊"]}
+{"text": "ſe​", "tokens": 4, "pieces": ["ſe", "​"]}
+{"text": "'Re😀🏽'\r😀🏽12345678\tß\r\n\r\n　<|fim_prefix|>́ſ<|endoftext|>#$%('s\r\n\r\n,!!ꟲ𐞁👍🏽­́ß ", "tokens": 61, "pieces": ["'Re", "😀🏽'\r", "😀🏽", "123", "456", "78", "\tß", "\r\n\r\n", "　", "<|", "fim", "_prefix", "|>́", "ſ", "<|", "endoftext", "|>#$%('", "s", "\r\n\r\n", ",!!", "ꟲ𐞁", "👍🏽­́", "ß", " "]}
+{"text": "'D👍🏽́<META_START>'s<EOT😀🏽­,Ⅳ字 ع­'👍🏽😀🏽'T", "tokens": 41, "pieces": ["'D", "👍🏽́<", "META", "_START", ">'", "s", "<EOT", "😀🏽­,", "Ⅳ", "字", " ع", "­'👍🏽😀🏽'", "T"]}
+{"text": "mſſ(Ⅳ🙂'VE'M'åé½m", "tokens": 19, "pieces": ["mſſ", "(", "Ⅳ", "🙂'", "VE", "'M", "'a", "̊é", "½", "m"]}
+{"text": "‍Dž   \n9", "tokens": 6, "pieces": ["‍Dž", "   \n", "9"]}
+{"text": "0…‍as'Re\n\r.é!éſ'T'9(t
.\r字,#$%s-é½ſsⅣ", "tokens": 36, "pieces": ["0", "…", "‍as", "'Re", "\n\r", ".é", "!éſ", "'T", "'", "9", "(t", "
", ".\r", "字", ",#$%", "s", "-é", "½", "ſs", "Ⅳ"]}
+{"text": "\u000b<EOTé३!३漢d'Re㋿s'Séé'S-
ß\rİ   \n​-<|fim_prefix|>#$%<d字́'ſß<META_START>m", "tokens": 55, "pieces": ["\u000b", "<EOTe", "́", "३", "!", "३", "漢d", "'Re", "㋿s", "'S", "e", "́e", "́'", "S", "-", "
ß", "\r", "İ", "   \n", "​-<|", "fim", "_prefix", "|>#$%<", "d字", "́'", "ſß", "<META", "_START", ">m"]}
+{"text": "å  's　\"<|fim_prefix|>12345678'll.    \n -　\u000bé½ß'Dſ\"!!ꟲm😀🏽'Rea12345678Ⅳ", "tokens": 48, "pieces": ["a", "̊", " ", " '", "s", "　", "\"<|", "fim", "_prefix", "|>", "123", "456", "78", "'ll", ".", "    \n", " -", "　", "\u000bé", "½", "ß", "'D", "ſ", "\"!!", "ꟲm", "😀🏽'", "Rea", "123", "456", "78Ⅳ"]}
+{"text": "'ḍ̇  ३'ReＡ३\r\n
s(  .​9
-\n½…½­😀🏽'D(fi", "tokens": 42, "pieces": ["'ḋ", "̣", " ", " ", "३", "'Re", "Ａ", "३", "\r\n", "
s", "(", " ", " .​", "9", "
", "-\n", "½", "…", "½", "­😀🏽'", "D", "(fi"]}
+{"text": "'Mḍ̇s(sfiZ٣٤٥٦d'D‍漢\r\n\r\n!12345678३EOT'S0́㋿漢　½", "tokens": 44, "pieces": ["'M", "ḋ", "̣s", "(sfiZ", "٣٤٥", "٦", "d", "'D", "‍漢", "\r\n\r\n", "!", "123", "456", "78३", "EOT", "'S", "0", "́㋿", "漢", "　", "½"]}
+{"text": "漢! \r\ń😀🏽'😀🏽 <META_START>'SZ\"t,ع'ſ𐞁<|endoftext|>Z#$%\"", "tokens": 42, "pieces": ["漢", "!", " \r\n", "́😀🏽'😀🏽", " <", "META", "_START", ">'", "SZ", "\"t", ",ع", "'ſ", "𐞁", "<|", "endoftext", "|>", "Z", "#$%\""]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ſ
s👍🏽㍿­å<|fim_prefix|>ß<META_START>a", "tokens": 30, "pieces": ["ſ", "
s", "👍🏽㍿­", "a", "̊<|", "fim", "_prefix", "|>", "ß", "<META", "_START", ">a"]}
+{"text": "Ⅳſİ'S'll'D'llé-ß'S ​́­m", "tokens": 18, "pieces": ["Ⅳ", "ſİ", "'S", "'ll", "'D", "'ll", "e", "́-", "ß", "'S", " ​́­", "m"]}
+{"text": "0EOT-३s𐞁   \nḍ̇'M\r\n㋿fi!𐞁a'D''se<|fim_prefix|>\"İ<|fim_prefix|>Ａ­ḍ̇", "tokens": 57, "pieces": ["0", "EOT", "-", "३", "s𐞁", "   \n", "ḋ", "̣'", "M", "\r\n", "㋿fi", "!𐞁a", "'D", "''", "se", "<|", "fim", "_prefix", "|>\"", "İ", "<|", "fim", "_prefix", "|>", "Ａ", "­ḋ", "̣"]}
+{"text": "­\neḍ̇fi\"s.'S漢   'VE😀🏽é\r\n\r\n!!s  Z-ع(mé\r\ń's.　t३!", "tokens": 44, "pieces": ["­\n", "eḋ", "̣fi", "\"s", ".'", "S漢", "  ", " ", "'VE", "😀🏽", "é", "\r\n\r\n", "!!", "s", " ", " Z", "-ع", "(mé", "\r\n", "́'", "s", ".", "　t", "३", "!"]}
+{"text": "漢#$%9fiⅣ½㍿s😀🏽fi\r", "tokens": 22, "pieces": ["漢", "#$%", "9", "fi", "Ⅳ½", "㍿s", "😀🏽", "fi", "\r"]}
+{"text": "<|endoftext|>\r\n\r\nꟲ\u000b'VE<EOT>\n<META_START>…Ⅳ𐞁  \n👍🏽9'll12345678​", "tokens": 41, "pieces": ["<|", "endoftext", "|>\r\n\r\n", "ꟲ", "\u000b", "'VE", "<EOT", ">\n", "<META", "_START", ">", "…", "Ⅳ", "𐞁", "  \n", "👍🏽", "9", "'ll", "123", "456", "78", "​"]}
+{"text": "'sDž<EOT>'Re", "tokens": 7, "pieces": ["'s", "Dž", "<EOT", ">'", "Re"]}
+{"text": "🙂   ­'M d'ſ 😀🏽㍿e<EOT>å<0'll\"'Dm", "tokens": 29, "pieces": ["🙂", "  ", " ­'", "M", " d", "'ſ", " 😀🏽㍿", "e", "<EOT", ">a", "̊<", "0", "'ll", "\"'", "Dm"]}
+{"text": "\n<d-Dž   \n…0\t", "tokens": 10, "pieces": ["\n", "<d", "-Dž", "   \n", "…", "0", "\t"]}
+{"text": "é'll'lleİ <|fim_prefix|>…'Re'll👍🏽maé٣٤٥٦åİ'VE㋿🙂٣٤٥٦<|endoftext|>ée'Re\t\r\n!'Mfi
字🙂", "tokens": 74, "pieces": ["e", "́'", "ll", "'ll", "eİ", " <|", "fim", "_prefix", "|>", "…", "'Re", "'ll", "👍🏽", "mae", "́", "٣٤٥", "٦", "a", "̊İ", "'VE", "㋿🙂", "٣٤٥", "٦", "<|", "endoftext", "|>", "e", "́e", "'Re", "\t\r\n", "!'", "Mfi", "
字", "🙂"]}
+{"text": "Džå0‍.'M\u000b'Se‍漢<META_START>!!'T\u000bⅣ́", "tokens": 28, "pieces": ["Dža", "̊", "0", "‍.'", "M", "\u000b", "'S", "e", "‍漢", "<META", "_START", ">!!'", "T", "\u000b", "Ⅳ", "́"]}
+{"text": "Z\"", "tokens": 2, "pieces": ["Z", "\""]}
+{"text": "aſ'ſ(e<EOT>>'T Z12345678
<'Reé👍🏽s!!٣٤٥٦'D\r\ns👍🏽d<EOT>Dž\"ß'ع\rꟲa", "tokens": 62, "pieces": ["aſ", "'ſ", "(e", "<EOT", ">>'", "T", " Z", "123", "456", "78", "
", "<'", "Reé", "👍🏽", "s", "!!", "٣٤٥", "٦", "'D", "\r\n", "s", "👍🏽", "d", "<EOT", ">Dž", "\"ß", "'ع", "\r", "ꟲa"]}
+{"text": ".t(ta<META_START>'M‍😀🏽'ré🙂'Sé12345678　é", "tokens": 28, "pieces": [".t", "(ta", "<META", "_START", ">'", "M", "‍😀🏽'", "re", "́🙂'", "Se", "́", "123", "456", "78", "　é"]}
+{"text": "'M å​'ſ漢é!", "tokens": 13, "pieces": ["'M", " a", "̊​'", "ſ漢é", "!"]}
+{"text": "e…d\r\n\r\n½　'S'M‍\"\tİe-   \n!!'re३(<META_START>\n字 ​fi 's ,\n9ꟲ­", "tokens": 39, "pieces": ["e", "…d", "\r\n\r\n", "½", "　", "'S", "'M", "‍\"", "\tİe", "-", "   \n", "!!'", "re", "३", "(<", "META", "_START", ">\n", "字", " ", "​fi", " ", "'s", " ,\n", "9", "ꟲ", "­"]}
+{"text": "#$%\r   \n½ a'S­'D", "tokens": 11, "pieces": ["#$%\r", "   \n", "½", " a", "'S", "­'", "D"]}
+{"text": "🙂aß㍿<|fim_prefix|>'VE  𐞁#$%ſ'll#$%\r\nＡ<|endoftext|>", "tokens": 37, "pieces": ["🙂aß", "㍿<|", "fim", "_prefix", "|>'", "VE", " ", " 𐞁", "#$%", "ſ", "'ll", "#$%\r\n", "Ａ", "<|", "endoftext", "|>"]}
+{"text": "𐞁 å!ae(\r\ns\t字'M'll'TＡ😀🏽٣٤٥٦ع\t́😀🏽éZİ\u000b", "tokens": 44, "pieces": ["𐞁", " a", "̊!", "ae", "(\r\n", "s", "\t字", "'M", "'ll", "'T", "Ａ", "😀🏽", "٣٤٥", "٦", "ع", "\t", "́😀🏽", "e", "́Zİ", "\u000b"]}
+{"text": "0m٣٤٥٦Ⅳ'T", "tokens": 13, "pieces": ["0", "m", "٣٤٥", "٦Ⅳ", "'T"]}
+{"text": "å'M", "tokens": 5, "pieces": ["a", "̊'", "M"]}
+{"text": "å'Ret'Retꟲ𐞁
m🙂🙂\n𐞁e", "tokens": 27, "pieces": ["a", "̊'", "Ret", "'Re", "tꟲ𐞁", "
m", "🙂🙂\n", "𐞁e"]}
+{"text": "'re're>åſ㍿​\u000bé'M0'M\r", "tokens": 19, "pieces": ["'re", "'re", ">a", "̊ſ", "㍿​", "\u000be", "́'", "M", "0", "'M", "\r"]}
+{"text": "e　\u000b'S.a", "tokens": 5, "pieces": ["e", "　", "\u000b", "'S", ".a"]}
+{"text": " <    \n漢d're​eİe\"\t㋿
ع́\t(", "tokens": 23, "pieces": [" ", "<", "    \n", "漢d", "'re", "​eİe", "\"", "\t", "㋿", "
ع", "́", "\t", "("]}
+{"text": "<EOT>!!'s'S'Tt", "tokens": 9, "pieces": ["<EOT", ">!!'", "s", "'S", "'T", "t"]}
+{"text": ",'ſḍ̇<|fim_prefix|>d  é<META_START>字'ſ㋿<META_START>㋿e", "tokens": 37, "pieces": [",'", "ſḋ", "̣<|", "fim", "_prefix", "|>", "d", " ", " é", "<META", "_START", ">字", "'ſ", "㋿<", "META", "_START", ">㋿", "e"]}
+{"text": "Dž 'D𐞁
👍🏽#$%𐞁!<EOT>٣٤٥٦Z!!t", "tokens": 37, "pieces": ["Dž", " '", "D𐞁", "
", "👍🏽#$%", "𐞁", "!<", "EOT", ">", "٣٤٥", "٦", "Z", "!!", "t"]}
+{"text": "\t,Ⅳ", "tokens": 4, "pieces": ["\t", ",", "Ⅳ"]}
+{"text": "  ​'re   \nعt𐞁'D<EOT>ta   \nåé'D漢👍🏽så㍿́DžDžt  Z'S< ", "tokens": 49, "pieces": [" ", " ​'", "re", "   \n", "عt𐞁", "'D", "<EOT", ">ta", "   \n", "a", "̊e", "́'", "D漢", "👍🏽", "sa", "̊㍿́", "DžDžt", " ", " Z", "'S", "<", " "]}
+{"text": "<|fim_prefix|>…'s.𐞁عfi字<EOT>  >\r\n're", "tokens": 25, "pieces": ["<|", "fim", "_prefix", "|>", "…", "'s", ".𐞁عfi字", "<EOT", ">", " ", " >\r\n", "'re"]}
+{"text": "'VE9👍🏽", "tokens": 9, "pieces": ["'VE", "9", "👍🏽"]}
+{"text": "Ⅳfi(\"'D<META_START>\r\nİ>Ａ漢😀🏽'S　.mEOTZ
<META_START>……!!9字ḍ̇𐞁<ꟲ\r\n<", "tokens": 56, "pieces": ["Ⅳ", "fi", "(\"'", "D", "<META", "_START", ">\r\n", "İ", ">Ａ漢", "😀🏽'", "S", "　", ".mEOTZ", "
", "<META", "_START", ">", "…", "…", "!!", "9", "字ḋ", "̣𐞁", "<ꟲ", "\r\n", "<"]}
+{"text": "'M#$%٣٤٥٦(#$%.m㍿㋿9#$%'T㋿\r\n\r\n!!Ａḍ̇", "tokens": 37, "pieces": ["'M", "#$%", "٣٤٥", "٦", "(#$%.", "m", "㍿㋿", "9", "#$%'", "T", "㋿\r\n\r\n", "!!", "Ａḋ", "̣"]}
+{"text": "'s<|fim_prefix|>'ReZ😀🏽㋿漢s𐞁Ⅳḍ̇t  İ ́e👍🏽…ḍ̇fi   \n　漢ß'VE", "tokens": 60, "pieces": ["'s", "<|", "fim", "_prefix", "|>'", "ReZ", "😀🏽㋿", "漢s𐞁", "Ⅳ", "ḋ", "̣t", " ", " İ", " ́", "e", "👍🏽", "…ḋ", "̣fi", "   \n", "　漢ß", "'VE"]}
+{"text": "'re'Dİ字9​.🙂​㋿\t-
İé12345678‍
<|endoftext|>㍿12345678👍🏽\r㍿Zfi'VE>　é<EOT>", "tokens": 62, "pieces": ["'re", "'D", "İ字", "9", "​.🙂​㋿", "\t", "-", "
İé", "123", "456", "78", "‍", "
", "<|", "endoftext", "|>㍿", "123", "456", "78", "👍🏽\r", "㍿Zfi", "'VE", ">", "　e", "́<", "EOT", ">"]}
+{"text": "0   \n­   …'re漢­'T\r٣٤٥٦9s<EOT>9<EOT>d. 're\n'sⅣ\r\n'T<|fim_prefix|>", "tokens": 47, "pieces": ["0", "   \n", "­", "   ", "…", "'re", "漢", "­'", "T", "\r", "٣٤٥", "٦9", "s", "<EOT", ">", "9", "<EOT", ">d", ".", " '", "re", "\n", "'s", "Ⅳ", "\r\n", "'T", "<|", "fim", "_prefix", "|>"]}
+{"text": "🙂㋿'re字'll,<EOT>s\r½　ḍ̇𐞁漢'D<|fim_prefix|>٣٤٥٦٣٤٥٦'re'Re,👍🏽!!­\r9", "tokens": 64, "pieces": ["🙂㋿'", "re字", "'ll", ",<", "EOT", ">s", "\r", "½", "　ḋ", "̣𐞁漢", "'D", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦٣٤", "٥٦", "'re", "'Re", ",👍🏽!!­\r", "9"]}
+{"text": "'VE", "tokens": 2, "pieces": ["'VE"]}
+{"text": "
ß 's'Re#$%  \r\n㍿́m 'M12345678!!
🙂<|fim_prefix|><!!'VE'T-#$%'re𐞁𐞁İ!   \n", "tokens": 50, "pieces": ["
ß", " ", "'s", "'Re", "#$%", "  \r\n", "㍿́", "m", " '", "M", "123", "456", "78", "!!", "
", "🙂<|", "fim", "_prefix", "|><!!'", "VE", "'T", "-#$%'", "re𐞁𐞁İ", "!", "   \n"]}
+{"text": "!ß🙂٣٤٥٦!
'T'M<EOT>ß>é'M'D!!Džİ<EOT>½EOT", "tokens": 36, "pieces": ["!ß", "🙂", "٣٤٥", "٦", "!", "
", "'T", "'M", "<EOT", ">ß", ">e", "́'", "M", "'D", "!!", "Džİ", "<EOT", ">", "½", "EOT"]}
+{"text": "mZas　!Ⅳ>
'S㍿0\r­ꟲ,#$%漢'T'll
-½'ſ'D!!Zté\"漢9字字's
½", "tokens": 49, "pieces": ["mZas", "　", "!", "Ⅳ", ">", "
", "'S", "㍿", "0", "\r", "­ꟲ", ",#$%", "漢", "'T", "'ll", "
", "-", "½", "'ſ", "'D", "!!", "Zté", "\"漢", "9", "字字", "'s", "
", "½"]}
+{"text": "<'Re­  'T㋿'VE0   \nEOT\n　mééİ.\r\n\r\né<|endoftext|>å<|endoftext|>🙂!12345678\"İ'S-Dž", "tokens": 52, "pieces": ["<'", "Re", "­", " ", " '", "T", "㋿'", "VE", "0", "   \n", "EOT", "\n", "　mééİ", ".\r\n\r\n", "é", "<|", "endoftext", "|>", "a", "̊<|", "endoftext", "|>🙂!", "123", "456", "78", "\"İ", "'S", "-Dž"]}
+{"text": "­'T<EOT>å'D're\r\n\r\n-é,12345678.<,٣٤٥٦ſ<EOT>٣٤٥٦\t́\"'VE½m\u000bꟲ", "tokens": 51, "pieces": ["­'", "T", "<EOT", ">a", "̊'", "D", "'re", "\r\n\r\n", "-e", "́,", "123", "456", "78", ".<,", "٣٤٥", "٦", "ſ", "<EOT", ">", "٣٤٥", "٦", "\t", "́\"'", "VE", "½", "m", "\u000bꟲ"]}
+{"text": "'M🙂12345678e\r\n9,12345678İ'reعＡ", "tokens": 18, "pieces": ["'M", "🙂", "123", "456", "78", "e", "\r\n", "9", ",", "123", "456", "78", "İ", "'re", "عＡ"]}
+{"text": "  \"-m'<EOT>३㍿字🙂 \tꟲ<META_START>‍ḍ̇éḍ̇#$%­å,'s", "tokens": 45, "pieces": [" ", " \"-", "m", "'<", "EOT", ">", "३", "㍿字", "🙂", " ", "\tꟲ", "<META", "_START", ">‍", "ḋ", "̣éḋ", "̣#$%­", "a", "̊,'", "s"]}
+{"text": "㍿\rEOTḍ̇'S ßİ​d,<EOT>½٣٤٥٦Ⅳ<META_START>'  ٣٤٥٦漢'Dé　'S𐞁ḍ̇mfi\u000b\rm'Re  ½<|fim_prefix|><|endoftext|>>   \n'", "tokens": 87, "pieces": ["㍿\r", "EOTḋ", "̣'", "S", " ßİ", "​d", ",<", "EOT", ">", "½٣٤", "٥٦Ⅳ", "<META", "_START", ">'", " ", " ", "٣٤٥", "٦", "漢", "'D", "é", "　", "'S", "𐞁ḋ", "̣mfi", "\u000b\r", "m", "'Re", " ", " ", "½", "<|", "fim", "_prefix", "|><|", "endoftext", "|>>", "   \n", "'"]}
+{"text": "\r\n\r\né<　(ḍ̇ ", "tokens": 12, "pieces": ["\r\n\r\n", "e", "́<", "　", "(ḋ", "̣", " "]}
+{"text": "t,!㍿😀🏽<Z ſ12345678ſ\"", "tokens": 21, "pieces": ["t", ",!㍿😀🏽<", "Z", " ſ", "123", "456", "78", "ſ", "\""]}
+{"text": "tⅣİ𐞁'TＡ.🙂'llⅣ́>éé", "tokens": 22, "pieces": ["t", "Ⅳ", "İ𐞁", "'T", "Ａ", ".🙂'", "ll", "Ⅳ", "́>", "éé"]}
+{"text": "é́٣٤٥٦Džmſ\r𐞁<|fim_prefix|>­s\r\n9ß     \n å'Re…", "tokens": 40, "pieces": ["é", "́", "٣٤٥", "٦", "Džmſ", "\r", "𐞁", "<|", "fim", "_prefix", "|>­", "s", "\r\n", "9", "ß", "     \n", " a", "̊'", "Re", "…"]}
+{"text": "!!­d(ſe<|endoftext|>Ⅳſ'D\r\n\r\n#$%dd漢㋿(ع(漢EOT.'s½字", "tokens": 39, "pieces": ["!!­", "d", "(ſe", "<|", "endoftext", "|>", "Ⅳ", "ſ", "'D", "\r\n\r\n", "#$%", "dd漢", "㋿(", "ع", "(漢EOT", ".'", "s", "½", "字"]}
+{"text": "<META_START>ꟲ'Re  fi漢!!å>'D", "tokens": 19, "pieces": ["<META", "_START", ">ꟲ", "'Re", " ", " fi漢", "!!", "a", "̊>'", "D"]}
+{"text": "12345678­ꟲ!! 漢́'reéZ's<e<EOT>", "tokens": 22, "pieces": ["123", "456", "78", "­ꟲ", "!!", " 漢", "́'", "reéZ", "'s", "<e", "<EOT", ">"]}
+{"text": "́éé.㋿İé३​><…漢­🙂'VE\t   \n\n!Ⅳ", "tokens": 30, "pieces": ["́e", "́e", "́.㋿", "İe", "́", "३", "​><", "…漢", "­🙂'", "VE", "\t   \n\n", "!", "Ⅳ"]}
+{"text": "eⅣ😀🏽'D're३'s's9-0!", "tokens": 19, "pieces": ["e", "Ⅳ", "😀🏽'", "D", "'re", "३", "'s", "'s", "9", "-", "0", "!"]}
+{"text": "0   \n(½å<|fim_prefix|> m عd'llé!Z字EOTå😀🏽㍿é.İ　Ａ   \nfi
.'ßfi​Z'VEfi   \n", "tokens": 60, "pieces": ["0", "   \n", "(", "½", "a", "̊<|", "fim", "_prefix", "|>", " m", " عd", "'ll", "e", "́!", "Z字EOTa", "̊😀🏽㍿", "e", "́.", "İ", "　Ａ", "   \n", "fi", "
", ".'", "ßfi", "​Z", "'VE", "fi", "   \n"]}
+{"text": "<|endoftext|>  \n…Ａİ‍  ,", "tokens": 17, "pieces": ["<|", "endoftext", "|>", "  \n", "…Ａİ", "‍", " ", " ,"]}
+{"text": "a'S!", "tokens": 3, "pieces": ["a", "'S", "!"]}
+{"text": "👍🏽\r\n\r\n<|fim_prefix|>字'M.ḍ̇ꟲ", "tokens": 25, "pieces": ["👍🏽\r\n\r\n", "<|", "fim", "_prefix", "|>", "字", "'M", ".ḋ", "̣ꟲ"]}
+{"text": "<EOT> ½字\nm\r\n\r\n'T<>>mſaå㋿ 'T!𐞁ع<EOT><|endoftext|>\r\n\r\na're,123456789'S   \n-", "tokens": 47, "pieces": ["<EOT", ">", " ", "½", "字", "\n", "m", "\r\n\r\n", "'T", "<>>", "mſaa", "̊㋿", " ", "'T", "!𐞁ع", "<EOT", "><|", "endoftext", "|>\r\n\r\n", "a", "'re", ",", "123", "456", "789", "'S", "   \n", "-"]}
+{"text": "'Re<|endoftext|>Dž\n٣٤٥٦ḍ̇ta!fi…a٣٤٥٦　-Ⅳ😀🏽é\n#$%漢👍🏽   　😀🏽'T<META_START>'Mſ'ſé", "tokens": 81, "pieces": ["'Re", "<|", "endoftext", "|>", "Dž", "\n", "٣٤٥", "٦", "ḋ", "̣ta", "!fi", "…a", "٣٤٥", "٦", "　", "-", "Ⅳ", "😀🏽", "é", "\n", "#$%", "漢", "👍🏽", "   ", "　", "😀🏽'", "T", "<META", "_START", ">'", "Mſ", "'ſ", "é"]}
+{"text": "́㍿'Re9d#$%#$%ꟲＡꟲ<|fim_prefix|>\r\n\n<|endoftext|>EOTZ㍿m", "tokens": 42, "pieces": ["́㍿'", "Re", "9", "d", "#$%#$%", "ꟲＡꟲ", "<|", "fim", "_prefix", "|>\r\n\n", "<|", "endoftext", "|>", "EOTZ", "㍿m"]}
+{"text": "'Tt㍿😀🏽efi'T12345678sİ 'S​(​'S'T", "tokens": 27, "pieces": ["'T", "t", "㍿😀🏽", "efi", "'T", "123", "456", "78", "sİ", " '", "S", "​(​'", "S", "'T"]}
+{"text": "9'<ⅣⅣ  0<EOT>'ll　d'ſDž", "tokens": 20, "pieces": ["9", "'<", "ⅣⅣ", " ", " ", "0", "<EOT", ">'", "ll", "　d", "'ſ", "Dž"]}
+{"text": "\r\n.d<|fim_prefix|>字­,ꟲꟲ!EOT's", "tokens": 22, "pieces": ["\r\n", ".d", "<|", "fim", "_prefix", "|>", "字", "­,", "ꟲꟲ", "!EOT", "'s"]}
+{"text": "ſ.'ſ<|endoftext|>👍🏽EOT👍🏽Ａ Ⅳ👍🏽9'ſ　<EOT><EOT>å…\"m'M>\u000b.<'VEm", "tokens": 61, "pieces": ["ſ", ".'", "ſ", "<|", "endoftext", "|>👍🏽", "EOT", "👍🏽", "Ａ", " ", "Ⅳ", "👍🏽", "9", "'ſ", "　", "<EOT", "><", "EOT", ">a", "̊", "…", "\"m", "'M", ">", "\u000b", ".<'", "VEm"]}
+{"text": "  'll12345678<META_START>'D\u000bſ\t'Re𐞁…㍿e'ſ­EOT𐞁.Ａ'ReEOT\n", "tokens": 43, "pieces": [" ", " '", "ll", "123", "456", "78", "<META", "_START", ">'", "D", "\u000bſ", "\t", "'Re", "𐞁", "…", "㍿e", "'ſ", "­EOT𐞁", ".Ａ", "'Re", "EOT", "\n"]}
+{"text": "s३漢㍿\r\n\r\nꟲع
DžEOT\"ſ३ḍ̇m<EOT>Dž", "tokens": 35, "pieces": ["s", "३", "漢", "㍿\r\n\r\n", "ꟲع", "
DžEOT", "\"ſ", "३", "ḋ", "̣m", "<EOT", ">Dž"]}
+{"text": "  ſ…'MåDžḍ̇\t'Re,<|endoftext|>ⅣＡ字 \n  İfi.\tétſsꟲ<|endoftext|>㍿>ꟲ", "tokens": 59, "pieces": [" ", " ſ", "…", "'M", "a", "̊Džḋ", "̣", "\t", "'Re", ",<|", "endoftext", "|>", "Ⅳ", "Ａ字", " \n", " ", " İfi", ".", "\te", "́tſsꟲ", "<|", "endoftext", "|>㍿>", "ꟲ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<|endoftext|> ", "tokens": 8, "pieces": ["<|", "endoftext", "|>", " "]}
+{"text": "12345678're'½'ſ😀🏽漢‍(ſ m𐞁漢->Ⅳ😀🏽'ſ(字\u000bm9Džعḍ̇漢ḍ̇   \n½ß ", "tokens": 63, "pieces": ["123", "456", "78", "'re", "'", "½", "'ſ", "😀🏽", "漢", "‍(", "ſ", " m𐞁漢", "->", "Ⅳ", "😀🏽'", "ſ", "(字", "\u000bm", "9", "Džعḋ", "̣漢ḋ", "̣", "   \n", "½", "ß", " "]}
+{"text": "'Re -e<EOT><META_START>𐞁EOT9'VE<|endoftext|>\r'D㋿e!\r\n😀🏽‍́ḍ̇…ع字é<EOT><|fim_prefix|>'ſ", "tokens": 61, "pieces": ["'Re", " ", "-e", "<EOT", "><", "META", "_START", ">𐞁EOT", "9", "'VE", "<|", "endoftext", "|>\r", "'D", "㋿e", "!\r\n", "😀🏽‍́", "ḋ", "̣", "…ع字é", "<EOT", "><|", "fim", "_prefix", "|>'", "ſ"]}
+{"text": "<|endoftext|>>a#$%dZEOT m\naع", "tokens": 17, "pieces": ["<|", "endoftext", "|>>", "a", "#$%", "dZEOT", " m", "\n", "aع"]}
+{"text": "🙂‍DžDž㍿字\u000b's字'é're", "tokens": 19, "pieces": ["🙂‍", "DžDž", "㍿字", "\u000b", "'s", "字", "'e", "́'", "re"]}
+{"text": "ع,<|fim_prefix|>'e    \n>ḍ̇\u000bd'D12345678're  a#$%…Dž𐞁\nå㍿\u000bⅣ!!\"½\n\"​#$%​Ⅳ½́́t", "tokens": 60, "pieces": ["ع", ",<|", "fim", "_prefix", "|>'", "e", "    \n", ">ḋ", "̣", "\u000bd", "'D", "123", "456", "78", "'re", " ", " a", "#$%", "…Dž𐞁", "\n", "a", "̊㍿", "\u000b", "Ⅳ", "!!\"", "½", "\n", "\"​#$%​", "Ⅳ½", "́́", "t"]}
+{"text": "-<META_START>.'Sfi🙂9İ­#$%Ⅳ9\"m\r<META_START>'ll३s\r\n\r\nfiZe३'ll", "tokens": 37, "pieces": ["-<", "META", "_START", ">.'", "Sfi", "🙂", "9", "İ", "­#$%", "Ⅳ9", "\"m", "\r", "<META", "_START", ">'", "ll", "३", "s", "\r\n\r\n", "fiZe", "३", "'ll"]}
+{"text": "​\rＡ(٣٤٥٦d👍🏽<ع'DعＡé'Re\r\n\r\n  \t'ſt#$%Z\"Dž‍.'Sa\r　𐞁     \n\r\n", "tokens": 55, "pieces": ["​\r", "Ａ", "(", "٣٤٥", "٦", "d", "👍🏽<", "ع", "'D", "عＡe", "́'", "Re", "\r\n\r\n", "  ", "\t", "'ſ", "t", "#$%", "Z", "\"Dž", "‍.'", "Sa", "\r", "　𐞁", "     \n\r\n"]}
+{"text": "ꟲ,'M", "tokens": 5, "pieces": ["ꟲ", ",'", "M"]}
+{"text": "㋿　fi,ع'll12345678'reé\r\n,\ns'", "tokens": 19, "pieces": ["㋿", "　fi", ",ع", "'ll", "123", "456", "78", "'re", "e", "́\r\n", ",\n", "s", "'"]}
+{"text": "'re-Ⅳ\"ḍ̇ع!!s", "tokens": 13, "pieces": ["'re", "-", "Ⅳ", "\"ḋ", "̣ع", "!!", "s"]}
+{"text": "'lléꟲ\n12345678ḍ̇Ⅳ0㍿'VE'D12345678e㍿ß㋿'sß-½s\u000b\t'll…#$%\r <EOT>Z'TtEOT 𐞁,ꟲd", "tokens": 67, "pieces": ["'ll", "e", "́ꟲ", "\n", "123", "456", "78", "ḋ", "̣", "Ⅳ0", "㍿'", "VE", "'D", "123", "456", "78", "e", "㍿ß", "㋿'", "sß", "-", "½", "s", "\u000b", "\t", "'ll", "…", "#$%\r", " <", "EOT", ">Z", "'T", "tEOT", " 𐞁", ",ꟲd"]}
+{"text": "\u000b
åZ‍ \r\n\r\n\r\n\r\nEOT   \n‍tع…'Re\r\n!ⅣſⅣ!!😀🏽9<(\r\n>'​fi\u000b🙂", "tokens": 45, "pieces": ["\u000b", "
a", "̊Z", "‍", " \r\n\r\n\r\n\r\n", "EOT", "   \n", "‍tع", "…", "'Re", "\r\n", "!", "Ⅳ", "ſ", "Ⅳ", "!!😀🏽", "9", "<(\r\n", ">'​", "fi", "\u000b", "🙂"]}
+{"text": " …३\r'M
!漢- 
12345678t<|endoftext|>
'D,\na'Red ٣٤٥٦漢\"é㋿ s‍>\r\n\r\ns9DžZ½😀🏽", "tokens": 66, "pieces": [" ", "…", "३", "\r", "'M", "
", "!漢", "-", " ", "
", "123", "456", "78", "t", "<|", "endoftext", "|>", "
", "'D", ",\n", "a", "'Re", "d", " ", "٣٤٥", "٦", "漢", "\"e", "́㋿", " s", "‍>\r\n\r\n", "s", "9", "DžZ", "½", "😀🏽"]}
+{"text": "'ll𐞁\r…'ll!Ⅳ-<|endoftext|>ß \r\n\r\n\r\n\r\nét㋿\n'Tt12345678", "tokens": 35, "pieces": ["'ll", "𐞁", "\r", "…", "'ll", "!", "Ⅳ", "-<|", "endoftext", "|>", "ß", " \r\n\r\n\r\n\r\n", "e", "́t", "㋿\n", "'T", "t", "123", "456", "78"]}
+{"text": "'s\u000b-'s‍EOT#$%ſ\u000bßEOT\u000b(åعfi", "tokens": 23, "pieces": ["'s", "\u000b", "-'", "s", "‍EOT", "#$%", "ſ", "\u000bßEOT", "\u000b", "(a", "̊عfi"]}
+{"text": "\t<  '漢e漢12345678'Re'D'D912345678\u000b  éad　ḍ̇İmm!!12345678३㋿\r\n", "tokens": 41, "pieces": ["\t", "<", " ", " '", "漢e漢", "123", "456", "78", "'Re", "'D", "'D", "912", "345", "678", "\u000b ", " e", "́ad", "　ḋ", "̣İmm", "!!", "123", "456", "78३", "㋿\r\n"]}
+{"text": "Z09٣٤٥٦0é'T're 'T", "tokens": 16, "pieces": ["Z", "09٣", "٤٥٦", "0", "é", "'T", "'re", " ", "'T"]}
+{"text": "㍿٣٤٥٦\nt㍿字\r\n\r\n漢٣٤٥٦\n<'re‍>\t㍿㍿Ⅳ\r\n!'VE.9e'.ع", "tokens": 51, "pieces": ["㍿", "٣٤٥", "٦", "\n", "t", "㍿字", "\r\n\r\n", "漢", "٣٤٥", "٦", "\n", "<'", "re", "‍>", "\t", "㍿㍿", "Ⅳ", "\r\n", "!'", "VE", ".", "9", "e", "'.", "ع"]}
+{"text": "!! ‍é½३Ａ'VEſ<|fim_prefix|>ع​é😀🏽'T\r<|fim_prefix|> d!!a<EOT>'ll٣٤٥٦½Ａ<字s😀🏽#$%d½㋿e#$%", "tokens": 77, "pieces": ["!!", " ", "‍é", "½३", "Ａ", "'VE", "ſ", "<|", "fim", "_prefix", "|>", "ع", "​e", "́😀🏽'", "T", "\r", "<|", "fim", "_prefix", "|>", " d", "!!", "a", "<EOT", ">'", "ll", "٣٤٥", "٦½", "Ａ", "<字s", "😀🏽#$%", "d", "½", "㋿e", "#$%"]}
+{"text": "ع​Ａ(<META_START>t12345678>'S'T<EOT>😀🏽a'Re٣٤٥٦\r\nd", "tokens": 34, "pieces": ["ع", "​Ａ", "(<", "META", "_START", ">t", "123", "456", "78", ">'", "S", "'T", "<EOT", ">😀🏽", "a", "'Re", "٣٤٥", "٦", "\r\n", "d"]}
+{"text": "<META_START>!!\"
#$%\"'lléß
ß　12345678->t👍🏽\r\n\r\n're漢　‍<|fim_prefix|>d0   \n 0's㋿e#$%<META_START>0😀🏽", "tokens": 65, "pieces": ["<META", "_START", ">!!\"", "
", "#$%\"'", "lléß", "
ß", "　", "123", "456", "78", "->", "t", "👍🏽\r\n\r\n", "'re", "漢", "　", "‍<|", "fim", "_prefix", "|>", "d", "0", "   \n", " ", "0", "'s", "㋿e", "#$%<", "META", "_START", ">", "0", "😀🏽"]}
+{"text": "'Da<३éſd'Ret'Re𐞁字字'DEOT\r\n\r\nEOT\"½'S­ -\r.tå\r\n\r\n​​ع㋿😀🏽", "tokens": 46, "pieces": ["'D", "a", "<", "३", "e", "́ſd", "'Re", "t", "'Re", "𐞁字字", "'D", "EOT", "\r\n\r\n", "EOT", "\"", "½", "'S", "­", " ", "-\r", ".ta", "̊\r\n\r\n", "​​", "ع", "㋿😀🏽"]}
+{"text": "\r\n'llＡ", "tokens": 4, "pieces": ["\r\n", "'ll", "Ａ"]}
+{"text": ">🙂\"'Rea", "tokens": 6, "pieces": [">🙂\"'", "Rea"]}
+{"text": "'D'ſ'٣٤٥٦  <\u000b漢㋿0'llＡ.\t'D🙂'T٣٤٥٦  ٣٤٥٦-<|endoftext|>!! <|fim_prefix|><|endoftext|>字Džé㍿ع\r\nd\u000b're㍿​ḍ̇", "tokens": 95, "pieces": ["'D", "'ſ", "'", "٣٤٥", "٦", " ", " <", "\u000b漢", "㋿", "0", "'ll", "Ａ", ".", "\t", "'D", "🙂'", "T", "٣٤٥", "٦", " ", " ", "٣٤٥", "٦", "-<|", "endoftext", "|>!!", " ", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "字Dže", "́㍿", "ع", "\r\n", "d", "\u000b", "'re", "㍿​", "ḋ", "̣"]}
+{"text": "'　字'D٣٤٥٦dſZ  \u000b­　字é'reéé
<EOT>ḍ̇fi😀🏽İḍ̇é‍३md𐞁<|endoftext|>­👍🏽​'VE'‍\r", "tokens": 80, "pieces": ["'", "　字", "'D", "٣٤٥", "٦", "dſZ", "  ", "\u000b", "­", "　字é", "'re", "e", "́é", "
", "<EOT", ">ḋ", "̣fi", "😀🏽", "İḋ", "̣é", "‍", "३", "md𐞁", "<|", "endoftext", "|>­👍🏽​'", "VE", "'‍\r"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "😀🏽 ㍿'ſ😀🏽👍🏽ḍ̇'Dİ'S字\r9😀🏽漢字fi<|endoftext|>s(\t­\r(", "tokens": 58, "pieces": ["😀🏽", " ", "㍿'", "ſ", "😀🏽👍🏽", "ḋ", "̣'", "Dİ", "'S", "字", "\r", "9", "😀🏽", "漢字fi", "<|", "endoftext", "|>", "s", "(", "\t", "­\r", "("]}
+{"text": "åm½s\"'Re'D字\r\n''ſ字ع0s12345678😀🏽Ａ\u000b<|endoftext|>\"
EOT're", "tokens": 41, "pieces": ["a", "̊m", "½", "s", "\"'", "Re", "'D", "字", "\r\n", "''", "ſ字ع", "0", "s", "123", "456", "78", "😀🏽", "Ａ", "\u000b", "<|", "endoftext", "|>\"", "
EOT", "'re"]}
+{"text": "   \ń👍🏽1234567812345678", "tokens": 14, "pieces": ["   \n", "́👍🏽", "123", "456", "781", "234", "567", "8"]}
+{"text": "\r\"\"é\r\n\r\n#$%😀🏽-𐞁…\r\n  de…t­s>EOT!!", "tokens": 29, "pieces": ["\r", "\"\"", "e", "́\r\n\r\n", "#$%😀🏽-", "𐞁", "…\r\n", " ", " de", "…t", "­s", ">EOT", "!!"]}
+{"text": "́ḍ̇", "tokens": 6, "pieces": ["́ḋ", "̣"]}
+{"text": "''字9ꟲ 'VE\u000b😀🏽\n'ſ!0Zß٣٤٥٦m　😀🏽<<|fim_prefix|>字å  'Re\r\n३'T'D<<d👍🏽İ…(", "tokens": 69, "pieces": ["''", "字", "9", "ꟲ", " ", "'VE", "\u000b", "😀🏽\n", "'ſ", "!", "0", "Zß", "٣٤٥", "٦", "m", "　", "😀🏽<<|", "fim", "_prefix", "|>", "字a", "̊", " ", " '", "Re", "\r\n", "३", "'T", "'D", "<<", "d", "👍🏽", "İ", "…", "("]}
+{"text": "ع<", "tokens": 2, "pieces": ["ع", "<"]}
+{"text": "
\t\u000bḍ̇'\"", "tokens": 10, "pieces": ["
\t", "\u000bḋ", "̣'\""]}
+{"text": "\"'M३ds😀🏽'T​\r\n.\t  d🙂٣٤٥٦
३'Ss\r\n\r\nfi'T\r\n\r\n\u000b", "tokens": 39, "pieces": ["\"'", "M", "३", "ds", "😀🏽'", "T", "​\r\n", ".", "\t ", " d", "🙂", "٣٤٥", "٦", "
", "३", "'S", "s", "\r\n\r\n", "fi", "'T", "\r\n\r\n\u000b"]}
+{"text": "0‍'SZ(12345678㋿🙂'D12345678
\"ⅣEOT'T\r\n\r\n字<|endoftext|>#$%<|endoftext|>'D\u000b<|fim_prefix|>​　Ａ'Refi­Dž0'<ſfi-,🙂", "tokens": 73, "pieces": ["0", "‍'", "SZ", "(", "123", "456", "78", "㋿🙂'", "D", "123", "456", "78", "
", "\"", "Ⅳ", "EOT", "'T", "\r\n\r\n", "字", "<|", "endoftext", "|>#$%<|", "endoftext", "|>'", "D", "\u000b", "<|", "fim", "_prefix", "|>​", "　Ａ", "'Re", "fi", "­Dž", "0", "'<", "ſfi", "-,🙂"]}
+{"text": "<EOT>< \"'Re<|fim_prefix|><META_START>", "tokens": 16, "pieces": ["<EOT", "><", " ", "\"'", "Re", "<|", "fim", "_prefix", "|><", "META", "_START", ">"]}
+{"text": "½\u000b'ſＡDž.\r­><|fim_prefix|>!!½s　ß🙂", "tokens": 26, "pieces": ["½", "\u000b", "'ſ", "ＡDž", ".\r", "­><|", "fim", "_prefix", "|>!!", "½", "s", "　ß", "🙂"]}
+{"text": "0.३é!90🙂d9'VE​字 t.'S३😀🏽0ß字<\rＡ٣٤٥٦🙂字m<META_START><<|fim_prefix|>👍🏽", "tokens": 63, "pieces": ["0", ".", "३", "e", "́!", "90", "🙂d", "9", "'VE", "​字", " t", ".'", "S", "३", "😀🏽", "0", "ß字", "<\r", "Ａ", "٣٤٥", "٦", "🙂字m", "<META", "_START", "><<|", "fim", "_prefix", "|>👍🏽"]}
+{"text": "ḍ̇漢'Dé​#$%㋿'re''re<>\r\né😀🏽12345678", "tokens": 32, "pieces": ["ḋ", "̣漢", "'D", "e", "́​#$%㋿'", "re", "''", "re", "<>\r\n", "e", "́😀🏽", "123", "456", "78"]}
+{"text": "'ll३-té½e'…\n​ß\u000bⅣ😀🏽Ⅳ'M9!३'", "tokens": 29, "pieces": ["'ll", "३", "-te", "́", "½", "e", "'", "…\n", "​ß", "\u000b", "Ⅳ", "😀🏽", "Ⅳ", "'M", "9", "!", "३", "'"]}
+{"text": "'llع<META_START>😀🏽 -'s Džع99( 'Re9até9٣٤٥٦㍿漢->\"EOTéEOT½!!ßa12345678​
'VE'Re", "tokens": 59, "pieces": ["'ll", "ع", "<META", "_START", ">😀🏽", " -'", "s", " Džع", "99", "(", " '", "Re", "9", "ate", "́", "9٣٤", "٥٦", "㍿漢", "->\"", "EOTéEOT", "½", "!!", "ßa", "123", "456", "78", "​", "
", "'VE", "'Re"]}
+{"text": "ع'VE字", "tokens": 4, "pieces": ["ع", "'VE", "字"]}
+{"text": "٣٤٥٦𐞁12345678'<META_START>…​'VE𐞁(ß", "tokens": 30, "pieces": ["٣٤٥", "٦", "𐞁", "123", "456", "78", "'<", "META", "_START", ">", "…", "​'", "VE𐞁", "(ß"]}
+{"text": "12345678字(İ  字😀🏽३\u000bm𐞁<|fim_prefix|>👍🏽  \"fi'T'Msꟲ́½​\"<EOT>漢fi\u000b<|endoftext|>㍿fi", "tokens": 68, "pieces": ["123", "456", "78", "字", "(İ", " ", " 字", "😀🏽", "३", "\u000bm𐞁", "<|", "fim", "_prefix", "|>👍🏽", " ", " \"", "fi", "'T", "'M", "sꟲ", "́", "½", "​\"<", "EOT", ">漢fi", "\u000b", "<|", "endoftext", "|>㍿", "fi"]}
+{"text": "㍿12345678­ꟲ'VE'DꟲDž'Sḍ̇ḍ̇.'T'\r\n\r\n'll\rDž   \n'llZåſ<|endoftext|>𐞁.", "tokens": 56, "pieces": ["㍿", "123", "456", "78", "­ꟲ", "'VE", "'D", "ꟲDž", "'S", "ḋ", "̣ḋ", "̣.'", "T", "'\r\n\r\n", "'ll", "\r", "Dž", "   \n", "'ll", "Za", "̊ſ", "<|", "endoftext", "|>", "𐞁", "."]}
+{"text": "<ꟲ३é<|fim_prefix|>0(​😀🏽", "tokens": 23, "pieces": ["<ꟲ", "३", "e", "́<|", "fim", "_prefix", "|>", "0", "(​😀🏽"]}
+{"text": " 's\"'ll<META_START>\r'M…  'D'\t­　‍Ａ㋿\r\n\r\n   \n.", "tokens": 29, "pieces": [" '", "s", "\"'", "ll", "<META", "_START", ">\r", "'M", "… ", " '", "D", "'", "\t", "­", "　", "‍Ａ", "㋿\r\n\r\n", "   \n", "."]}
+{"text": " 'ReEOTİ́é­s𐞁'Dع٣٤٥٦'M0½㋿\n'VEa", "tokens": 32, "pieces": [" '", "ReEOTİ", "́é", "­s𐞁", "'D", "ع", "٣٤٥", "٦", "'M", "0½", "㋿\n", "'VE", "a"]}
+{"text": "­\"Ａ", "tokens": 4, "pieces": ["­\"", "Ａ"]}
+{"text": "!!\r\na㋿'reéDž\ré!!!!t字tḍ̇!!<m<META_START>'DDž .\r\u000be漢<META_START>,", "tokens": 43, "pieces": ["!!\r\n", "a", "㋿'", "reéDž", "\r", "é", "!!!!", "t字tḋ", "̣!!<", "m", "<META", "_START", ">'", "DDž", " ", ".\r", "\u000be漢", "<META", "_START", ">,"]}
+{"text": " 12345678!((\rm‍e ½ſ'VE  'S३\t‍.9<", "tokens": 28, "pieces": [" ", "123", "456", "78", "!((\r", "m", "‍e", " ", "½", "ſ", "'VE", " ", " '", "S", "३", "\t", "‍.", "9", "<"]}
+{"text": "!<|endoftext|>12345678\ns½0<\"٣٤٥٦​
Ａ㍿   \n
İ字é​", "tokens": 38, "pieces": ["!<|", "endoftext", "|>", "123", "456", "78", "\n", "s", "½0", "<\"", "٣٤٥", "٦", "​", "
Ａ", "㍿", "   \n", "
İ字é", "​"]}
+{"text": "🙂ꟲ<m'M<META_START>\u000bt\n
​㋿㍿.\r<META_START>\"​12345678㋿字e\"'ſ漢'T\t!ſ​
're<…​", "tokens": 56, "pieces": ["🙂ꟲ", "<m", "'M", "<META", "_START", ">", "\u000bt", "\n", "
", "​㋿㍿.\r", "<META", "_START", ">\"​", "123", "456", "78", "㋿字e", "\"'", "ſ漢", "'T", "\t", "!ſ", "​", "
", "'re", "<", "…", "​"]}
+{"text": "ßEOT½ 0½عZ　'‍‍'VEé\u000b", "tokens": 20, "pieces": ["ßEOT", "½", " ", "0½", "عZ", "　", "'‍‍'", "VEe", "́", "\u000b"]}
+{"text": "åİa\t字9㋿9…<|fim_prefix|>,　‍'re…\t'12345678-'D<|fim_prefix|>漢   \n!'M　'D\t字…åe", "tokens": 57, "pieces": ["a", "̊İa", "\t字", "9", "㋿", "9", "…", "<|", "fim", "_prefix", "|>,", "　", "‍'", "re", "…", "\t", "'", "123", "456", "78", "-'", "D", "<|", "fim", "_prefix", "|>", "漢", "   \n", "!'", "M", "　", "'D", "\t字", "…a", "̊e"]}
+{"text": "ḍ̇\nḍ̇​٣٤٥٦", "tokens": 20, "pieces": ["ḋ", "̣\n", "ḋ", "̣​", "٣٤٥", "٦"]}
+{"text": "fi  ,ß\"İZ09\u000b   \né\"'Reİꟲ\"ß'T́!!('ree-'S'reḍ̇Z
'VE", "tokens": 39, "pieces": ["fi", " ", " ,", "ß", "\"İZ", "09", "\u000b   \n", "e", "́\"'", "Reİꟲ", "\"ß", "'T", "́!!('", "ree", "-'", "S", "'re", "ḋ", "̣Z", "
", "'VE"]}
+{"text": "<META_START>漢ꟲ🙂İ👍🏽\r\n\r\n字' Ａ😀🏽(ꟲ𐞁<|endoftext|>ＡZéa👍🏽٣٤٥٦\r", "tokens": 63, "pieces": ["<META", "_START", ">漢ꟲ", "🙂İ", "👍🏽\r\n\r\n", "字", "'", " Ａ", "😀🏽(", "ꟲ𐞁", "<|", "endoftext", "|>", "ＡZéa", "👍🏽", "٣٤٥", "٦", "\r"]}
+{"text": "12345678​
\n‍­9½­'re<|endoftext|>İ👍🏽fi'ſé½'ſ​\u000b㋿0
字é<|endoftext|>d३0Ａ㍿­٣٤٥٦12345678>EOT-🙂", "tokens": 83, "pieces": ["123", "456", "78", "​", "
\n", "‍­", "9½", "­'", "re", "<|", "endoftext", "|>", "İ", "👍🏽", "fi", "'ſ", "e", "́", "½", "'ſ", "​", "\u000b", "㋿", "0", "
字é", "<|", "endoftext", "|>", "d", "३0", "Ａ", "㍿­", "٣٤٥", "٦12", "345", "678", ">EOT", "-🙂"]}
+{"text": "عt\"é<|fim_prefix|>Dž!!é㋿'VEé½\n-٣٤٥٦", "tokens": 35, "pieces": ["عt", "\"e", "́<|", "fim", "_prefix", "|>", "Dž", "!!", "e", "́㋿'", "VEe", "́", "½", "\n", "-", "٣٤٥", "٦"]}
+{"text": "İ㋿'T'VE'SⅣ0EOT٣٤٥٦,.٣٤٥٦Ａ½", "tokens": 34, "pieces": ["İ", "㋿'", "T", "'VE", "'S", "Ⅳ0", "EOT", "٣٤٥", "٦", ",.", "٣٤٥", "٦", "Ａ", "½"]}
+{"text": "ße'D३Z‍", "tokens": 7, "pieces": ["ße", "'D", "३", "Z", "‍"]}
+{"text": "é<|fim_prefix|>9dåſ!!Z ", "tokens": 18, "pieces": ["e", "́<|", "fim", "_prefix", "|>", "9", "da", "̊ſ", "!!", "Z", " "]}
+{"text": " 'SEOTDž\r\n\u000b
‍ع😀🏽\r\nع<EOT>'sḍ̇å
", "tokens": 33, "pieces": [" '", "SEOTDž", "\r\n", "\u000b", "
", "‍ع", "😀🏽\r\n", "ع", "<EOT", ">'", "sḋ", "̣a", "̊", "
"]}
+{"text": "𐞁㋿ḍ̇\n　½ſḍ̇m漢<EOT>", "tokens": 28, "pieces": ["𐞁", "㋿ḋ", "̣\n", "　", "½", "ſḋ", "̣m漢", "<EOT", ">"]}
+{"text": "'T३!!9'T'MⅣ\r\n\r\n🙂½.ꟲ-Z…'s0漢عع\r'Re(ع'll123456780㋿(<|endoftext|>\r\n३é", "tokens": 47, "pieces": ["'T", "३", "!!", "9", "'T", "'M", "Ⅳ", "\r\n\r\n", "🙂", "½", ".ꟲ", "-Z", "…", "'s", "0", "漢عع", "\r", "'Re", "(ع", "'ll", "123", "456", "780", "㋿(<|", "endoftext", "|>\r\n", "३", "é"]}
+{"text": "(
\"
>", "tokens": 7, "pieces": ["(", "
", "\"", "
", ">"]}
+{"text": "漢́\r\n\r\n\t<META_START>́字字a  'Dé", "tokens": 16, "pieces": ["漢", "́\r\n\r\n", "\t", "<META", "_START", ">́", "字字a", " ", " '", "Dé"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "　Dž 'refi\r'\u000b<|endoftext|>Z\t0", "tokens": 20, "pieces": ["　Dž", " '", "refi", "\r", "'", "\u000b", "<|", "endoftext", "|>", "Z", "\t", "0"]}
+{"text": "<EOT>'Re㋿İ-éEOTＡſa‍字\"㍿…İع​'VE'VE㋿Ａḍ̇ꟲ 's.👍🏽>\r\n\r\n३   \n\r\n…12345678ad   \n㍿", "tokens": 70, "pieces": ["<EOT", ">'", "Re", "㋿İ", "-e", "́EOTＡſa", "‍字", "\"㍿", "…İع", "​'", "VE", "'VE", "㋿Ａḋ", "̣ꟲ", " '", "s", ".👍🏽>\r\n\r\n", "३", "   \n\r\n", "…", "123", "456", "78", "ad", "   \n", "㍿"]}
+{"text": "\",\r\n\r\nḍ̇\r\n\r\n<|endoftext|>(tİ<|fim_prefix|>'re\r\n\r\n🙂'llea\u000b<META_START>Ａe", "tokens": 39, "pieces": ["\",\r\n\r\n", "ḋ", "̣\r\n\r\n", "<|", "endoftext", "|>(", "tİ", "<|", "fim", "_prefix", "|>'", "re", "\r\n\r\n", "🙂'", "llea", "\u000b", "<META", "_START", ">Ａe"]}
+{"text": "sZ0's😀🏽
३", "tokens": 13, "pieces": ["sZ", "0", "'s", "😀🏽", "
", "३"]}
+{"text": "\rs字   \n漢'D​m𐞁e0,Z0½", "tokens": 18, "pieces": ["\r", "s字", "   \n", "漢", "'D", "​m𐞁e", "0", ",Z", "0½"]}
+{"text": "12345678　\r\n'Re>ſ\ne Ａ\t­   \n…mＡfi#$%éå'", "tokens": 30, "pieces": ["123", "456", "78", "　\r\n", "'Re", ">ſ", "\n", "e", " Ａ", "\t", "­", "   \n", "…mＡfi", "#$%", "éa", "̊'"]}
+{"text": "<|fim_prefix|>   \na\r\n\r\n'.'𐞁🙂३'re.0\r\n\r\n👍🏽,<|endoftext|>< éDžé'T𐞁㍿\r'll.𐞁👍🏽\u000bİ‍", "tokens": 67, "pieces": ["<|", "fim", "_prefix", "|>", "   \n", "a", "\r\n\r\n", "'.'", "𐞁", "🙂", "३", "'re", ".", "0", "\r\n\r\n", "👍🏽,<|", "endoftext", "|><", " e", "́Džé", "'T", "𐞁", "㍿\r", "'ll", ".𐞁", "👍🏽", "\u000bİ", "‍"]}
+{"text": "‍'ſ
  'ſ​!!.EOT  عİ#$%\r\n\r\n漢's'Sfi", "tokens": 27, "pieces": ["‍'", "ſ", "
 ", " '", "ſ", "​!!.", "EOT", " ", " عİ", "#$%\r\n\r\n", "漢", "'s", "'S", "fi"]}
+{"text": "!   \n#$%ع'llmꟲDž'VE\t\r\n\r\n-½­'VE𐞁EOT're's🙂", "tokens": 30, "pieces": ["!", "   \n", "#$%", "ع", "'ll", "mꟲDž", "'VE", "\t\r\n\r\n", "-", "½", "­'", "VE𐞁EOT", "'re", "'s", "🙂"]}
+{"text": "fi\nⅣ'Re㍿!!­", "tokens": 11, "pieces": ["fi", "\n", "Ⅳ", "'Re", "㍿!!­"]}
+{"text": "'M!!a0'VE\r\n\r\nß漢(Ⅳm  ع>(!", "tokens": 18, "pieces": ["'M", "!!", "a", "0", "'VE", "\r\n\r\n", "ß漢", "(", "Ⅳ", "m", " ", " ع", ">(!"]}
+{"text": "'VE#$%efi're.'re'ſ'T'VEḍ̇㋿'S㋿<|endoftext|>٣٤٥٦👍🏽", "tokens": 50, "pieces": ["'VE", "#$%", "efi", "'re", ".'", "re", "'ſ", "'T", "'VE", "ḋ", "̣㋿'", "S", "㋿<|", "endoftext", "|>", "٣٤٥", "٦", "👍🏽"]}
+{"text": "<|endoftext|>'ſ  'T0'll𐞁<|endoftext|>'S<|endoftext|>'s👍🏽🙂👍🏽9d🙂ßعZ,  's<|endoftext|>😀🏽'T's\u000bŹ   \n<<<\ré𐞁", "tokens": 86, "pieces": ["<|", "endoftext", "|>'", "ſ", " ", " '", "T", "0", "'ll", "𐞁", "<|", "endoftext", "|>'", "S", "<|", "endoftext", "|>'", "s", "👍🏽🙂👍🏽", "9", "d", "🙂ßعZ", ",", " ", " '", "s", "<|", "endoftext", "|>😀🏽'", "T", "'s", "\u000bZ", "́", "   \n", "<<<\r", "e", "́𐞁"]}
+{"text": "fi'ſ.#$%\r\n\r\n'Md‍åsfié !!å\r12345678! <|fim_prefix|>é\"漢字漢\né½> \r㍿", "tokens": 55, "pieces": ["fi", "'ſ", ".#$%\r\n\r\n", "'M", "d", "‍a", "̊sfié", " ", "!!", "a", "̊\r", "123", "456", "78", "!", " ", "<|", "fim", "_prefix", "|>", "é", "\"漢字漢", "\n", "e", "́", "½", ">", " \r", "㍿"]}
+{"text": "e'ReⅣm　'T#$%👍🏽\u000b,", "tokens": 17, "pieces": ["e", "'Re", "Ⅳ", "m", "　", "'T", "#$%👍🏽", "\u000b", ","]}
+{"text": "'ſع9ꟲfi", "tokens": 10, "pieces": ["'ſ", "ع", "9", "ꟲfi"]}
+{"text": "(å字téعⅣé,", "tokens": 12, "pieces": ["(a", "̊字téع", "Ⅳ", "e", "́,"]}
+{"text": "<́'Re9'㍿ ½\"<|fim_prefix|>\r\n.<|endoftext|>  're\r\n\r\nms٣٤٥٦é😀🏽'VE漢ßdd́>sḍ̇é'Sm", "tokens": 61, "pieces": ["<́'", "Re", "9", "'㍿", " ", "½", "\"<|", "fim", "_prefix", "|>\r\n", ".<|", "endoftext", "|>", " ", " ", "'re", "\r\n\r\n", "ms", "٣٤٥", "٦", "é", "😀🏽'", "VE漢ßdd", "́>", "sḋ", "̣é", "'S", "m"]}
+{"text": ">‍\n'ſ-　Z字'ſſ12345678åꟲعs'llDž\r\n\r\nfiⅣß'Mé👍🏽Dž漢㋿👍🏽'S\u000b'Så", "tokens": 65, "pieces": [">‍\n", "'ſ", "-", "　Z字", "'ſ", "ſ", "123", "456", "78", "a", "̊ꟲعs", "'ll", "Dž", "\r\n\r\n", "fi", "Ⅳ", "ß", "'M", "e", "́👍🏽", "Dž漢", "㋿👍🏽'", "S", "\u000b", "'S", "a", "̊"]}
+{"text": "漢ꟲ…\r\n\r\nés'Sİ12345678ſaع'MEOTⅣ
'Tꟲ", "tokens": 29, "pieces": ["漢ꟲ", "…\r\n\r\n", "és", "'S", "İ", "123", "456", "78", "ſaع", "'M", "EOT", "Ⅳ", "
", "'T", "ꟲ"]}
+{"text": "Ⅳ  'VE>ḍ̇\n'S\n🙂<|endoftext|>.Dž''MZ㍿'ll\r\n\r\né‍12345678٣٤٥٦😀🏽'llé'Mt㋿'ll\n\tEOTß", "tokens": 66, "pieces": ["Ⅳ", " ", " '", "VE", ">ḋ", "̣\n", "'S", "\n", "🙂<|", "endoftext", "|>.", "Dž", "''", "MZ", "㍿'", "ll", "\r\n\r\n", "é", "‍", "123", "456", "78٣", "٤٥٦", "😀🏽'", "lle", "́'", "Mt", "㋿'", "ll", "\n", "\tEOTß"]}
+{"text": "ḍ̇fi", "tokens": 7, "pieces": ["ḋ", "̣fi"]}
+{"text": "åDžßDžⅣ.'Re<EOT>́-\"12345678fifi!!<|endoftext|>", "tokens": 32, "pieces": ["a", "̊DžßDž", "Ⅳ", ".'", "Re", "<EOT", ">́-\"", "123", "456", "78", "fifi", "!!<|", "endoftext", "|>"]}
+{"text": "½<|fim_prefix|>​12345678a", "tokens": 13, "pieces": ["½", "<|", "fim", "_prefix", "|>​", "123", "456", "78", "a"]}
+{"text": "e  EOTß👍🏽<'VE𐞁<EOT><EOT>(<|fim_prefix|>#$%<ḍ̇'Re're#$%#$%å'ſſ́\rå字   \n>'M're\t", "tokens": 64, "pieces": ["e", " ", " EOTß", "👍🏽<'", "VE𐞁", "<EOT", "><", "EOT", ">(<|", "fim", "_prefix", "|>#$%<", "ḋ", "̣'", "Re", "'re", "#$%#$%", "a", "̊'", "ſſ", "́\r", "a", "̊字", "   \n", ">'", "M", "'re", "\t"]}
+{"text": "
ḍ̇'s\r\n0   \n㍿'T!'T,'ll🙂<|endoftext|>Dž!'s🙂's'll'VE's'\u000b", "tokens": 44, "pieces": ["
ḋ", "̣'", "s", "\r\n", "0", "   \n", "㍿'", "T", "!'", "T", ",'", "ll", "🙂<|", "endoftext", "|>", "Dž", "!'", "s", "🙂'", "s", "'ll", "'VE", "'s", "'", "\u000b"]}
+{"text": "\u000b\t👍🏽'll#$%m<٣٤٥٦‍\t  'D😀🏽<\n​­EOT३.㋿!㋿Z", "tokens": 48, "pieces": ["\u000b", "\t", "👍🏽'", "ll", "#$%", "m", "<", "٣٤٥", "٦", "‍", "\t ", " '", "D", "😀🏽<\n", "​­", "EOT", "३", ".㋿!㋿", "Z"]}
+{"text": "(9'll", "tokens": 3, "pieces": ["(", "9", "'ll"]}
+{"text": "🙂
…ſd#$%\u000b'VEé'Re\u000ba(<|endoftext|>mＡ́🙂字​'S　\r\n'llß'llⅣ", "tokens": 44, "pieces": ["🙂", "
", "…ſd", "#$%", "\u000b", "'VE", "e", "́'", "Re", "\u000ba", "(<|", "endoftext", "|>", "mＡ", "́🙂", "字", "​'", "S", "　\r\n", "'ll", "ß", "'ll", "Ⅳ"]}
+{"text": " EOT'Re\u000b0字", "tokens": 6, "pieces": [" EOT", "'Re", "\u000b", "0", "字"]}
+{"text": "Z.<EOT> 
9عt 'Rea🙂字m!<㍿ꟲḍ̇fi'D　ḍ̇9're('ſß\r\n\r\nss<META_START>", "tokens": 51, "pieces": ["Z", ".<", "EOT", ">", " ", "
", "9", "عt", " '", "Rea", "🙂字m", "!<㍿", "ꟲḋ", "̣fi", "'D", "　ḋ", "̣", "9", "'re", "('", "ſß", "\r\n\r\n", "ss", "<META", "_START", ">"]}
+{"text": "ⅣEOT<|endoftext|>fi'll<|fim_prefix|>e  \tZ 'T\"ꟲ字,EOT漢<EOT>Dž\"\r\n'ſ\r\nſ><\r\n\r\n'S­👍🏽\råé#$%", "tokens": 64, "pieces": ["Ⅳ", "EOT", "<|", "endoftext", "|>", "fi", "'ll", "<|", "fim", "_prefix", "|>", "e", "  ", "\tZ", " ", "'T", "\"ꟲ字", ",EOT漢", "<EOT", ">Dž", "\"\r\n", "'ſ", "\r\n", "ſ", "><\r\n\r\n", "'S", "­👍🏽\r", "a", "̊é", "#$%"]}
+{"text": "0'ſ㋿'T　>\n㍿'re字!!'reDž\t👍🏽 dd-​‍0İ  ", "tokens": 37, "pieces": ["0", "'ſ", "㋿'", "T", "　", ">\n", "㍿'", "re字", "!!'", "reDž", "\t", "👍🏽", " dd", "-​‍", "0", "İ", "  "]}
+{"text": "\r-'>12345678\"!!漢㍿٣٤٥٦­ＡmＡع", "tokens": 28, "pieces": ["\r", "-'>", "123", "456", "78", "\"!!", "漢", "㍿", "٣٤٥", "٦", "­ＡmＡع"]}
+{"text": "\u000b٣٤٥٦\n'D😀🏽Z'S\"'ſ٣٤٥٦​9\r\n\r\n(#$%<EOT>!!🙂ع<>İt३'ḍ̇　　́Ⅳ㍿㍿", "tokens": 65, "pieces": ["\u000b", "٣٤٥", "٦", "\n", "'D", "😀🏽", "Z", "'S", "\"'", "ſ", "٣٤٥", "٦", "​", "9", "\r\n\r\n", "(#$%<", "EOT", ">!!🙂", "ع", "<>", "İt", "३", "'ḋ", "̣", "　", "　", "́", "Ⅳ", "㍿㍿"]}
+{"text": "<EOT>'s\r\n", "tokens": 5, "pieces": ["<EOT", ">'", "s", "\r\n"]}
+{"text": "…  'ſ​>Dž,'s<'Re<|fim_prefix|>fißß<META_START><'S'VE<|fim_prefix|>t🙂<EOT>Ⅳ\u000b\r'VE<|fim_prefix|>e,a<|endoftext|>字ＡİDž", "tokens": 75, "pieces": ["… ", " '", "ſ", "​>", "Dž", ",'", "s", "<'", "Re", "<|", "fim", "_prefix", "|>", "fißß", "<META", "_START", "><'", "S", "'VE", "<|", "fim", "_prefix", "|>", "t", "🙂<", "EOT", ">", "Ⅳ", "\u000b\r", "'VE", "<|", "fim", "_prefix", "|>", "e", ",a", "<|", "endoftext", "|>", "字ＡİDž"]}
+{"text": "漢's'T𐞁\u000b\t12345678<EOT>'D9ſḍ̇9'VE'S㋿Z👍🏽d­漢éd", "tokens": 46, "pieces": ["漢", "'s", "'T", "𐞁", "\u000b", "\t", "123", "456", "78", "<EOT", ">'", "D", "9", "ſḋ", "̣", "9", "'VE", "'S", "㋿Z", "👍🏽", "d", "­漢e", "́d"]}
+{"text": "é٣٤٥٦­#$%ḍ̇½ḍ̇  ㍿ḍ̇\t<META_START>­½٣٤٥٦'Re𐞁EOTع<|fim_prefix|><|fim_prefix|>!Ⅳfié<|fim_prefix|>\r…0#$%​'M   \nt're", "tokens": 95, "pieces": ["é", "٣٤٥", "٦", "­#$%", "ḋ", "̣", "½", "ḋ", "̣", " ", " ㍿", "ḋ", "̣", "\t", "<META", "_START", ">­", "½٣٤", "٥٦", "'Re", "𐞁EOTع", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>!", "Ⅳ", "fie", "́<|", "fim", "_prefix", "|>\r", "…", "0", "#$%​'", "M", "   \n", "t", "'re"]}
+{"text": "\n­Ⅳ\r\n\r\n 'M,
<EOT>\r\n\r\n,é e'Sfi👍🏽", "tokens": 25, "pieces": ["\n", "­", "Ⅳ", "\r\n\r\n", " ", "'M", ",", "
", "<EOT", ">\r\n\r\n", ",é", " e", "'S", "fi", "👍🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\u000b(́'res ꟲm\r\néé\r\n\r\nḍ̇!<efiEOTd12345678 字'VE　< ٣٤٥٦٣٤٥٦'Re Ⅳ३", "tokens": 57, "pieces": ["\u000b", "(́'", "res", " ꟲm", "\r\n", "ée", "́\r\n\r\n", "ḋ", "̣!<", "efiEOTd", "123", "456", "78", " 字", "'VE", "　", "<", " ", "٣٤٥", "٦٣٤", "٥٦", "'Re", " ", "Ⅳ३"]}
+{"text": "   \n#$%0'VEfi…½'.\r\n\r\né", "tokens": 15, "pieces": ["   \n", "#$%", "0", "'VE", "fi", "…", "½", "'.\r\n\r\n", "e", "́"]}
+{"text": "…Ａ　fi!'ſ<åmDž\r\nＡ'M'M𐞁!😀🏽", "tokens": 31, "pieces": ["…Ａ", "　fi", "!'", "ſ", "<a", "̊mDž", "\r\n", "Ａ", "'M", "'M", "𐞁", "!😀🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "👍🏽12345678३­​<META_START>.'S字
\r\nfia'ſDž'T's­'VEm३d字'll", "tokens": 42, "pieces": ["👍🏽", "123", "456", "78३", "­​<", "META", "_START", ">.'", "S字", "
\r\n", "fia", "'ſ", "Dž", "'T", "'s", "­'", "VEm", "३", "d字", "'ll"]}
+{"text": "<<META_START>\r\n\r\nå<'Tfi9#$%<EOT>Dž\r\n😀🏽🙂‍😀🏽\t,'T.'s\u000b字e#$% \u000b  t9٣٤٥٦\t'ſ   \n", "tokens": 63, "pieces": ["<<", "META", "_START", ">\r\n\r\n", "a", "̊<'", "Tfi", "9", "#$%<", "EOT", ">Dž", "\r\n", "😀🏽🙂‍😀🏽", "\t", ",'", "T", ".'", "s", "\u000b字e", "#$%", " \u000b ", " t", "9٣٤", "٥٦", "\t", "'ſ", "   \n"]}
+{"text": ">\ń٣٤٥٦-a‍<|endoftext|>\u000bé'T12345678Dž0eß\r\nfi\r\n\r\n　ß́<META_START>́ ⅣDž<|fim_prefix|>t​…åZ​a<|fim_prefix|>", "tokens": 74, "pieces": [">\n", "́", "٣٤٥", "٦", "-a", "‍<|", "endoftext", "|>", "\u000be", "́'", "T", "123", "456", "78", "Dž", "0", "eß", "\r\n", "fi", "\r\n\r\n", "　ß", "́<", "META", "_START", ">́", " ", "Ⅳ", "Dž", "<|", "fim", "_prefix", "|>", "t", "​", "…a", "̊Z", "​a", "<|", "fim", "_prefix", "|>"]}
+{"text": "­..😀🏽're漢\t\t\r\n😀🏽\u000bß'VE𐞁é漢<|endoftext|>​Ⅳ<EOT>'Ś…<|fim_prefix|>(Ⅳ\tm३", "tokens": 57, "pieces": ["­..😀🏽'", "re漢", "\t\t\r\n", "😀🏽", "\u000bß", "'VE", "𐞁é漢", "<|", "endoftext", "|>​", "Ⅳ", "<EOT", ">'", "S", "́", "…", "<|", "fim", "_prefix", "|>(", "Ⅳ", "\tm", "३"]}
+{"text": "😀🏽漢😀🏽  's-\"\r'ſDž0#$%!!👍🏽!<META_START> Dž㋿'<|endoftext|>'VEع  m\r字Ⅳ٣٤٥٦>Dž½<​<EOT><|fim_prefix|><EOT>", "tokens": 84, "pieces": ["😀🏽", "漢", "😀🏽", " ", " '", "s", "-\"\r", "'ſ", "Dž", "0", "#$%!!👍🏽!<", "META", "_START", ">", " Dž", "㋿'<|", "endoftext", "|>'", "VEع", " ", " m", "\r", "字", "Ⅳ٣٤", "٥٦", ">Dž", "½", "<​<", "EOT", "><|", "fim", "_prefix", "|><", "EOT", ">"]}
+{"text": "‍#$%éİ
३>0\"'VEé", "tokens": 16, "pieces": ["‍#$%", "éİ", "
", "३", ">", "0", "\"'", "VEe", "́"]}
+{"text": "‍,'res'VE‍DžⅣ's٣٤٥٦\r\n\r\n'Re  🙂'M\r\n\r\n\rdſ \nZ½é", "tokens": 36, "pieces": ["‍,'", "res", "'VE", "‍Dž", "Ⅳ", "'s", "٣٤٥", "٦", "\r\n\r\n", "'Re", " ", " 🙂'", "M", "\r\n\r\n\r", "dſ", " \n", "Z", "½", "é"]}
+{"text": "'re!ع\rmDž😀🏽#$%…é
\nİ\"é'VEß(sd'VE <漢­ꟲ\r\n\r\nså'M", "tokens": 44, "pieces": ["'re", "!ع", "\r", "mDž", "😀🏽#$%", "…é", "
\n", "İ", "\"e", "́'", "VEß", "(sd", "'VE", " ", "<漢", "­ꟲ", "\r\n\r\n", "sa", "̊'", "M"]}
+{"text": "'D, \r\n\r\nعꟲ'ſ", "tokens": 10, "pieces": ["'D", ",", " \r\n\r\n", "عꟲ", "'ſ"]}
+{"text": "漢<|fim_prefix|>aéع   \na'VE­‍ſDž<META_START>字­t'\te𐞁0́'VEsİ
ß字'll!İ(-<EOT>ꟲ", "tokens": 56, "pieces": ["漢", "<|", "fim", "_prefix", "|>", "ae", "́ع", "   \n", "a", "'VE", "­‍", "ſDž", "<META", "_START", ">字", "­t", "'", "\te𐞁", "0", "́'", "VEsİ", "
ß字", "'ll", "!İ", "(-<", "EOT", ">ꟲ"]}
+{"text": "ßİꟲ😀🏽'\r\ne<|fim_prefix|>Dž٣٤٥٦t(ſ'ReＡ", "tokens": 36, "pieces": ["ßİꟲ", "😀🏽'\r\n", "e", "<|", "fim", "_prefix", "|>", "Dž", "٣٤٥", "٦", "t", "(ſ", "'Re", "Ａ"]}
+{"text": "'ll字,aß'Re½ Ａ", "tokens": 8, "pieces": ["'ll", "字", ",aß", "'Re", "½", " Ａ"]}
+{"text": "Ⅳ's漢İ
(𐞁0ée\r\n\r\nd½\rḍ̇9!9
​,٣٤٥٦\r\nع'ſ३'Re", "tokens": 49, "pieces": ["Ⅳ", "'s", "漢İ", "
", "(𐞁", "0", "e", "́e", "\r\n\r\n", "d", "½", "\r", "ḋ", "̣", "9", "!", "9", "
", "​,", "٣٤٥", "٦", "\r\n", "ع", "'ſ", "३", "'Re"]}
+{"text": "e'M　9　(…'Re<EOT>!Z<|fim_prefix|>'D", "tokens": 22, "pieces": ["e", "'M", "　", "9", "　", "(", "…", "'Re", "<EOT", ">!", "Z", "<|", "fim", "_prefix", "|>'", "D"]}
+{"text": "Z  \r😀🏽‍'VE字Ａ😀🏽-\t#$%'>́Dž\r-\r\n're漢'ſ", "tokens": 36, "pieces": ["Z", "  \r", "😀🏽‍'", "VE字Ａ", "😀🏽-", "\t", "#$%'>́", "Dž", "\r", "-\r\n", "'re", "漢", "'ſ"]}
+{"text": "é
٣٤٥٦  'M🙂fim 'S<", "tokens": 22, "pieces": ["é", "
", "٣٤٥", "٦", " ", " '", "M", "🙂fim", " '", "S", "<"]}
+{"text": "å
🙂ⅣDž\n👍🏽s's'res   \n's'll!fi😀🏽​a're", "tokens": 36, "pieces": ["a", "̊", "
", "🙂", "Ⅳ", "Dž", "\n", "👍🏽", "s", "'s", "'re", "s", "   \n", "'s", "'ll", "!fi", "😀🏽​", "a", "'re"]}
+{"text": "9<EOT>EOT‍ 're\"<|endoftext|>३t'T\n.İ\n'T́s🙂<'D\ta", "tokens": 32, "pieces": ["9", "<EOT", ">EOT", "‍", " ", "'re", "\"<|", "endoftext", "|>", "३", "t", "'T", "\n", ".İ", "\n", "'T", "́s", "🙂<'", "D", "\ta"]}
+{"text": "'ſ'llⅣ<EOT>", "tokens": 9, "pieces": ["'ſ", "'ll", "Ⅳ", "<EOT", ">"]}
+{"text": "🙂ß𐞁'll<|endoftext|>   \n<|endoftext|>Ａ<|fim_prefix|>'M字㍿'Re's!<META_START>!!fiEOTⅣ", "tokens": 51, "pieces": ["🙂ß𐞁", "'ll", "<|", "endoftext", "|>", "   \n", "<|", "endoftext", "|>", "Ａ", "<|", "fim", "_prefix", "|>'", "M字", "㍿'", "Re", "'s", "!<", "META", "_START", ">!!", "fiEOT", "Ⅳ"]}
+{"text": "\u000bé‍'re
é́漢 　t<|endoftext|>'Re12345678\"­ ́<META_START><EOT>㋿<META_START>\u000b字e\r'll", "tokens": 50, "pieces": ["\u000be", "́‍'", "re", "
é", "́漢", " ", "　t", "<|", "endoftext", "|>'", "Re", "123", "456", "78", "\"­", " ́<", "META", "_START", "><", "EOT", ">㋿<", "META", "_START", ">", "\u000b字e", "\r", "'ll"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "fi'Dİ'reé<EOT>åع\"Ⅳ(téİ", "tokens": 20, "pieces": ["fi", "'D", "İ", "'re", "e", "́<", "EOT", ">a", "̊ع", "\"", "Ⅳ", "(téİ"]}
+{"text": "9å'reⅣ're­\u000b'Téd ,　字😀🏽'Såع<EOT'sİå
-'re>٣٤٥٦ḍ̇\r,½ꟲ漢‍ꟲ…Ⅳ's", "tokens": 72, "pieces": ["9", "a", "̊'", "re", "Ⅳ", "'re", "­", "\u000b", "'T", "e", "́d", " ", ",", "　字", "😀🏽'", "Sa", "̊ع", "<EOT", "'s", "İa", "̊", "
", "-'", "re", ">", "٣٤٥", "٦", "ḋ", "̣\r", ",", "½", "ꟲ漢", "‍ꟲ", "…", "Ⅳ", "'s"]}
+{"text": "㋿‍!!​'re-EOT\r\n\r\n-​,'ll​éd\n<META_START>!ß­ m'Rea'ſ \r'Re<META_START>d…0", "tokens": 44, "pieces": ["㋿‍!!​'", "re", "-EOT", "\r\n\r\n", "-​,'", "ll", "​e", "́d", "\n", "<META", "_START", ">!", "ß", "­", " m", "'Re", "a", "'ſ", " \r", "'Re", "<META", "_START", ">d", "…", "0"]}
+{"text": "'M'ſ'D½\t…𐞁….\n12345678<EOT>İ
.'M‍㍿<|fim_prefix|>", "tokens": 39, "pieces": ["'M", "'ſ", "'D", "½", "\t", "…𐞁", "…", ".\n", "123", "456", "78", "<EOT", ">İ", "
", ".'", "M", "‍㍿<|", "fim", "_prefix", "|>"]}
+{"text": "ß\ra
9😀🏽'ſ>…😀🏽Ⅳ­'T<㋿İꟲ‍'ſ 0'll.t", "tokens": 44, "pieces": ["ß", "\r", "a", "
", "9", "😀🏽'", "ſ", ">", "…", "😀🏽", "Ⅳ", "­'", "T", "<㋿", "İꟲ", "‍'", "ſ", " ", "0", "'ll", ".t"]}
+{"text": "'sſ'Re\"\n123456780'ſa ", "tokens": 13, "pieces": ["'s", "ſ", "'Re", "\"\n", "123", "456", "780", "'ſ", "a", " "]}
+{"text": "\r\n 漢t ḍ̇😀🏽sꟲ'Dt\rfi\"  漢td  ", "tokens": 32, "pieces": ["\r\n", " 漢t", " ḋ", "̣😀🏽", "sꟲ", "'D", "t", "\r", "fi", "\"", " ", " 漢td", "  "]}
+{"text": "ع㋿Z'M𐞁   \n…'ll'VE,e.Džs", "tokens": 21, "pieces": ["ع", "㋿Z", "'M", "𐞁", "   \n", "…", "'ll", "'VE", ",e", ".Džs"]}
+{"text": " 'DéＡ<\r\n\r\n>Dž!d字#$%'D!½e‍­s!<\réＡعfi'Re", "tokens": 32, "pieces": [" '", "DéＡ", "<\r\n\r\n", ">Dž", "!d字", "#$%'", "D", "!", "½", "e", "‍­", "s", "!<\r", "e", "́Ａعfi", "'Re"]}
+{"text": "(aſİ'ſ
字Ａ\"३e9!\r  ½
's​\r\n\r\n'VE", "tokens": 29, "pieces": ["(aſİ", "'ſ", "
字Ａ", "\"", "३", "e", "9", "!\r", " ", " ", "½", "
", "'s", "​\r\n\r\n", "'VE"]}
+{"text": "Ａ   \nꟲ'T\"fis
's𐞁🙂å\r\na\r\n\r\n", "tokens": 26, "pieces": ["Ａ", "   \n", "ꟲ", "'T", "\"fis", "
", "'s", "𐞁", "🙂a", "̊\r\n", "a", "\r\n\r\n"]}
+{"text": "m 'VE-'.👍🏽EOTé\r\nétå", "tokens": 21, "pieces": ["m", " ", "'VE", "-'.👍🏽", "EOTé", "\r\n", "e", "́ta", "̊"]}
+{"text": "'S'D-ſ‍#$%'Dß́'S  s!'MZé>é", "tokens": 21, "pieces": ["'S", "'D", "-ſ", "‍#$%'", "Dß", "́'", "S", " ", " s", "!'", "MZé", ">é"]}
+{"text": "'ll,'VEs'VE're​a​\"-Zع'Séå…ꟲ字", "tokens": 25, "pieces": ["'ll", ",'", "VEs", "'VE", "'re", "​a", "​\"-", "Zع", "'S", "e", "́a", "̊", "…ꟲ字"]}
+{"text": "\n   \n  s  mfi !\t'Dt!!ꟲ,dİ12345678㍿…'Reع<|endoftext|>​漢ع😀🏽'ſ  　m", "tokens": 49, "pieces": ["\n   \n", " ", " s", " ", " mfi", " !", "\t", "'D", "t", "!!", "ꟲ", ",dİ", "123", "456", "78", "㍿", "…", "'Re", "ع", "<|", "endoftext", "|>​", "漢ع", "😀🏽'", "ſ", "  ", "　m"]}
+{"text": "㍿ßßm'DDž  ٣٤٥٦'Re
 𐞁(½\n   \n٣٤٥٦<|endoftext|>å'Mß́0\"…,'Re'M<EOT>(fi<|fim_prefix|>EOT㋿Ⅳ٣٤٥٦", "tokens": 86, "pieces": ["㍿ßßm", "'D", "Dž", " ", " ", "٣٤٥", "٦", "'Re", "
", " 𐞁", "(", "½", "\n   \n", "٣٤٥", "٦", "<|", "endoftext", "|>", "a", "̊'", "Mß", "́", "0", "\"", "…", ",'", "Re", "'M", "<EOT", ">(", "fi", "<|", "fim", "_prefix", "|>", "EOT", "㋿", "Ⅳ٣٤", "٥٦"]}
+{"text": "(ꟲé　<|fim_prefix|>   \n<|fim_prefix|>  🙂😀🏽fi0a>\n٣٤٥٦éꟲ😀🏽́é<é㋿", "tokens": 58, "pieces": ["(ꟲé", "　", "<|", "fim", "_prefix", "|>", "   \n", "<|", "fim", "_prefix", "|>", " ", " 🙂😀🏽", "fi", "0", "a", ">\n", "٣٤٥", "٦", "éꟲ", "😀🏽́", "é", "<e", "́㋿"]}
+{"text": "…'lléع \n<'reⅣ<ß<|fim_prefix|>½12345678…😀🏽Ⅳ<|endoftext|>\"३ع㍿té
d​m½", "tokens": 53, "pieces": ["…", "'ll", "éع", " \n", "<'", "re", "Ⅳ", "<ß", "<|", "fim", "_prefix", "|>", "½12", "345", "678", "…", "😀🏽", "Ⅳ", "<|", "endoftext", "|>\"", "३", "ع", "㍿te", "́", "
d", "​m", "½"]}
+{"text": "٣٤٥٦Ⅳ  ​Ⅳ'reſ́'Re٣٤٥٦éé<<|endoftext|>  <|fim_prefix|>عåⅣ😀🏽  ḍ̇'D'D
٣٤٥٦㍿'s'VEs'Re👍🏽0'VEå\r\n>字", "tokens": 98, "pieces": ["٣٤٥", "٦Ⅳ", " ", " ​", "Ⅳ", "'re", "ſ", "́'", "Re", "٣٤٥", "٦", "ée", "́<<|", "endoftext", "|>", " ", " <|", "fim", "_prefix", "|>", "عa", "̊", "Ⅳ", "😀🏽", " ", " ḋ", "̣'", "D", "'D", "
", "٣٤٥", "٦", "㍿'", "s", "'VE", "s", "'Re", "👍🏽", "0", "'VE", "a", "̊\r\n", ">字"]}
+{"text": "#$%!!㋿Z½٣٤٥٦ḍ̇\tＡtعd㋿<META_START>漢'Téع9Ａ'é\né­#$%Dž…", "tokens": 53, "pieces": ["#$%!!㋿", "Z", "½٣٤", "٥٦", "ḋ", "̣", "\tＡtعd", "㋿<", "META", "_START", ">漢", "'T", "e", "́ع", "9", "Ａ", "'é", "\n", "é", "­#$%", "Dž", "…"]}
+{"text": "m
ḍ̇ع're're漢   \n\r\nＡⅣ\n'res<|fim_prefix|>‍عé12345678", "tokens": 37, "pieces": ["m", "
ḋ", "̣ع", "'re", "'re", "漢", "   \n\r\n", "Ａ", "Ⅳ", "\n", "'re", "s", "<|", "fim", "_prefix", "|>‍", "عe", "́", "123", "456", "78"]}
+{"text": "é'SDž'sعß'T.", "tokens": 9, "pieces": ["é", "'S", "Dž", "'s", "عß", "'T", "."]}
+{"text": "\"　--Dž-‍mＡ\r\n\n<EOT>\"   \n're", "tokens": 17, "pieces": ["\"", "　", "--", "Dž", "-‍", "mＡ", "\r\n\n", "<EOT", ">\"", "   \n", "'re"]}
+{"text": "\u000bmé0‍­'S㍿­३𐞁Dž‍", "tokens": 23, "pieces": ["\u000bmé", "0", "‍­'", "S", "㍿­", "३", "𐞁Dž", "‍"]}
+{"text": "!!字㍿ Ⅳ  #$% !!漢<|fim_prefix|>😀🏽,
\"ꟲEOT  Z\"'Tعå٣٤٥٦0><EOT>😀🏽-tfi\t㋿😀🏽", "tokens": 76, "pieces": ["!!", "字", "㍿", " ", "Ⅳ", " ", " #$%", " ", "!!", "漢", "<|", "fim", "_prefix", "|>😀🏽,", "
", "\"ꟲEOT", " ", " Z", "\"'", "Tعa", "̊", "٣٤٥", "٦0", "><", "EOT", ">😀🏽-", "tfi", "\t", "㋿😀🏽"]}
+{"text": "EOT'RedⅣZ🙂('Re'D\rDž'VE\t\t.'T㋿\u000b​㍿​😀🏽é0٣٤٥٦\r\nZ-'re🙂fi漢½'re.ع", "tokens": 60, "pieces": ["EOT", "'Re", "d", "Ⅳ", "Z", "🙂('", "Re", "'D", "\r", "Dž", "'VE", "\t", "\t", ".'", "T", "㋿", "\u000b", "​㍿​😀🏽", "e", "́", "0٣٤", "٥٦", "\r\n", "Z", "-'", "re", "🙂fi漢", "½", "'re", ".ع"]}
+{"text": "#$%½sé", "tokens": 5, "pieces": ["#$%", "½", "sé"]}
+{"text": "\u000bat<İ<EOT>…ß🙂عꟲ字're३,'T٣٤٥٦'Re…Ａ\r\n  ́t>\r\n's​<EOT>
éDž9'Dع‍", "tokens": 57, "pieces": ["\u000bat", "<İ", "<EOT", ">", "…ß", "🙂عꟲ字", "'re", "३", ",'", "T", "٣٤٥", "٦", "'Re", "…Ａ", "\r\n", " ", " ́", "t", ">\r\n", "'s", "​<", "EOT", ">", "
éDž", "9", "'D", "ع", "‍"]}
+{"text": "a漢\u000bİ​\n\r's!'Re'D👍🏽İ\r\n'VEİ'St ", "tokens": 26, "pieces": ["a漢", "\u000bİ", "​\n\r", "'s", "!'", "Re", "'D", "👍🏽", "İ", "\r\n", "'VE", "İ", "'S", "t", " "]}
+{"text": "𐞁d'Sع㋿éݽ'S\u000bſ'T\"9ſ123456780\r\nß'smＡ,½　", "tokens": 34, "pieces": ["𐞁d", "'S", "ع", "㋿éİ", "½", "'S", "\u000bſ", "'T", "\"", "9", "ſ", "123", "456", "780", "\r\n", "ß", "'s", "mＡ", ",", "½", "　"]}
+{"text": "́m#$%'T　('VE\r,Ⅳ<META_START>😀🏽!!½  ́\t-　0'D३å‍>eſd", "tokens": 43, "pieces": ["́m", "#$%'", "T", "　", "('", "VE", "\r", ",", "Ⅳ", "<META", "_START", ">😀🏽!!", "½", " ", " ́", "\t", "-", "　", "0", "'D", "३", "a", "̊‍>", "eſd"]}
+{"text": "  \n ", "tokens": 2, "pieces": ["  \n "]}
+{"text": "\t   \n<|endoftext|>\r\n9,\r\n12345678EOT", "tokens": 15, "pieces": ["\t   \n", "<|", "endoftext", "|>\r\n", "9", ",\r\n", "123", "456", "78", "EOT"]}
+{"text": "'Dſ'S9<META_START>३İ ,'T🙂\u000b're\t'e'Re<fi​🙂<|fim_prefix|>'D,‍<|fim_prefix|>　-12345678字12345678é　ꟲ", "tokens": 60, "pieces": ["'D", "ſ", "'S", "9", "<META", "_START", ">", "३", "İ", " ,'", "T", "🙂", "\u000b", "'re", "\t", "'e", "'Re", "<fi", "​🙂<|", "fim", "_prefix", "|>'", "D", ",‍<|", "fim", "_prefix", "|>", "　", "-", "123", "456", "78", "字", "123", "456", "78", "e", "́", "　ꟲ"]}
+{"text": "(㋿\u000b0\r\n\r\n'M", "tokens": 8, "pieces": ["(㋿", "\u000b", "0", "\r\n\r\n", "'M"]}
+{"text": "\t
'ſⅣ㍿ <META_START>字'D　>", "tokens": 20, "pieces": ["\t", "
", "'ſ", "Ⅳ", "㍿", " ", "<META", "_START", ">字", "'D", "　", ">"]}
+{"text": "m\r㍿( Dž\n३-­\"<EOT>\t's", "tokens": 20, "pieces": ["m", "\r", "㍿(", " Dž", "\n", "३", "-­\"<", "EOT", ">", "\t", "'s"]}
+{"text": "३!İ🙂(,字d0​漢a", "tokens": 15, "pieces": ["३", "!İ", "🙂(,", "字d", "0", "​漢a"]}
+{"text": "!!e   \n<#$% a >ع   \n​३\u000b'VE­\r", "tokens": 19, "pieces": ["!!", "e", "   \n", "<#$%", " a", " >", "ع", "   \n", "​", "३", "\u000b", "'VE", "­\r"]}
+{"text": ",'Dž", "tokens": 3, "pieces": [",'", "Dž"]}
+{"text": "Ａ'ſ   \n", "tokens": 6, "pieces": ["Ａ", "'ſ", "   \n"]}
+{"text": "ſEOT0‍-éZع\r", "tokens": 12, "pieces": ["ſEOT", "0", "‍-", "éZع", "\r"]}
+{"text": "'re EOTŹ'३عś\r.ع
… ß👍🏽", "tokens": 27, "pieces": ["'re", " EOTZ", "́'", "३", "عs", "́\r", ".ع", "
…", " ß", "👍🏽"]}
+{"text": "'DEOTＡ'Re\r\n\u000b   \n😀🏽ae,ſDžꟲ.㍿'llİ३𐞁Ａ'M'VE…é'll9<|endoftext|><|endoftext|>'", "tokens": 59, "pieces": ["'D", "EOTＡ", "'Re", "\r\n\u000b   \n", "😀🏽", "ae", ",ſDžꟲ", ".㍿'", "llİ", "३", "𐞁Ａ", "'M", "'VE", "…é", "'ll", "9", "<|", "endoftext", "|><|", "endoftext", "|>'"]}
+{"text": "Ⅳ('s\"!!'S#$%'ll<META_START>é'll\u000b ㋿!a's<|fim_prefix|>('re　<|fim_prefix|>\r\né
½'Re\t½½'s!́'ll३   \n ", "tokens": 60, "pieces": ["Ⅳ", "('", "s", "\"!!'", "S", "#$%'", "ll", "<META", "_START", ">e", "́'", "ll", "\u000b", " ㋿!", "a", "'s", "<|", "fim", "_prefix", "|>('", "re", "　", "<|", "fim", "_prefix", "|>\r\n", "e", "́", "
", "½", "'Re", "\t", "½½", "'s", "!́'", "ll", "३", "   \n "]}
+{"text": "e12345678", "tokens": 4, "pieces": ["e", "123", "456", "78"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "fi0‍ḍ̇<META_START><|endoftext|>ḍ̇>9  '<|fim_prefix|>\nß́'VE\r\n​(𐞁𐞁", "tokens": 50, "pieces": ["fi", "0", "‍ḋ", "̣<", "META", "_START", "><|", "endoftext", "|>", "ḋ", "̣>", "9", " ", " '<|", "fim", "_prefix", "|>\n", "ß", "́'", "VE", "\r\n", "​(", "𐞁𐞁"]}
+{"text": "­-<EOT>'D9👍🏽👍🏽é\"👍🏽e's<|fim_prefix|>12345678İt åé३'D >('VE\n", "tokens": 55, "pieces": ["­-<", "EOT", ">'", "D", "9", "👍🏽👍🏽", "e", "́\"👍🏽", "e", "'s", "<|", "fim", "_prefix", "|>", "123", "456", "78", "İt", " a", "̊e", "́", "३", "'D", " ", ">('", "VE", "\n"]}
+{"text": "'lls\r\n\r\n \"'TＡ'Re٣٤٥٦sé 😀🏽", "tokens": 24, "pieces": ["'ll", "s", "\r\n\r\n", " \"'", "TＡ", "'Re", "٣٤٥", "٦", "se", "́", " ", "😀🏽"]}
+{"text": "s\n'VE\rEOT\n", "tokens": 8, "pieces": ["s", "\n", "'VE", "\r", "EOT", "\n"]}
+{"text": "fiⅣ
>", "tokens": 7, "pieces": ["fi", "Ⅳ", "
", ">"]}
+{"text": "½!!عDžⅣⅣ<EOT>İ😀🏽'T     \néß'Dm'Tعß!, ع>", "tokens": 32, "pieces": ["½", "!!", "عDž", "ⅣⅣ", "<EOT", ">İ", "😀🏽'", "T", "     \n", "éß", "'D", "m", "'T", "عß", "!,", " ع", ">"]}
+{"text": " \r\n\r\nⅣ'Rea", "tokens": 5, "pieces": [" \r\n\r\n", "Ⅳ", "'Re", "a"]}
+{"text": "#$%å's🙂㍿'Re\t😀🏽Z<EOT>　­e‍'s漢're>!-'sß٣٤٥٦'s<|fim_prefix|>㍿0!!   \ń<|endoftext|>👍🏽9m­<META_START>Ａ", "tokens": 84, "pieces": ["#$%", "a", "̊'", "s", "🙂㍿'", "Re", "\t", "😀🏽", "Z", "<EOT", ">", "　", "­e", "‍'", "s漢", "'re", ">!-'", "sß", "٣٤٥", "٦", "'s", "<|", "fim", "_prefix", "|>㍿", "0", "!!", "   \n", "́<|", "endoftext", "|>👍🏽", "9", "m", "­<", "META", "_START", ">Ａ"]}
+{"text": "<EOT>Ａ>㋿Ⅳ#$%­­'VEs\rİ'Md　  \r\n…<'s<EOT>.ſ٣٤٥٦EOT\"9​<　t\u000b", "tokens": 50, "pieces": ["<EOT", ">Ａ", ">㋿", "Ⅳ", "#$%­­'", "VEs", "\r", "İ", "'M", "d", "　  \r\n", "…", "<'", "s", "<EOT", ">.", "ſ", "٣٤٥", "٦", "EOT", "\"", "9", "​<", "　t", "\u000b"]}
+{"text": "<META_START>Ａé-'\n", "tokens": 9, "pieces": ["<META", "_START", ">Ａé", "-'\n"]}
+{"text": "<|fim_prefix|>a'Re<<META_START>𐞁漢
½", "tokens": 22, "pieces": ["<|", "fim", "_prefix", "|>", "a", "'Re", "<<", "META", "_START", ">𐞁漢", "
", "½"]}
+{"text": "<|endoftext|>٣٤٥٦Džéś9Ａ　🙂s!<,㍿12345678\n<META_START>'M'VE<|endoftext|>😀🏽", "tokens": 54, "pieces": ["<|", "endoftext", "|>", "٣٤٥", "٦", "Džés", "́", "9", "Ａ", "　", "🙂s", "!<,㍿", "123", "456", "78", "\n", "<META", "_START", ">'", "M", "'VE", "<|", "endoftext", "|>😀🏽"]}
+{"text": "é🙂漢<d'sİ३​  '<EOT>𐞁Ⅳfi'VEd.­   \n…\u000b㋿   \n𐞁㋿d\"EOT--'ſZ\tm", "tokens": 54, "pieces": ["e", "́🙂", "漢", "<d", "'s", "İ", "३", "​", " ", " '<", "EOT", ">𐞁", "Ⅳ", "fi", "'VE", "d", ".­", "   \n", "…", "\u000b", "㋿", "   \n", "𐞁", "㋿d", "\"EOT", "--'", "ſZ", "\tm"]}
+{"text": "'M'ret👍🏽ꟲ\u000bt12345678'M  -٣٤٥٦!'re", "tokens": 30, "pieces": ["'M", "'re", "t", "👍🏽", "ꟲ", "\u000bt", "123", "456", "78", "'M", " ", " -", "٣٤٥", "٦", "!'", "re"]}
+{"text": "\r\n\r\nİ'VE٣٤٥٦­é<EOT>Z\t \n", "tokens": 20, "pieces": ["\r\n\r\n", "İ", "'VE", "٣٤٥", "٦", "­e", "́<", "EOT", ">Z", "\t \n"]}
+{"text": "<|endoftext|>'s🙂𐞁​‍d", "tokens": 18, "pieces": ["<|", "endoftext", "|>'", "s", "🙂𐞁", "​‍", "d"]}
+{"text": "<EOT>'sßꟲ ,12345678㍿🙂're<|fim_prefix|>'MＡſ'll㋿½e!,'ll‍ꟲⅣ<EOT>>", "tokens": 50, "pieces": ["<EOT", ">'", "sßꟲ", " ,", "123", "456", "78", "㍿🙂'", "re", "<|", "fim", "_prefix", "|>'", "MＡſ", "'ll", "㋿", "½", "e", "!,'", "ll", "‍ꟲ", "Ⅳ", "<EOT", ">>"]}
+{"text": "<|endoftext|>\"'sfi", "tokens": 11, "pieces": ["<|", "endoftext", "|>\"'", "sfi"]}
+{"text": "(m12345678㍿३'Re(İ'D( #$%sZ'llé0🙂‍­9", "tokens": 28, "pieces": ["(m", "123", "456", "78", "㍿", "३", "'Re", "(İ", "'D", "(", " ", "#$%", "sZ", "'ll", "é", "0", "🙂‍­", "9"]}
+{"text": "<EOT>ſ(字\t​!ſＡ٣٤٥٦😀🏽　 ३'TfiＡ…'s㋿<'VE", "tokens": 44, "pieces": ["<EOT", ">ſ", "(字", "\t", "​!", "ſＡ", "٣٤٥", "٦", "😀🏽", "　", " ", "३", "'T", "fiＡ", "…", "'s", "㋿<'", "VE"]}
+{"text": "'  d字😀🏽­Z<|fim_prefix|>Ⅳ
fi", "tokens": 24, "pieces": ["'", " ", " d字", "😀🏽­", "Z", "<|", "fim", "_prefix", "|>", "Ⅳ", "
fi"]}
+{"text": "😀🏽㍿", "tokens": 8, "pieces": ["😀🏽㍿"]}
+{"text": "\t\n<|endoftext|><EOT>m,\r\n\r\n\u000b🙂\"<|endoftext|>\na", "tokens": 23, "pieces": ["\t\n", "<|", "endoftext", "|><", "EOT", ">m", ",\r\n\r\n", "\u000b", "🙂\"<|", "endoftext", "|>\n", "a"]}
+{"text": "s,\"…!!'res‍Dž  ḍ̇漢ⅣDž12345678'D'M😀🏽👍🏽   \n'D 
", "tokens": 44, "pieces": ["s", ",\"", "…", "!!'", "res", "‍Dž", " ", " ḋ", "̣漢", "Ⅳ", "Dž", "123", "456", "78", "'D", "'M", "😀🏽👍🏽", "   \n", "'D", " 
"]}
+{"text": "ḍ̇㋿ع'M<META_START>''M m漢\r　'D0s'TZEOTfi­", "tokens": 30, "pieces": ["ḋ", "̣㋿", "ع", "'M", "<META", "_START", ">''", "M", " m漢", "\r", "　", "'D", "0", "s", "'T", "ZEOTfi", "­"]}
+{"text": "🙂<EOT>åe㋿'D….ḍ̇́\n.DžⅣḍ̇😀🏽'VE'S漢😀🏽Ａ!!d(a𐞁   \nZ<|fim_prefix|>٣٤٥٦EOT", "tokens": 77, "pieces": ["🙂<", "EOT", ">a", "̊e", "㋿'", "D", "…", ".ḋ", "̣́\n", ".Dž", "Ⅳ", "ḋ", "̣😀🏽'", "VE", "'S", "漢", "😀🏽", "Ａ", "!!", "d", "(a𐞁", "   \n", "Z", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "EOT"]}
+{"text": "‍ aé<|endoftext|>Ａ٣٤٥٦ſ\u000bꟲ\nt'll㋿ß\"!!\nséå- ع'M漢\r\n\r\n 'DEOT㍿12345678½Ａ", "tokens": 60, "pieces": ["‍", " aé", "<|", "endoftext", "|>", "Ａ", "٣٤٥", "٦", "ſ", "\u000bꟲ", "\n", "t", "'ll", "㋿ß", "\"!!\n", "se", "́a", "̊-", " ع", "'M", "漢", "\r\n\r\n", " '", "DEOT", "㍿", "123", "456", "78½", "Ａ"]}
+{"text": "dét\u000b   \n#$%\t#$%'S12345678\r\n𐞁\u000b'T‍  'ree㍿㍿\"İＡ.   \nd\r\n\r\néé<META_START>aß\n", "tokens": 47, "pieces": ["dét", "\u000b   \n", "#$%", "\t", "#$%'", "S", "123", "456", "78", "\r\n", "𐞁", "\u000b", "'T", "‍", " ", " '", "ree", "㍿㍿\"", "İＡ", ".", "   \n", "d", "\r\n\r\n", "ée", "́<", "META", "_START", ">aß", "\n"]}
+{"text": "12345678İ\u000b'VE\u000b<|fim_prefix|>99,👍🏽Ａ'D😀🏽½  👍🏽'll३-á'Reß'll", "tokens": 48, "pieces": ["123", "456", "78", "İ", "\u000b", "'VE", "\u000b", "<|", "fim", "_prefix", "|>", "99", ",👍🏽", "Ａ", "'D", "😀🏽", "½", " ", " 👍🏽'", "ll", "३", "-a", "́'", "Reß", "'ll"]}
+{"text": "  ㋿\"", "tokens": 6, "pieces": [" ", " ㋿\""]}
+{"text": "!!é's.m>'M🙂İ'<|fim_prefix|>\r\n(　\u000b's ́,٣٤٥٦.'T'll
½m<'VEd'ſ", "tokens": 46, "pieces": ["!!", "e", "́'", "s", ".m", ">'", "M", "🙂İ", "'<|", "fim", "_prefix", "|>\r\n", "(", "　", "\u000b", "'s", " ", "́,", "٣٤٥", "٦", ".'", "T", "'ll", "
", "½", "m", "<'", "VEd", "'ſ"]}
+{"text": "-\n😀🏽(dd३!!'ſå'T\r\n\u000bſ'VE'VEa…\u000b​ 're", "tokens": 34, "pieces": ["-\n", "😀🏽(", "dd", "३", "!!'", "ſa", "̊'", "T", "\r\n", "\u000bſ", "'VE", "'VE", "a", "…", "\u000b", "​", " '", "re"]}
+{"text": "\r\n\r\n<|endoftext|>12345678­‍\r\nع'sé'T>Ⅳ
ꟲ!́<|endoftext|>", "tokens": 38, "pieces": ["\r\n\r\n", "<|", "endoftext", "|>", "123", "456", "78", "­‍\r\n", "ع", "'s", "e", "́'", "T", ">", "Ⅳ", "
ꟲ", "!́<|", "endoftext", "|>"]}
+{"text": "'D'VEt<EOT>\r㋿\r", "tokens": 12, "pieces": ["'D", "'VE", "t", "<EOT", ">\r", "㋿\r"]}
+{"text": "'Re<META_START>å<EOT>", "tokens": 11, "pieces": ["'Re", "<META", "_START", ">a", "̊<", "EOT", ">"]}
+{"text": "t'll٣٤٥٦­\ra　Ａ ḍ̇🙂-𐞁'reⅣDžåé㍿\r\n\r\n'Re!\n👍🏽\r\n\r\n\r'S👍🏽å३‍\u000b㍿
­", "tokens": 74, "pieces": ["t", "'ll", "٣٤٥", "٦", "­\r", "a", "　Ａ", " ḋ", "̣🙂-", "𐞁", "'re", "Ⅳ", "Dža", "̊e", "́㍿\r\n\r\n", "'Re", "!\n", "👍🏽\r\n\r\n\r", "'S", "👍🏽", "a", "̊", "३", "‍", "\u000b", "㍿", "
", "­"]}
+{"text": "!!Ⅳ🙂Dž\r\n\r\n're   \ńd漢½'S🙂må\"'S٣٤٥٦!🙂ß\t‍é", "tokens": 40, "pieces": ["!!", "Ⅳ", "🙂Dž", "\r\n\r\n", "'re", "   \n", "́d漢", "½", "'S", "🙂ma", "̊\"'", "S", "٣٤٥", "٦", "!🙂", "ß", "\t", "‍e", "́"]}
+{"text": ".­é 12345678'Re½👍🏽ꟲ字,!ſ'ſDž
👍🏽🙂३\n ", "tokens": 42, "pieces": [".­", "e", "́", " ", "123", "456", "78", "'Re", "½", "👍🏽", "ꟲ字", ",!", "ſ", "'ſ", "Dž", "
", "👍🏽🙂", "३", "\n "]}
+{"text": "eعé٣٤٥٦🙂  >­é  ꟲ🙂\r\n\r\n\r", "tokens": 26, "pieces": ["eعé", "٣٤٥", "٦", "🙂", " ", " >­", "e", "́", " ", " ꟲ", "🙂\r\n\r\n\r"]}
+{"text": "åd<|endoftext|>'́\r\n\r\n's㋿😀🏽ḍ̇😀🏽'Re🙂å0'D‍#$%'VEḍ̇🙂　(🙂sd#$%éa\"\u000b­ſİ\r\n\r\n", "tokens": 69, "pieces": ["a", "̊d", "<|", "endoftext", "|>'́\r\n\r\n", "'s", "㋿😀🏽", "ḋ", "̣😀🏽'", "Re", "🙂a", "̊", "0", "'D", "‍#$%'", "VEḋ", "̣🙂", "　", "(🙂", "sd", "#$%", "éa", "\"", "\u000b", "­ſİ", "\r\n\r\n"]}
+{"text": "\rDžZmZ'Dt!'s!㍿", "tokens": 14, "pieces": ["\r", "DžZmZ", "'D", "t", "!'", "s", "!㍿"]}
+{"text": "ݽ#$%ß👍🏽'll­'ſ\n字'Dé㍿a'३'D 😀🏽\t  <|endoftext|>Dž३fiꟲEOTtdé…>'ſ", "tokens": 59, "pieces": ["İ", "½", "#$%", "ß", "👍🏽'", "ll", "­'", "ſ", "\n", "字", "'D", "e", "́㍿", "a", "'", "३", "'D", " 😀🏽", "\t ", " <|", "endoftext", "|>", "Dž", "३", "fiꟲEOTtdé", "…", ">'", "ſ"]}
+{"text": "EOT ́<|fim_prefix|>a'llßع   \n!,😀🏽é😀🏽-İ'sß#$%㋿é", "tokens": 39, "pieces": ["EOT", " ", "́<|", "fim", "_prefix", "|>", "a", "'ll", "ßع", "   \n", "!,😀🏽", "é", "😀🏽-", "İ", "'s", "ß", "#$%㋿", "e", "́"]}
+{"text": "½<😀🏽'Re", "tokens": 9, "pieces": ["½", "<😀🏽'", "Re"]}
+{"text": "३'Re<|endoftext|>😀🏽!३ḍ̇!!.😀🏽\u000b'M>㍿", "tokens": 35, "pieces": ["३", "'Re", "<|", "endoftext", "|>😀🏽!", "३", "ḋ", "̣!!.😀🏽", "\u000b", "'M", ">㍿"]}
+{"text": "((", "tokens": 1, "pieces": ["(("]}
+{"text": "'sée 'S‍\t.,Džm½….‍㍿Ⅳ　𐞁'll٣٤٥٦عa🙂
-ꟲ\r\n\r\n३'ſ<'T's!'-EOT
", "tokens": 63, "pieces": ["'s", "e", "́e", " '", "S", "‍", "\t", ".,", "Džm", "½", "…", ".‍㍿", "Ⅳ", "　𐞁", "'ll", "٣٤٥", "٦", "عa", "🙂", "
", "-ꟲ", "\r\n\r\n", "३", "'ſ", "<'", "T", "'s", "!'-", "EOT", "
"]}
+{"text": "\t字…'s字em <å½㍿　", "tokens": 16, "pieces": ["\t字", "…", "'s", "字em", " <", "a", "̊", "½", "㍿", "　"]}
+{"text": "Ⅳ'Re\u000b\n'ſ\tt<META_START> sae\"  'ſ12345678é'reİ'ss㋿<|fim_prefix|>#$%　e漢'VE.fi>…é½ꟲ…", "tokens": 60, "pieces": ["Ⅳ", "'Re", "\u000b\n", "'ſ", "\tt", "<META", "_START", ">", " sae", "\"", " ", " '", "ſ", "123", "456", "78", "é", "'re", "İ", "'s", "s", "㋿<|", "fim", "_prefix", "|>#$%", "　e漢", "'VE", ".fi", ">", "…e", "́", "½", "ꟲ", "…"]}
+{"text": "ḍ̇Dž<|endoftext|>'MEOTＡ  ſ'lls٣٤٥٦<|endoftext|>Zꟲ,a,\t\r\n\r\n\r\n", "tokens": 46, "pieces": ["ḋ", "̣Dž", "<|", "endoftext", "|>'", "MEOTＡ", " ", " ſ", "'ll", "s", "٣٤٥", "٦", "<|", "endoftext", "|>", "Zꟲ", ",a", ",", "\t\r\n\r\n\r\n"]}
+{"text": "EOT…㋿'T,t9'Me\u000b( Ａ!!('ſⅣfi🙂're!0(ḍ̇'T'D㍿
's'll", "tokens": 47, "pieces": ["EOT", "…", "㋿'", "T", ",t", "9", "'M", "e", "\u000b", "(", " Ａ", "!!('", "ſ", "Ⅳ", "fi", "🙂'", "re", "!", "0", "(ḋ", "̣'", "T", "'D", "㍿", "
", "'s", "'ll"]}
+{"text": "m<<|fim_prefix|>!!å🙂!!<|fim_prefix|>fi😀🏽éꟲſ'Re३   \n0😀🏽\ńå½
\r\n\r\n!!a'VE-ع>", "tokens": 62, "pieces": ["m", "<<|", "fim", "_prefix", "|>!!", "a", "̊🙂!!<|", "fim", "_prefix", "|>", "fi", "😀🏽", "e", "́ꟲſ", "'Re", "३", "   \n", "0", "😀🏽\n", "́a", "̊", "½", "
\r\n\r\n", "!!", "a", "'VE", "-ع", ">"]}
+{"text": "<|endoftext|>ß   \nfi'Re9­'T\t 'Må\"㋿", "tokens": 25, "pieces": ["<|", "endoftext", "|>", "ß", "   \n", "fi", "'Re", "9", "­'", "T", "\t", " '", "Ma", "̊\"㋿"]}
+{"text": "Ⅳ(d­\r>éⅣ", "tokens": 9, "pieces": ["Ⅳ", "(d", "­\r", ">é", "Ⅳ"]}
+{"text": "ßİZ,Ａé\"t 'VE‍'>'T're½!㍿\tm.<|endoftext|>ḍ̇,'VEd0!Zm!!e漢😀🏽t­å.­", "tokens": 58, "pieces": ["ßİZ", ",Ａé", "\"t", " '", "VE", "‍'>'", "T", "'re", "½", "!㍿", "\tm", ".<|", "endoftext", "|>", "ḋ", "̣,'", "VEd", "0", "!Zm", "!!", "e漢", "😀🏽", "t", "­a", "̊.­"]}
+{"text": "'se'reeDžZ-　e　Ⅳ½Ⅳ👍🏽🙂tat𐞁ḍ̇'VE9<ꟲſİ𐞁(‍étꟲ", "tokens": 57, "pieces": ["'s", "e", "'re", "eDžZ", "-", "　e", "　", "Ⅳ½Ⅳ", "👍🏽🙂", "tat𐞁ḋ", "̣'", "VE", "9", "<ꟲſİ𐞁", "(‍", "e", "́tꟲ"]}
+{"text": "ꟲ'ſ<|fim_prefix|>'M½ß\r\n\r\né½å​٣٤٥٦\u000b…'T​Ⅳsع🙂0", "tokens": 43, "pieces": ["ꟲ", "'ſ", "<|", "fim", "_prefix", "|>'", "M", "½", "ß", "\r\n\r\n", "é", "½", "a", "̊​", "٣٤٥", "٦", "\u000b", "…", "'T", "​", "Ⅳ", "sع", "🙂", "0"]}
+{"text": "é're ३.‍dßع½𐞁<　<\r're'T's(ḍ̇𐞁  \r\n\r\n\n\r'S12345678'\r\n\r\né\r\n", "tokens": 43, "pieces": ["é", "'re", " ", "३", ".‍", "dßع", "½", "𐞁", "<", "　", "<\r", "'re", "'T", "'s", "(ḋ", "̣𐞁", "  \r\n\r\n\n\r", "'S", "123", "456", "78", "'\r\n\r\n", "é", "\r\n"]}
+{"text": "a
. 漢-  -<|fim_prefix|>ع字٣٤٥٦fiꟲ'ſ漢'T<㋿'T#$%a#$%dⅣ#$%😀🏽", "tokens": 59, "pieces": ["a", "
", ".", " 漢", "-", " ", " -<|", "fim", "_prefix", "|>", "ع字", "٣٤٥", "٦", "fiꟲ", "'ſ", "漢", "'T", "<㋿'", "T", "#$%", "a", "#$%", "d", "Ⅳ", "#$%😀🏽"]}
+{"text": "㋿d's'Dž'sDž<|endoftext|>'ll'VE,(­åſ𐞁ßDž\u000bfi>-‍t  å<META_START>", "tokens": 50, "pieces": ["㋿d", "'s", "'Dž", "'s", "Dž", "<|", "endoftext", "|>'", "ll", "'VE", ",(­", "a", "̊ſ𐞁ßDž", "\u000bfi", ">-‍", "t", " ", " a", "̊<", "META", "_START", ">"]}
+{"text": "'re#$%½a'S\t-<   \n12345678<EOT>'VE\r\n\r\n
…,\"t　 ", "tokens": 26, "pieces": ["'re", "#$%", "½", "a", "'S", "\t", "-<", "   \n", "123", "456", "78", "<EOT", ">'", "VE", "\r\n\r\n", "
", "…", ",\"", "t", "　 "]}
+{"text": "३(漢'ſ­㍿ >", "tokens": 14, "pieces": ["३", "(漢", "'ſ", "­㍿", " ", ">"]}
+{"text": "
'T'ſ٣٤٥٦\"\u000bꟲ<|fim_prefix|>'M'llſ\r\n'D\r\n\r\n'ſ٣٤٥٦", "tokens": 44, "pieces": ["
", "'T", "'ſ", "٣٤٥", "٦", "\"", "\u000bꟲ", "<|", "fim", "_prefix", "|>'", "M", "'ll", "ſ", "\r\n", "'D", "\r\n\r\n", "'ſ", "٣٤٥", "٦"]}
+{"text": "İ<EOT>​é'S\r𐞁\r\n\r\n<META_START><…​!!9'Re", "tokens": 23, "pieces": ["İ", "<EOT", ">​", "é", "'S", "\r", "𐞁", "\r\n\r\n", "<META", "_START", "><", "…", "​!!", "9", "'Re"]}
+{"text": "\r\n\r\n<tＡꟲ🙂ꟲ　're­🙂ععDžs
", "tokens": 24, "pieces": ["\r\n\r\n", "<tＡꟲ", "🙂ꟲ", "　", "'re", "­🙂", "ععDžs", "
"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<EOT>0fi0-\u000b", "tokens": 9, "pieces": ["<EOT", ">", "0", "fi", "0", "-", "\u000b"]}
+{"text": "'ſꟲZ<|endoftext|>\u000b", "tokens": 15, "pieces": ["'ſ", "ꟲZ", "<|", "endoftext", "|>", "\u000b"]}
+{"text": "dt!!Z   \n'T'D0\rEOT'Re<|fim_prefix|>aß\u000baⅣ !字İ'DＡſ's\"ḍ̇'S漢Ａe३a\r\n\r\n<META_START>å'Re", "tokens": 58, "pieces": ["dt", "!!", "Z", "   \n", "'T", "'D", "0", "\r", "EOT", "'Re", "<|", "fim", "_prefix", "|>", "aß", "\u000ba", "Ⅳ", " !", "字İ", "'D", "Ａſ", "'s", "\"ḋ", "̣'", "S漢Ａe", "३", "a", "\r\n\r\n", "<META", "_START", ">a", "̊'", "Re"]}
+{"text": "'S　'T‍\t12345678m(\"字", "tokens": 12, "pieces": ["'S", "　", "'T", "‍", "\t", "123", "456", "78", "m", "(\"", "字"]}
+{"text": "\r\n'ſ<漢'VE>,'Re\u000btfié漢
ḍ̇
'Mḍ̇<META_START>ß's#$%\rع   \nＡ!!", "tokens": 49, "pieces": ["\r\n", "'ſ", "<漢", "'VE", ">,'", "Re", "\u000btfie", "́漢", "
ḋ", "̣", "
", "'M", "ḋ", "̣<", "META", "_START", ">ß", "'s", "#$%\r", "ع", "   \n", "Ａ", "!!"]}
+{"text": "<EOT>!字㋿字ß<|fim_prefix|><🙂ḍ̇\r漢 ſfi…\r\n\r\né​EOT'Mḍ̇m
ḿDžé­½<|endoftext|>字<EOT>9", "tokens": 68, "pieces": ["<EOT", ">!", "字", "㋿字ß", "<|", "fim", "_prefix", "|><🙂", "ḋ", "̣\r", "漢", " ſfi", "…\r\n\r\n", "é", "​EOT", "'M", "ḋ", "̣m", "
m", "́Dže", "́­", "½", "<|", "endoftext", "|>", "字", "<EOT", ">", "9"]}
+{"text": "'M👍🏽字'ḍ̇d'D\r\n\r\nfi   \n​åİ<META_START>Z'S<|fim_prefix|>'ſ'ſ\r\n\r\neＡ㍿漢're漢d<|fim_prefix|>9\n#$%😀🏽İ", "tokens": 72, "pieces": ["'M", "👍🏽", "字", "'ḋ", "̣d", "'D", "\r\n\r\n", "fi", "   \n", "​a", "̊İ", "<META", "_START", ">Z", "'S", "<|", "fim", "_prefix", "|>'", "ſ", "'ſ", "\r\n\r\n", "eＡ", "㍿漢", "'re", "漢d", "<|", "fim", "_prefix", "|>", "9", "\n", "#$%😀🏽", "İ"]}
+{"text": "<EOT>'reع\r\n<!EOT🙂!!9-(🙂é.‍d<|endoftext|>\nＡ'T😀🏽", "tokens": 37, "pieces": ["<EOT", ">'", "reع", "\r\n", "<!", "EOT", "🙂!!", "9", "-(🙂", "e", "́.‍", "d", "<|", "endoftext", "|>\n", "Ａ", "'T", "😀🏽"]}
+{"text": "　!!12345678\t'MZ<EOT>'T.\t'VE𐞁\r!!٣٤٥٦!!  ", "tokens": 32, "pieces": ["　", "!!", "123", "456", "78", "\t", "'M", "Z", "<EOT", ">'", "T", ".", "\t", "'VE", "𐞁", "\r", "!!", "٣٤٥", "٦", "!!", "  "]}
+{"text": "!!ꟲ漢 𐞁½👍🏽9'!!漢,'re漢　​é\r字!'VEefi\n<|fim_prefix|>d\r\nꟲ", "tokens": 51, "pieces": ["!!", "ꟲ漢", " 𐞁", "½", "👍🏽", "9", "'!!", "漢", ",'", "re漢", "　", "​e", "́\r", "字", "!'", "VEefi", "\n", "<|", "fim", "_prefix", "|>", "d", "\r\n", "ꟲ"]}
+{"text": "   \n\u000b", "tokens": 2, "pieces": ["   \n\u000b"]}
+{"text": "<<EOT>'Reé<|endoftext|><META_START>.'ReEOT   \n", "tokens": 21, "pieces": ["<<", "EOT", ">'", "Reé", "<|", "endoftext", "|><", "META", "_START", ">.'", "ReEOT", "   \n"]}
+{"text": "m<EOT>\n­ع  é́'S'Mt!!''ll\r\n\r\n<'ſ,'", "tokens": 21, "pieces": ["m", "<EOT", ">\n", "­ع", " ", " é", "́'", "S", "'M", "t", "!!''", "ll", "\r\n\r\n", "<'", "ſ", ",'"]}
+{"text": "t 'M
fi.EOTꟲḍ̇\t​\u000be'SＡ'Re\u000b,", "tokens": 27, "pieces": ["t", " '", "M", "
fi", ".EOTꟲḋ", "̣", "\t", "​", "\u000be", "'S", "Ａ", "'Re", "\u000b", ","]}
+{"text": "ßm'D .🙂\u000b<|endoftext|>Ａ'VE'T३9<|fim_prefix|>ḍ̇ḍ̇‍s<|fim_prefix|><|fim_prefix|> #$%12345678å<|endoftext|><EOT>\r0tع(字\r", "tokens": 82, "pieces": ["ßm", "'D", " ", ".🙂", "\u000b", "<|", "endoftext", "|>", "Ａ", "'VE", "'T", "३9", "<|", "fim", "_prefix", "|>", "ḋ", "̣ḋ", "̣‍", "s", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", " ", "#$%", "123", "456", "78", "a", "̊<|", "endoftext", "|><", "EOT", ">\r", "0", "tع", "(字", "\r"]}
+{"text": "0'VE'll 'VE  ,'sEOT12345678字<字㍿㋿!'Mꟲ!!Dž\r.åm'S0\tⅣDž#$%s½'ll🙂㍿'ll…㋿", "tokens": 61, "pieces": ["0", "'VE", "'ll", " ", "'VE", " ", " ,'", "sEOT", "123", "456", "78", "字", "<字", "㍿㋿!'", "Mꟲ", "!!", "Dž", "\r", ".a", "̊m", "'S", "0", "\t", "Ⅳ", "Dž", "#$%", "s", "½", "'ll", "🙂㍿'", "ll", "…", "㋿"]}
+{"text": "<-EOT​   \n<META_START>㍿漢'VEdꟲ123456789", "tokens": 23, "pieces": ["<-", "EOT", "​", "   \n", "<META", "_START", ">㍿", "漢", "'VE", "dꟲ", "123", "456", "789"]}
+{"text": "\r .٣٤٥٦漢㋿'ll👍🏽t🙂'D\t㋿,'VE..'ReＡ'ſ<EOT>!!<|fim_prefix|>　\u000b <(", "tokens": 57, "pieces": ["\r", " ", ".", "٣٤٥", "٦", "漢", "㋿'", "ll", "👍🏽", "t", "🙂'", "D", "\t", "㋿,'", "VE", "..'", "ReＡ", "'ſ", "<EOT", ">!!<|", "fim", "_prefix", "|>", "　\u000b", " <("]}
+{"text": "…då!('T👍🏽,字漢㋿'ll12345678½\u000båå,👍🏽\"", "tokens": 42, "pieces": ["…da", "̊!('", "T", "👍🏽,", "字漢", "㋿'", "ll", "123", "456", "78½", "\u000ba", "̊a", "̊,👍🏽\""]}
+{"text": "ꟲéꟲ<|endoftext|>😀🏽s<|fim_prefix|>'Daéعt­'12345678 ३d​\t३'M#$%#$%\tDž09​👍🏽字<|fim_prefix|>漢fiꟲ", "tokens": 75, "pieces": ["ꟲéꟲ", "<|", "endoftext", "|>😀🏽", "s", "<|", "fim", "_prefix", "|>'", "Daéعt", "­'", "123", "456", "78", " ", "३", "d", "​", "\t", "३", "'M", "#$%#$%", "\tDž", "09", "​👍🏽", "字", "<|", "fim", "_prefix", "|>", "漢fiꟲ"]}
+{"text": "éfiꟲ<EOT>ß'ſ\r\n\r\n'VE\u000b\r ­'llḍ̇𐞁12345678ßꟲ½12345678İＡ漢'S12345678fi9<META_START>🙂'Mt!!s", "tokens": 64, "pieces": ["e", "́fiꟲ", "<EOT", ">ß", "'ſ", "\r\n\r\n", "'VE", "\u000b\r", " ­'", "llḋ", "̣𐞁", "123", "456", "78", "ßꟲ", "½12", "345", "678", "İＡ漢", "'S", "123", "456", "78", "fi", "9", "<META", "_START", ">🙂'", "Mt", "!!", "s"]}
+{"text": "#$%\"Dž<EOT>é\r\nEOTⅣ\u000b   \n.éaEOTḍ̇㍿ꟲd𐞁㍿Džſ‍s\"İ㋿\"fi<|fim_prefix|>'D\r\n\r\n", "tokens": 63, "pieces": ["#$%\"", "Dž", "<EOT", ">é", "\r\n", "EOT", "Ⅳ", "\u000b   \n", ".éaEOTḋ", "̣㍿", "ꟲd𐞁", "㍿Džſ", "‍s", "\"İ", "㋿\"", "fi", "<|", "fim", "_prefix", "|>'", "D", "\r\n\r\n"]}
+{"text": "\tt'S'SEOT​Z.eꟲ'll'D½İ३字ḿ'!!tå  é'll'Dİ(#$%­𐞁'll٣٤٥٦​t'Re\t …", "tokens": 56, "pieces": ["\tt", "'S", "'S", "EOT", "​Z", ".eꟲ", "'ll", "'D", "½", "İ", "३", "字m", "́'!!", "ta", "̊", " ", " e", "́'", "ll", "'D", "İ", "(#$%­", "𐞁", "'ll", "٣٤٥", "٦", "​t", "'Re", "\t …"]}
+{"text": "'VE>'ll٣٤٥٦", "tokens": 12, "pieces": ["'VE", ">'", "ll", "٣٤٥", "٦"]}
+{"text": "­漢<EOT>عe𐞁<EOT>>ts    e'!!'Red漢're!d!!ع\rsfi👍🏽", "tokens": 39, "pieces": ["­漢", "<EOT", ">عe𐞁", "<EOT", ">>", "ts", "   ", " e", "'!!'", "Red漢", "'re", "!d", "!!", "ع", "\r", "sfi", "👍🏽"]}
+{"text": "㋿३\r\n<EOT><META_START><|fim_prefix|>Ⅳ'T'Mḍ̇ZZ\r\t   \n\",'S'VE", "tokens": 34, "pieces": ["㋿", "३", "\r\n", "<EOT", "><", "META", "_START", "><|", "fim", "_prefix", "|>", "Ⅳ", "'T", "'M", "ḋ", "̣ZZ", "\r\t   \n", "\",'", "S", "'VE"]}
+{"text": "…'ſ\r\n\r\n\r\r<EOT>Ⅳ　​'S>'T‍<|fim_prefix|><EOT>9ß\r'ſ''VE.!!'VEm'Dé…\r\n㍿ſꟲé\n\raEOT", "tokens": 64, "pieces": ["…", "'ſ", "\r\n\r\n\r\r", "<EOT", ">", "Ⅳ", "　", "​'", "S", ">'", "T", "‍<|", "fim", "_prefix", "|><", "EOT", ">", "9", "ß", "\r", "'ſ", "''", "VE", ".!!'", "VEm", "'D", "e", "́", "…\r\n", "㍿ſꟲé", "\n\r", "aEOT"]}
+{"text": "#$%\r\n字'St‍'VE", "tokens": 9, "pieces": ["#$%\r\n", "字", "'S", "t", "‍'", "VE"]}
+{"text": "Z​m'sß٣٤٥٦'ſ㋿   \n'́", "tokens": 22, "pieces": ["Z", "​m", "'s", "ß", "٣٤٥", "٦", "'ſ", "㋿", "   \n", "'́"]}
+{"text": "ſع\u000bⅣ㋿!!  -'re३fi<fi", "tokens": 21, "pieces": ["ſع", "\u000b", "Ⅳ", "㋿!!", " ", " -'", "re", "३", "fi", "<fi"]}
+{"text": "😀🏽\"ع-́", "tokens": 9, "pieces": ["😀🏽\"", "ع", "-́"]}
+{"text": "ꟲ'sⅣ 0́́'T!!㋿#$%३Ａt<", "tokens": 24, "pieces": ["ꟲ", "'s", "Ⅳ", " ", "0", "́́'", "T", "!!㋿#$%", "३", "Ａt", "<"]}
+{"text": "> 'S\r\n\r\n'll''VEꟲꟲ\r\n­ＡZ'Re\r\n漢9<½\r\n<‍İ\r\n­‍\n12345678'M.<|fim_prefix|>\t
tt", "tokens": 50, "pieces": [">", " '", "S", "\r\n\r\n", "'ll", "''", "VEꟲꟲ", "\r\n", "­ＡZ", "'Re", "\r\n", "漢", "9", "<", "½", "\r\n", "<‍", "İ", "\r\n", "­‍\n", "123", "456", "78", "'M", ".<|", "fim", "_prefix", "|>", "\t", "
tt"]}
+{"text": "𐞁", "tokens": 4, "pieces": ["𐞁"]}
+{"text": "\t​", "tokens": 2, "pieces": ["\t", "​"]}
+{"text": "\u000b́\r\naع'S\r\n'S\u000bḍ̇'S'Re㋿　'S'ſ,👍🏽'll12345678s  😀🏽\t\u000bm '<EOT>ḍ̇#$%", "tokens": 58, "pieces": ["\u000b", "́\r\n", "aع", "'S", "\r\n", "'S", "\u000bḋ", "̣'", "S", "'Re", "㋿", "　", "'S", "'ſ", ",👍🏽'", "ll", "123", "456", "78", "s", " ", " 😀🏽", "\t", "\u000bm", " ", "'<", "EOT", ">ḋ", "̣#$%"]}
+{"text": "\"é're<|endoftext|>", "tokens": 10, "pieces": ["\"é", "'re", "<|", "endoftext", "|>"]}
+{"text": "👍🏽ꟲ字Ⅳ𐞁9e!!㋿'Mfi㍿'M9!", "tokens": 33, "pieces": ["👍🏽", "ꟲ字", "Ⅳ", "𐞁", "9", "e", "!!㋿'", "Mfi", "㍿'", "M", "9", "!"]}
+{"text": "İé́'S'S'VE‍\"'D\r\n\r\n👍🏽  daＡḍ̇   \nＡ<EOT>'DDž㍿", "tokens": 40, "pieces": ["İé", "́'", "S", "'S", "'VE", "‍\"'", "D", "\r\n\r\n", "👍🏽", " ", " daＡḋ", "̣", "   \n", "Ａ", "<EOT", ">'", "DDž", "㍿"]}
+{"text": "Dž\r\n\r\n.é　Ａ<|fim_prefix|>es.ع<EOT>漢'ſ<|endoftext|>ß<|fim_prefix|>ß<|endoftext|><́>(🙂ع<|fim_prefix|>'ll字", "tokens": 63, "pieces": ["Dž", "\r\n\r\n", ".é", "　Ａ", "<|", "fim", "_prefix", "|>", "es", ".ع", "<EOT", ">漢", "'ſ", "<|", "endoftext", "|>", "ß", "<|", "fim", "_prefix", "|>", "ß", "<|", "endoftext", "|><́>(🙂", "ع", "<|", "fim", "_prefix", "|>'", "ll字"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'Re字\n#$%!
\r\n\r\n<|fim_prefix|>㍿ꟲＡ9'…
<|fim_prefix|>\r\n\r\n३EOT    
   \né'D0'M‍", "tokens": 50, "pieces": ["'Re", "字", "\n", "#$%!", "
\r\n\r\n", "<|", "fim", "_prefix", "|>㍿", "ꟲＡ", "9", "'", "…", "
", "<|", "fim", "_prefix", "|>\r\n\r\n", "३", "EOT", "    
   \n", "é", "'D", "0", "'M", "‍"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ſ#$%'SＡ!!   \n\"‍!!ḍ̇\r\n­å(,#$%😀🏽<EOT>-…e  \r(!! 9ß　m\tꟲ('Re0é🙂㍿-", "tokens": 62, "pieces": ["ſ", "#$%'", "SＡ", "!!", "   \n", "\"‍!!", "ḋ", "̣\r\n", "­a", "̊(,#$%😀🏽<", "EOT", ">-", "…e", "  \r", "(!!", " ", "9", "ß", "　m", "\tꟲ", "('", "Re", "0", "é", "🙂㍿-"]}
+{"text": "ꟲé>\"'ll'S(  ḍ̇\r<|endoftext|>　-<ta…‍\r\ńa'SåⅣa!!\r🙂<|endoftext|><🙂", "tokens": 54, "pieces": ["ꟲé", ">\"'", "ll", "'S", "(", " ", " ḋ", "̣\r", "<|", "endoftext", "|>", "　", "-<", "ta", "…", "‍\r\n", "́a", "'S", "a", "̊", "Ⅳ", "a", "!!\r", "🙂<|", "endoftext", "|><🙂"]}
+{"text": "\"\nsDžte\u000b\u000bé㋿½
", "tokens": 15, "pieces": ["\"\n", "sDžte", "\u000b", "\u000be", "́㋿", "½", "
"]}
+{"text": "<|endoftext|>>em\u000b\ŕßé(Ⅳ㋿'M'MＡ éḍ̇!fi!\r\n\r\n'T's.🙂'ReZ'Re…#$%", "tokens": 48, "pieces": ["<|", "endoftext", "|>>", "em", "\u000b\r", "́ßé", "(", "Ⅳ", "㋿'", "M", "'M", "Ａ", " éḋ", "̣!", "fi", "!\r\n\r\n", "'T", "'s", ".🙂'", "ReZ", "'Re", "…", "#$%"]}
+{"text": "Z字9#$%!!efi<META_START>m123456780<|endoftext|>", "tokens": 23, "pieces": ["Z字", "9", "#$%!!", "efi", "<META", "_START", ">m", "123", "456", "780", "<|", "endoftext", "|>"]}
+{"text": "👍🏽'Re㍿ſßß<EOT.EOT字ß́…\r", "tokens": 25, "pieces": ["👍🏽'", "Re", "㍿ſßß", "<EOT", ".EOT字ß", "́", "…\r"]}
+{"text": "e9'sع'T­👍🏽٣٤٥٦", "tokens": 20, "pieces": ["e", "9", "'s", "ع", "'T", "­👍🏽", "٣٤٥", "٦"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r<|endoftext|>…'re'reꟲ\t\"字ſ\"12345678", "tokens": 24, "pieces": ["\r", "<|", "endoftext", "|>", "…", "'re", "'re", "ꟲ", "\t", "\"字ſ", "\"", "123", "456", "78"]}
+{"text": "'T'll'VE (‍ſ३½👍🏽𐞁'VE😀🏽Ⅳ'\n👍🏽㍿​'D'lla#$% ", "tokens": 49, "pieces": ["'T", "'ll", "'VE", " (‍", "ſ", "३½", "👍🏽", "𐞁", "'VE", "😀🏽", "Ⅳ", "'\n", "👍🏽㍿​'", "D", "'ll", "a", "#$%", " "]}
+{"text": "d…-\r\n\r\n'S!漢's…!m­­'T12345678'M'Reع
\u000b'S<|fim_prefix|>ع\r", "tokens": 37, "pieces": ["d", "…", "-\r\n\r\n", "'S", "!漢", "'s", "…", "!m", "­­'", "T", "123", "456", "78", "'M", "'Re", "ع", "
", "\u000b", "'S", "<|", "fim", "_prefix", "|>", "ع", "\r"]}
+{"text": "'D👍🏽𐞁<EOT><|fim_prefix|>Ⅳḍ̇'M字<|endoftext|>३", "tokens": 39, "pieces": ["'D", "👍🏽", "𐞁", "<EOT", "><|", "fim", "_prefix", "|>", "Ⅳ", "ḋ", "̣'", "M字", "<|", "endoftext", "|>", "३"]}
+{"text": "9㋿e'TEOTafi😀🏽<EOT>!!<字漢'M<'VE‍åꟲ  fi\u000b😀🏽é​'M#$%", "tokens": 52, "pieces": ["9", "㋿e", "'T", "EOTafi", "😀🏽<", "EOT", ">!!<", "字漢", "'M", "<'", "VE", "‍a", "̊ꟲ", " ", " fi", "\u000b", "😀🏽", "e", "́​'", "M", "#$%"]}
+{"text": "\"ḍ̇!ع٣٤٥٦EOT  ,s>­'VE-<META_START>İ'llⅣ", "tokens": 34, "pieces": ["\"ḋ", "̣!", "ع", "٣٤٥", "٦", "EOT", " ", " ,", "s", ">­'", "VE", "-<", "META", "_START", ">İ", "'ll", "Ⅳ"]}
+{"text": "(\r\n\r\n'MfiⅣ!!ſ\rfim‍9Ａ<|fim_prefix|>'VEＡ　", "tokens": 30, "pieces": ["(\r\n\r\n", "'M", "fi", "Ⅳ", "!!", "ſ", "\r", "fim", "‍", "9", "Ａ", "<|", "fim", "_prefix", "|>'", "VEＡ", "　"]}
+{"text": "e­-\n12345678字", "tokens": 7, "pieces": ["e", "­-\n", "123", "456", "78", "字"]}
+{"text": "Ａé   \nß9'TEOT𐞁#$%>\"912345678
12345678\n\"'s", "tokens": 27, "pieces": ["Ａé", "   \n", "ß", "9", "'T", "EOT𐞁", "#$%>\"", "912", "345", "678", "
", "123", "456", "78", "\n", "\"'", "s"]}
+{"text": "'VE<EOT>'s   \n\r\nİ　३   \nm<|endoftext|>㋿'llZ'll­İ\"9e-ꟲ'Re", "tokens": 38, "pieces": ["'VE", "<EOT", ">'", "s", "   \n\r\n", "İ", "　", "३", "   \n", "m", "<|", "endoftext", "|>㋿'", "llZ", "'ll", "­İ", "\"", "9", "e", "-ꟲ", "'Re"]}
+{"text": "漢\r\n\r\n\r\n\r\n<|endoftext|>EOT<EOT>
<|endoftext|>\n٣٤٥٦字́'ſ'S<  …\u000b\t'a<EOT>   \n'Re　'T𐞁'Re", "tokens": 57, "pieces": ["漢", "\r\n\r\n\r\n\r\n", "<|", "endoftext", "|>", "EOT", "<EOT", ">", "
", "<|", "endoftext", "|>\n", "٣٤٥", "٦", "字", "́'", "ſ", "'S", "<", "  …\u000b", "\t", "'a", "<EOT", ">", "   \n", "'Re", "　", "'T", "𐞁", "'Re"]}
+{"text": "́…'D\"s>'lla", "tokens": 7, "pieces": ["́", "…", "'D", "\"s", ">'", "lla"]}
+{"text": "s<!\r\n\r\n<|endoftext|>\nét-'M   \n'De'ſfiḍ̇'ſ(İa½ EOT🙂ed㋿😀🏽12345678a\té­​\rZe…'", "tokens": 59, "pieces": ["s", "<!\r\n\r\n", "<|", "endoftext", "|>\n", "ét", "-'", "M", "   \n", "'D", "e", "'ſ", "fiḋ", "̣'", "ſ", "(İa", "½", " EOT", "🙂ed", "㋿😀🏽", "123", "456", "78", "a", "\té", "­​\r", "Ze", "…", "'"]}
+{"text": "½字
字<|endoftext|>-dZ'Re 'ſ'VE‍字#$%0EOT'İ  <|endoftext|>>(…Ａ漢‍‍٣٤٥٦.!!.a're", "tokens": 60, "pieces": ["½", "字", "
字", "<|", "endoftext", "|>-", "dZ", "'Re", " ", "'ſ", "'VE", "‍字", "#$%", "0", "EOT", "'İ", " ", " <|", "endoftext", "|>>(", "…Ａ漢", "‍‍", "٣٤٥", "٦", ".!!.", "a", "'re"]}
+{"text": "Z\r\n\r\né<|fim_prefix|>Z字㍿
å'M'Tſm½'Re\rⅣ   \n's,9DžéDž字EOT漢ḍ̇ a12345678're ‍0\u000b漢", "tokens": 62, "pieces": ["Z", "\r\n\r\n", "e", "́<|", "fim", "_prefix", "|>", "Z字", "㍿", "
a", "̊'", "M", "'T", "ſm", "½", "'Re", "\r", "Ⅳ", "   \n", "'s", ",", "9", "DžéDž字EOT漢ḋ", "̣", " a", "123", "456", "78", "'re", " ‍", "0", "\u000b漢"]}
+{"text": "‍　'ꟲ'T'Re<#$%'S<٣٤٥٦sDž\t   \né\n's\r\nm0👍🏽😀🏽🙂　\r\n\r\nⅣ12345678ßt", "tokens": 54, "pieces": ["‍", "　", "'ꟲ", "'T", "'Re", "<#$%'", "S", "<", "٣٤٥", "٦", "sDž", "\t   \n", "é", "\n", "'s", "\r\n", "m", "0", "👍🏽😀🏽🙂", "　\r\n\r\n", "Ⅳ12", "345", "678", "ßt"]}
+{"text": "aae 're", "tokens": 4, "pieces": ["aae", " '", "re"]}
+{"text": "s'ſع \r\n", "tokens": 6, "pieces": ["s", "'ſ", "ع", " \r\n"]}
+{"text": "३\n🙂.a‍  　012345678🙂  .…　'VE
½fiſ😀🏽", "tokens": 35, "pieces": ["३", "\n", "🙂.", "a", "‍", "  ", "　", "012", "345", "678", "🙂", " ", " .", "…", "　", "'VE", "
", "½", "fiſ", "😀🏽"]}
+{"text": "<|fim_prefix|>́.<EOT>…😀🏽Ⅳ漢👍🏽éḍ̇字-EOTZ'ſḍ̇'#$%s😀🏽३!(ع 　́𐞁👍🏽(ZZ½-", "tokens": 77, "pieces": ["<|", "fim", "_prefix", "|>́.<", "EOT", ">", "…", "😀🏽", "Ⅳ", "漢", "👍🏽", "éḋ", "̣字", "-EOTZ", "'ſ", "ḋ", "̣'#$%", "s", "😀🏽", "३", "!(", "ع", " ", "　", "́𐞁", "👍🏽(", "ZZ", "½", "-"]}
+{"text": ">­    ‍Džḍ̇ 　\t٣٤٥٦,\t12345678'S\u000b\tEOT'S\"‍   \nt'll　Dž", "tokens": 42, "pieces": [">­", "   ", " ‍", "Džḋ", "̣", " 　", "\t", "٣٤٥", "٦", ",", "\t", "123", "456", "78", "'S", "\u000b", "\tEOT", "'S", "\"‍", "   \n", "t", "'ll", "　Dž"]}
+{"text": "å　mع'S're're!!#$%'VEé\n‍", "tokens": 18, "pieces": ["a", "̊", "　mع", "'S", "'re", "'re", "!!#$%'", "VEe", "́\n", "‍"]}
+{"text": "٣٤٥٦३　ꟲe.…Zd​Dž\n㍿ ß́٣٤٥٦'re　㋿'㋿ <META_START>ś\nḍ̇", "tokens": 58, "pieces": ["٣٤٥", "٦३", "　ꟲe", ".", "…Zd", "​Dž", "\n", "㍿", " ß", "́", "٣٤٥", "٦", "'re", "　", "㋿'㋿", " <", "META", "_START", ">s", "́\n", "ḋ", "̣"]}
+{"text": "<EOT>   \n\t'MZ", "tokens": 7, "pieces": ["<EOT", ">", "   \n", "\t", "'M", "Z"]}
+{"text": "ß٣٤٥٦㍿  ‍'s><㍿ع's漢
  İꟲ­\t!漢‍'Re   \nß'VE", "tokens": 45, "pieces": ["ß", "٣٤٥", "٦", "㍿", " ", " ‍'", "s", "><㍿", "ع", "'s", "漢", "
 ", " İꟲ", "­", "\t", "!漢", "‍'", "Re", "   \n", "ß", "'VE"]}
+{"text": "İ३", "tokens": 3, "pieces": ["İ", "३"]}
+{"text": "   \ń字aİ!'re \r\n\r\né-\r<EOT>mm,\u000b'S\r\n\u000b​!½'D\"'ſꟲs३\n0​ع　ꟲEOTé🙂", "tokens": 48, "pieces": ["   \n", "́字aİ", "!'", "re", " \r\n\r\n", "é", "-\r", "<EOT", ">mm", ",", "\u000b", "'S", "\r\n", "\u000b", "​!", "½", "'D", "\"'", "ſꟲs", "३", "\n", "0", "​ع", "　ꟲEOTe", "́🙂"]}
+{"text": "३'D '　åZ<META_START>12345678ع'S\"३ḍ̇🙂>\tḍ̇Za\"å   \n're-é‍𐞁", "tokens": 51, "pieces": ["३", "'D", " ", "'", "　a", "̊Z", "<META", "_START", ">", "123", "456", "78", "ع", "'S", "\"", "३", "ḋ", "̣🙂>", "\tḋ", "̣Za", "\"a", "̊", "   \n", "'re", "-é", "‍𐞁"]}
+{"text": "😀🏽İⅣ½…ꟲm　<EOT>ꟲ", "tokens": 22, "pieces": ["😀🏽", "İ", "Ⅳ½", "…ꟲm", "　", "<EOT", ">ꟲ"]}
+{"text": "🙂0EOTḍ̇漢(,\réꟲ٣٤٥٦éＡ<<|fim_prefix|>   \n\r\n\r\n!!", "tokens": 40, "pieces": ["🙂", "0", "EOTḋ", "̣漢", "(,\r", "éꟲ", "٣٤٥", "٦", "éＡ", "<<|", "fim", "_prefix", "|>", "   \n\r\n\r\n", "!!"]}
+{"text": "…é(٣٤٥٦é<|endoftext|>‍>fiſ\r\n0
('D<'D!!!!s're!!🙂\r\n'ſ'VE½३\r\n\r\né!'VE", "tokens": 55, "pieces": ["…é", "(", "٣٤٥", "٦", "é", "<|", "endoftext", "|>‍>", "fiſ", "\r\n", "0", "
", "('", "D", "<'", "D", "!!!!", "s", "'re", "!!🙂\r\n", "'ſ", "'VE", "½३", "\r\n\r\n", "e", "́!'", "VE"]}
+{"text": "d!㍿<|endoftext|>‍12345678d­​漢😀🏽é<|fim_prefix|>   ſs\"ḍ̇‍", "tokens": 49, "pieces": ["d", "!㍿<|", "endoftext", "|>‍", "123", "456", "78", "d", "­​", "漢", "😀🏽", "e", "́<|", "fim", "_prefix", "|>", "  ", " ſs", "\"ḋ", "̣‍"]}
+{"text": "㋿​<|endoftext|>½'ReꟲEOTs", "tokens": 19, "pieces": ["㋿​<|", "endoftext", "|>", "½", "'Re", "ꟲEOTs"]}
+{"text": "㍿.ZDž𐞁'VE…½", "tokens": 16, "pieces": ["㍿.", "ZDž𐞁", "'VE", "…", "½"]}
+{"text": "'SＡd­EOT😀🏽ع!a/b,", "tokens": 17, "pieces": ["'S", "Ａd", "­EOT", "😀🏽", "ع", "!a", "/b", ","]}
+{"text": "İ'Sé㍿…0ſ'M", "tokens": 12, "pieces": ["İ", "'S", "é", "㍿", "…", "0", "ſ", "'M"]}
+{"text": "㍿İ　­🙂Ⅳ…!!('s/\r\n½٣٤٥٦𐞁字", "tokens": 30, "pieces": ["㍿İ", "　", "­🙂", "Ⅳ", "…", "!!('", "s", "/\r\n", "½٣٤", "٥٦", "𐞁字"]}
+{"text": "#$%EOT!mİſ!!aB́😀🏽/🙂>aB\r字𐞁aa", "tokens": 31, "pieces": ["#$%", "EOT", "!mİſ", "!!", "aB", "́😀🏽/🙂>", "aB", "\r", "字𐞁aa"]}
+{"text": "HTTPServer's,", "tokens": 4, "pieces": ["HTTPServer", "'s", ","]}
+{"text": "\u000b9-ßß'T३㍿\n/𐞁camelCaset'Ａ/   \n
😀🏽é'Re 0Z😀🏽漢字Z'M0\r\n'T\u000b‍<😀🏽", "tokens": 61, "pieces": ["\u000b", "9", "-ßß", "'T", "३", "㍿\n", "/𐞁camelCaset", "'Ａ", "/", "   \n", "
", "😀🏽", "e", "́'", "Re", " ", "0", "Z", "😀🏽", "漢字Z", "'M", "0", "\r\n", "'T", "\u000b", "‍<😀🏽"]}
+{"text": "\r\n\r\n \n ३Ze", "tokens": 6, "pieces": ["\r\n\r\n \n", " ", "३", "Ze"]}
+{"text": "eＡABC<\r#$%\r \n EOTꟲ0aBᵃ字< ㍿
<|endoftext|>👍🏽ḍ̇!!fiaİ\r\n\r\nEOTᵃaBABC\r\n\r\n#$%'retBßHTTPServer", "tokens": 69, "pieces": ["eＡABC", "<\r", "#$%\r", " \n", " EOTꟲ", "0", "aBᵃ字", "<", " ", "㍿", "
", "<|", "endoftext", "|>👍🏽", "ḋ", "̣!!", "fiaİ", "\r\n\r\n", "EOTᵃaBABC", "\r\n\r\n", "#$%'", "retBßHTTPServer"]}
+{"text": "ꟲ٣٤٥٦t", "tokens": 12, "pieces": ["ꟲ", "٣٤٥", "٦", "t"]}
+{"text": "́åm'll12345678👍🏽ḍ̇12345678́fi字HTTPServer　mDžungla\r\naBABC12345678٣٤٥٦/-'Sé字́<|endoftext|>Z#$%<|fim_prefix|>", "tokens": 73, "pieces": ["́a", "̊m", "'ll", "123", "456", "78", "👍🏽", "ḋ", "̣", "123", "456", "78", "́fi字HTTPServer", "　mDžungla", "\r\n", "aBABC", "123", "456", "78٣", "٤٥٦", "/-'", "Se", "́字", "́<|", "endoftext", "|>", "Z", "#$%<|", "fim", "_prefix", "|>"]}
+{"text": "'re\t   \n!!   \nå…!!ḍ̇<|fim_prefix|>\r\n\r\naB'Mds\n/>\t　…ع<ſꟲiOS𐞁camelCase/\r\n٣٤٥٦>,' 　camelCaseDžunglaé😀🏽", "tokens": 71, "pieces": ["'re", "\t   \n", "!!", "   \n", "a", "̊", "…", "!!", "ḋ", "̣<|", "fim", "_prefix", "|>\r\n\r\n", "aB", "'M", "ds", "\n", "/>", "\t　", "…ع", "<ſꟲiOS𐞁camelCase", "/\r\n", "٣٤٥", "٦", ">,'", " ", "　camelCaseDžunglaé", "😀🏽"]}
+{"text": "camelCase३字iOS/!!-Ａſß-!!'ResDžunglaDž​́<\t", "tokens": 28, "pieces": ["camelCase", "३", "字iOS", "/!!-", "Ａſß", "-!!'", "ResDžunglaDž", "​́<", "\t"]}
+{"text": "fiiOS…'re३HTTPServer\n­'é", "tokens": 15, "pieces": ["fiiOS", "…", "'re", "३", "HTTPServer", "\n", "­'", "e", "́"]}
+{"text": "'re\n   \nſ!!'re<EOT> \n 
Džungla'ſ-'Tå    maB", "tokens": 28, "pieces": ["'re", "\n   \n", "ſ", "!!'", "re", "<EOT", ">", " \n", " ", "
Džungla", "'ſ", "-'", "Ta", "̊", "   ", " maB"]}
+{"text": "aB\r/.㍿字'SDžungla漢(''Re\u000b/a/b<EOT>DžEOTe<|fim_prefix|>a/b12345678<|fim_prefix|>\r\na/b㍿<\r\n\r\n\n\n/\t#$%'T'<|endoftext|>é㍿\r\n ", "tokens": 75, "pieces": ["aB", "\r", "/.㍿", "字", "'S", "Džungla漢", "(''", "Re", "\u000b", "/a", "/b", "<EOT", ">DžEOTe", "<|", "fim", "_prefix", "|>", "a", "/b", "123", "456", "78", "<|", "fim", "_prefix", "|>\r\n", "a", "/b", "㍿<\r\n\r\n\n\n", "/", "\t", "#$%'", "T", "'<|", "endoftext", "|>", "é", "㍿\r\n", " "]}
+{"text": "ḍ̇a٣٤٥٦\ta/b,,iOS/\r\n😀🏽Z0/\r\nİDžé,<a/b‍\n\t㍿!!sAb
!!t<<|endoftext|><|endoftext|>e'D\" \n 
३ꟲ", "tokens": 74, "pieces": ["ḋ", "̣a", "٣٤٥", "٦", "\ta", "/b", ",,", "iOS", "/\r\n", "😀🏽", "Z", "0", "/\r\n", "İDže", "́,<", "a", "/b", "‍\n", "\t", "㍿!!", "sAb", "
", "!!", "t", "<<|", "endoftext", "|><|", "endoftext", "|>", "e", "'D", "\"", " \n", " ", "
", "३", "ꟲ"]}
+{"text": "㍿Ａ<.camelCaseİ\r\n\r\n éZ/\r\n\r\n\r\nع'll½\u000ba/b\naDžungla<|endoftext|>'reAb漢\n/(HTTPServer　　
<|fim_prefix|>'re, ", "tokens": 55, "pieces": ["㍿Ａ", "<.", "camelCaseİ", "\r\n\r\n", " éZ", "/\r\n\r\n\r\n", "ع", "'ll", "½", "\u000ba", "/b", "\n", "aDžungla", "<|", "endoftext", "|>'", "reAb漢", "\n", "/(", "HTTPServer", "　　", "
", "<|", "fim", "_prefix", "|>'", "re", ",", " "]}
+{"text": "<|endoftext|>Ⅳ \n å字\td're漢😀🏽ᵃ#$%ᵃ\r\nع<9
", "tokens": 37, "pieces": ["<|", "endoftext", "|>", "Ⅳ", " \n", " a", "̊字", "\td", "'re", "漢", "😀🏽", "ᵃ", "#$%", "ᵃ", "\r\n", "ع", "<", "9", "
"]}
+{"text": "Džunglaꟲ\n<|endoftext|>ß㍿Džungla\"0,<EOT>　👍🏽ᵃ12345678\na/bḍ̇\u000bdİع'T/\r\ń🙂👍🏽dＡ　Z🙂㋿m!", "tokens": 77, "pieces": ["Džunglaꟲ", "\n", "<|", "endoftext", "|>", "ß", "㍿Džungla", "\"", "0", ",<", "EOT", ">", "　", "👍🏽", "ᵃ", "123", "456", "78", "\n", "a", "/bḋ", "̣", "\u000bdİع", "'T", "/\r\n", "́🙂👍🏽", "dＡ", "　Z", "🙂㋿", "m", "!"]}
+{"text": "ḍ̇", "tokens": 5, "pieces": ["ḋ", "̣"]}
+{"text": "👍🏽>\u000b>😀🏽é
Dž,'M漢'D\n\"ꟲ  Z\r<|fim_prefix|>'ſⅣ　Džunglaḍ̇½", "tokens": 55, "pieces": ["👍🏽>", "\u000b", ">😀🏽", "e", "́", "
Dž", ",'", "M漢", "'D", "\n", "\"ꟲ", " ", " Z", "\r", "<|", "fim", "_prefix", "|>'", "ſ", "Ⅳ", "　Džunglaḋ", "̣", "½"]}
+{"text": "camelCased-m٣٤٥٦Ａ<META_START>HTTPServer", "tokens": 20, "pieces": ["camelCased", "-m", "٣٤٥", "٦", "Ａ", "<META", "_START", ">HTTPServer"]}
+{"text": "㋿漢'M'VEiOS<|endoftext|>", "tokens": 16, "pieces": ["㋿漢", "'M", "'VE", "iOS", "<|", "endoftext", "|>"]}
+{"text": "/,HTTPServeŕ ḍ̇iOS٣٤٥٦'DHTTPServer'M\r\n're'reꟲ👍🏽'reaBB<|endoftext|>\u000be​ſ'måꟲſſd👍🏽m½", "tokens": 69, "pieces": ["/,", "HTTPServer", "́", " ḋ", "̣iOS", "٣٤٥", "٦", "'D", "HTTPServer", "'M", "\r\n", "'re", "'re", "ꟲ", "👍🏽'", "reaBB", "<|", "endoftext", "|>", "\u000be", "​ſ", "'m", "a", "̊ꟲſſd", "👍🏽", "m", "½"]}
+{"text": "Abḍ̇\r\n", "tokens": 7, "pieces": ["Abḋ", "̣\r\n"]}
+{"text": "ḍ̇\r\nİ​m#$% ३­HTTPServeré'Re", "tokens": 19, "pieces": ["ḋ", "̣\r\n", "İ", "​m", "#$%", " ", "३", "­HTTPServeré", "'Re"]}
+{"text": "<EOT>​३0.‍ZⅣ'Td'sßſs㋿ſ㋿ABC🙂𐞁\"<EOT>", "tokens": 39, "pieces": ["<EOT", ">​", "३0", ".‍", "Z", "Ⅳ", "'T", "d", "'s", "ßſs", "㋿ſ", "㋿ABC", "🙂𐞁", "\"<", "EOT", ">"]}
+{"text": "s12345678!'ll \n 'ReⅣ<EOT>s　B(㍿　 'Tß'DABCAb>HTTPServer\r#$%\r\nDžunglaEOT\r\n\r\n12345678字", "tokens": 45, "pieces": ["s", "123", "456", "78", "!'", "ll", " \n", " '", "Re", "Ⅳ", "<EOT", ">s", "　B", "(㍿", "　", " ", "'T", "ß", "'D", "ABCAb", ">HTTPServer", "\r", "#$%\r\n", "DžunglaEOT", "\r\n\r\n", "123", "456", "78", "字"]}
+{"text": "Ａ'D's /ḍ̇ABCEOTſḍ̇s", "tokens": 21, "pieces": ["Ａ", "'D", "'s", " /", "ḋ", "̣ABCEOTſḋ", "̣s"]}
+{"text": "<|endoftext|>Ⅳm're0a/b
m<META_START>éé's\n/Dž'Dd\n漢漢<|endoftext|>　é   \naB🙂३'ReB‍m'ſ㍿.camelCase", "tokens": 66, "pieces": ["<|", "endoftext", "|>", "Ⅳ", "m", "'re", "0", "a", "/b", "
m", "<META", "_START", ">éé", "'s", "\n", "/Dž", "'D", "d", "\n", "漢漢", "<|", "endoftext", "|>", "　e", "́", "   \n", "aB", "🙂", "३", "'Re", "B", "‍m", "'ſ", "㍿.", "camelCase"]}
+{"text": "éAb½dḍ̇<EOT>d'T\rꟲᵃ>HTTPServera/b­'VEé३<…\n/<|endoftext|>Ａ<|fim_prefix|>", "tokens": 52, "pieces": ["éAb", "½", "dḋ", "̣<", "EOT", ">d", "'T", "\r", "ꟲᵃ", ">HTTPServera", "/b", "­'", "VEé", "३", "<", "…\n", "/<|", "endoftext", "|>", "Ａ", "<|", "fim", "_prefix", "|>"]}
+{"text": "㍿\ré ſéſ́  \r\n\r\n!ع(fi-ع
㋿camelCase#$%HTTPServerİ é<EOT>…字 \n \"", "tokens": 42, "pieces": ["㍿\r", "e", "́", " ſe", "́ſ", "́", "  \r\n\r\n", "!ع", "(fi", "-ع", "
", "㋿camelCase", "#$%", "HTTPServerİ", " é", "<EOT", ">", "…字", " \n", " \""]}
+{"text": "Ａ　Bé  ꟲBAb,de🙂
", "tokens": 17, "pieces": ["Ａ", "　Be", "́", " ", " ꟲBAb", ",de", "🙂", "
"]}
+{"text": "\u000b<𐞁\"ᵃå,'T㍿㋿ABC\n/<|endoftext|><META_START>​'T👍🏽ꟲꟲİ'VE'\r\n\r\n,
a/b", "tokens": 57, "pieces": ["\u000b", "<𐞁", "\"ᵃa", "̊,'", "T", "㍿㋿", "ABC", "\n", "/<|", "endoftext", "|><", "META", "_START", ">​'", "T", "👍🏽", "ꟲꟲİ", "'VE", "'\r\n\r\n", ",", "
a", "/b"]}
+{"text": "
'll/㍿ع<|fim_prefix|><META_START>/\r\niOS\n/…\r\n\r\n　éå­ḍ̇'SDžungla𐞁9", "tokens": 48, "pieces": ["
", "'ll", "/㍿", "ع", "<|", "fim", "_prefix", "|><", "META", "_START", ">/\r\n", "iOS", "\n", "/", "…\r\n\r\n", "　e", "́a", "̊­", "ḋ", "̣'", "SDžungla𐞁", "9"]}
+{"text": "a'll9Z ", "tokens": 5, "pieces": ["a", "'ll", "9", "Z", " "]}
+{"text": "Dž'M字fi.'reİ'ſ　  #$%", "tokens": 16, "pieces": ["Dž", "'M", "字fi", ".'", "reİ", "'ſ", "　 ", " #$%"]}
+{"text": "/ß'T½㍿<\rcamelCase<|endoftext|>'re", "tokens": 19, "pieces": ["/ß", "'T", "½", "㍿<\r", "camelCase", "<|", "endoftext", "|>'", "re"]}
+{"text": "ß\u000ba/b<|fim_prefix|>½'T…!İ(𐞁漢‍\ta👍🏽'M\r<|endoftext|>t", "tokens": 44, "pieces": ["ß", "\u000ba", "/b", "<|", "fim", "_prefix", "|>", "½", "'T", "…", "!İ", "(𐞁漢", "‍", "\ta", "👍🏽'", "M", "\r", "<|", "endoftext", "|>", "t"]}
+{"text": "👍🏽\n/!!iOS12345678<EOT>", "tokens": 16, "pieces": ["👍🏽\n", "/!!", "iOS", "123", "456", "78", "<EOT", ">"]}
+{"text": "'VE  'll🙂ḍ̇\rs<META_START>", "tokens": 18, "pieces": ["'VE", " ", " '", "ll", "🙂ḋ", "̣\r", "s", "<META", "_START", ">"]}
+{"text": "camelCase½Z…HTTPServer-'llſB's<|fim_prefix|>\n/\r\n \n fifi'.٣٤٥٦at'ſ", "tokens": 40, "pieces": ["camelCase", "½", "Z", "…HTTPServer", "-'", "llſB", "'s", "<|", "fim", "_prefix", "|>\n", "/\r\n", " \n", " fifi", "'.", "٣٤٥", "٦", "at", "'ſ"]}
+{"text": "<EOT>e'S#$%👍🏽iOSⅣ😀🏽/\r\n­'DžunglaEOT#$%'DiOS/#$%sB\r'res", "tokens": 41, "pieces": ["<EOT", ">e", "'S", "#$%👍🏽", "iOS", "Ⅳ", "😀🏽/\r\n", "­'", "DžunglaEOT", "#$%'", "DiOS", "/#$%", "sB", "\r", "'re", "s"]}
+{"text": "　9㋿<EOT>a/b㍿'Re३字\n/#$%B
<|fim_prefix|>…<camelCaseİEOTa/b́Dž…0Ａ9Dž🙂ß'D12345678ABC.a/b", "tokens": 63, "pieces": ["　", "9", "㋿<", "EOT", ">a", "/b", "㍿'", "Re", "३", "字", "\n", "/#$%", "B", "
", "<|", "fim", "_prefix", "|>", "…", "<camelCaseİEOTa", "/b", "́Dž", "…", "0", "Ａ", "9", "Dž", "🙂ß", "'D", "123", "456", "78", "ABC", ".a", "/b"]}
+{"text": "㋿e'MDžunglaHTTPServera/bＡiOS!!'T\n😀🏽!!\u000biOS👍🏽😀🏽\r\nBDž́", "tokens": 44, "pieces": ["㋿e", "'M", "DžunglaHTTPServera", "/bＡiOS", "!!'", "T", "\n", "😀🏽!!", "\u000biOS", "👍🏽😀🏽\r\n", "BDž", "́"]}
+{"text": "​", "tokens": 1, "pieces": ["​"]}
+{"text": "<EOT>mع㍿EOT\n<|fim_prefix|>   \nEOT\r\nDžungla\"\r\nⅣ😀🏽Ａ'Re.<'ll<|endoftext|> eDžungla👍🏽漢12345678B\n'Re e​ \n ", "tokens": 69, "pieces": ["<EOT", ">mع", "㍿EOT", "\n", "<|", "fim", "_prefix", "|>", "   \n", "EOT", "\r\n", "Džungla", "\"\r\n", "Ⅳ", "😀🏽", "Ａ", "'Re", ".<'", "ll", "<|", "endoftext", "|>", " eDžungla", "👍🏽", "漢", "123", "456", "78", "B", "\n", "'Re", " e", "​", " \n "]}
+{"text": "́٣٤٥٦ \n ‍\u000béaBiOS", "tokens": 17, "pieces": ["́", "٣٤٥", "٦", " \n", " ‍", "\u000béaBiOS"]}
+{"text": "t🙂.#$%>  camelCase  ＡHTTPServerté…!Ⅳ𐞁12345678Zsm!‍  ⅣB\n\n/", "tokens": 41, "pieces": ["t", "🙂.#$%>", " ", " camelCase", " ", " ＡHTTPServerte", "́", "…", "!", "Ⅳ", "𐞁", "123", "456", "78", "Zsm", "!‍", " ", " ", "Ⅳ", "B", "\n\n", "/"]}
+{"text": "́e-👍🏽<EOT>Ab'Re'ſ'Re.𐞁­𐞁ß's//\r\n٣٤٥٦(🙂0/ \n \r‍
", "tokens": 52, "pieces": ["́e", "-👍🏽<", "EOT", ">Ab", "'Re", "'ſ", "'Re", ".𐞁", "­𐞁ß", "'s", "//\r\n", "٣٤٥", "٦", "(🙂", "0", "/", " \n \r", "‍", "
"]}
+{"text": "d<'D", "tokens": 3, "pieces": ["d", "<'", "D"]}
+{"text": "fi12345678ABC/\r\nᵃAb#$%İ12345678BiOS\n/
/½́
Ａ <|fim_prefix|>́", "tokens": 37, "pieces": ["fi", "123", "456", "78", "ABC", "/\r\n", "ᵃAb", "#$%", "İ", "123", "456", "78", "BiOS", "\n", "/", "
", "/", "½", "́", "
Ａ", " <|", "fim", "_prefix", "|>́"]}
+{"text": "Ⅳ́<EOT>0é'́\r\nDž🙂<EOT>​\r\n\r\n<|fim_prefix|>\n👍🏽​", "tokens": 36, "pieces": ["Ⅳ", "́<", "EOT", ">", "0", "é", "'́\r\n", "Dž", "🙂<", "EOT", ">​\r\n\r\n", "<|", "fim", "_prefix", "|>\n", "👍🏽​"]}
+{"text": " \n é/\n\r9'M
 \n ㍿ddḍ̇é\u000bع\r\n\r\n", "tokens": 24, "pieces": [" \n", " é", "/\n\r", "9", "'M", "
 \n", " ㍿", "ddḋ", "̣e", "́", "\u000bع", "\r\n\r\n"]}
+{"text": "'VE<|fim_prefix|>½t<META_START>>\u000bİd­é㍿\n/漢å", "tokens": 31, "pieces": ["'VE", "<|", "fim", "_prefix", "|>", "½", "t", "<META", "_START", ">>", "\u000bİd", "­e", "́㍿\n", "/漢a", "̊"]}
+{"text": "\r\n\r\nᵃcamelCaseZ12345678'D'Tm字㋿å\r\n\r\n'Re!!'ll\r\n12345678३🙂\nABCＡ漢<META_START>-​㍿\n#$%HTTPServer!!'Tß​<|fim_prefix|>漢å!!/\r\n", "tokens": 71, "pieces": ["\r\n\r\n", "ᵃcamelCaseZ", "123", "456", "78", "'D", "'T", "m字", "㋿a", "̊\r\n\r\n", "'Re", "!!'", "ll", "\r\n", "123", "456", "78३", "🙂\n", "ABCＡ漢", "<META", "_START", ">-​㍿\n", "#$%", "HTTPServer", "!!'", "Tß", "​<|", "fim", "_prefix", "|>", "漢a", "̊!!/\r\n"]}
+{"text": "'s\n/", "tokens": 3, "pieces": ["'s", "\n", "/"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'re漢", "tokens": 3, "pieces": ["'re", "漢"]}
+{"text": "ſ'a9Džungla", "tokens": 8, "pieces": ["ſ", "'a", "9", "Džungla"]}
+{"text": "\n/\r\nm/'ſ<EOT>​d'M٣٤٥٦ABC d٣٤٥٦ع\r!\r!ᵃ𐞁 (Dž'\r\n\r\nſ> ​é　", "tokens": 54, "pieces": ["\n", "/\r\n", "m", "/'", "ſ", "<EOT", ">​", "d", "'M", "٣٤٥", "٦", "ABC", " d", "٣٤٥", "٦", "ع", "\r", "!\r", "!ᵃ𐞁", " ", "(Dž", "'\r\n\r\n", "ſ", ">", " ", "​é", "　"]}
+{"text": ",'reZꟲᵃ/", "tokens": 10, "pieces": [",'", "reZꟲᵃ", "/"]}
+{"text": "\rⅣ'ſDžHTTPServer'Reå12345678㋿9ſ㋿ABC🙂BåaDžungla‍!camelCase12345678<|endoftext|>/' ㋿\"'Ts", "tokens": 59, "pieces": ["\r", "Ⅳ", "'ſ", "DžHTTPServer", "'Re", "a", "̊", "123", "456", "78", "㋿", "9", "ſ", "㋿ABC", "🙂Ba", "̊aDžungla", "‍!", "camelCase", "123", "456", "78", "<|", "endoftext", "|>/'", " ", "㋿\"'", "Ts"]}
+{"text": "\n'a/b‍<|fim_prefix|>½字EOT३", "tokens": 18, "pieces": ["\n", "'a", "/b", "‍<|", "fim", "_prefix", "|>", "½", "字EOT", "३"]}
+{"text": " \n ع\r\n\r\nå😀🏽#$%  'M‍İ  ㍿\r\n​'S­/\r\ncamelCase'S<META_START>>…#$%a/b\n/Bé", "tokens": 46, "pieces": [" \n", " ع", "\r\n\r\n", "a", "̊😀🏽#$%", " ", " ", "'M", "‍İ", " ", " ㍿\r\n", "​'", "S", "­/\r\n", "camelCase", "'S", "<META", "_START", ">>", "…", "#$%", "a", "/b", "\n", "/Bé"]}
+{"text": "  (#$%\"é.camelCase(-t　\r\n\r\n>㍿\n/\r\n \n 's㋿a/b\t<|fim_prefix|>٣٤٥٦ᵃt\t >  ", "tokens": 50, "pieces": [" ", " (#$%\"", "e", "́.", "camelCase", "(-", "t", "　\r\n\r\n", ">㍿\n", "/\r\n", " \n", " '", "s", "㋿a", "/b", "\t", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "ᵃt", "\t", " >", "  "]}
+{"text": "Z㋿EOT㋿'sdZⅣ're(dꟲ㍿'½عß", "tokens": 26, "pieces": ["Z", "㋿EOT", "㋿'", "sdZ", "Ⅳ", "'re", "(dꟲ", "㍿'", "½", "عß"]}
+{"text": "ABC/\r\na👍🏽ᵃcamelCase½mß́camelCase👍🏽t   \n<|fim_prefix|>a 12345678/漢Za/b́m\r>aB
m ́'M'ſ
　>…\u000b'll", "tokens": 69, "pieces": ["ABC", "/\r\n", "a", "👍🏽", "ᵃcamelCase", "½", "mß", "́camelCase", "👍🏽", "t", "   \n", "<|", "fim", "_prefix", "|>", "a", " ", "123", "456", "78", "/漢Za", "/b", "́m", "\r", ">aB", "
m", " ́'", "M", "'ſ", "
", "　", ">", "…", "\u000b", "'ll"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n३㋿é㋿", "tokens": 11, "pieces": ["\r\n", "३", "㋿e", "́㋿"]}
+{"text": " \r\n\r\n!ḍ̇ABC'VEå𐞁<|fim_prefix|>'s٣٤٥٦ꟲ<META_START>é<|endoftext|>a/btHTTPServeŕ'VEḍ̇!!\"<EOT>t\t \n ,camelCase'VE>camelCase\n👍🏽", "tokens": 83, "pieces": [" \r\n\r\n", "!ḋ", "̣ABC", "'VE", "a", "̊𐞁", "<|", "fim", "_prefix", "|>'", "s", "٣٤٥", "٦", "ꟲ", "<META", "_START", ">e", "́<|", "endoftext", "|>", "a", "/btHTTPServer", "́'", "VEḋ", "̣!!\"<", "EOT", ">t", "\t \n", " ,", "camelCase", "'VE", ">camelCase", "\n", "👍🏽"]}
+{"text": ".<EOT>㋿!a \n !aBḍ̇‍👍🏽12345678Dž", "tokens": 31, "pieces": [".<", "EOT", ">㋿!", "a", " \n", " !", "aBḋ", "̣‍👍🏽", "123", "456", "78", "Dž"]}
+{"text": "عZ  \n\nİ\u000b. …'s/İ,👍🏽", "tokens": 19, "pieces": ["عZ", "  \n\n", "İ", "\u000b", ".", " ", "…", "'s", "/İ", ",👍🏽"]}
+{"text": "s​", "tokens": 2, "pieces": ["s", "​"]}
+{"text": "३EOT٣٤٥٦d\t're0iOSABCAbſaB\r\n\r\nİ\t!<|endoftext|>㍿<EOT> ع'llꟲaB३\"aB​.ᵃ9 t", "tokens": 59, "pieces": ["३", "EOT", "٣٤٥", "٦", "d", "\t", "'re", "0", "iOSABCAbſaB", "\r\n\r\n", "İ", "\t", "!<|", "endoftext", "|>㍿<", "EOT", ">", " ع", "'ll", "ꟲaB", "३", "\"aB", "​.", "ᵃ", "9", " t"]}
+{"text": "…‍ß\t字​…aB</\r\n'T'Reß𐞁ᵃ#$%\nİ're😀🏽fiiOS", "tokens": 36, "pieces": ["…", "‍ß", "\t字", "​", "…aB", "</\r\n", "'T", "'Re", "ß𐞁ᵃ", "#$%\n", "İ", "'re", "😀🏽", "fiiOS"]}
+{"text": "漢<|endoftext|><|endoftext|>　'ſعAb　/😀🏽", "tokens": 28, "pieces": ["漢", "<|", "endoftext", "|><|", "endoftext", "|>", "　", "'ſ", "عAb", "　", "/😀🏽"]}
+{"text": "iOS\r\n\r\n　'Džungla<|endoftext|>'D
EOTſ", "tokens": 22, "pieces": ["iOS", "\r\n\r\n", "　", "'Džungla", "<|", "endoftext", "|>'", "D", "
EOTſ"]}
+{"text": "!😀🏽字'M‍Dž0 12345678fi½…a", "tokens": 23, "pieces": ["!😀🏽", "字", "'M", "‍Dž", "0", " ", "123", "456", "78", "fi", "½", "…a"]}
+{"text": "'S'Mm'\"#$%'re\t-<META_START>👍🏽㍿\r\n\r\n.Z'ſEOT  AbAb<|fim_prefix|>/. \n 字iOS‍ḍ̇字9", "tokens": 52, "pieces": ["'S", "'M", "m", "'\"#$%'", "re", "\t", "-<", "META", "_START", ">👍🏽㍿\r\n\r\n", ".Z", "'ſ", "EOT", " ", " AbAb", "<|", "fim", "_prefix", "|>/.", " \n", " 字iOS", "‍ḋ", "̣字", "9"]}
+{"text": "　's\n/㋿'Re👍🏽/\r\n'　fi'S/DžunglacamelCase   \n's(́m<|fim_prefix|>ᵃ👍🏽\r,'Re'M­𐞁\r\n\r\n\"字­🙂e<|endoftext|>漢Z12345678", "tokens": 78, "pieces": ["　", "'s", "\n", "/㋿'", "Re", "👍🏽/\r\n", "'", "　fi", "'S", "/DžunglacamelCase", "   \n", "'s", "(́", "m", "<|", "fim", "_prefix", "|>", "ᵃ", "👍🏽\r", ",'", "Re", "'M", "­𐞁", "\r\n\r\n", "\"字", "­🙂", "e", "<|", "endoftext", "|>", "漢Z", "123", "456", "78"]}
+{"text": "<EOT>camelCase<ꟲ㍿\"ع😀🏽😀🏽", "tokens": 24, "pieces": ["<EOT", ">camelCase", "<ꟲ", "㍿\"", "ع", "😀🏽😀🏽"]}
+{"text": "é'D‍<|fim_prefix|>ḍ̇å½ſ​…ḍ̇'S'VE\r\n\r\n'll字a0ᵃ0Dž३0 \n ß  \u000b𐞁ABCDž", "tokens": 60, "pieces": ["é", "'D", "‍<|", "fim", "_prefix", "|>", "ḋ", "̣a", "̊", "½", "ſ", "​", "…ḋ", "̣'", "S", "'VE", "\r\n\r\n", "'ll", "字a", "0", "ᵃ", "0", "Dž", "३0", " \n", " ß", "  ", "\u000b𐞁ABCDž"]}
+{"text": "!/\r\n‍s­Dža/b😀🏽", "tokens": 15, "pieces": ["!/\r\n", "‍s", "­Dža", "/b", "😀🏽"]}
+{"text": "é's‍…٣٤٥٦t<|fim_prefix|>'VE٣٤٥٦,a/bDžungla\nAb/\r\n/\r\n\tacamelCase9éABC", "tokens": 50, "pieces": ["e", "́'", "s", "‍", "…", "٣٤٥", "٦", "t", "<|", "fim", "_prefix", "|>'", "VE", "٣٤٥", "٦", ",a", "/bDžungla", "\n", "Ab", "/\r\n", "/\r\n", "\tacamelCase", "9", "e", "́ABC"]}
+{"text": " ⅣéZİ­'ſå\r\n\r\nAbAb🙂٣٤٥٦'ſᵃꟲ😀🏽ᵃ/<META_START>  12345678/\r\nABC𐞁a𐞁ع字12345678😀🏽ع<EOT>", "tokens": 77, "pieces": [" ", "Ⅳ", "éZİ", "­'", "ſa", "̊\r\n\r\n", "AbAb", "🙂", "٣٤٥", "٦", "'ſ", "ᵃꟲ", "😀🏽", "ᵃ", "/<", "META", "_START", ">", " ", " ", "123", "456", "78", "/\r\n", "ABC𐞁a𐞁ع字", "123", "456", "78", "😀🏽", "ع", "<EOT", ">"]}
+{"text": ">'t", "tokens": 2, "pieces": [">'", "t"]}
+{"text": "ꟲꟲe!aB­\r漢,é​éHTTPServerDžungla ‍ #$%<  #$%ᵃ👍🏽/\r\nHTTPServer🙂　-9­DžZ𐞁", "tokens": 58, "pieces": ["ꟲꟲe", "!aB", "­\r", "漢", ",e", "́​", "e", "́HTTPServerDžungla", " ‍", " #$%<", " ", " #$%", "ᵃ", "👍🏽/\r\n", "HTTPServer", "🙂", "　", "-", "9", "­DžZ𐞁"]}
+{"text": "!'s'>'Re9>३🙂Džunglaß字字aB\r<|endoftext|>ＡDžDž'll<|endoftext|>ᵃaB!<|fim_prefix|>ḍ̇́å   \n٣٤٥٦", "tokens": 72, "pieces": ["!'", "s", "'>'", "Re", "9", ">", "३", "🙂Džunglaß字字aB", "\r", "<|", "endoftext", "|>", "ＡDžDž", "'ll", "<|", "endoftext", "|>", "ᵃaB", "!<|", "fim", "_prefix", "|>", "ḋ", "̣́", "a", "̊", "   \n", "٣٤٥", "٦"]}
+{"text": "aⅣ<|endoftext|>åß㋿/<EOT> \n  \rß-\r\n!   \nع'reſDžungla　<|fim_prefix|>İ,‍字", "tokens": 49, "pieces": ["a", "Ⅳ", "<|", "endoftext", "|>", "a", "̊ß", "㋿/<", "EOT", ">", " \n  \r", "ß", "-\r\n", "!", "   \n", "ع", "'re", "ſDžungla", "　", "<|", "fim", "_prefix", "|>", "İ", ",‍", "字"]}
+{"text": "'ſ", "tokens": 3, "pieces": ["'ſ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ABCß/\n/>'aB㋿e0\nع'\n𐞁   \n😀🏽.é𐞁/\r\n　é­ İ'll<|endoftext|>!", "tokens": 47, "pieces": ["ABCß", "/\n", "/>'", "aB", "㋿e", "0", "\n", "ع", "'\n", "𐞁", "   \n", "😀🏽.", "é𐞁", "/\r\n", "　e", "́­", " İ", "'ll", "<|", "endoftext", "|>!"]}
+{"text": ".és٣٤٥٦İfi'D\n", "tokens": 15, "pieces": [".és", "٣٤٥", "٦", "İfi", "'D", "\n"]}
+{"text": "/\r\n<META_START>'a/b'ſZDž   \n𐞁ꟲ'T<,,<|endoftext|>㍿'DABCꟲ👍🏽ᵃ\u000b३   \nＡ", "tokens": 55, "pieces": ["/\r\n", "<META", "_START", ">'", "a", "/b", "'ſ", "ZDž", "   \n", "𐞁ꟲ", "'T", "<,,<|", "endoftext", "|>㍿'", "DABCꟲ", "👍🏽", "ᵃ", "\u000b", "३", "   \n", "Ａ"]}
+{"text": "😀🏽ꟲtAb/\r\n/\r\n३٣٤٥٦Ⅳ​>/EOTcamelCaseＡ٣٤٥٦", "tokens": 40, "pieces": ["😀🏽", "ꟲtAb", "/\r\n", "/\r\n", "३٣٤", "٥٦Ⅳ", "​>/", "EOTcamelCaseＡ", "٣٤٥", "٦"]}
+{"text": "å   \n　å　字Ａ㋿\ra/bß'Re!­\n/!㋿", "tokens": 28, "pieces": ["a", "̊", "   \n", "　a", "̊", "　字Ａ", "㋿\r", "a", "/bß", "'Re", "!­\n", "/!㋿"]}
+{"text": "a/bé9㍿عå'M👍🏽 iOS/<META_START>ᵃ", "tokens": 27, "pieces": ["a", "/be", "́", "9", "㍿عa", "̊'", "M", "👍🏽", " iOS", "/<", "META", "_START", ">ᵃ"]}
+{"text": "ß/\r\nt(‍'S!'TiOS0a/bİDž㋿ \n ,　<EOT0ß
9😀🏽<META_START>å'EOT<|endoftext|>a/bm'\r½", "tokens": 57, "pieces": ["ß", "/\r\n", "t", "(‍'", "S", "!'", "TiOS", "0", "a", "/bİDž", "㋿", " \n", " ,", "　", "<EOT", "0", "ß", "
", "9", "😀🏽<", "META", "_START", ">a", "̊'", "EOT", "<|", "endoftext", "|>", "a", "/bm", "'\r", "½"]}
+{"text": "'ſ'sß'SsABC😀🏽\t'T'll\r\n३'٣٤٥٦ḍ̇\r\n'T漢/İ12345678aBEOT", "tokens": 45, "pieces": ["'ſ", "'s", "ß", "'S", "sABC", "😀🏽", "\t", "'T", "'ll", "\r\n", "३", "'", "٣٤٥", "٦", "ḋ", "̣\r\n", "'T", "漢", "/İ", "123", "456", "78", "aBEOT"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": " 字0a　'VE\t'VE　𐞁'ſ\u000b𐞁​", "tokens": 23, "pieces": [" 字", "0", "a", "　", "'VE", "\t", "'VE", "　𐞁", "'ſ", "\u000b𐞁", "​"]}
+{"text": "\r\n<|endoftext|>", "tokens": 8, "pieces": ["\r\n", "<|", "endoftext", "|>"]}
+{"text": "fiEOT🙂.,aB\n/\n/ 🙂, <|fim_prefix|>'Mdſ camelCaseEOT🙂…👍🏽\u000b٣٤٥٦a!!EOT'Re👍🏽fiå'll<|endoftext|>‍m", "tokens": 76, "pieces": ["fiEOT", "🙂.,", "aB", "\n", "/\n", "/", " ", "🙂,", " <|", "fim", "_prefix", "|>'", "Mdſ", " camelCaseEOT", "🙂", "…", "👍🏽", "\u000b", "٣٤٥", "٦", "a", "!!", "EOT", "'Re", "👍🏽", "fia", "̊'", "ll", "<|", "endoftext", "|>‍", "m"]}
+{"text": "​12345678m!!éİéiOSABC'll　>Ⅳmİ<|fim_prefix|>\r!Ab  /camelCase're<EOT>'M12345678½'M \n /\r\nm-'ſ HTTPServer🙂", "tokens": 53, "pieces": ["​", "123", "456", "78", "m", "!!", "éİéiOSABC", "'ll", "　", ">", "Ⅳ", "mİ", "<|", "fim", "_prefix", "|>\r", "!Ab", " ", " /", "camelCase", "'re", "<EOT", ">'", "M", "123", "456", "78½", "'M", " \n", " /\r\n", "m", "-'", "ſ", " HTTPServer", "🙂"]}
+{"text": "ABC're\r\n\r\n'TEOT'VEa/b(​字\r\n\t", "tokens": 15, "pieces": ["ABC", "'re", "\r\n\r\n", "'T", "EOT", "'VE", "a", "/b", "(​", "字", "\r\n\t"]}
+{"text": "㍿字EOTİfi'ſ(", "tokens": 13, "pieces": ["㍿字EOTİfi", "'ſ", "("]}
+{"text": "(<META_START>  Džunglá​㋿İ'VE'!", "tokens": 20, "pieces": ["(<", "META", "_START", ">", " ", " Džungla", "́​㋿", "İ", "'VE", "'!"]}
+{"text": " <EOT>   \nfi‍字é‍\"HTTPServer­-é'fi　\n/\n're\u000b㋿d'Ree", "tokens": 34, "pieces": [" <", "EOT", ">", "   \n", "fi", "‍字é", "‍\"", "HTTPServer", "­-", "e", "́'", "fi", "　\n", "/\n", "'re", "\u000b", "㋿d", "'Re", "e"]}
+{"text": "/Ａt'T㋿/\r\n
0HTTPServerEOT<EOT>½ \tß‍𐞁\"  ABC‍…'M'D/\r\nAb,​a/b'Mع-𐞁\t", "tokens": 52, "pieces": ["/Ａt", "'T", "㋿/\r\n", "
", "0", "HTTPServerEOT", "<EOT", ">", "½", " ", "\tß", "‍𐞁", "\"", " ", " ABC", "‍", "…", "'M", "'D", "/\r\n", "Ab", ",​", "a", "/b", "'M", "ع", "-𐞁", "\t"]}
+{"text": "'ſＡé\r\n\r\na'S👍🏽<|fim_prefix|>‍<EOT>漢​'ll", "tokens": 33, "pieces": ["'ſ", "Ａé", "\r\n\r\n", "a", "'S", "👍🏽<|", "fim", "_prefix", "|>‍<", "EOT", ">漢", "​'", "ll"]}
+{"text": " ㍿>'VE\t'Té'VEZعDžsＡ\t>…<Džungla>", "tokens": 28, "pieces": [" ㍿>'", "VE", "\t", "'T", "é", "'VE", "ZعDžsＡ", "\t", ">", "…", "<Džungla", ">"]}
+{"text": "HTTPServer('ſHTTPServer३camelCaseİBDž<EOT>\rå>tＡ'M#$%/å٣٤٥٦9ꟲé　ta/\r\n<|fim_prefix|>s.ꟲ\r\n/", "tokens": 63, "pieces": ["HTTPServer", "('", "ſHTTPServer", "३", "camelCaseİBDž", "<EOT", ">\r", "a", "̊>", "tＡ", "'M", "#$%/", "a", "̊", "٣٤٥", "٦9", "ꟲe", "́", "　ta", "/\r\n", "<|", "fim", "_prefix", "|>", "s", ".ꟲ", "\r\n", "/"]}
+{"text": "a\n/Ab<!‍</\r\ns३İ'VE12345678  e \n 'll🙂åtfi😀🏽\n-ꟲé!ꟲ>", "tokens": 48, "pieces": ["a", "\n", "/Ab", "<!‍</\r\n", "s", "३", "İ", "'VE", "123", "456", "78", " ", " e", " \n", " '", "ll", "🙂a", "̊tfi", "😀🏽\n", "-ꟲe", "́!", "ꟲ", ">"]}
+{"text": "
/(em'T's(漢'Re　 \n e　're\n/Z'ſ<META_START>å\r\n\r\n#$%#$%٣٤٥٦'Re
camelCase­'VE🙂", "tokens": 49, "pieces": ["
", "/(", "em", "'T", "'s", "(漢", "'Re", "　 \n", " e", "　", "'re", "\n", "/Z", "'ſ", "<META", "_START", ">a", "̊\r\n\r\n", "#$%#$%", "٣٤٥", "٦", "'Re", "
camelCase", "­'", "VE", "🙂"]}
+{"text": "<|fim_prefix|>0 <|fim_prefix|>Ⅳ́ZcamelCaseⅣ‍'Re-<|endoftext|>  ſ0a/bmᵃ", "tokens": 44, "pieces": ["<|", "fim", "_prefix", "|>", "0", " <|", "fim", "_prefix", "|>", "Ⅳ", "́ZcamelCase", "Ⅳ", "‍'", "Re", "-<|", "endoftext", "|>", " ", " ſ", "0", "a", "/bmᵃ"]}
+{"text": "字éİ#$%ſZꟲᵃa   iOS,camelCase👍🏽a​a0a0\u000bEOT😀🏽é", "tokens": 42, "pieces": ["字éİ", "#$%", "ſZꟲᵃa", "  ", " iOS", ",camelCase", "👍🏽", "a", "​a", "0", "a", "0", "\u000bEOT", "😀🏽", "e", "́"]}
+{"text": "\u000ba/bＡdeᵃᵃ(漢<t.\u000b漢éfi   \n'ReaBＡ'D½<a漢<|fim_prefix|>½
fi٣٤٥٦a/b", "tokens": 57, "pieces": ["\u000ba", "/bＡdeᵃᵃ", "(漢", "<t", ".", "\u000b漢e", "́fi", "   \n", "'Re", "aBＡ", "'D", "½", "<a漢", "<|", "fim", "_prefix", "|>", "½", "
fi", "٣٤٥", "٦", "a", "/b"]}
+{"text": "İ'VEİdDžungla​!!Abd\r'll'S'D'VE\n/", "tokens": 21, "pieces": ["İ", "'VE", "İdDžungla", "​!!", "Abd", "\r", "'ll", "'S", "'D", "'VE", "\n", "/"]}
+{"text": "Ab½#$%'ll­(.<EOT>𐞁३\r'll­😀🏽-d'D३½ع漢­'😀🏽
ꟲ./\r\n   \naB\n\n0'Re   \nd<|endoftext|>", "tokens": 63, "pieces": ["Ab", "½", "#$%'", "ll", "­(.<", "EOT", ">𐞁", "३", "\r", "'ll", "­😀🏽-", "d", "'D", "३½", "ع漢", "­'😀🏽", "
ꟲ", "./\r\n", "   \n", "aB", "\n\n", "0", "'Re", "   \n", "d", "<|", "endoftext", "|>"]}
+{"text": "fi😀🏽\r\n\r\n<META_START><ع #$%\u000b \n 
", "tokens": 20, "pieces": ["fi", "😀🏽\r\n\r\n", "<META", "_START", "><", "ع", " ", "#$%", "\u000b \n 
"]}
+{"text": "#$%'Me.Džunglaa'T٣٤٥٦a…fi\r\n\r\na'Tḍ̇字éAbAbå'Té're're-'\r\n\r\nscamelCasefi", "tokens": 51, "pieces": ["#$%'", "Me", ".Džunglaa", "'T", "٣٤٥", "٦", "a", "…fi", "\r\n\r\n", "a", "'T", "ḋ", "̣字e", "́AbAba", "̊'", "Té", "'re", "'re", "-'\r\n\r\n", "scamelCasefi"]}
+{"text": "#$%   \nḍ̇ZsⅣ<|endoftext|>Ⅳ㍿😀🏽", "tokens": 29, "pieces": ["#$%", "   \n", "ḋ", "̣Zs", "Ⅳ", "<|", "endoftext", "|>", "Ⅳ", "㍿😀🏽"]}
+{"text": "a/b­😀🏽'TＡع㍿>'re٣٤٥٦a/b\"𐞁a/b0 😀🏽ß'Re<|fim_prefix|>", "tokens": 49, "pieces": ["a", "/b", "­😀🏽'", "TＡع", "㍿>'", "re", "٣٤٥", "٦", "a", "/b", "\"𐞁a", "/b", "0", " 😀🏽", "ß", "'Re", "<|", "fim", "_prefix", "|>"]}
+{"text": "sB,'D", "tokens": 4, "pieces": ["sB", ",'", "D"]}
+{"text": "dt漢m#$%<EOT>B𐞁fiḍ̇٣٤٥٦\n'sꟲDžunglaa👍🏽'VEſ字Ａ㍿ſſB\u000be>\r\n'DİſtiOS  ᵃcamelCase>iOS", "tokens": 77, "pieces": ["dt漢m", "#$%<", "EOT", ">B𐞁fiḋ", "̣", "٣٤٥", "٦", "\n", "'s", "ꟲDžunglaa", "👍🏽'", "VEſ字Ａ", "㍿ſſB", "\u000be", ">\r\n", "'D", "İſtiOS", " ", " ᵃcamelCase", ">iOS"]}
+{"text": "'T-Ａ😀🏽ſ'TEOT<å'ReB
<META_START> \n \r\n\r\n\n/\nİꟲ漢>fimaB</👍🏽12345678👍🏽'ſ'SⅣDž<|fim_prefix|>ſ३", "tokens": 76, "pieces": ["'T", "-Ａ", "😀🏽", "ſ", "'T", "EOT", "<a", "̊'", "ReB", "
", "<META", "_START", ">", " \n \r\n\r\n\n", "/\n", "İꟲ漢", ">fimaB", "</👍🏽", "123", "456", "78", "👍🏽'", "ſ", "'S", "Ⅳ", "Dž", "<|", "fim", "_prefix", "|>", "ſ", "३"]}
+{"text": "d\r\nꟲⅣ", "tokens": 7, "pieces": ["d", "\r\n", "ꟲ", "Ⅳ"]}
+{"text": "'MiOS(\r\n\r\n<EOT>a/b'M<META_START>ḍ̇<e'TAbcamelCase<|endoftext|>éé\nİ‍fi\r\n\r\nßḍ̇<EOT>ſⅣ'\"-İ(\u000b'VE(", "tokens": 63, "pieces": ["'M", "iOS", "(\r\n\r\n", "<EOT", ">a", "/b", "'M", "<META", "_START", ">ḋ", "̣<", "e", "'T", "AbcamelCase", "<|", "endoftext", "|>", "e", "́é", "\n", "İ", "‍fi", "\r\n\r\n", "ßḋ", "̣<", "EOT", ">ſ", "Ⅳ", "'\"-", "İ", "(", "\u000b", "'VE", "("]}
+{"text": ",…\r‍Dž​'reé0\rDžungla'Re'Dfi/\r\n३­t'Rett'T'TDž字
٣٤٥٦>'VEa/b'Re\u000béé½Džİ'M0", "tokens": 57, "pieces": [",", "…\r", "‍Dž", "​'", "reé", "0", "\r", "Džungla", "'Re", "'D", "fi", "/\r\n", "३", "­t", "'Re", "tt", "'T", "'T", "Dž字", "
", "٣٤٥", "٦", ">'", "VEa", "/b", "'Re", "\u000béé", "½", "Džİ", "'M", "0"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "t#$%\t㋿EOT", "tokens": 9, "pieces": ["t", "#$%", "\t", "㋿EOT"]}
+{"text": "90're<META_START>   \n(#$%-Dž　.ᵃ
'll'ſſ­'DDžungla.漢åaBed👍🏽 \n ع!!0\"/字", "tokens": 52, "pieces": ["90", "'re", "<META", "_START", ">", "   \n", "(#$%-", "Dž", "　", ".ᵃ", "
", "'ll", "'ſ", "ſ", "­'", "DDžungla", ".漢a", "̊aBed", "👍🏽", " \n", " ع", "!!", "0", "\"/", "字"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "0>
Ａ😀🏽'ſ٣٤٥٦!/\r\n!\r\n\r\n  >é'VEⅣB'Ss😀🏽'sAb…-ᵃḍ̇iOS…/\r\ncamelCase\r\n#$%", "tokens": 64, "pieces": ["0", ">", "
Ａ", "😀🏽'", "ſ", "٣٤٥", "٦", "!/\r\n", "!\r\n\r\n", " ", " >", "é", "'VE", "Ⅳ", "B", "'S", "s", "😀🏽'", "sAb", "…", "-ᵃḋ", "̣iOS", "…", "/\r\n", "camelCase", "\r\n", "#$%"]}
+{"text": "Džfi0é\n/½'T#$%Ⅳ>…<EOT>é\t‍d𐞁 <|endoftext|>!ß#$%tİİa‍/ع<EOT>>…'S'D🙂", "tokens": 59, "pieces": ["Džfi", "0", "e", "́\n", "/", "½", "'T", "#$%", "Ⅳ", ">", "…", "<EOT", ">e", "́", "\t", "‍d𐞁", " ", "<|", "endoftext", "|>!", "ß", "#$%", "tİİa", "‍/", "ع", "<EOT", ">>", "…", "'S", "'D", "🙂"]}
+{"text": "'M\r\n\u000b\ta/b\n//\r\n\r\nع㍿,Abᵃ\r", "tokens": 17, "pieces": ["'M", "\r\n", "\u000b", "\ta", "/b", "\n", "//\r\n\r\n", "ع", "㍿,", "Abᵃ", "\r"]}
+{"text": "‍ 　ſABC<EOT>å\"\naé👍🏽  </½\r\nABC'Red", "tokens": 28, "pieces": ["‍", " ", "　ſABC", "<EOT", ">a", "̊\"\n", "ae", "́👍🏽", " ", " </", "½", "\r\n", "ABC", "'Re", "d"]}
+{"text": "/\r\n\n/🙂́Ⅳ\u000b㋿ＡB\n'S\r\n\r\n
\na'9
,­ABC", "tokens": 29, "pieces": ["/\r\n\n", "/🙂́", "Ⅳ", "\u000b", "㋿ＡB", "\n", "'S", "\r\n\r\n
\n", "a", "'", "9", "
", ",­", "ABC"]}
+{"text": "'ll​‍عmſ   \n", "tokens": 9, "pieces": ["'ll", "​‍", "عmſ", "   \n"]}
+{"text": "9漢<|endoftext|>é<EOT>ꟲ😀🏽camelCase,åDž\n/sé👍🏽Ab\rع'llcamelCase  ,-iOS\rDžungla३…ꟲ㍿'re/aB", "tokens": 68, "pieces": ["9", "漢", "<|", "endoftext", "|>", "e", "́<", "EOT", ">ꟲ", "😀🏽", "camelCase", ",a", "̊Dž", "\n", "/se", "́👍🏽", "Ab", "\r", "ع", "'ll", "camelCase", " ", " ,-", "iOS", "\r", "Džungla", "३", "…ꟲ", "㍿'", "re", "/aB"]}
+{"text": "0<|fim_prefix|>👍🏽'VE'Re!'re,Džunglaſ\r  'ſ>'Reſt
㋿Z!!'S", "tokens": 45, "pieces": ["0", "<|", "fim", "_prefix", "|>👍🏽'", "VE", "'Re", "!'", "re", ",Džunglaſ", "\r", " ", " '", "ſ", ">'", "Reſt", "
", "㋿Z", "!!'", "S"]}
+{"text": "<\"<META_START> \n 👍🏽HTTPServer'llꟲeém😀🏽👍🏽.<ᵃⅣ\u000b>𐞁s('M\u000bcamelCaseå字éDžd're  a/b-㍿'D''T", "tokens": 70, "pieces": ["<\"<", "META", "_START", ">", " \n", " 👍🏽", "HTTPServer", "'ll", "ꟲee", "́m", "😀🏽👍🏽.<", "ᵃ", "Ⅳ", "\u000b", ">𐞁s", "('", "M", "\u000bcamelCasea", "̊字e", "́Džd", "'re", " ", " a", "/b", "-㍿'", "D", "''", "T"]}
+{"text": "𐞁🙂'T<|endoftext|>\nDžungla   \n'ReHTTPServer\raHTTPServerB  ABC<  <|endoftext|>aBⅣ​ écamelCase \n \r\n\r\n9Ａ漢Dž½.t<
fi
\n", "tokens": 66, "pieces": ["𐞁", "🙂'", "T", "<|", "endoftext", "|>\n", "Džungla", "   \n", "'Re", "HTTPServer", "\r", "aHTTPServerB", " ", " ABC", "<", " ", " <|", "endoftext", "|>", "aB", "Ⅳ", "​", " e", "́camelCase", " \n \r\n\r\n", "9", "Ａ漢Dž", "½", ".t", "<", "
fi", "
\n"]}
+{"text": "t​ée ", "tokens": 4, "pieces": ["t", "​ée", " "]}
+{"text": "iOS   \n­< !!   \n<㋿  　\rſcamelCaseⅣꟲ३camelCase- عiOS'S  　㋿é", "tokens": 38, "pieces": ["iOS", "   \n", "­<", " ", "!!", "   \n", "<㋿", "  　\r", "ſcamelCase", "Ⅳ", "ꟲ", "३", "camelCase", "-", " عiOS", "'S", "  ", "　", "㋿e", "́"]}
+{"text": "<|fim_prefix|>ḍ̇camelCase'se'Te<META_START>HTTPServerEOT<META_START> \r👍🏽d😀🏽'VE<EOT>Dž३", "tokens": 53, "pieces": ["<|", "fim", "_prefix", "|>", "ḋ", "̣camelCase", "'s", "e", "'T", "e", "<META", "_START", ">HTTPServerEOT", "<META", "_START", ">", " \r", "👍🏽", "d", "😀🏽'", "VE", "<EOT", ">Dž", "३"]}
+{"text": "HTTPServer'reeé\r\n   \nß", "tokens": 8, "pieces": ["HTTPServer", "'re", "ee", "́\r\n", "   \n", "ß"]}
+{"text": ">'VE<META_START>0ᵃ>", "tokens": 11, "pieces": [">'", "VE", "<META", "_START", ">", "0", "ᵃ", ">"]}
+{"text": "/\r\né'Dß<|fim_prefix|>🙂'T00\r\n\r\n\"ع<EOT>'TcamelCase-\u000b12345678ꟲa/b", "tokens": 37, "pieces": ["/\r\n", "e", "́'", "Dß", "<|", "fim", "_prefix", "|>🙂'", "T", "00", "\r\n\r\n", "\"ع", "<EOT", ">'", "TcamelCase", "-", "\u000b", "123", "456", "78", "ꟲa", "/b"]}
+{"text": "Džungla12345678>HTTPServer/\r\n​'re'VE.㋿12345678​ B'll- Zm​'é'SعⅣ'DⅣ/\r\nعB́B'D'Re\u000b٣٤٥٦", "tokens": 57, "pieces": ["Džungla", "123", "456", "78", ">HTTPServer", "/\r\n", "​'", "re", "'VE", ".㋿", "123", "456", "78", "​", " B", "'ll", "-", " Zm", "​'", "e", "́'", "Sع", "Ⅳ", "'D", "Ⅳ", "/\r\n", "عB", "́B", "'D", "'Re", "\u000b", "٣٤٥", "٦"]}
+{"text": "\t𐞁🙂Dž\nDž
#$%́<META_START>  ‍ \n \r\n\r\n'MAb<META_START>mdABC-", "tokens": 35, "pieces": ["\t𐞁", "🙂Dž", "\n", "Dž", "
", "#$%́<", "META", "_START", ">", " ", " ‍", " \n \r\n\r\n", "'M", "Ab", "<META", "_START", ">mdABC", "-"]}
+{"text": "m½'D\n😀🏽\"🙂‍'Re　'D…éＡ́३ꟲEOT\n/\r'M\u000b<EOT>\n<́", "tokens": 42, "pieces": ["m", "½", "'D", "\n", "😀🏽\"🙂‍'", "Re", "　", "'D", "…e", "́Ａ", "́", "३", "ꟲEOT", "\n", "/\r", "'M", "\u000b", "<EOT", ">\n", "<́"]}
+{"text": "<éBABC…👍🏽  'Ds'S0tHTTPServerABC​\r\n'll'  0<|endoftext|>", "tokens": 35, "pieces": ["<éBABC", "…", "👍🏽", " ", " '", "Ds", "'S", "0", "tHTTPServerABC", "​\r\n", "'ll", "'", " ", " ", "0", "<|", "endoftext", "|>"]}
+{"text": "ßm\t\r\n\r\n
iOSDžungla \n a/b", "tokens": 13, "pieces": ["ßm", "\t\r\n\r\n", "
iOSDžungla", " \n", " a", "/b"]}
+{"text": "‍\r\n\r\naBع'M㍿t\n  'SZ/\r\n/\r\n½é   \n're. (
字", "tokens": 27, "pieces": ["‍\r\n\r\n", "aBع", "'M", "㍿t", "\n", " ", " '", "SZ", "/\r\n", "/\r\n", "½", "é", "   \n", "'re", ".", " ", "(", "
字"]}
+{"text": "漢ſå\r\n\r\n<|fim_prefix|>\r\n😀🏽EOT<|fim_prefix|>½  iOS   \n", "tokens": 33, "pieces": ["漢ſa", "̊\r\n\r\n", "<|", "fim", "_prefix", "|>\r\n", "😀🏽", "EOT", "<|", "fim", "_prefix", "|>", "½", " ", " iOS", "   \n"]}
+{"text": "'sᵃ㋿å'DABC'Teå<-'D½<EOT>½9<EOT>å", "tokens": 31, "pieces": ["'s", "ᵃ", "㋿a", "̊'", "DABC", "'T", "ea", "̊<-'", "D", "½", "<EOT", ">", "½9", "<EOT", ">a", "̊"]}
+{"text": "İ<|fim_prefix|>éeaBa/b\n/iOS'D \n EOT,Ab'll!🙂d\r\n\r\n\r\n\r\nᵃcamelCase \n ABC٣٤٥٦", "tokens": 43, "pieces": ["İ", "<|", "fim", "_prefix", "|>", "e", "́eaBa", "/b", "\n", "/iOS", "'D", " \n", " EOT", ",Ab", "'ll", "!🙂", "d", "\r\n\r\n\r\n\r\n", "ᵃcamelCase", " \n", " ABC", "٣٤٥", "٦"]}
+{"text": "ⅣaBİ<|endoftext|>'M…#$%'VEDž ", "tokens": 21, "pieces": ["Ⅳ", "aBİ", "<|", "endoftext", "|>'", "M", "…", "#$%'", "VEDž", " "]}
+{"text": "a/b३t0/\r\n   \n\r\n\r\n­\tḍ̇ᵃ'Re><|fim_prefix|>'THTTPServer字­camelCase   \n'M  ३'T'T", "tokens": 42, "pieces": ["a", "/b", "३", "t", "0", "/\r\n", "   \n\r\n\r\n", "­", "\tḋ", "̣ᵃ", "'Re", "><|", "fim", "_prefix", "|>'", "THTTPServer字", "­camelCase", "   \n", "'M", " ", " ", "३", "'T", "'T"]}
+{"text": "​<m㋿\n/\r\n😀🏽mDž", "tokens": 16, "pieces": ["​<", "m", "㋿\n", "/\r\n", "😀🏽", "mDž"]}
+{"text": "iOS🙂  B/\r\n\t㋿>12345678😀🏽<|endoftext|>Dž \n ", "tokens": 30, "pieces": ["iOS", "🙂", " ", " B", "/\r\n", "\t", "㋿>", "123", "456", "78", "😀🏽<|", "endoftext", "|>", "Dž", " \n "]}
+{"text": "ᵃ-\u000b12345678ſiOSa/b9<|endoftext|>'D'll'Dž'll'sſ#$%éſ<|endoftext|>9(EOTfi é#$%ée­­𐞁'llZ  ㋿", "tokens": 67, "pieces": ["ᵃ", "-", "\u000b", "123", "456", "78", "ſiOSa", "/b", "9", "<|", "endoftext", "|>'", "D", "'ll", "'Dž", "'ll", "'s", "ſ", "#$%", "e", "́ſ", "<|", "endoftext", "|>", "9", "(EOTfi", " é", "#$%", "e", "́e", "­­", "𐞁", "'ll", "Z", " ", " ㋿"]}
+{"text": "a/b(Dž३<|fim_prefix|>…😀🏽9éᵃ", "tokens": 26, "pieces": ["a", "/b", "(Dž", "३", "<|", "fim", "_prefix", "|>", "…", "😀🏽", "9", "éᵃ"]}
+{"text": "-𐞁/ḍ̇!İ'VEDžunglaéfi'Td
(́(ع/", "tokens": 31, "pieces": ["-𐞁", "/ḋ", "̣!", "İ", "'VE", "Džunglaéfi", "'T", "d", "
", "(́(", "ع", "/"]}
+{"text": "12345678-\n/aB­/!<|endoftext|>", "tokens": 15, "pieces": ["123", "456", "78", "-\n", "/aB", "­/!<|", "endoftext", "|>"]}
+{"text": "å㋿d<EOT>…é'/　 \n İ\"é\u000b漢-😀🏽s　<|endoftext|>½é­ABC,
 ḍ̇\n  HTTPServerHTTPServer", "tokens": 58, "pieces": ["a", "̊㋿", "d", "<EOT", ">", "…e", "́'/", "　 \n", " İ", "\"e", "́", "\u000b漢", "-😀🏽", "s", "　", "<|", "endoftext", "|>", "½", "e", "́­", "ABC", ",", "
", " ḋ", "̣\n", " ", " HTTPServerHTTPServer"]}
+{"text": "İßs
ꟲa/b", "tokens": 10, "pieces": ["İßs", "
ꟲa", "/b"]}
+{"text": "'ll'sé<|endoftext|>३å'M>!", "tokens": 19, "pieces": ["'ll", "'s", "é", "<|", "endoftext", "|>", "३", "a", "̊'", "M", ">!"]}
+{"text": "sZAb    \n0ſB(\u000bd𐞁\r\n\r\n>'SDž /३عⅣd'M(aBé,…\n<|endoftext|>'S'll0Ab👍🏽
", "tokens": 56, "pieces": ["sZAb", "    \n", "0", "ſB", "(", "\u000bd𐞁", "\r\n\r\n", ">'", "SDž", " ", "/", "३", "ع", "Ⅳ", "d", "'M", "(aBé", ",", "…\n", "<|", "endoftext", "|>'", "S", "'ll", "0", "Ab", "👍🏽", "
"]}
+{"text": "‍e'śع\"\r  12345678ß-́,9#$%\n/ſ \n -d‍字'SaB\na/bcamelCase<EOT>İ\n/", "tokens": 43, "pieces": ["‍e", "'s", "́ع", "\"\r", " ", " ", "123", "456", "78", "ß", "-́,", "9", "#$%\n", "/ſ", " \n", " -", "d", "‍字", "'S", "aB", "\n", "a", "/bcamelCase", "<EOT", ">İ", "\n", "/"]}
+{"text": "Dž \n 𐞁🙂<|endoftext|>'s9<|endoftext|>\u000b字'T́(\"9\r\n\r\n'siOS字<|fim_prefix|><|endoftext|>'Re'M\r\nd<|fim_prefix|>'reé🙂", "tokens": 64, "pieces": ["Dž", " \n", " 𐞁", "🙂<|", "endoftext", "|>'", "s", "9", "<|", "endoftext", "|>", "\u000b字", "'T", "́(\"", "9", "\r\n\r\n", "'s", "iOS字", "<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "Re", "'M", "\r\n", "d", "<|", "fim", "_prefix", "|>'", "ree", "́🙂"]}
+{"text": "　EOT\u000bfidZ#$%HTTPServer/iOSᵃ㍿́\r\"ݽ…\nm.Ab'M'S٣٤٥٦Džungla(éꟲ'll", "tokens": 50, "pieces": ["　EOT", "\u000bfidZ", "#$%", "HTTPServer", "/iOSᵃ", "㍿́\r", "\"İ", "½", "…\n", "m", ".Ab", "'M", "'S", "٣٤٥", "٦", "Džungla", "(e", "́ꟲ", "'ll"]}
+{"text": "ᵃ\r\n.#$%!!٣٤٥٦\ndＡB0\n/́ꟲ !!<META_START>𐞁B(ſABC字HTTPServer<|fim_prefix|>\r   \nABCé\n😀🏽HTTPServera/b\t'12345678", "tokens": 72, "pieces": ["ᵃ", "\r\n", ".#$%!!", "٣٤٥", "٦", "\n", "dＡB", "0", "\n", "/́", "ꟲ", " !!<", "META", "_START", ">𐞁B", "(ſABC字HTTPServer", "<|", "fim", "_prefix", "|>\r", "   \n", "ABCe", "́\n", "😀🏽", "HTTPServera", "/b", "\t", "'", "123", "456", "78"]}
+{"text": "(   \n㋿td🙂å'så'M\n/camelCase½\n,ABCå\n0/", "tokens": 31, "pieces": ["(", "   \n", "㋿td", "🙂a", "̊'", "sa", "̊'", "M", "\n", "/camelCase", "½", "\n", ",ABCa", "̊\n", "0", "/"]}
+{"text": "\n/>-HTTPServer\nAb'VE'S#$%<|endoftext|>camelCaseß'VEع<META_START>Džungla>ꟲéß<META_START>\r'(<META_START>", "tokens": 50, "pieces": ["\n", "/>-", "HTTPServer", "\n", "Ab", "'VE", "'S", "#$%<|", "endoftext", "|>", "camelCaseß", "'VE", "ع", "<META", "_START", ">Džungla", ">ꟲe", "́ß", "<META", "_START", ">\r", "'(<", "META", "_START", ">"]}
+{"text": "ꟲa/b", "tokens": 5, "pieces": ["ꟲa", "/b"]}
+{"text": "09HTTPServer's㋿iOS#$%ᵃ,ⅣaB'siOS", "tokens": 20, "pieces": ["09", "HTTPServer", "'s", "㋿iOS", "#$%", "ᵃ", ",", "Ⅳ", "aB", "'s", "iOS"]}
+{"text": "é", "tokens": 1, "pieces": ["é"]}
+{"text": "Džungla㋿'s", "tokens": 9, "pieces": ["Džungla", "㋿'", "s"]}
+{"text": "字<EOT>…‍HTTPServer<EOT<EOT>Ａ‍' \n 'D\n\r\n　a/b…\n😀🏽12345678Bfi'Re🙂s\"㋿!😀🏽\r\n­", "tokens": 58, "pieces": ["字", "<EOT", ">", "…", "‍HTTPServer", "<EOT", "<EOT", ">Ａ", "‍'", " \n", " '", "D", "\n\r\n", "　a", "/b", "…\n", "😀🏽", "123", "456", "78", "Bfi", "'Re", "🙂s", "\"㋿!😀🏽\r\n", "­"]}
+{"text": " #$%éḍ̇\t३́afi, Ab\r\n\r\na٣٤٥٦\",­'re!!ABC\r\né!\r٣٤٥٦'re\r\r\n\r\n­ᵃ'VE\té<|fim_prefix|>", "tokens": 64, "pieces": [" ", "#$%", "éḋ", "̣", "\t", "३", "́afi", ",", " Ab", "\r\n\r\n", "a", "٣٤٥", "٦", "\",­'", "re", "!!", "ABC", "\r\n", "é", "!\r", "٣٤٥", "٦", "'re", "\r\r\n\r\n", "­ᵃ", "'VE", "\te", "́<|", "fim", "_prefix", "|>"]}
+{"text": "İＡé,", "tokens": 5, "pieces": ["İＡé", ","]}
+{"text": "‍  <|fim_prefix|>,'D.'ſ/\r.a0m\n!'reAb\"👍🏽<META_START>/Ab!!Ab३​\tABC", "tokens": 42, "pieces": ["‍", " ", " <|", "fim", "_prefix", "|>,'", "D", ".'", "ſ", "/\r", ".a", "0", "m", "\n", "!'", "reAb", "\"👍🏽<", "META", "_START", ">/", "Ab", "!!", "Ab", "३", "​", "\tABC"]}
+{"text": "ⅣcamelCase<|endoftext|>\" \r\n<|fim_prefix|>'rea/bᵃtfi'reᵃB👍🏽٣٤٥٦ABCe'DBᵃ\rm\"\r\r\n　d عDžungla\r\n0'Re𐞁   \n!ſ", "tokens": 76, "pieces": ["Ⅳ", "camelCase", "<|", "endoftext", "|>\"", " \r\n", "<|", "fim", "_prefix", "|>'", "rea", "/bᵃtfi", "'re", "ᵃB", "👍🏽", "٣٤٥", "٦", "ABCe", "'D", "Bᵃ", "\r", "m", "\"\r\r\n", "　d", " عDžungla", "\r\n", "0", "'Re", "𐞁", "   \n", "!ſ"]}
+{"text": "İ漢\"aZ½‍<|fim_prefix|>d12345678B're", "tokens": 21, "pieces": ["İ漢", "\"aZ", "½", "‍<|", "fim", "_prefix", "|>", "d", "123", "456", "78", "B", "'re"]}
+{"text": "　0字…½\n'ſ/\r\né½t12345678漢ḍ̇.漢漢>é-/\r\n'ḍ̇\"Ⅳ'D👍🏽\n#$%<|endoftext|>", "tokens": 60, "pieces": ["　", "0", "字", "…", "½", "\n", "'ſ", "/\r\n", "e", "́", "½", "t", "123", "456", "78", "漢ḋ", "̣.", "漢漢", ">é", "-/\r\n", "'ḋ", "̣\"", "Ⅳ", "'D", "👍🏽\n", "#$%<|", "endoftext", "|>"]}
+{"text": "
å'VE‍'D   \n
ß'VE   \n👍🏽٣٤٥٦​𐞁'TAb𐞁…tHTTPServer👍🏽", "tokens": 54, "pieces": ["
a", "̊'", "VE", "‍'", "D", "   \n", "
ß", "'VE", "   \n", "👍🏽", "٣٤٥", "٦", "​𐞁", "'T", "Ab𐞁", "…tHTTPServer", "👍🏽"]}
+{"text": "'ſDžes\n'ſHTTPServer'S㋿e
  \n HTTPServer…\n
iOSZ㍿ß\n\u000b/👍🏽'reع漢 \n ḍ̇-'VE½", "tokens": 57, "pieces": ["'ſ", "Džes", "\n", "'ſ", "HTTPServer", "'S", "㋿e", "
  \n", " HTTPServer", "…\n", "
iOSZ", "㍿ß", "\n", "\u000b", "/👍🏽'", "reع漢", " \n", " ḋ", "̣-'", "VE", "½"]}
+{"text": "'T½\"😀🏽'TBd/'re\r\n\r\nſ  é٣٤٥٦'Re…<
", "tokens": 32, "pieces": ["'T", "½", "\"😀🏽'", "TBd", "/'", "re", "\r\n\r\n", "ſ", " ", " é", "٣٤٥", "٦", "'Re", "…", "<", "
"]}
+{"text": "-\u000ba0Z9é '½.", "tokens": 11, "pieces": ["-", "\u000ba", "0", "Z", "9", "e", "́", " '", "½", "."]}
+{"text": "३'S\nİa/b​Ａ. s \n ㋿/å.e!'Mḍ̇'DiOS", "tokens": 34, "pieces": ["३", "'S", "\n", "İa", "/b", "​Ａ", ".", " s", " \n", " ㋿/", "a", "̊.", "e", "!'", "Mḋ", "̣'", "DiOS"]}
+{"text": "…/<EOT>Džunglaİ
é\te   \né \n eB<META_START>  <\rＡᵃ'ßBa\n/\n/½\t३sAb𐞁camelCase're/ 🙂", "tokens": 54, "pieces": ["…", "/<", "EOT", ">Džunglaİ", "
e", "́", "\te", "   \n", "é", " \n", " eB", "<META", "_START", ">", " ", " <\r", "Ａᵃ", "'ßBa", "\n", "/\n", "/", "½", "\t", "३", "sAb𐞁camelCase", "'re", "/", " 🙂"]}
+{"text": "­'ReZ
字Z", "tokens": 8, "pieces": ["­'", "ReZ", "
字Z"]}
+{"text": "ABC\n/漢'll\n\r\n\r\n🙂́ᵃＡꟲ<EOT>'ll'Réd>字-#$%😀🏽e½/\r\naBa/b'Re<tZ'M漢", "tokens": 48, "pieces": ["ABC", "\n", "/漢", "'ll", "\n\r\n\r\n", "🙂́", "ᵃＡꟲ", "<EOT", ">'", "ll", "'Re", "́d", ">字", "-#$%😀🏽", "e", "½", "/\r\n", "aBa", "/b", "'Re", "<tZ", "'M", "漢"]}
+{"text": "a'Då‍ 'VEa/b'll漢 \"…㋿ꟲ\nDž<META_START>d9a\r\u000bꟲ'Re
漢éAb're<|endoftext|>\n0
EOTＡd٣٤٥٦😀🏽", "tokens": 75, "pieces": ["a", "'D", "a", "̊‍", " ", "'VE", "a", "/b", "'ll", "漢", " ", "\"", "…", "㋿ꟲ", "\n", "Dž", "<META", "_START", ">d", "9", "a", "\r", "\u000bꟲ", "'Re", "
漢éAb", "'re", "<|", "endoftext", "|>\n", "0", "
EOTＡd", "٣٤٥", "٦", "😀🏽"]}
+{"text": "12345678İ   \nꟲEOTaعZ İ'ſ‍   \n12345678Džunglaé㍿eDž<|fim_prefix|>‍‍٣٤٥٦s\téⅣ12345678Z字aB(㋿fiAbé", "tokens": 75, "pieces": ["123", "456", "78", "İ", "   \n", "ꟲEOTaعZ", " İ", "'ſ", "‍", "   \n", "123", "456", "78", "Džunglaé", "㍿eDž", "<|", "fim", "_prefix", "|>‍‍", "٣٤٥", "٦", "s", "\te", "́", "Ⅳ12", "345", "678", "Z字aB", "(㋿", "fiAbe", "́"]}
+{"text": "DžABC\r\n<|fim_prefix|>🙂‍Ab㍿٣٤٥٦Dž  <|fim_prefix|>B#$%HTTPServer", "tokens": 41, "pieces": ["DžABC", "\r\n", "<|", "fim", "_prefix", "|>🙂‍", "Ab", "㍿", "٣٤٥", "٦", "Dž", " ", " <|", "fim", "_prefix", "|>", "B", "#$%", "HTTPServer"]}
+{"text": "'sDžunglaHTTPServer  \n \n/漢'VE<EOT>👍🏽ⅣAb0éⅣaå३12345678🙂'M,\u000b\r…٣٤٥٦Džungla३<EOT>'Re(ſ'D", "tokens": 69, "pieces": ["'s", "DžunglaHTTPServer", "  \n \n", "/漢", "'VE", "<EOT", ">👍🏽", "Ⅳ", "Ab", "0", "é", "Ⅳ", "aa", "̊", "३12", "345", "678", "🙂'", "M", ",", "\u000b\r", "…", "٣٤٥", "٦", "Džungla", "३", "<EOT", ">'", "Re", "(ſ", "'D"]}
+{"text": "'Mİ‍'sＡ.-½　ꟲ'VEḍ̇éᵃ   \nAb12345678", "tokens": 30, "pieces": ["'M", "İ", "‍'", "sＡ", ".-", "½", "　ꟲ", "'VE", "ḋ", "̣éᵃ", "   \n", "Ab", "123", "456", "78"]}
+{"text": "Ａ　Ａ𐞁å㋿aß#$%a/\r\n,
s½>😀🏽(½
漢EOTABCع\u000b'S'-İ
m👍🏽<|endoftext|>\r\naᵃ", "tokens": 66, "pieces": ["Ａ", "　Ａ𐞁a", "̊㋿", "aß", "#$%", "a", "/\r\n", ",", "
s", "½", ">😀🏽(", "½", "
漢EOTABCع", "\u000b", "'S", "'-", "İ", "
m", "👍🏽<|", "endoftext", "|>\r\n", "aᵃ"]}
+{"text": "#$%'VE(İ \n Ab­  0a'Re　-  'S'Re­/\r\nB", "tokens": 22, "pieces": ["#$%'", "VE", "(İ", " \n", " Ab", "­", " ", " ", "0", "a", "'Re", "　", "-", " ", " '", "S", "'Re", "­/\r\n", "B"]}
+{"text": "!!٣٤٥٦'Re   \n<EOT>👍🏽ꟲDžunglaa/b'ſßcamelCase(\r.'DaZs", "tokens": 41, "pieces": ["!!", "٣٤٥", "٦", "'Re", "   \n", "<EOT", ">👍🏽", "ꟲDžunglaa", "/b", "'ſ", "ßcamelCase", "(\r", ".'", "DaZs"]}
+{"text": "s<EOT>Ⅳ\n/ꟲa<EOT>🙂½'M\n", "tokens": 20, "pieces": ["s", "<EOT", ">", "Ⅳ", "\n", "/ꟲa", "<EOT", ">🙂", "½", "'M", "\n"]}
+{"text": "<EOT>­​字Dž\t'Tß\r\niOS's'MAbİ >é'll/\r\nAbiOSa.​DžB😀🏽́", "tokens": 37, "pieces": ["<EOT", ">­​", "字Dž", "\t", "'T", "ß", "\r\n", "iOS", "'s", "'M", "Abİ", " ", ">e", "́'", "ll", "/\r\n", "AbiOSa", ".​", "DžB", "😀🏽́"]}
+{"text": "B\t<EOT>/\r\n𐞁a/b<|fim_prefix|>Dž#$%\u000b\n/mcamelCase", "tokens": 28, "pieces": ["B", "\t", "<EOT", ">/\r\n", "𐞁a", "/b", "<|", "fim", "_prefix", "|>", "Dž", "#$%", "\u000b\n", "/mcamelCase"]}
+{"text": "!#$%'VEع<|fim_prefix|>HTTPServer\n<­\r\n\r\n‍字😀🏽é<sꟲdß<𐞁
>­,B<|fim_prefix|>३   \ne👍🏽\r\n\r\nd>", "tokens": 66, "pieces": ["!#$%'", "VEع", "<|", "fim", "_prefix", "|>", "HTTPServer", "\n", "<­\r\n\r\n", "‍字", "😀🏽", "e", "́<", "sꟲdß", "<𐞁", "
", ">­,", "B", "<|", "fim", "_prefix", "|>", "३", "   \n", "e", "👍🏽\r\n\r\n", "d", ">"]}
+{"text": "½tİ\u000b
", "tokens": 6, "pieces": ["½", "tİ", "\u000b
"]}
+{"text": "'VE!!\n/ع😀🏽", "tokens": 10, "pieces": ["'VE", "!!\n", "/ع", "😀🏽"]}
+{"text": "
 \n ABC\tfi\"'VEAb㍿/s🙂ABCa/b‍　'M0<EOT>t\r\n'sEOT", "tokens": 32, "pieces": ["
 \n", " ABC", "\tfi", "\"'", "VEAb", "㍿/", "s", "🙂ABCa", "/b", "‍", "　", "'M", "0", "<EOT", ">t", "\r\n", "'s", "EOT"]}
+{"text": "\r\n\r\n#$%!!​½Ａ'M  'TiOS", "tokens": 13, "pieces": ["\r\n\r\n", "#$%!!​", "½", "Ａ", "'M", " ", " '", "TiOS"]}
+{"text": "9éDžunglaEOTt<META_START>da/bİ12345678<|fim_prefix|>#$%ß𐞁m\r\n/\r\nع9camelCases\u000b'SDžunglaḍ̇éꟲEOT<|fim_prefix|>aſ,/", "tokens": 70, "pieces": ["9", "e", "́DžunglaEOTt", "<META", "_START", ">da", "/bİ", "123", "456", "78", "<|", "fim", "_prefix", "|>#$%", "ß𐞁m", "\r\n", "/\r\n", "ع", "9", "camelCases", "\u000b", "'S", "Džunglaḋ", "̣e", "́ꟲEOT", "<|", "fim", "_prefix", "|>", "aſ", ",/"]}
+{"text": "EOT0　0Ⅳꟲ#$%字
Z'ſ'Ta/bḍ̇'llß", "tokens": 30, "pieces": ["EOT", "0", "　", "0Ⅳ", "ꟲ", "#$%", "字", "
Z", "'ſ", "'T", "a", "/bḋ", "̣'", "llß"]}
+{"text": "   \nDžunglam12345678\n/Ⅳ12345678EOT'lliOS'ſß", "tokens": 23, "pieces": ["   \n", "Džunglam", "123", "456", "78", "\n", "/", "Ⅳ12", "345", "678", "EOT", "'ll", "iOS", "'ſ", "ß"]}
+{"text": "   \nEOTDž‍字\u000b👍🏽😀🏽字🙂", "tokens": 23, "pieces": ["   \n", "EOTDž", "‍字", "\u000b", "👍🏽😀🏽", "字", "🙂"]}
+{"text": "ꟲé12345678aB \n 12345678EOT   \n<३'VE<META_START>00…Ⅳ字iOSé'Reꟲ're's'siOSt 0aeعé's<EOT>", "tokens": 56, "pieces": ["ꟲé", "123", "456", "78", "aB", " \n", " ", "123", "456", "78", "EOT", "   \n", "<", "३", "'VE", "<META", "_START", ">", "00", "…", "Ⅳ", "字iOSe", "́'", "Reꟲ", "'re", "'s", "'s", "iOSt", " ", "0", "aeعé", "'s", "<EOT", ">"]}
+{"text": "'ll'Sé/a/b(d eꟲ/\r\nＡå​'reAb'M#$%'sss\rḍ̇  ㋿/\r\nm", "tokens": 37, "pieces": ["'ll", "'S", "é", "/a", "/b", "(d", " eꟲ", "/\r\n", "Ａa", "̊​'", "reAb", "'M", "#$%'", "sss", "\r", "ḋ", "̣", " ", " ㋿/\r\n", "m"]}
+{"text": "'ll \n/­<EOT>", "tokens": 8, "pieces": ["'ll", " \n", "/­<", "EOT", ">"]}
+{"text": "\"­<META_START>t'll\"ééfi0Z's\n  '㍿aB\"'re #$%…'ll\n/m漢३\u000b'D𐞁.ᵃ!!\t㍿Džungla😀🏽𐞁", "tokens": 64, "pieces": ["\"­<", "META", "_START", ">t", "'ll", "\"ééfi", "0", "Z", "'s", "\n", " ", " '㍿", "aB", "\"'", "re", " #$%", "…", "'ll", "\n", "/m漢", "३", "\u000b", "'D", "𐞁", ".ᵃ", "!!", "\t", "㍿Džungla", "😀🏽", "𐞁"]}
+{"text": "sßAb'M\n\"\r\n\r\n<漢\tAb🙂DžＡ\t㍿\n/  ", "tokens": 24, "pieces": ["sßAb", "'M", "\n", "\"\r\n\r\n", "<漢", "\tAb", "🙂DžＡ", "\t", "㍿\n", "/", "  "]}
+{"text": "'s \n 👍🏽㍿ḍ̇🙂", "tokens": 17, "pieces": ["'s", " \n", " 👍🏽㍿", "ḋ", "̣🙂"]}
+{"text": "(½　Z9s\r#$%12345678m'S
­\nDžunglafi𐞁ᵃmHTTPServer 'Re㍿㍿ \n B!!!'reZعİ<|endoftext|>", "tokens": 57, "pieces": ["(", "½", "　Z", "9", "s", "\r", "#$%", "123", "456", "78", "m", "'S", "
", "­\n", "Džunglafi𐞁ᵃmHTTPServer", " '", "Re", "㍿㍿", " \n", " B", "!!!'", "reZعİ", "<|", "endoftext", "|>"]}
+{"text": "\réＡ a/ba­…٣٤٥٦\n12345678漢", "tokens": 25, "pieces": ["\r", "éＡ", " a", "/ba", "­", "…", "٣٤٥", "٦", "\n", "123", "456", "78", "漢"]}
+{"text": "\r\n\r\n'T#$%< \n 'VE ", "tokens": 9, "pieces": ["\r\n\r\n", "'T", "#$%<", " \n", " '", "VE", " "]}
+{"text": "\n/字iOSع½\r\n\r\n
<EOT>camelCase#$%٣٤٥٦å<|fim_prefix|>­\r'SfiⅣ", "tokens": 41, "pieces": ["\n", "/字iOSع", "½", "\r\n\r\n", "
", "<EOT", ">camelCase", "#$%", "٣٤٥", "٦", "a", "̊<|", "fim", "_prefix", "|>­\r", "'S", "fi", "Ⅳ"]}
+{"text": "'s漢𐞁İiOScamelCasedİe   #$%d'MABCs \n 'reİa/b<EOT>-ع'reHTTPServer \n!३camelCase<|fim_prefix|>😀🏽é.", "tokens": 54, "pieces": ["'s", "漢𐞁İiOScamelCasedİe", "  ", " #$%", "d", "'M", "ABCs", " \n", " '", "reİa", "/b", "<EOT", ">-", "ع", "'re", "HTTPServer", " \n", "!", "३", "camelCase", "<|", "fim", "_prefix", "|>😀🏽", "é", "."]}
+{"text": "12345678Džungla'D ½a \n …<12345678ᵃ/aBDžungla\u000b㍿camelCase🙂mع\u000b<|fim_prefix|>'Tm字iOS<|endoftext|><|endoftext|>iOSſABC\tꟲ<EOT>😀🏽\n/Ab\t", "tokens": 83, "pieces": ["123", "456", "78", "Džungla", "'D", " ", "½", "a", " \n", " ", "…", "<", "123", "456", "78", "ᵃ", "/aBDžungla", "\u000b", "㍿camelCase", "🙂mع", "\u000b", "<|", "fim", "_prefix", "|>'", "Tm字iOS", "<|", "endoftext", "|><|", "endoftext", "|>", "iOSſABC", "\tꟲ", "<EOT", ">😀🏽\n", "/Ab", "\t"]}
+{"text": "漢'ſ", "tokens": 5, "pieces": ["漢", "'ſ"]}
+{"text": "…  camelCasefiİ<३#$%㍿ḍ̇dB😀🏽", "tokens": 27, "pieces": ["… ", " camelCasefiİ", "<", "३", "#$%㍿", "ḋ", "̣dB", "😀🏽"]}
+{"text": "\u000b\n/!\r\n\r\niOS'ſ12345678/\r\n ㍿'M<|fim_prefix|>Ab\r😀🏽ſ'll­", "tokens": 37, "pieces": ["\u000b\n", "/!\r\n\r\n", "iOS", "'ſ", "123", "456", "78", "/\r\n", " ㍿'", "M", "<|", "fim", "_prefix", "|>", "Ab", "\r", "😀🏽", "ſ", "'ll", "­"]}
+{"text": "'Taſ​'ll0३'S'ſ'Sſ!!😀🏽,!!\u000bHTTPServer/​mé
9𐞁ß𐞁\r\n\r\n's'ᵃ🙂s", "tokens": 53, "pieces": ["'T", "aſ", "​'", "ll", "0३", "'S", "'ſ", "'S", "ſ", "!!😀🏽,!!", "\u000bHTTPServer", "/​", "mé", "
", "9", "𐞁ß𐞁", "\r\n\r\n", "'s", "'ᵃ", "🙂s"]}
+{"text": "/\r\n👍🏽­​İİß're\n/'llZmB\n/́ſ́aBİع😀🏽're  …'ſ  '　.㋿camelCaseHTTPServerfit'sm", "tokens": 58, "pieces": ["/\r\n", "👍🏽­​", "İİß", "'re", "\n", "/'", "llZmB", "\n", "/́", "ſ", "́aBİع", "😀🏽'", "re", "  ", "…", "'ſ", " ", " '", "　", ".㋿", "camelCaseHTTPServerfit", "'s", "m"]}
+{"text": "ꟲ!!m'D,.,ع🙂!!iOS#$%\r\n…\"\rAb'SaBABC👍🏽>\u000b👍🏽t#$%Dž½", "tokens": 44, "pieces": ["ꟲ", "!!", "m", "'D", ",.,", "ع", "🙂!!", "iOS", "#$%\r\n", "…", "\"\r", "Ab", "'S", "aBABC", "👍🏽>", "\u000b", "👍🏽", "t", "#$%", "Dž", "½"]}
+{"text": "Ab0\r\nſ🙂é,B-,fi'll'VE'BEOT
12345678\n/HTTPServerEOT👍🏽ع \n ⅣcamelCase🙂字🙂ßEOT\u000beiOS…🙂\"٣٤٥٦", "tokens": 68, "pieces": ["Ab", "0", "\r\n", "ſ", "🙂e", "́,", "B", "-,", "fi", "'ll", "'VE", "'BEOT", "
", "123", "456", "78", "\n", "/HTTPServerEOT", "👍🏽", "ع", " \n", " ", "Ⅳ", "camelCase", "🙂字", "🙂ßEOT", "\u000beiOS", "…", "🙂\"", "٣٤٥", "٦"]}
+{"text": "EOT'reİ😀🏽 ㋿aB
HTTPServer　<३'D", "tokens": 24, "pieces": ["EOT", "'re", "İ", "😀🏽", " ㋿", "aB", "
HTTPServer", "　", "<", "३", "'D"]}
+{"text": "Ⅳ\r\u000b漢
<|endoftext|><META_START> \n 'll½­å  Džungla　åⅣᵃiOSḍ̇́ſ!‍aB/\r\nAbع ́aBe\u000b'ſ㋿
", "tokens": 71, "pieces": ["Ⅳ", "\r", "\u000b漢", "
", "<|", "endoftext", "|><", "META", "_START", ">", " \n", " '", "ll", "½", "­a", "̊", " ", " Džungla", "　a", "̊", "Ⅳ", "ᵃiOSḋ", "̣́", "ſ", "!‍", "aB", "/\r\n", "Abع", " ́", "aBe", "\u000b", "'ſ", "㋿", "
"]}
+{"text": "\nZ!!é#$%٣٤٥٦ ㋿\t​­/
ABC㋿", "tokens": 28, "pieces": ["\n", "Z", "!!", "é", "#$%", "٣٤٥", "٦", " ", "㋿", "\t", "​­/", "
ABC", "㋿"]}
+{"text": " \n Zm\r\n'sé漢!!#$%<META_START>a/bEOTꟲ<|endoftext|>'sß👍🏽😀🏽\n/dcamelCase'T'D9s>\niOS\n/ꟲ'VE's/\rᵃDž…iOS", "tokens": 70, "pieces": [" \n", " Zm", "\r\n", "'s", "e", "́漢", "!!#$%<", "META", "_START", ">a", "/bEOTꟲ", "<|", "endoftext", "|>'", "sß", "👍🏽😀🏽\n", "/dcamelCase", "'T", "'D", "9", "s", ">\n", "iOS", "\n", "/ꟲ", "'VE", "'s", "/\r", "ᵃDž", "…iOS"]}
+{"text": "\rsＡعsEOT
　\t<META_START>ſ \n    \n　 \n a/b\t'VEe>'VEDžungla.e'ReZ…'<|fim_prefix|>0BⅣ\"\ta", "tokens": 51, "pieces": ["\r", "sＡعsEOT", "
　", "\t", "<META", "_START", ">ſ", " \n    \n　 \n", " a", "/b", "\t", "'VE", "e", ">'", "VEDžungla", ".e", "'Re", "Z", "…", "'<|", "fim", "_prefix", "|>", "0", "B", "Ⅳ", "\"", "\ta"]}
+{"text": "Ⅳ<META_START>", "tokens": 6, "pieces": ["Ⅳ", "<META", "_START", ">"]}
+{"text": "ſiOSéEOT    \nsß\r\n\r\n字½!!㋿(é😀🏽
>", "tokens": 27, "pieces": ["ſiOSéEOT", "    \n", "sß", "\r\n\r\n", "字", "½", "!!㋿(", "é", "😀🏽", "
", ">"]}
+{"text": "​½ꟲ㋿.dⅣ'M३1234567812345678iOS‍…'Refi'llİ", "tokens": 31, "pieces": ["​", "½", "ꟲ", "㋿.", "d", "Ⅳ", "'M", "३12", "345", "678", "123", "456", "78", "iOS", "‍", "…", "'Re", "fi", "'ll", "İ"]}
+{"text": "㋿é
'Mſ#$%s#$%
👍🏽  😀🏽३İ‍'VEع-HTTPServer字­", "tokens": 40, "pieces": ["㋿é", "
", "'M", "ſ", "#$%", "s", "#$%", "
", "👍🏽", " ", " 😀🏽", "३", "İ", "‍'", "VEع", "-HTTPServer字", "­"]}
+{"text": "३fi9­HTTPServer", "tokens": 8, "pieces": ["३", "fi", "9", "­HTTPServer"]}
+{"text": " Abꟲ\"ABC", "tokens": 7, "pieces": [" Abꟲ", "\"ABC"]}
+{"text": "字́d/Ⅳḍ̇'a/bZ,ᵃ
'St​'ll‍३s𐞁İ", "tokens": 36, "pieces": ["字", "́d", "/", "Ⅳ", "ḋ", "̣'", "a", "/bZ", ",ᵃ", "
", "'S", "t", "​'", "ll", "‍", "३", "s𐞁İ"]}
+{"text": "漢ꟲéİſfiZ\u000b㍿.\rDž३iOS>\n
EOT㍿   \n'T", "tokens": 34, "pieces": ["漢ꟲe", "́İſfiZ", "\u000b", "㍿.\r", "Dž", "३", "iOS", ">\n", "
EOT", "㍿", "   \n", "'T"]}
+{"text": ">😀🏽's🙂>'re\r\ń/\r\n<|endoftext|>'DB\r\n9…'sＡ\n/(eß'D<META_START>/a…-   \n  m\r\nem
ABC<dDžungla'Re", "tokens": 57, "pieces": [">😀🏽'", "s", "🙂>'", "re", "\r\n", "́/\r\n", "<|", "endoftext", "|>'", "DB", "\r\n", "9", "…", "'s", "Ａ", "\n", "/(", "eß", "'D", "<META", "_START", ">/", "a", "…", "-", "   \n", " ", " m", "\r\n", "em", "
ABC", "<dDžungla", "'Re"]}
+{"text": "\n/'Re​ 12345678aAb\ré99\r\né'ſ'Re😀🏽/\r\né   \n字İ…Ⅳ\n\u000b", "tokens": 37, "pieces": ["\n", "/'", "Re", "​", " ", "123", "456", "78", "aAb", "\r", "é", "99", "\r\n", "e", "́'", "ſ", "'Re", "😀🏽/\r\n", "e", "́", "   \n", "字İ", "…", "Ⅳ", "\n\u000b"]}
+{"text": "　<|fim_prefix|>12345678'T\n'VE<EOT>𐞁𐞁\u000b<ß<|fim_prefix|>d<EOT>iOSaBABC…Ⅳa\r\n​", "tokens": 51, "pieces": ["　", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'T", "\n", "'VE", "<EOT", ">𐞁𐞁", "\u000b", "<ß", "<|", "fim", "_prefix", "|>", "d", "<EOT", ">iOSaBABC", "…", "Ⅳ", "a", "\r\n", "​"]}
+{"text": "å😀🏽ع<META_START>camelCase  /\r\n  ḍ̇ \n Ab漢", "tokens": 28, "pieces": ["a", "̊😀🏽", "ع", "<META", "_START", ">camelCase", " ", " /\r\n", " ", " ḋ", "̣", " \n", " Ab漢"]}
+{"text": "ḍ̇\u000b­Z/Džungla٣٤٥٦!\n　…　>EOT<|fim_prefix|>
'ReAbéعABC\n/'VE½Ａ\u000be(👍🏽", "tokens": 57, "pieces": ["ḋ", "̣", "\u000b", "­Z", "/Džungla", "٣٤٥", "٦", "!\n", "　…", "　", ">EOT", "<|", "fim", "_prefix", "|>", "
", "'Re", "AbéعABC", "\n", "/'", "VE", "½", "Ａ", "\u000be", "(👍🏽"]}
+{"text": "'S>m!B>#$%!!0ſAbABCİ👍🏽é'D ​ B   \n\u000bDžungla\n/  aBB  \n/　\r'M", "tokens": 41, "pieces": ["'S", ">m", "!B", ">#$%!!", "0", "ſAbABCİ", "👍🏽", "é", "'D", " ", "​", " B", "   \n", "\u000bDžungla", "\n", "/", " ", " aBB", "  \n", "/", "　\r", "'M"]}
+{"text": "/😀🏽-İ-åع'ſ\r\n dcamelCase😀🏽's㋿(㍿㍿'<META_START>et…a<|endoftext|>/\r\n!<META_START>", "tokens": 56, "pieces": ["/😀🏽-", "İ", "-a", "̊ع", "'ſ", "\r\n", " dcamelCase", "😀🏽'", "s", "㋿(㍿㍿'<", "META", "_START", ">et", "…a", "<|", "endoftext", "|>/\r\n", "!<", "META", "_START", ">"]}
+{"text": "Zع'fi\r\n\r\n\r\nABCe0\rZ३ficamelCase'DDžungla'MsEOTd\r0ſꟲ'ReDžungla9…Ab½DžunglaAbDžungla½", "tokens": 54, "pieces": ["Zع", "'fi", "\r\n\r\n\r\n", "ABCe", "0", "\r", "Z", "३", "ficamelCase", "'D", "Džungla", "'M", "sEOTd", "\r", "0", "ſꟲ", "'Re", "Džungla", "9", "…Ab", "½", "DžunglaAbDžungla", "½"]}
+{"text": "ABCaBß　'VEe'sDžunglaᵃ", "tokens": 16, "pieces": ["ABCaBß", "　", "'VE", "e", "'s", "Džunglaᵃ"]}
+{"text": "Z  🙂é!!漢‍\r\n漢👍🏽B", "tokens": 19, "pieces": ["Z", " ", " 🙂", "é", "!!", "漢", "‍\r\n", "漢", "👍🏽", "B"]}
+{"text": "EOTDžungla  (iOS'😀🏽 \n /\r\n,\rt\r\n\r\n🙂B'Ⅳ0EOTa/b\r\n\r\n!‍<EOT>", "tokens": 41, "pieces": ["EOTDžungla", " ", " (", "iOS", "'😀🏽", " \n", " /\r\n", ",\r", "t", "\r\n\r\n", "🙂B", "'", "Ⅳ0", "EOTa", "/b", "\r\n\r\n", "!‍<", "EOT", ">"]}
+{"text": "\u000bEOT.s
ſ👍🏽👍🏽İع. \n >🙂㍿,s<EOT>'T𐞁iOSḍ̇‍BDžungla😀🏽Džungla>İ🙂DžunglacamelCase'D<EOT>'ſ!d㋿", "tokens": 83, "pieces": ["\u000bEOT", ".s", "
ſ", "👍🏽👍🏽", "İع", ".", " \n", " >🙂㍿,", "s", "<EOT", ">'", "T𐞁iOSḋ", "̣‍", "BDžungla", "😀🏽", "Džungla", ">İ", "🙂DžunglacamelCase", "'D", "<EOT", ">'", "ſ", "!d", "㋿"]}
+{"text": "''S<EOT>9ABC㋿,\n/9\r'Ś(ABCⅣ́", "tokens": 21, "pieces": ["''", "S", "<EOT", ">", "9", "ABC", "㋿,\n", "/", "9", "\r", "'S", "́(", "ABC", "Ⅳ", "́"]}
+{"text": "漢㋿​'VE​ßḍ̇<㋿iOS…İ㍿ fiＡ  ́㋿ \n Ab'VE", "tokens": 41, "pieces": ["漢", "㋿​'", "VE", "​ßḋ", "̣<㋿", "iOS", "…İ", "㍿", " fiＡ", " ", " ", "́㋿", " \n", " Ab", "'VE"]}
+{"text": "d字\r\n\r\n𐞁camelCaseHTTPServer'ſ́9aåå<|fim_prefix|><  .éḍ̇dⅣßfi", "tokens": 43, "pieces": ["d字", "\r\n\r\n", "𐞁camelCaseHTTPServer", "'ſ", "́", "9", "aa", "̊a", "̊<|", "fim", "_prefix", "|><", " ", " .", "éḋ", "̣d", "Ⅳ", "ßfi"]}
+{"text": "'VEⅣåst \n fi\"(   \nİ٣٤٥٦0camelCase٣٤٥٦'D'TＡ/\r\nBdt字३", "tokens": 43, "pieces": ["'VE", "Ⅳ", "a", "̊st", " \n", " fi", "\"(", "   \n", "İ", "٣٤٥", "٦0", "camelCase", "٣٤٥", "٦", "'D", "'T", "Ａ", "/\r\n", "Bdt字", "३"]}
+{"text": "字\rcamelCase\r\n\r\néåt#$%fi\n/<EOT>,!HTTPServer#$%  'ss", "tokens": 28, "pieces": ["字", "\r", "camelCase", "\r\n\r\n", "e", "́a", "̊t", "#$%", "fi", "\n", "/<", "EOT", ">,!", "HTTPServer", "#$%", " ", " '", "ss"]}
+{"text": "\t𐞁'll….\rⅣ9\u000bᵃ٣٤٥٦𐞁iOS\n\t…​'M　३\t'S👍🏽　d'", "tokens": 51, "pieces": ["\t𐞁", "'ll", "…", ".\r", "Ⅳ9", "\u000bᵃ", "٣٤٥", "٦", "𐞁iOS", "\n", "\t", "…", "​'", "M", "　", "३", "\t", "'S", "👍🏽", "　d", "'"]}
+{"text": "fi漢👍🏽", "tokens": 10, "pieces": ["fi漢", "👍🏽"]}
+{"text": "字<|endoftext|>\r\n>𐞁\t\r\nß AbZ<EOT> \n 'Sd\r­/\r\n​ \n ", "tokens": 30, "pieces": ["字", "<|", "endoftext", "|>\r\n", ">𐞁", "\t\r\n", "ß", " AbZ", "<EOT", ">", " \n", " '", "Sd", "\r", "­/\r\n", "​", " \n "]}
+{"text": "​Džungla", "tokens": 5, "pieces": ["​Džungla"]}
+{"text": "\r\n   éfi㍿Z३Dž", "tokens": 14, "pieces": ["\r\n", "  ", " éfi", "㍿Z", "३", "Dž"]}
+{"text": "9\u000b'VE'll", "tokens": 5, "pieces": ["9", "\u000b", "'VE", "'ll"]}
+{"text": " 🙂!​\n'Mm\n/Bé'D>s\r\n字'M㋿\nEOT's/\r\n　fi('Ta/bmd", "tokens": 31, "pieces": [" 🙂!​\n", "'M", "m", "\n", "/Be", "́'", "D", ">s", "\r\n", "字", "'M", "㋿\n", "EOT", "'s", "/\r\n", "　fi", "('", "Ta", "/bmd"]}
+{"text": "<META_START>/\r\n‍å>B's字'VE'𐞁iOS-ꟲå३Džunglae‍ḍ̇​fi>.", "tokens": 47, "pieces": ["<META", "_START", ">/\r\n", "‍a", "̊>", "B", "'s", "字", "'VE", "'𐞁iOS", "-ꟲa", "̊", "३", "Džunglae", "‍ḋ", "̣​", "fi", ">."]}
+{"text": "   \nABCiOS३İ\nABCDžs", "tokens": 11, "pieces": ["   \n", "ABCiOS", "३", "İ", "\n", "ABCDžs"]}
+{"text": "e字,\r\n\r\ncamelCase'llcamelCaseåHTTPServereعtEOT'ReABCé>", "tokens": 23, "pieces": ["e字", ",\r\n\r\n", "camelCase", "'ll", "camelCasea", "̊HTTPServereعtEOT", "'Re", "ABCe", "́>"]}
+{"text": "009<|endoftext|>a'll\"<META_START>  'reḍ̇Džungla　/\r\n  émİꟲ'M", "tokens": 37, "pieces": ["009", "<|", "endoftext", "|>", "a", "'ll", "\"<", "META", "_START", ">", " ", " '", "reḋ", "̣Džungla", "　", "/\r\n", " ", " e", "́mİꟲ", "'M"]}
+{"text": "\n漢'VE \n ", "tokens": 7, "pieces": ["\n", "漢", "'VE", " \n "]}
+{"text": "\n/<META_START>\t\nEOTꟲ0㋿édéB㋿,", "tokens": 24, "pieces": ["\n", "/<", "META", "_START", ">", "\t\n", "EOTꟲ", "0", "㋿e", "́déB", "㋿,"]}
+{"text": "ᵃ漢   \n­\n/aBédéaB   \n#$%fiZ\r\n!!HTTPServer'ſ'llcamelCase", "tokens": 30, "pieces": ["ᵃ漢", "   \n", "­\n", "/aBédéaB", "   \n", "#$%", "fiZ", "\r\n", "!!", "HTTPServer", "'ſ", "'ll", "camelCase"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'llİᵃ9😀🏽s‍'ſⅣ㋿<|endoftext|>ᵃ're🙂𐞁'ſ…\u000beعßB're", "tokens": 50, "pieces": ["'ll", "İᵃ", "9", "😀🏽", "s", "‍'", "ſ", "Ⅳ", "㋿<|", "endoftext", "|>", "ᵃ", "'re", "🙂𐞁", "'ſ", "…", "\u000beعßB", "'re"]}
+{"text": "'Re!camelCase字👍🏽(å-!\"٣٤٥٦\u000b/½/​ع<ᵃ \n <|endoftext|>'Se 12345678'll🙂<|fim_prefix|>éDžunglaé'MHTTPServer!!‍!", "tokens": 73, "pieces": ["'Re", "!camelCase字", "👍🏽(", "a", "̊-!\"", "٣٤٥", "٦", "\u000b", "/", "½", "/​", "ع", "<ᵃ", " \n", " <|", "endoftext", "|>'", "Se", " ", "123", "456", "78", "'ll", "🙂<|", "fim", "_prefix", "|>", "e", "́Džunglae", "́'", "MHTTPServer", "!!‍!"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'VE㋿", "tokens": 5, "pieces": ["'VE", "㋿"]}
+{"text": "
iOS''Refi👍🏽\nfi👍🏽\r\n\r\n!! \n ٣٤٥٦'ll٣٤٥٦t!!…😀🏽ᵃmİⅣ", "tokens": 59, "pieces": ["
iOS", "''", "Refi", "👍🏽\n", "fi", "👍🏽\r\n\r\n", "!!", " \n", " ", "٣٤٥", "٦", "'ll", "٣٤٥", "٦", "t", "!!", "…", "😀🏽", "ᵃmİ", "Ⅳ"]}
+{"text": "…'Me<|fim_prefix|>\r\n\r\n 𐞁camelCase३\u000biOS12345678d('D", "tokens": 28, "pieces": ["…", "'M", "e", "<|", "fim", "_prefix", "|>\r\n\r\n", " 𐞁camelCase", "३", "\u000biOS", "123", "456", "78", "d", "('", "D"]}
+{"text": "Džungla\rEOT  Džungla-…aB\r\n  ", "tokens": 20, "pieces": ["Džungla", "\r", "EOT", " ", " Džungla", "-", "…aB", "\r\n  "]}
+{"text": "İå'Sm-!fi'S\u000bſBiOS​ \n >camelCase\"912345678\r\n\r\n\tZ", "tokens": 27, "pieces": ["İa", "̊'", "Sm", "-!", "fi", "'S", "\u000bſBiOS", "​", " \n", " >", "camelCase", "\"", "912", "345", "678", "\r\n\r\n", "\tZ"]}
+{"text": "‍9‍­/\r\n-sé,…!!d(\r\n   \nſ#$%漢é#$%!㋿ᵃ½ABC\r\t\r\nZed\n/𐞁<META_START> ​  ", "tokens": 49, "pieces": ["‍", "9", "‍­/\r\n", "-sé", ",", "…", "!!", "d", "(\r\n", "   \n", "ſ", "#$%", "漢é", "#$%!㋿", "ᵃ", "½", "ABC", "\r\t\r\n", "Zed", "\n", "/𐞁", "<META", "_START", ">", " ​", "  "]}
+{"text": "HTTPServer'DßAb漢m'll9Dž<META_START>!0漢'ſḍ̇\u000b-ſa/bfiB\r\n\r\n‍'TDž  (Ⅳ/\r\n", "tokens": 49, "pieces": ["HTTPServer", "'D", "ßAb漢m", "'ll", "9", "Dž", "<META", "_START", ">!", "0", "漢", "'ſ", "ḋ", "̣", "\u000b", "-ſa", "/bfiB", "\r\n\r\n", "‍'", "TDž", " ", " (", "Ⅳ", "/\r\n"]}
+{"text": "!å('T ½a/b​0\r\n.DžunglaHTTPServer'ſ㍿fi㋿!字!​漢😀🏽\tᵃZ!Z字  ", "tokens": 51, "pieces": ["!a", "̊('", "T", " ", "½", "a", "/b", "​", "0", "\r\n", ".DžunglaHTTPServer", "'ſ", "㍿fi", "㋿!", "字", "!​", "漢", "😀🏽", "\tᵃZ", "!Z字", "  "]}
+{"text": "ع EOT!!0ſ'VEＡ", "tokens": 11, "pieces": ["ع", " EOT", "!!", "0", "ſ", "'VE", "Ａ"]}
+{"text": "\r<|fim_prefix|>'s \n DžåAb\t­\n३B'sAbs\n😀🏽…", "tokens": 33, "pieces": ["\r", "<|", "fim", "_prefix", "|>'", "s", " \n", " Dža", "̊Ab", "\t", "­\n", "३", "B", "'s", "Abs", "\n", "😀🏽", "…"]}
+{"text": "m👍🏽e\r\n\r\n9‍a/bⅣ<🙂́(ع(<|fim_prefix|>­- \n \"m<|endoftext|>>㋿\t
<e", "tokens": 49, "pieces": ["m", "👍🏽", "e", "\r\n\r\n", "9", "‍a", "/b", "Ⅳ", "<🙂́(", "ع", "(<|", "fim", "_prefix", "|>­-", " \n", " \"", "m", "<|", "endoftext", "|>>㋿", "\t", "
", "<e"]}
+{"text": "   \n!!İ\r\n\r\n٣٤٥٦ <|fim_prefix|>㍿ⅣHTTPServer   \nABC", "tokens": 29, "pieces": ["   \n", "!!", "İ", "\r\n\r\n", "٣٤٥", "٦", " ", "<|", "fim", "_prefix", "|>㍿", "Ⅳ", "HTTPServer", "   \n", "ABC"]}
+{"text": "'ll,🙂camelCase…­😀🏽-m'D'D ⅣB'Sᵃ😀🏽'HTTPServer", "tokens": 34, "pieces": ["'ll", ",🙂", "camelCase", "…", "­😀🏽-", "m", "'D", "'D", " ", "Ⅳ", "B", "'S", "ᵃ", "😀🏽'", "HTTPServer"]}
+{"text": "é.Ⅳé
Ⅳ>   \n12345678a/b👍🏽Dž\r\n\r\n\r\nBs𐞁<EOT><'T>…9,9字 'reᵃᵃ!>­ſ\"Džungla漢", "tokens": 64, "pieces": ["e", "́.", "Ⅳ", "e", "́", "
", "Ⅳ", ">", "   \n", "123", "456", "78", "a", "/b", "👍🏽", "Dž", "\r\n\r\n\r\n", "Bs𐞁", "<EOT", "><'", "T", ">", "…", "9", ",", "9", "字", " '", "reᵃᵃ", "!>­", "ſ", "\"Džungla漢"]}
+{"text": "aEOT'ſ'ſ s \n iOS \n ᵃ'refiABC३\n'D", "tokens": 24, "pieces": ["aEOT", "'ſ", "'ſ", " s", " \n", " iOS", " \n", " ᵃ", "'re", "fiABC", "३", "\n", "'D"]}
+{"text": "tiOS'SＡ\r\n漢9<META_START>‍　\t12345678'M٣٤٥٦>𐞁३٣٤٥٦\n/!!d漢'VEHTTPServer're<META_START>ＡABC", "tokens": 62, "pieces": ["tiOS", "'S", "Ａ", "\r\n", "漢", "9", "<META", "_START", ">‍", "　", "\t", "123", "456", "78", "'M", "٣٤٥", "٦", ">𐞁", "३٣٤", "٥٦", "\n", "/!!", "d漢", "'VE", "HTTPServer", "'re", "<META", "_START", ">ＡABC"]}
+{"text": "'S'T‍12345678字ABC", "tokens": 9, "pieces": ["'S", "'T", "‍", "123", "456", "78", "字ABC"]}
+{"text": "㍿​'DB!!<Dž😀🏽'D漢\n/<META_START>/tAb　　ᵃ'ReHTTPServerfi\r\n字saBa字iOS'll#$%Z½㋿", "tokens": 50, "pieces": ["㍿​'", "DB", "!!<", "Dž", "😀🏽'", "D漢", "\n", "/<", "META", "_START", ">/", "tAb", "　", "　ᵃ", "'Re", "HTTPServerfi", "\r\n", "字saBa字iOS", "'ll", "#$%", "Z", "½", "㋿"]}
+{"text": "s,\niOS!#$%Ａ\r…😀🏽,a/bZ's­mZḍ̇३'VE\r\n/'ll\u000b.HTTPServereعİm㋿'S'M'Re", "tokens": 50, "pieces": ["s", ",\n", "iOS", "!#$%", "Ａ", "\r", "…", "😀🏽,", "a", "/bZ", "'s", "­mZḋ", "̣", "३", "'VE", "\r\n", "/'", "ll", "\u000b", ".HTTPServereعİm", "㋿'", "S", "'M", "'Re"]}
+{"text": "ßt 👍🏽́ع'VE's٣٤٥٦!!12345678<|endoftext|>\r/\r\n½ ḍ̇", "tokens": 40, "pieces": ["ßt", " 👍🏽́", "ع", "'VE", "'s", "٣٤٥", "٦", "!!", "123", "456", "78", "<|", "endoftext", "|>\r", "/\r\n", "½", " ḋ", "̣"]}
+{"text": "\n/12345678camelCase/٣٤٥٦EOT'ſ's\n/<\ra/biOSİ!!😀🏽a\r\n\r\n\r\n!!åééa㍿a/b", "tokens": 51, "pieces": ["\n", "/", "123", "456", "78", "camelCase", "/", "٣٤٥", "٦", "EOT", "'ſ", "'s", "\n", "/<\r", "a", "/biOSİ", "!!😀🏽", "a", "\r\n\r\n\r\n", "!!", "a", "̊e", "́e", "́a", "㍿a", "/b"]}
+{"text": "👍🏽½Ⅳ
'M   \n字 'T  ,½́/é'ſ'", "tokens": 27, "pieces": ["👍🏽", "½Ⅳ", "
", "'M", "   \n", "字", " ", "'T", " ", " ,", "½", "́/", "e", "́'", "ſ", "'"]}
+{"text": "\rZ'sEOTHTTPServer<META_START>fi0½AbHTTPServera/b<|endoftext|>…'Re\n<|fim_prefix|>-", "tokens": 38, "pieces": ["\r", "Z", "'s", "EOTHTTPServer", "<META", "_START", ">fi", "0½", "AbHTTPServera", "/b", "<|", "endoftext", "|>", "…", "'Re", "\n", "<|", "fim", "_prefix", "|>-"]}
+{"text": "s'D'rét漢é<|endoftext|>…HTTPServerHTTPServerABC9!!'re½'D😀🏽,ß漢Z", "tokens": 39, "pieces": ["s", "'D", "'re", "́t漢e", "́<|", "endoftext", "|>", "…HTTPServerHTTPServerABC", "9", "!!'", "re", "½", "'D", "😀🏽,", "ß漢Z"]}
+{"text": "<EOT>😀🏽'VEt३ \t9'Reé́!,𐞁́<|endoftext|><|fim_prefix|>㋿9>­́'ReZ're/\r\n 👍🏽'ſ
é'T㍿\r\n\r\n", "tokens": 71, "pieces": ["<EOT", ">😀🏽'", "VEt", "३", " ", "\t", "9", "'Re", "e", "́́!,", "𐞁", "́<|", "endoftext", "|><|", "fim", "_prefix", "|>㋿", "9", ">­́'", "ReZ", "'re", "/\r\n", " ", "👍🏽'", "ſ", "
e", "́'", "T", "㍿\r\n\r\n"]}
+{"text": "
<|endoftext|>", "tokens": 9, "pieces": ["
", "<|", "endoftext", "|>"]}
+{"text": "s.</\r\n<EOT>👍🏽é'M漢ꟲ'ß \n #$%0\r\n‍(", "tokens": 29, "pieces": ["s", ".</\r\n", "<EOT", ">👍🏽", "é", "'M", "漢ꟲ", "'ß", " \n", " #$%", "0", "\r\n", "‍("]}
+{"text": "å漢EOT👍🏽🙂12345678\n/#$%   \n'S　Džungla'D🙂Ⅳ12345678fi🙂EOT'", "tokens": 44, "pieces": ["a", "̊漢EOT", "👍🏽🙂", "123", "456", "78", "\n", "/#$%", "   \n", "'S", "　Džungla", "'D", "🙂", "Ⅳ12", "345", "678", "fi", "🙂EOT", "'"]}
+{"text": "३ſ'VEع\"'VE𐞁­'s٣٤٥٦'SZ/!!'ſꟲ<'M   
/\r\nHTTPServerfi", "tokens": 44, "pieces": ["३", "ſ", "'VE", "ع", "\"'", "VE𐞁", "­'", "s", "٣٤٥", "٦", "'S", "Z", "/!!'", "ſꟲ", "<'", "M", "   ", "
", "/\r\n", "HTTPServerfi"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\u000b're'SＡ'Re𐞁9\r\n\n/,m\r\n\r\ncamelCase𐞁३é\r\n\r\nع­​…\t'SＡ
<META_START>aBſ…ḍ̇Z/㍿Z‍a/b", "tokens": 61, "pieces": ["\u000b", "'re", "'S", "Ａ", "'Re", "𐞁", "9", "\r\n\n", "/,", "m", "\r\n\r\n", "camelCase𐞁", "३", "e", "́\r\n\r\n", "ع", "­​", "…", "\t", "'S", "Ａ", "
", "<META", "_START", ">aBſ", "…ḋ", "̣Z", "/㍿", "Z", "‍a", "/b"]}
+{"text": "-‍.<|endoftext|>́Ⅳꟲa/b字'S#$%m'T
½", "tokens": 27, "pieces": ["-‍.<|", "endoftext", "|>́", "Ⅳ", "ꟲa", "/b字", "'S", "#$%", "m", "'T", "
", "½"]}
+{"text": "'T,,e0/   \n'<EOT>  B'S'SDžunglaABCZ\u000b.\r\n9\ts\r\n\r\n'M㋿㋿12345678mſ!!
aB́>-
/\r\n👍🏽", "tokens": 54, "pieces": ["'T", ",,", "e", "0", "/", "   \n", "'<", "EOT", ">", " ", " B", "'S", "'S", "DžunglaABCZ", "\u000b", ".\r\n", "9", "\ts", "\r\n\r\n", "'M", "㋿㋿", "123", "456", "78", "mſ", "!!", "
aB", "́>-", "
", "/\r\n", "👍🏽"]}
+{"text": "ſe­'VE½'re\"́㍿'.0>d,٣٤٥٦Ab'\r\n  ZZs're漢Ⅳ­Ａ   \n\u000bZ0aB​/\r\nᵃEOT", "tokens": 51, "pieces": ["ſe", "­'", "VE", "½", "'re", "\"́㍿'.", "0", ">d", ",", "٣٤٥", "٦", "Ab", "'\r\n", " ", " ZZs", "'re", "漢", "Ⅳ", "­Ａ", "   \n", "\u000bZ", "0", "aB", "​/\r\n", "ᵃEOT"]}
+{"text": "…,😀🏽\n//\r\nHTTPServer!㋿Z'ſ-", "tokens": 21, "pieces": ["…", ",😀🏽\n", "//\r\n", "HTTPServer", "!㋿", "Z", "'ſ", "-"]}
+{"text": "Dž<|endoftext|>…HTTPServer-ꟲ'VE　字　ßaBDžع9\u000bEOT9'.ꟲ\r\nssaB  Dž", "tokens": 44, "pieces": ["Dž", "<|", "endoftext", "|>", "…HTTPServer", "-ꟲ", "'VE", "　字", "　ßaBDžع", "9", "\u000bEOT", "9", "'.", "ꟲ", "\r\n", "ssaB", " ", " Dž"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "/\r\nİe‍#$%'ScamelCase'llEOT/'Dé
<EOT>字字fi\tＡ\"'MABC/ع'reꟲ­ꟲ­aEOT𐞁字Džꟲßſ", "tokens": 58, "pieces": ["/\r\n", "İe", "‍#$%'", "ScamelCase", "'ll", "EOT", "/'", "De", "́", "
", "<EOT", ">字字fi", "\tＡ", "\"'", "MABC", "/ع", "'re", "ꟲ", "­ꟲ", "­aEOT𐞁字Džꟲßſ"]}
+{"text": "'VEᵃİ're.'s, !'ſ\r\r\n\r\n \n 9'T-\r\nm​camelCase/\r\n \n \r\n㋿٣٤٥٦字'ſ'VE>'s   \n<META_START>", "tokens": 52, "pieces": ["'VE", "ᵃİ", "'re", ".'", "s", ",", " ", "!'", "ſ", "\r\r\n\r\n \n", " ", "9", "'T", "-\r\n", "m", "​camelCase", "/\r\n", " \n \r\n", "㋿", "٣٤٥", "٦", "字", "'ſ", "'VE", ">'", "s", "   \n", "<META", "_START", ">"]}
+{"text": "'M<META_START>\rå<EOT><|fim_prefix|>   \n9ḍ̇e/ᵃᵃcamelCase\t‍'D<|endoftext|>漢(", "tokens": 51, "pieces": ["'M", "<META", "_START", ">\r", "a", "̊<", "EOT", "><|", "fim", "_prefix", "|>", "   \n", "9", "ḋ", "̣e", "/ᵃᵃcamelCase", "\t", "‍'", "D", "<|", "endoftext", "|>", "漢", "("]}
+{"text": "d-Ab   \nḍ̇­aB漢'　…㋿>", "tokens": 22, "pieces": ["d", "-Ab", "   \n", "ḋ", "̣­", "aB漢", "'", "　", "…", "㋿>"]}
+{"text": "𐞁camelCase<|fim_prefix|>é'll ", "tokens": 16, "pieces": ["𐞁camelCase", "<|", "fim", "_prefix", "|>", "é", "'ll", " "]}
+{"text": "<👍🏽camelCasecamelCase", "tokens": 11, "pieces": ["<👍🏽", "camelCasecamelCase"]}
+{"text": "EOT-.́½ꟲ!!漢ABCd/\r\n!Džungla'lléABC'Reſſ'Mfi<META_START>m\"'Z'saBEOT'll‍Z", "tokens": 44, "pieces": ["EOT", "-.́", "½", "ꟲ", "!!", "漢ABCd", "/\r\n", "!Džungla", "'ll", "éABC", "'Re", "ſſ", "'M", "fi", "<META", "_START", ">m", "\"'", "Z", "'s", "aBEOT", "'ll", "‍Z"]}
+{"text": "å 'lla/b\n/\r\n㍿<META_START>\r'　 \n Dž<|fim_prefix|>BAb字😀🏽Džungla\n/d-'Då\r'sᵃcamelCaseDž,\n'MfiZ\rＡ'ſå", "tokens": 70, "pieces": ["a", "̊", " '", "lla", "/b", "\n", "/\r\n", "㍿<", "META", "_START", ">\r", "'", "　 \n", " Dž", "<|", "fim", "_prefix", "|>", "BAb字", "😀🏽", "Džungla", "\n", "/d", "-'", "Da", "̊\r", "'s", "ᵃcamelCaseDž", ",\n", "'M", "fiZ", "\r", "Ａ", "'ſ", "a", "̊"]}
+{"text": "👍🏽's", "tokens": 8, "pieces": ["👍🏽'", "s"]}
+{"text": ".'Re😀🏽Dž", "tokens": 9, "pieces": [".'", "Re", "😀🏽", "Dž"]}
+{"text": "camelCaseᵃé🙂a'll mᵃABC<|fim_prefix|>", "tokens": 22, "pieces": ["camelCaseᵃé", "🙂a", "'ll", " mᵃABC", "<|", "fim", "_prefix", "|>"]}
+{"text": "عع<META_START>\r\naBs\r\n\r\n'Re", "tokens": 10, "pieces": ["عع", "<META", "_START", ">\r\n", "aBs", "\r\n\r\n", "'Re"]}
+{"text": "
漢a　ß\r\n\r\n9㋿Ⅳ'Re'sABC‍\tABC<'Re㍿㋿漢,'re\"", "tokens": 34, "pieces": ["
漢a", "　ß", "\r\n\r\n", "9", "㋿", "Ⅳ", "'Re", "'s", "ABC", "‍", "\tABC", "<'", "Re", "㍿㋿", "漢", ",'", "re", "\""]}
+{"text": "'ſ३<META_START>fié- ́!<META_START>B'T𐞁\n/!<👍🏽0'T0DžcamelCase\"!'​   \n'S　.\r<|fim_prefix|>åmABC😀🏽　", "tokens": 67, "pieces": ["'ſ", "३", "<META", "_START", ">fie", "́-", " ", "́!<", "META", "_START", ">B", "'T", "𐞁", "\n", "/!<👍🏽", "0", "'T", "0", "DžcamelCase", "\"!'​", "   \n", "'S", "　", ".\r", "<|", "fim", "_prefix", "|>", "a", "̊mABC", "😀🏽", "　"]}
+{"text": "B㍿İ/s𐞁
", "tokens": 12, "pieces": ["B", "㍿İ", "/s𐞁", "
"]}
+{"text": "…<|fim_prefix|>HTTPServer'Re३' \n 'sABC<|fim_prefix|>s \n '<META_START>,", "tokens": 32, "pieces": ["…", "<|", "fim", "_prefix", "|>", "HTTPServer", "'Re", "३", "'", " \n", " '", "sABC", "<|", "fim", "_prefix", "|>", "s", " \n", " '<", "META", "_START", ">,"]}
+{"text": "!!é\u000ba/bß'llfi字漢(Abé\u000b\r…‍d٣٤٥٦  \r'S.é'llEOT.AbcamelCase-\u000b'Re", "tokens": 47, "pieces": ["!!", "e", "́", "\u000ba", "/bß", "'ll", "fi字漢", "(Abe", "́", "\u000b\r", "…", "‍d", "٣٤٥", "٦", "  \r", "'S", ".e", "́'", "llEOT", ".AbcamelCase", "-", "\u000b", "'Re"]}
+{"text": "<EOT>㋿.Dž
 /\r\n\t३/\r\niOS‍𐞁㍿́\r\n\r\n٣٤٥٦'0😀🏽<|fim_prefix|>㋿ß<META_START>'s㍿'ll ", "tokens": 66, "pieces": ["<EOT", ">㋿.", "Dž", "
", " ", "/\r\n", "\t", "३", "/\r\n", "iOS", "‍𐞁", "㍿́\r\n\r\n", "٣٤٥", "٦", "'", "0", "😀🏽<|", "fim", "_prefix", "|>㋿", "ß", "<META", "_START", ">'", "s", "㍿'", "ll", " "]}
+{"text": ">,iOSHTTPServer\"(­ᵃt😀🏽", "tokens": 15, "pieces": [">,", "iOSHTTPServer", "\"(­", "ᵃt", "😀🏽"]}
+{"text": "'ll", "tokens": 1, "pieces": ["'ll"]}
+{"text": "   \n…'MaBt'T'M字'lld\tEOT!!  ‍Ⅳ\r\n\r\nEOT😀🏽<META_START>", "tokens": 32, "pieces": ["   \n", "…", "'M", "aBt", "'T", "'M", "字", "'ll", "d", "\tEOT", "!!", " ", " ‍", "Ⅳ", "\r\n\r\n", "EOT", "😀🏽<", "META", "_START", ">"]}
+{"text": "iOS½,a/b',EOT\"㋿
'sEOT", "tokens": 16, "pieces": ["iOS", "½", ",a", "/b", "',", "EOT", "\"㋿", "
", "'s", "EOT"]}
+{"text": "ABC<|fim_prefix|>#$%  <|endoftext|>İéſAb'VEZ㍿0㋿㍿<META_START>t9'VE😀🏽a/b🙂Džungla0'ReDžungla漢#$%'T🙂😀🏽\t", "tokens": 74, "pieces": ["ABC", "<|", "fim", "_prefix", "|>#$%", " ", " <|", "endoftext", "|>", "İéſAb", "'VE", "Z", "㍿", "0", "㋿㍿<", "META", "_START", ">t", "9", "'VE", "😀🏽", "a", "/b", "🙂Džungla", "0", "'Re", "Džungla漢", "#$%'", "T", "🙂😀🏽", "\t"]}
+{"text": "㋿<|endoftext|>0ḿs\"-<|endoftext|>mᵃ #$%\"\taB're㍿s/'Re漢👍🏽Ⅳ'Re३. Źᵃ", "tokens": 57, "pieces": ["㋿<|", "endoftext", "|>", "0", "m", "́s", "\"-<|", "endoftext", "|>", "mᵃ", " ", "#$%\"", "\taB", "'re", "㍿s", "/'", "Re漢", "👍🏽", "Ⅳ", "'Re", "३", ".", " Z", "́ᵃ"]}
+{"text": "ḍ̇\t\n/'re!!　 å😀🏽åmt!\né<|fim_prefix|>ع-\"''T\t'T́/\r\n!/#$%😀🏽-㋿㋿　d<META_START>", "tokens": 62, "pieces": ["ḋ", "̣", "\t\n", "/'", "re", "!!", "　", " a", "̊😀🏽", "a", "̊mt", "!\n", "e", "́<|", "fim", "_prefix", "|>", "ع", "-\"''", "T", "\t", "'T", "́/\r\n", "!/#$%😀🏽-㋿㋿", "　d", "<META", "_START", ">"]}
+{"text": " ḍ̇…fiBe\n/\r\nAbⅣ\n/'ll", "tokens": 18, "pieces": [" ḋ", "̣", "…fiBe", "\n", "/\r\n", "Ab", "Ⅳ", "\n", "/'", "ll"]}
+{"text": "HTTPServer\n/\n-éaB #$%9½.>'T   \n<META_START>\r\n\r\n", "tokens": 20, "pieces": ["HTTPServer", "\n", "/\n", "-e", "́aB", " #$%", "9½", ".>'", "T", "   \n", "<META", "_START", ">\r\n\r\n"]}
+{"text": "ع-३٣٤٥٦\r\n\r\n012345678t३Ⅳ,漢ſiOS𐞁'Tİå'S12345678EOT'D𐞁ma/béⅣ'D😀🏽İ0漢/\r\n  a/b
å", "tokens": 72, "pieces": ["ع", "-", "३٣٤", "٥٦", "\r\n\r\n", "012", "345", "678", "t", "३Ⅳ", ",漢ſiOS𐞁", "'T", "İa", "̊'", "S", "123", "456", "78", "EOT", "'D", "𐞁ma", "/be", "́", "Ⅳ", "'D", "😀🏽", "İ", "0", "漢", "/\r\n", " ", " a", "/b", "
a", "̊"]}
+{"text": "Džİ ᵃ‍'MEOT'll!>…'sAba/bع   \n0٣٤٥٦­/   \nß'sＡ　‍.\r,‍", "tokens": 47, "pieces": ["Džİ", " ᵃ", "‍'", "MEOT", "'ll", "!>", "…", "'s", "Aba", "/bع", "   \n", "0٣٤", "٥٦", "­/", "   \n", "ß", "'s", "Ａ", "　", "‍.\r", ",‍"]}
+{"text": " e'M'Stſ'ſ ­Džungla​<|endoftext|>ꟲHTTPServer'D/\r\n​<|fim_prefix|>🙂ꟲ(.>/\r\n<EOT>'Re'll\té𐞁字   \nABC0're", "tokens": 63, "pieces": [" e", "'M", "'S", "tſ", "'ſ", " ", "­Džungla", "​<|", "endoftext", "|>", "ꟲHTTPServer", "'D", "/\r\n", "​<|", "fim", "_prefix", "|>🙂", "ꟲ", "(.>/\r\n", "<EOT", ">'", "Re", "'ll", "\té𐞁字", "   \n", "ABC", "0", "'re"]}
+{"text": "'ll(
> \n t🙂\n/>\r\n,éꟲ　aHTTPServer>éAb'VE…", "tokens": 27, "pieces": ["'ll", "(", "
", ">", " \n", " t", "🙂\n", "/>\r\n", ",e", "́ꟲ", "　aHTTPServer", ">éAb", "'VE", "…"]}
+{"text": "!!½𐞁<­ᵃ\"ع ", "tokens": 14, "pieces": ["!!", "½", "𐞁", "<­", "ᵃ", "\"ع", " "]}
+{"text": "\"(­­‍‍漢#$%'D\r\n\r\n \n 'llfi0eİ!aB\rå", "tokens": 28, "pieces": ["\"(­­‍‍", "漢", "#$%'", "D", "\r\n\r\n \n", " '", "llfi", "0", "eİ", "!aB", "\r", "a", "̊"]}
+{"text": "'M'T漢ABC<EOT>́㍿a/bHTTPServer½a/bém#$%Ａ㍿ABC>
Ⅳ३'ſ𐞁'>aBABCB㍿ \n tABC　sa/bm'reᵃ12345678", "tokens": 64, "pieces": ["'M", "'T", "漢ABC", "<EOT", ">́㍿", "a", "/bHTTPServer", "½", "a", "/be", "́m", "#$%", "Ａ", "㍿ABC", ">", "
", "Ⅳ३", "'ſ", "𐞁", "'>", "aBABCB", "㍿", " \n", " tABC", "　sa", "/bm", "'re", "ᵃ", "123", "456", "78"]}
+{"text": "ع  
é́ꟲ-'M'S\"\t12345678>sİå", "tokens": 22, "pieces": ["ع", "  ", "
é", "́ꟲ", "-'", "M", "'S", "\"", "\t", "123", "456", "78", ">sİa", "̊"]}
+{"text": " \n /\r\n­'Dß👍🏽t\n/Ⅳ#$% B9​B\"Ⅳ'Re½Ａ<|endoftext|>字́", "tokens": 41, "pieces": [" \n", " /\r\n", "­'", "Dß", "👍🏽", "t", "\n", "/", "Ⅳ", "#$%", " B", "9", "​B", "\"", "Ⅳ", "'Re", "½", "Ａ", "<|", "endoftext", "|>", "字", "́"]}
+{"text": "e/\r\n \n ३sᵃsDžunglaDžß \n 　'Re!ḍ̇́'ſ'D'sABCABC<|endoftext|>ABC0\r\n\r\n\r\n…!'VE👍🏽𐞁<META_START>'Re'ſé,", "tokens": 71, "pieces": ["e", "/\r\n", " \n", " ", "३", "sᵃsDžunglaDžß", " \n", " ", "　", "'Re", "!ḋ", "̣́'", "ſ", "'D", "'s", "ABCABC", "<|", "endoftext", "|>", "ABC", "0", "\r\n\r\n\r\n", "…", "!'", "VE", "👍🏽", "𐞁", "<META", "_START", ">'", "Re", "'ſ", "e", "́,"]}
+{"text": "\n/B'VE३'a/b\rİ\r­字　　Džunglaſ
ꟲé/\r\nHTTPServer>\">", "tokens": 33, "pieces": ["\n", "/B", "'VE", "३", "'a", "/b", "\r", "İ", "\r", "­字", "　", "　Džunglaſ", "
ꟲe", "́/\r\n", "HTTPServer", ">\">"]}
+{"text": "'MHTTPServer\r\n\r\n㍿téᵃt㍿ع<EOT>!se0\r\nᵃ/\r\nße'Mé😀🏽‍\t́Dž😀🏽,#$%", "tokens": 50, "pieces": ["'M", "HTTPServer", "\r\n\r\n", "㍿téᵃt", "㍿ع", "<EOT", ">!", "se", "0", "\r\n", "ᵃ", "/\r\n", "ße", "'M", "é", "😀🏽‍", "\t", "́Dž", "😀🏽,#$%"]}
+{"text": " EOT'll'ſ́<EOT>ⅣDžungla
   \n(.a/b\n/字s", "tokens": 27, "pieces": [" EOT", "'ll", "'ſ", "́<", "EOT", ">", "Ⅳ", "Džungla", "
   \n", "(.", "a", "/b", "\n", "/字s"]}
+{"text": "‍'re\r\n\r\n字'lla<META_START>-'s<12345678'D'MiOSé­   \n", "tokens": 24, "pieces": ["‍'", "re", "\r\n\r\n", "字", "'ll", "a", "<META", "_START", ">-'", "s", "<", "123", "456", "78", "'D", "'M", "iOSé", "­", "   \n"]}
+{"text": "Ａ'VE<EOT>'M/ 👍🏽Džungla12345678'ſ<META_START>9m   \n   \n\n/daDžungla'T'S<|fim_prefix|>ſ<EOT>aB<|endoftext|>m's𐞁‍Z🙂é'S're<EOT>Bfi", "tokens": 81, "pieces": ["Ａ", "'VE", "<EOT", ">'", "M", "/", " ", "👍🏽", "Džungla", "123", "456", "78", "'ſ", "<META", "_START", ">", "9", "m", "   \n   \n\n", "/daDžungla", "'T", "'S", "<|", "fim", "_prefix", "|>", "ſ", "<EOT", ">aB", "<|", "endoftext", "|>", "m", "'s", "𐞁", "‍Z", "🙂é", "'S", "'re", "<EOT", ">Bfi"]}
+{"text": "……''re\r\n٣٤٥٦-B<|fim_prefix|>😀🏽(-­'ll(
iOS<|fim_prefix|>'s👍🏽
\r\ne\r\n\r\n​a/b 𐞁,", "tokens": 64, "pieces": ["…", "…", "''", "re", "\r\n", "٣٤٥", "٦", "-B", "<|", "fim", "_prefix", "|>😀🏽(-­'", "ll", "(", "
iOS", "<|", "fim", "_prefix", "|>'", "s", "👍🏽", "
\r\n", "e", "\r\n\r\n", "​a", "/b", " 𐞁", ","]}
+{"text": "­", "tokens": 1, "pieces": ["­"]}
+{"text": "ß\r\n🙂m'T9camelCase'Re\u000bAb'M  ", "tokens": 14, "pieces": ["ß", "\r\n", "🙂m", "'T", "9", "camelCase", "'Re", "\u000bAb", "'M", "  "]}
+{"text": "åⅣ<|endoftext|>", "tokens": 12, "pieces": ["a", "̊", "Ⅳ", "<|", "endoftext", "|>"]}
+{"text": " \n camelCaseß\rḍ̇.٣٤٥٦ſ३३EOT", "tokens": 27, "pieces": [" \n", " camelCaseß", "\r", "ḋ", "̣.", "٣٤٥", "٦", "ſ", "३३", "EOT"]}
+{"text": "٣٤٥٦aB/\r\n½½'VEDž/\r\nm字Ａm👍🏽9dᵃ\n,\"camelCase'M漢'sß,Ａ'T<META_START>ع𐞁Z's  fiꟲå'D", "tokens": 69, "pieces": ["٣٤٥", "٦", "aB", "/\r\n", "½½", "'VE", "Dž", "/\r\n", "m字Ａm", "👍🏽", "9", "dᵃ", "\n", ",\"", "camelCase", "'M", "漢", "'s", "ß", ",Ａ", "'T", "<META", "_START", ">ع𐞁Z", "'s", " ", " fiꟲa", "̊'", "D"]}
+{"text": "/\r\n<META_START>fi,0", "tokens": 9, "pieces": ["/\r\n", "<META", "_START", ">fi", ",", "0"]}
+{"text": "ᵃ-İe­🙂s'Tå're\r\n\r\nＡ\r\n\r\n👍🏽ḍ̇>", "tokens": 32, "pieces": ["ᵃ", "-İe", "­🙂", "s", "'T", "a", "̊'", "re", "\r\n\r\n", "Ａ", "\r\n\r\n", "👍🏽", "ḋ", "̣>"]}
+{"text": "   \n B ٣٤٥٦👍🏽👍🏽,'Dᵃ<|endoftext|><|fim_prefix|>iOS'll/fi'D'VEDžungla \n ꟲsDžZ👍🏽𐞁", "tokens": 72, "pieces": ["   \n", " B", " ", "٣٤٥", "٦", "👍🏽👍🏽,'", "Dᵃ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "iOS", "'ll", "/fi", "'D", "'VE", "Džungla", " \n", " ꟲsDžZ", "👍🏽", "𐞁"]}
+{"text": "d½\n/iOS  <META_START>.B-\n'́字iOS<|fim_prefix|>😀🏽camelCase‍å३½ꟲ'Sfi a/b,e'reAb/\r\ńDžcamelCase'S", "tokens": 57, "pieces": ["d", "½", "\n", "/iOS", " ", " <", "META", "_START", ">.", "B", "-\n", "'́", "字iOS", "<|", "fim", "_prefix", "|>😀🏽", "camelCase", "‍a", "̊", "३½", "ꟲ", "'S", "fi", " a", "/b", ",e", "'re", "Ab", "/\r\n", "́DžcamelCase", "'S"]}
+{"text": "'M''T(\u000bé\r\n dⅣ're‍'a<META_START>(𐞁㍿३a/b\n(m\r\n\r\n/\r\n\r.‍>/\r\n \n /\r\n'ReDžZ", "tokens": 47, "pieces": ["'M", "''", "T", "(", "\u000bé", "\r\n", " d", "Ⅳ", "'re", "‍'", "a", "<META", "_START", ">(", "𐞁", "㍿", "३", "a", "/b", "\n", "(m", "\r\n\r\n", "/\r\n\r", ".‍>/\r\n", " \n", " /\r\n", "'Re", "DžZ"]}
+{"text": "́  \r\n", "tokens": 2, "pieces": ["́", "  \r\n"]}
+{"text": "#$%\n\n.ع́'Rea٣٤٥٦\r\né-/\r\né ", "tokens": 23, "pieces": ["#$%\n\n", ".ع", "́'", "Rea", "٣٤٥", "٦", "\r\n", "e", "́-/\r\n", "é", " "]}
+{"text": "<|fim_prefix|>", "tokens": 7, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "ABCDžunglaaB9camelCase
å>s👍🏽 'TＡDžungla<META_START>­\r.'T👍🏽,", "tokens": 46, "pieces": ["ABCDžunglaaB", "9", "camelCase", "
a", "̊>", "s", "👍🏽", " '", "TＡDžungla", "<META", "_START", ">­\r", ".'", "T", "👍🏽,"]}
+{"text": "　\t'D#$%Ab/…", "tokens": 9, "pieces": ["　", "\t", "'D", "#$%", "Ab", "/", "…"]}
+{"text": "'DHTTPServermḍ̇<Džungla  \"åＡ漢𐞁㋿Džungla>ſEOT٣٤٥٦ⅣＡ'sＡs<EOT>fiḍ̇sZ\ts<META_START>0", "tokens": 73, "pieces": ["'D", "HTTPServermḋ", "̣<", "Džungla", " ", " \"", "a", "̊Ａ漢𐞁", "㋿Džungla", ">ſEOT", "٣٤٥", "٦Ⅳ", "Ａ", "'s", "Ａs", "<EOT", ">fiḋ", "̣sZ", "\ts", "<META", "_START", ">", "0"]}
+{"text": "mİ漢 🙂㍿\n/e'ſ …
camelCaseaBḍ̇Ⅳ", "tokens": 30, "pieces": ["mİ漢", " ", "🙂㍿\n", "/e", "'ſ", " …", "
camelCaseaBḋ", "̣", "Ⅳ"]}
+{"text": "𐞁(👍🏽漢Dž…<META_START>　's>ꟲå<META_START>fi३'T
d!!>\n/t\tß½ⅣＡås\na/b'M३!漢a/b", "tokens": 67, "pieces": ["𐞁", "(👍🏽", "漢Dž", "…", "<META", "_START", ">", "　", "'s", ">ꟲa", "̊<", "META", "_START", ">fi", "३", "'T", "
d", "!!>\n", "/t", "\tß", "½Ⅳ", "Ａa", "̊s", "\n", "a", "/b", "'M", "३", "!漢a", "/b"]}
+{"text": "12345678 \n ḍ̇<META_START>'S<EOT#$%'Dt\rm0\" \n    \nDžungla…aa'MAb \n ß­'ſ​/\r\nß'VEHTTPServer", "tokens": 47, "pieces": ["123", "456", "78", " \n", " ḋ", "̣<", "META", "_START", ">'", "S", "<EOT", "#$%'", "Dt", "\r", "m", "0", "\"", " \n    \n", "Džungla", "…aa", "'M", "Ab", " \n", " ß", "­'", "ſ", "​/\r\n", "ß", "'VE", "HTTPServer"]}
+{"text": "<|fim_prefix|>'ḍ̇\r\n'M0字!!(🙂'reEOTAba/bḍ̇m\n/　٣٤٥٦\n/-a/b<|fim_prefix|>ß👍🏽åDžungla\r\n\r\n#$%a/b<", "tokens": 74, "pieces": ["<|", "fim", "_prefix", "|>'", "ḋ", "̣\r\n", "'M", "0", "字", "!!(🙂'", "reEOTAba", "/bḋ", "̣m", "\n", "/", "　", "٣٤٥", "٦", "\n", "/-", "a", "/b", "<|", "fim", "_prefix", "|>", "ß", "👍🏽", "a", "̊Džungla", "\r\n\r\n", "#$%", "a", "/b", "<"]}
+{"text": "𐞁<|endoftext|>'½\r\n\r\nḍ̇　ABC字!!ᵃ😀🏽12345678\ré!aB\nAb'T🙂\t\"Dž\t字Džع३\nDž<|endoftext|>t🙂camelCase㋿ḍ̇", "tokens": 77, "pieces": ["𐞁", "<|", "endoftext", "|>'", "½", "\r\n\r\n", "ḋ", "̣", "　ABC字", "!!", "ᵃ", "😀🏽", "123", "456", "78", "\r", "é", "!aB", "\n", "Ab", "'T", "🙂", "\t", "\"Dž", "\t字Džع", "३", "\n", "Dž", "<|", "endoftext", "|>", "t", "🙂camelCase", "㋿ḋ", "̣"]}
+{"text": "'VE'Re٣٤٥٦. \n 'THTTPServerＡ'll३  m🙂#$%𐞁fiiOS<META_START>
漢\nEOT㍿éiOSa/b0a'
 \n 
", "tokens": 61, "pieces": ["'VE", "'Re", "٣٤٥", "٦", ".", " \n", " '", "THTTPServerＡ", "'ll", "३", " ", " m", "🙂#$%", "𐞁fiiOS", "<META", "_START", ">", "
漢", "\n", "EOT", "㍿éiOSa", "/b", "0", "a", "'", "
 \n 
"]}
+{"text": "<META_START>३Z 9/<|endoftext|>", "tokens": 16, "pieces": ["<META", "_START", ">", "३", "Z", " ", "9", "/<|", "endoftext", "|>"]}
+{"text": "'T.½AbİABCḍ̇३iOS'ᵃ'M", "tokens": 19, "pieces": ["'T", ".", "½", "AbİABCḋ", "̣", "३", "iOS", "'ᵃ", "'M"]}
+{"text": "tⅣ'ReiOSḍ̇'M<|endoftext|>,㍿Ａ#$%0<META_START>\tZ.'‍½a/b9…    /\r\n　HTTPServerḍ̇/\r\n're''VEHTTPServer   \n漢　Ⅳ", "tokens": 64, "pieces": ["t", "Ⅳ", "'Re", "iOSḋ", "̣'", "M", "<|", "endoftext", "|>,㍿", "Ａ", "#$%", "0", "<META", "_START", ">", "\tZ", ".'‍", "½", "a", "/b", "9", "…   ", " /\r\n", "　HTTPServerḋ", "̣/\r\n", "'re", "''", "VEHTTPServer", "   \n", "漢", "　", "Ⅳ"]}
+{"text": "'D\tiOSt'\u000b\reſa  👍🏽 \n <META_START>.ᵃ'TeＡḍ̇a/b!!", "tokens": 37, "pieces": ["'D", "\tiOSt", "'", "\u000b\r", "eſa", " ", " 👍🏽", " \n", " <", "META", "_START", ">.", "ᵃ", "'T", "eＡḋ", "̣a", "/b", "!!"]}
+{"text": "३<EOT>'s<ḍ̇  ſ0åß𐞁 🙂camelCase12345678", "tokens": 32, "pieces": ["३", "<EOT", ">'", "s", "<ḋ", "̣", " ", " ſ", "0", "a", "̊ß𐞁", " ", "🙂camelCase", "123", "456", "78"]}
+{"text": "عEOT<|endoftext|>'Re\r­½a'ReDžungla0ḍ̇aå   'S‍́  Dž🙂", "tokens": 41, "pieces": ["عEOT", "<|", "endoftext", "|>'", "Re", "\r", "­", "½", "a", "'Re", "Džungla", "0", "ḋ", "̣aa", "̊", "  ", " ", "'S", "‍́", " ", " Dž", "🙂"]}
+{"text": "‍㍿ᵃé\"<|endoftext|><|fim_prefix|>\ttᵃ<EOT>​'Ta<|endoftext|>'½  \té字ᵃEOTABC<|fim_prefix|>'s", "tokens": 59, "pieces": ["‍㍿", "ᵃe", "́\"<|", "endoftext", "|><|", "fim", "_prefix", "|>", "\ttᵃ", "<EOT", ">​'", "Ta", "<|", "endoftext", "|>'", "½", "  ", "\té字ᵃEOTABC", "<|", "fim", "_prefix", "|>'", "s"]}
+{"text": "'Bd\"ßsa/b  .BAb…>é‍es\n/   \nAb9ḍ̇\r\nBd㍿٣٤٥٦EOT<EOT>/\r\nABC", "tokens": 48, "pieces": ["'Bd", "\"ßsa", "/b", " ", " .", "BAb", "…", ">e", "́‍", "es", "\n", "/", "   \n", "Ab", "9", "ḋ", "̣\r\n", "Bd", "㍿", "٣٤٥", "٦", "EOT", "<EOT", ">/\r\n", "ABC"]}
+{"text": "<META_START>
fiåꟲ  ꟲ12345678ᵃ…-‍B'Dm>å#$%­/İ ß'ſ'llＡ.!!  /", "tokens": 53, "pieces": ["<META", "_START", ">", "
fia", "̊ꟲ", " ", " ꟲ", "123", "456", "78", "ᵃ", "…", "-‍", "B", "'D", "m", ">a", "̊#$%­/", "İ", " ß", "'ſ", "'ll", "Ａ", ".!!", " ", " /"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "عꟲ​/\r\n　s🙂'VE👍🏽٣٤٥٦0Džungla㋿/\r\nAb㋿'TDž/0Ａ३٣٤٥٦漢ß9ꟲ", "tokens": 64, "pieces": ["عꟲ", "​/\r\n", "　s", "🙂'", "VE", "👍🏽", "٣٤٥", "٦0", "Džungla", "㋿/\r\n", "Ab", "㋿'", "TDž", "/", "0", "Ａ", "३٣٤", "٥٦", "漢ß", "9", "ꟲ"]}
+{"text": "'ſ/!!漢/\r\nm👍🏽sfi9ſ\r\n👍🏽's\t!!३camelCaseſfi\rꟲ😀🏽>ś㍿éAb \n ,\t㋿", "tokens": 63, "pieces": ["'ſ", "/!!", "漢", "/\r\n", "m", "👍🏽", "sfi", "9", "ſ", "\r\n", "👍🏽'", "s", "\t", "!!", "३", "camelCaseſfi", "\r", "ꟲ", "😀🏽>", "s", "́㍿", "éAb", " \n", " ,", "\t", "㋿"]}
+{"text": "camelCase'llⅣe　>12345678\r\n \n ㍿㍿'VEcamelCase​ABC'res𐞁漢ḍ̇ ", "tokens": 40, "pieces": ["camelCase", "'ll", "Ⅳ", "e", "　", ">", "123", "456", "78", "\r\n \n", " ㍿㍿'", "VEcamelCase", "​ABC", "'re", "s𐞁漢ḋ", "̣", " "]}
+{"text": "eDžungla‍<|fim_prefix|><tåéDžß३́t-a\t…ḍ̇𐞁9/\r\nḍ̇👍🏽\u000b…İ
", "tokens": 58, "pieces": ["eDžungla", "‍<|", "fim", "_prefix", "|><", "ta", "̊e", "́Džß", "३", "́t", "-a", "\t", "…ḋ", "̣𐞁", "9", "/\r\n", "ḋ", "̣👍🏽", "\u000b", "…İ", "
"]}
+{"text": "'ll　dm/\r\nDž́𐞁<|fim_prefix|>\n/😀🏽́Dž字\n字\r(Z", "tokens": 32, "pieces": ["'ll", "　dm", "/\r\n", "Dž", "́𐞁", "<|", "fim", "_prefix", "|>\n", "/😀🏽́", "Dž字", "\n", "字", "\r", "(Z"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "٣٤٥٦'T​🙂s​!
'DžHTTPServerZḍ̇\u000b'ſ!'M　\u000ba/b​👍🏽-​éDžunglaB   \n,/ᵃ३", "tokens": 60, "pieces": ["٣٤٥", "٦", "'T", "​🙂", "s", "​!", "
", "'DžHTTPServerZḋ", "̣", "\u000b", "'ſ", "!'", "M", "　", "\u000ba", "/b", "​👍🏽-​", "éDžunglaB", "   \n", ",/", "ᵃ", "३"]}
+{"text": "🙂é\r(
'T>12345678­ 'll  Ａ́\reaBḍ̇ \n 'VEdé(Z<‍Ⅳ<EOT>ꟲ/😀🏽😀🏽'VE\u000bDž\r\tå𐞁", "tokens": 68, "pieces": ["🙂é", "\r", "(", "
", "'T", ">", "123", "456", "78", "­", " '", "ll", " ", " Ａ", "́\r", "eaBḋ", "̣", " \n", " '", "VEdé", "(Z", "<‍", "Ⅳ", "<EOT", ">ꟲ", "/😀🏽😀🏽'", "VE", "\u000bDž", "\r", "\ta", "̊𐞁"]}
+{"text": "\u000b\n/'Mſ'ſ'd", "tokens": 10, "pieces": ["\u000b\n", "/'", "Mſ", "'ſ", "'d"]}
+{"text": "<|fim_prefix|>Dž><|fim_prefix|>   \n/\r\naiOŚİ\r\n\r'M/\rå'ſ'Tع\n ᵃعABC'Re", "tokens": 42, "pieces": ["<|", "fim", "_prefix", "|>", "Dž", "><|", "fim", "_prefix", "|>", "   \n", "/\r\n", "aiOS", "́İ", "\r\n\r", "'M", "/\r", "a", "̊'", "ſ", "'T", "ع", "\n", " ᵃعABC", "'Re"]}
+{"text": "HTTPServerB<EOT>३EOTⅣtm12345678'll!!", "tokens": 18, "pieces": ["HTTPServerB", "<EOT", ">", "३", "EOT", "Ⅳ", "tm", "123", "456", "78", "'ll", "!!"]}
+{"text": "EOTcamelCase
३å🙂m-\u000b🙂9Ab٣٤٥٦\u000bDžungla㍿!!iOS\n/<|endoftext|>'TaB٣٤٥٦/\r\n\r\n'sa/b…fi<|fim_prefix|>\n‍EOT", "tokens": 75, "pieces": ["EOTcamelCase", "
", "३", "a", "̊🙂", "m", "-", "\u000b", "🙂", "9", "Ab", "٣٤٥", "٦", "\u000bDžungla", "㍿!!", "iOS", "\n", "/<|", "endoftext", "|>'", "TaB", "٣٤٥", "٦", "/\r\n\r\n", "'s", "a", "/b", "…fi", "<|", "fim", "_prefix", "|>\n", "‍EOT"]}
+{"text": "DžunglaABC𐞁\r /\r\n𐞁 \n t👍🏽Ab'sdméé9'M!!é…ꟲ\t-/\r\n'éé", "tokens": 44, "pieces": ["DžunglaABC𐞁", "\r", " /\r\n", "𐞁", " \n", " t", "👍🏽", "Ab", "'s", "dméé", "9", "'M", "!!", "é", "…ꟲ", "\t", "-/\r\n", "'ée", "́"]}
+{"text": "ß,ᵃs\r\n
B<9'll \n <EOT>🙂é9Z
>iOS<|endoftext|>\r漢ß<|endoftext|>👍🏽٣٤٥٦㋿", "tokens": 63, "pieces": ["ß", ",ᵃs", "\r\n", "
B", "<", "9", "'ll", " \n", " <", "EOT", ">🙂", "e", "́", "9", "Z", "
", ">iOS", "<|", "endoftext", "|>\r", "漢ß", "<|", "endoftext", "|>👍🏽", "٣٤٥", "٦", "㋿"]}
+{"text": "camelCase'Re,t'rem'ſꟲ🙂<META_START>\r\nſ　<META_START>👍🏽fi\r/iOSZ(", "tokens": 38, "pieces": ["camelCase", "'Re", ",t", "'re", "m", "'ſ", "ꟲ", "🙂<", "META", "_START", ">\r\n", "ſ", "　", "<META", "_START", ">👍🏽", "fi", "\r", "/iOSZ", "("]}
+{"text": "'re'VE'/\r\n#$%Ⅳ\r\n'DZfiعEOT'Re
t　字😀🏽<|endoftext|>", "tokens": 35, "pieces": ["'re", "'VE", "'/\r\n", "#$%", "Ⅳ", "\r\n", "'D", "ZfiعEOT", "'Re", "
t", "　字", "😀🏽<|", "endoftext", "|>"]}
+{"text": "éHTTPServerᵃ👍🏽\r\n\r\n<Ⅳ're\"0\u000b9<EOT>👍🏽​ع! ­'T\r\n\r\n ३'VE<|fim_prefix|>​\n/‍\n0\u000b٣٤٥٦Džungla", "tokens": 71, "pieces": ["e", "́HTTPServerᵃ", "👍🏽\r\n\r\n", "<", "Ⅳ", "'re", "\"", "0", "\u000b", "9", "<EOT", ">👍🏽​", "ع", "!", " ", "­'", "T", "\r\n\r\n", " ", "३", "'VE", "<|", "fim", "_prefix", "|>​\n", "/‍\n", "0", "\u000b", "٣٤٥", "٦", "Džungla"]}
+{"text": "'　..!0eſB \n ㋿'ſ's'T'漢\r\nZ\n/Abaé  dAbEOT<|endoftext|>́👍🏽", "tokens": 48, "pieces": ["'", "　", "..!", "0", "eſB", " \n", " ㋿'", "ſ", "'s", "'T", "'漢", "\r\n", "Z", "\n", "/Abae", "́", " ", " dAbEOT", "<|", "endoftext", "|>́👍🏽"]}
+{"text": "'M/\r\nZHTTPServer　<ᵃ \n e\n/fi.d9fi㋿'M字camelCasemd/👍🏽Ⅳ㍿字é😀🏽\r\r\t'T'll", "tokens": 54, "pieces": ["'M", "/\r\n", "ZHTTPServer", "　", "<ᵃ", " \n", " e", "\n", "/fi", ".d", "9", "fi", "㋿'", "M字camelCasemd", "/👍🏽", "Ⅳ", "㍿字e", "́😀🏽\r\r", "\t", "'T", "'ll"]}
+{"text": "<dᵃ👍🏽ꟲ0'VE'TB <|endoftext|>🙂ᵃ9ḍ̇‍AbⅣ३߅ſ\"", "tokens": 48, "pieces": ["<dᵃ", "👍🏽", "ꟲ", "0", "'VE", "'T", "B", " <|", "endoftext", "|>🙂", "ᵃ", "9", "ḋ", "̣‍", "Ab", "Ⅳ३", "ß", "…ſ", "\""]}
+{"text": "­𐞁EOTDžHTTPServerEOTعa\r\n\r\n", "tokens": 16, "pieces": ["­𐞁EOTDžHTTPServerEOTعa", "\r\n\r\n"]}
+{"text": "éع!", "tokens": 3, "pieces": ["éع", "!"]}
+{"text": "åaDžungla<META_START>acamelCase   \n'D㋿/\r\n'sfí\n(\r!!EOTfi#$%iOS's'👍🏽(eEOT漢camelCase'S<\"㋿\r\n\u000b'T ", "tokens": 61, "pieces": ["a", "̊aDžungla", "<META", "_START", ">acamelCase", "   \n", "'D", "㋿/\r\n", "'s", "fi", "́\n", "(\r", "!!", "EOTfi", "#$%", "iOS", "'s", "'👍🏽(", "eEOT漢camelCase", "'S", "<\"㋿\r\n", "\u000b", "'T", " "]}
+{"text": "\n\r\na/bAb\r
字­ſEOT漢0Ａ", "tokens": 19, "pieces": ["\n\r\n", "a", "/bAb", "\r", "
字", "­ſEOT漢", "0", "Ａ"]}
+{"text": "ꟲs​ſ\t ́'ReaBaDž/'ReéⅣAbficamelCase𐞁aå\r\n\r\n<|endoftext|>İ\t \n m\u000b", "tokens": 46, "pieces": ["ꟲs", "​ſ", "\t", " ́'", "ReaBaDž", "/'", "Ree", "́", "Ⅳ", "AbficamelCase𐞁aa", "̊\r\n\r\n", "<|", "endoftext", "|>", "İ", "\t \n", " m", "\u000b"]}
+{"text": "㍿(iOS\n/ᵃ㋿ #$%aİétaB  👍🏽Ａ!!('ll#$%!!HTTPServerᵃ́　HTTPServer‍'re", "tokens": 48, "pieces": ["㍿(", "iOS", "\n", "/ᵃ", "㋿", " ", "#$%", "aİétaB", " ", " 👍🏽", "Ａ", "!!('", "ll", "#$%!!", "HTTPServerᵃ", "́", "　HTTPServer", "‍'", "re"]}
+{"text": "३Ⅳ!!camelCase'reaAbå​\r👍🏽 😀🏽́ḍ̇ⅣⅣ", "tokens": 37, "pieces": ["३Ⅳ", "!!", "camelCase", "'re", "aAba", "̊​\r", "👍🏽", " ", "😀🏽́", "ḋ", "̣", "ⅣⅣ"]}
+{"text": "İ9mＡ㍿　\u000b\r\n\r\n<|endoftext|>Z'M'Reİ \n mZ🙂m12345678Ⅳ😀🏽<EOT>٣٤٥٦\"12345678EOT(EOTB0\n𐞁😀🏽t'llå", "tokens": 75, "pieces": ["İ", "9", "mＡ", "㍿", "　\u000b\r\n\r\n", "<|", "endoftext", "|>", "Z", "'M", "'Re", "İ", " \n", " mZ", "🙂m", "123", "456", "78Ⅳ", "😀🏽<", "EOT", ">", "٣٤٥", "٦", "\"", "123", "456", "78", "EOT", "(EOTB", "0", "\n", "𐞁", "😀🏽", "t", "'ll", "a", "̊"]}
+{"text": "'re'res!'s'll'D'Reé漢''ſ 'Re \n aB\r", "tokens": 20, "pieces": ["'re", "'re", "s", "!'", "s", "'ll", "'D", "'Re", "é漢", "''", "ſ", " '", "Re", " \n", " aB", "\r"]}
+{"text": ">   \ń­\r\n\r\n12345678/…HTTPServerᵃm<EOT>\n  'T…,ſ\n/ꟲ/\r\n \n<EOT>å㋿.DžunglaHTTPServerᵃ\t<EOT>", "tokens": 57, "pieces": [">", "   \n", "́­\r\n\r\n", "123", "456", "78", "/", "…HTTPServerᵃm", "<EOT", ">\n", " ", " '", "T", "…", ",ſ", "\n", "/ꟲ", "/\r\n", " \n", "<EOT", ">a", "̊㋿.", "DžunglaHTTPServerᵃ", "\t", "<EOT", ">"]}
+{"text": ">å,camelCasesＡ字Z<|fim_prefix|>s🙂fi're'iOS\n/𐞁­m'VE'D'ſ🙂½", "tokens": 42, "pieces": [">a", "̊,", "camelCasesＡ字Z", "<|", "fim", "_prefix", "|>", "s", "🙂fi", "'re", "'iOS", "\n", "/𐞁", "­m", "'VE", "'D", "'ſ", "🙂", "½"]}
+{"text": "\r\n\r\n\"!!　fi'S🙂0İ0\u000b👍🏽('S\"EOT", "tokens": 23, "pieces": ["\r\n\r\n", "\"!!", "　fi", "'S", "🙂", "0", "İ", "0", "\u000b", "👍🏽('", "S", "\"EOT"]}
+{"text": "ꟲ🙂/\r\nå912345678㍿३ABCſع\n'Tİ'T/\r\n/<EOT>", "tokens": 30, "pieces": ["ꟲ", "🙂/\r\n", "a", "̊", "912", "345", "678", "㍿", "३", "ABCſع", "\n", "'T", "İ", "'T", "/\r\n", "/<", "EOT", ">"]}
+{"text": "(tB(<|fim_prefix|>'D\"'re㍿\rDž\r\n'reB.'ſ'M", "tokens": 25, "pieces": ["(tB", "(<|", "fim", "_prefix", "|>'", "D", "\"'", "re", "㍿\r", "Dž", "\r\n", "'re", "B", ".'", "ſ", "'M"]}
+{"text": "'漢iOS\n/   \néd漢,é\r\"m\rſDžunglaaBéß(İ漢!!ſع\r,  'SDžungla camelCase", "tokens": 46, "pieces": ["'漢iOS", "\n", "/", "   \n", "éd漢", ",é", "\r", "\"m", "\r", "ſDžunglaaBéß", "(İ漢", "!!", "ſع", "\r", ",", " ", " '", "SDžungla", " camelCase"]}
+{"text": "t(12345678dEOT👍🏽", "tokens": 14, "pieces": ["t", "(", "123", "456", "78", "dEOT", "👍🏽"]}
+{"text": "ꟲ字🙂s", "tokens": 7, "pieces": ["ꟲ字", "🙂s"]}
+{"text": "Abå\r\n\r\nDžungla<|endoftext|>Ａ're'DⅣéaB!aBZiOS,\rDžungla#$%Ａ0e\n ́Ⅳ\r\n\n/🙂.㋿iOS", "tokens": 57, "pieces": ["Aba", "̊\r\n\r\n", "Džungla", "<|", "endoftext", "|>", "Ａ", "'re", "'D", "Ⅳ", "e", "́aB", "!aBZiOS", ",\r", "Džungla", "#$%", "Ａ", "0", "e", "\n", " ", "́", "Ⅳ", "\r\n\n", "/🙂.㋿", "iOS"]}
+{"text": "'T½漢>éḍ̇'re#$%<EOT>a/bdB'S", "tokens": 22, "pieces": ["'T", "½", "漢", ">e", "́ḋ", "̣'", "re", "#$%<", "EOT", ">a", "/bdB", "'S"]}
+{"text": "0'\r\n\r\n", "tokens": 2, "pieces": ["0", "'\r\n\r\n"]}
+{"text": "'T٣٤٥٦12345678/  ,㍿\"'TBⅣ㍿", "tokens": 25, "pieces": ["'T", "٣٤٥", "٦12", "345", "678", "/", " ", " ,㍿\"'", "TB", "Ⅳ", "㍿"]}
+{"text": "m!<|endoftext|>.é🙂> 'ſ \n !!å", "tokens": 21, "pieces": ["m", "!<|", "endoftext", "|>.", "e", "́🙂>", " '", "ſ", " \n", " !!", "a", "̊"]}
+{"text": "t-\r\n\r\nDž‍", "tokens": 7, "pieces": ["t", "-\r\n\r\n", "Dž", "‍"]}
+{"text": "<|endoftext|>\r\n\r\nſ　'D(​Džungla‍EOT<META_START>İ  9B. \n camelCase!!t…>…'ll'Mḍ̇­EOT.½\t\u000b", "tokens": 55, "pieces": ["<|", "endoftext", "|>\r\n\r\n", "ſ", "　", "'D", "(​", "Džungla", "‍EOT", "<META", "_START", ">İ", " ", " ", "9", "B", ".", " \n", " camelCase", "!!", "t", "…", ">", "…", "'ll", "'M", "ḋ", "̣­", "EOT", ".", "½", "\t\u000b"]}
+{"text": "iOS٣٤٥٦\tt/\r\nᵃ<META_START><|fim_prefix|>.Ⅳ👍🏽🙂12345678\u000bmDžB/\r\n", "tokens": 43, "pieces": ["iOS", "٣٤٥", "٦", "\tt", "/\r\n", "ᵃ", "<META", "_START", "><|", "fim", "_prefix", "|>.", "Ⅳ", "👍🏽🙂", "123", "456", "78", "\u000bmDžB", "/\r\n"]}
+{"text": ".\r\nＡ<́9d's　'll😀🏽é\r\n\r\n aB\rZcamelCase'sm>0<|endoftext|>s'reABC'Reḍ̇‍\r\n\r\n字Džungla\t\u000ba/bAb", "tokens": 56, "pieces": [".\r\n", "Ａ", "<́", "9", "d", "'s", "　", "'ll", "😀🏽", "é", "\r\n\r\n", " aB", "\r", "ZcamelCase", "'s", "m", ">", "0", "<|", "endoftext", "|>", "s", "'re", "ABC", "'Re", "ḋ", "̣‍\r\n\r\n", "字Džungla", "\t", "\u000ba", "/bAb"]}
+{"text": " !漢fiEOT㍿a/bm'ree\r\n\r\n!!<|endoftext|>\nع…", "tokens": 27, "pieces": [" !", "漢fiEOT", "㍿a", "/bm", "'re", "e", "\r\n\r\n", "!!<|", "endoftext", "|>\n", "ع", "…"]}
+{"text": "s​\n/å,漢\u000b", "tokens": 10, "pieces": ["s", "​\n", "/a", "̊,", "漢", "\u000b"]}
+{"text": "字٣٤٥٦'ſßſ/\r\na/bꟲ!!'T<|endoftext|>🙂å\r\n\r\naå", "tokens": 40, "pieces": ["字", "٣٤٥", "٦", "'ſ", "ßſ", "/\r\n", "a", "/bꟲ", "!!'", "T", "<|", "endoftext", "|>🙂", "a", "̊\r\n\r\n", "aa", "̊"]}
+{"text": "ZaB  >٣٤٥٦<|endoftext|>'llB\rZ(<|endoftext|>HTTPServerEOT>0😀🏽'D'T(HTTPServer,ß   \n　a/bⅣ\u000baB B\r\n/'llße", "tokens": 63, "pieces": ["ZaB", " ", " >", "٣٤٥", "٦", "<|", "endoftext", "|>'", "llB", "\r", "Z", "(<|", "endoftext", "|>", "HTTPServerEOT", ">", "0", "😀🏽'", "D", "'T", "(HTTPServer", ",ß", "   \n", "　a", "/b", "Ⅳ", "\u000baB", " B", "\r\n", "/'", "llße"]}
+{"text": "s'", "tokens": 2, "pieces": ["s", "'"]}
+{"text": "<|endoftext|>e\n­'llé!12345678ſ'S're-𐞁٣٤٥٦\r\n\n ('sᵃ", "tokens": 40, "pieces": ["<|", "endoftext", "|>", "e", "\n", "­'", "lle", "́!", "123", "456", "78", "ſ", "'S", "'re", "-𐞁", "٣٤٥", "٦", "\r\n\n", " ('", "sᵃ"]}
+{"text": "DžunglaDžungla(-  a/b👍🏽\n .👍🏽0ع\n!!'ReéiOS  ­   \naB　", "tokens": 42, "pieces": ["DžunglaDžungla", "(-", " ", " a", "/b", "👍🏽\n", " ", ".👍🏽", "0", "ع", "\n", "!!'", "Ree", "́iOS", " ", " ­", "   \n", "aB", "　"]}
+{"text": "å#$%a ḍ̇å'VE'S‍<漢‍<😀🏽\r\n'S\t. \tiOSAb   \ns's٣٤٥٦'ll/\r\nع.ḍ̇'Re 9a/bAbABC'S", "tokens": 68, "pieces": ["a", "̊#$%", "a", " ḋ", "̣a", "̊'", "VE", "'S", "‍<", "漢", "‍<😀🏽\r\n", "'S", "\t", ".", " ", "\tiOSAb", "   \n", "s", "'s", "٣٤٥", "٦", "'ll", "/\r\n", "ع", ".ḋ", "̣'", "Re", " ", "9", "a", "/bAbABC", "'S"]}
+{"text": "t!'Refis\t'ſ#$%\r\na  Dž㍿0\r\n\r\nİ12345678ABCß字㋿HTTPServer𐞁Dž!!(", "tokens": 42, "pieces": ["t", "!'", "Refis", "\t", "'ſ", "#$%\r\n", "a", " ", " Dž", "㍿", "0", "\r\n\r\n", "İ", "123", "456", "78", "ABCß字", "㋿HTTPServer𐞁Dž", "!!("]}
+{"text": "٣٤٥٦३", "tokens": 10, "pieces": ["٣٤٥", "٦३"]}
+{"text": "ß  Ⅳ\n/'VE\r\nZ-#$%㋿🙂 \n   ㍿iOS \n 'T㋿ع'ReAb!́é", "tokens": 38, "pieces": ["ß", " ", " ", "Ⅳ", "\n", "/'", "VE", "\r\n", "Z", "-#$%㋿🙂", " \n", "  ", " ㍿", "iOS", " \n", " '", "T", "㋿ع", "'Re", "Ab", "!́", "e", "́"]}
+{"text": "'ſ-½\n   \niOSé　　>0/\r\n  /'sa'Re'\t\"!! B­عDž   \n9\té   \n", "tokens": 34, "pieces": ["'ſ", "-", "½", "\n   \n", "iOSe", "́", "　", "　", ">", "0", "/\r\n", " ", " /'", "sa", "'Re", "'", "\t", "\"!!", " B", "­عDž", "   \n", "9", "\té", "   \n"]}
+{"text": "0'TåAb", "tokens": 6, "pieces": ["0", "'T", "a", "̊Ab"]}
+{"text": "漢é<EOT>\r­Ab'ReᵃiOS!!ᵃſ<|fim_prefix|>𐞁  éß
<B‍㍿\n/HTTPServert३\r\n\r\ns\n'", "tokens": 54, "pieces": ["漢é", "<EOT", ">\r", "­Ab", "'Re", "ᵃiOS", "!!", "ᵃſ", "<|", "fim", "_prefix", "|>", "𐞁", " ", " e", "́ß", "
", "<B", "‍㍿\n", "/HTTPServert", "३", "\r\n\r\n", "s", "\n", "'"]}
+{"text": " 'S!!  'M,𐞁ß
'VEＡiOS‍0𐞁>.\r0'VE㍿'T­<|endoftext|>/!!", "tokens": 45, "pieces": [" '", "S", "!!", " ", " '", "M", ",𐞁ß", "
", "'VE", "ＡiOS", "‍", "0", "𐞁", ">.\r", "0", "'VE", "㍿'", "T", "­<|", "endoftext", "|>/!!"]}
+{"text": "HTTPServer!!a/bDž😀🏽DžⅣ<\tét\n/ \n <|fim_prefix|>AbaBé٣٤٥٦iOS'M𐞁३9! \n /
s", "tokens": 55, "pieces": ["HTTPServer", "!!", "a", "/bDž", "😀🏽", "Dž", "Ⅳ", "<", "\tét", "\n", "/", " \n", " <|", "fim", "_prefix", "|>", "AbaBé", "٣٤٥", "٦", "iOS", "'M", "𐞁", "३9", "!", " \n", " /", "
s"]}
+{"text": "HTTPServerＡ>'reḍ̇　\"'S\r\n\r\n漢aBＡ< \n <META_START>B/​­iOS­漢-a/baB​㍿㋿'ſ'S'VEß", "tokens": 52, "pieces": ["HTTPServerＡ", ">'", "reḋ", "̣", "　", "\"'", "S", "\r\n\r\n", "漢aBＡ", "<", " \n", " <", "META", "_START", ">B", "/​­", "iOS", "­漢", "-a", "/baB", "​㍿㋿'", "ſ", "'S", "'VE", "ß"]}
+{"text": "‍9ꟲ   \ńᵃfiİ㍿   \nfi'VEå​Ａᵃ0漢camelCase'reſAbEOT", "tokens": 42, "pieces": ["‍", "9", "ꟲ", "   \n", "́ᵃfiİ", "㍿", "   \n", "fi", "'VE", "a", "̊​", "Ａᵃ", "0", "漢camelCase", "'re", "ſAbEOT"]}
+{"text": "a/b'Tꟲ/\r\nABC<META_START>0字", "tokens": 14, "pieces": ["a", "/b", "'T", "ꟲ", "/\r\n", "ABC", "<META", "_START", ">", "0", "字"]}
+{"text": "'VE'VEᵃ𐞁'ſcamelCase‍<|endoftext|>s<EOT>å½İ", "tokens": 33, "pieces": ["'VE", "'VE", "ᵃ𐞁", "'ſ", "camelCase", "‍<|", "endoftext", "|>", "s", "<EOT", ">a", "̊", "½", "İ"]}
+{"text": "Dž'ſ!!ABC'lladé\r\n\r\n㍿Ab're", "tokens": 16, "pieces": ["Dž", "'ſ", "!!", "ABC", "'ll", "ade", "́\r\n\r\n", "㍿Ab", "'re"]}
+{"text": "ḍ̇", "tokens": 5, "pieces": ["ḋ", "̣"]}
+{"text": "HTTPServers<META_START>\nꟲ🙂>a㍿", "tokens": 16, "pieces": ["HTTPServers", "<META", "_START", ">\n", "ꟲ", "🙂>", "a", "㍿"]}
+{"text": "😀🏽Ab/\r\n!ß㍿<META_START> 'ſ  \n/.<m HTTPServer😀🏽  ", "tokens": 31, "pieces": ["😀🏽", "Ab", "/\r\n", "!ß", "㍿<", "META", "_START", ">", " '", "ſ", "  \n", "/.<", "m", " HTTPServer", "😀🏽", "  "]}
+{"text": "'ſ'llaBᵃ\n/", "tokens": 11, "pieces": ["'ſ", "'ll", "aBᵃ", "\n", "/"]}
+{"text": "½ \n ​-0字å   \n.'ſ٣٤٥٦Dž9   \n'ſ'Rea😀🏽 \t…t漢#$%Ab🙂ḍ̇", "tokens": 52, "pieces": ["½", " \n", " ​-", "0", "字a", "̊", "   \n", ".'", "ſ", "٣٤٥", "٦", "Dž", "9", "   \n", "'ſ", "'Re", "a", "😀🏽", " \t", "…t漢", "#$%", "Ab", "🙂ḋ", "̣"]}
+{"text": "<META_START>EOTⅣ9", "tokens": 8, "pieces": ["<META", "_START", ">EOT", "Ⅳ9"]}
+{"text": "EOT,\r<|endoftext|>😀🏽३!Bİ‍ᵃiOSعAb　ᵃ'ſ/<|endoftext|>　ḍ̇İ'ſᵃ'M/ꟲ😀🏽ع\r'red!<|endoftext|><EOT>㍿aB", "tokens": 85, "pieces": ["EOT", ",\r", "<|", "endoftext", "|>😀🏽", "३", "!Bİ", "‍ᵃiOSعAb", "　ᵃ", "'ſ", "/<|", "endoftext", "|>", "　ḋ", "̣İ", "'ſ", "ᵃ", "'M", "/ꟲ", "😀🏽", "ع", "\r", "'re", "d", "!<|", "endoftext", "|><", "EOT", ">㍿", "aB"]}
+{"text": " éſd,<|endoftext|>å12345678Džt!!\nعa<EOT>😀🏽EOT­\"'s½…'Ⅳ­'D \n ,'ſ\n-fi0", "tokens": 55, "pieces": [" éſd", ",<|", "endoftext", "|>", "a", "̊", "123", "456", "78", "Džt", "!!\n", "عa", "<EOT", ">😀🏽", "EOT", "­\"'", "s", "½", "…", "'", "Ⅳ", "­'", "D", " \n", " ,'", "ſ", "\n", "-fi", "0"]}
+{"text": "<|fim_prefix|>", "tokens": 7, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "/m<META_START>EOT​  ABC", "tokens": 9, "pieces": ["/m", "<META", "_START", ">EOT", "​", " ", " ABC"]}
+{"text": "\r\n\r\nfi  ½a/b㋿\"  \u000bZt's漢३é", "tokens": 23, "pieces": ["\r\n\r\n", "fi", " ", " ", "½", "a", "/b", "㋿\"", "  ", "\u000bZt", "'s", "漢", "३", "e", "́"]}
+{"text": "t…٣٤٥٦Z'Reİ", "tokens": 14, "pieces": ["t", "…", "٣٤٥", "٦", "Z", "'Re", "İ"]}
+{"text": "  'Re㍿😀🏽\"   \n㋿iOS(12345678İＡ½,‍🙂‍'S's.　…a/b-'sİ­<|fim_prefix|>İＡ", "tokens": 55, "pieces": [" ", " '", "Re", "㍿😀🏽\"", "   \n", "㋿iOS", "(", "123", "456", "78", "İＡ", "½", ",‍🙂‍'", "S", "'s", ".", "　", "…a", "/b", "-'", "sİ", "­<|", "fim", "_prefix", "|>", "İＡ"]}
+{"text": "a\r\n\r\nＡ​<|endoftext|>'s's'T३'M.sＡABCDž👍🏽Džungla\r\n𐞁Džunglaع\u000bEOT​'ll\r
HTTPServer🙂½", "tokens": 58, "pieces": ["a", "\r\n\r\n", "Ａ", "​<|", "endoftext", "|>'", "s", "'s", "'T", "३", "'M", ".sＡABCDž", "👍🏽", "Džungla", "\r\n", "𐞁Džunglaع", "\u000bEOT", "​'", "ll", "\r", "
HTTPServer", "🙂", "½"]}
+{"text": "Ⅳ٣٤٥٦'VE0#$%🙂9-#$%é!EOT𐞁ḍ̇e　fiAb", "tokens": 39, "pieces": ["Ⅳ٣٤", "٥٦", "'VE", "0", "#$%🙂", "9", "-#$%", "é", "!EOT𐞁ḋ", "̣e", "　fiAb"]}
+{"text": "👍🏽字/\r\nBDž   \n#$%\"eßß½\"", "tokens": 19, "pieces": ["👍🏽", "字", "/\r\n", "BDž", "   \n", "#$%\"", "eßß", "½", "\""]}
+{"text": "'T-'Re𐞁", "tokens": 7, "pieces": ["'T", "-'", "Re𐞁"]}
+{"text": "!!\r\n'Ret   \n\r\ns#$%Ⅳ<EOT>", "tokens": 14, "pieces": ["!!\r\n", "'Re", "t", "   \n\r\n", "s", "#$%", "Ⅳ", "<EOT", ">"]}
+{"text": "!!ſ𐞁👍🏽ABC\nḍ̇a/b<", "tokens": 23, "pieces": ["!!", "ſ𐞁", "👍🏽", "ABC", "\n", "ḋ", "̣a", "/b", "<"]}
+{"text": "å　DžunglaEOT!!ḍ̇-Ab>.'sdaB'reḍ̇\"d\r\n\r\n #$%Ａ\n/", "tokens": 38, "pieces": ["a", "̊", "　DžunglaEOT", "!!", "ḋ", "̣-", "Ab", ">.'", "sdaB", "'re", "ḋ", "̣\"", "d", "\r\n\r\n", " #$%", "Ａ", "\n", "/"]}
+{"text": "'M'ſABC'​👍🏽  ", "tokens": 14, "pieces": ["'M", "'ſ", "ABC", "'​👍🏽", "  "]}
+{"text": "\n'D'ſ/   \n'M­dḍ̇>㋿<|fim_prefix|>ᵃ漢\"   \n\r\n0​ſſ​-", "tokens": 42, "pieces": ["\n", "'D", "'ſ", "/", "   \n", "'M", "­dḋ", "̣>㋿<|", "fim", "_prefix", "|>", "ᵃ漢", "\"", "   \n\r\n", "0", "​ſſ", "​-"]}
+{"text": "Z'ſ'عᵃfi", "tokens": 11, "pieces": ["Z", "'ſ", "'عᵃfi"]}
+{"text": "ſ!'ſ/\r\n   \n𐞁eaB👍🏽́ da", "tokens": 22, "pieces": ["ſ", "!'", "ſ", "/\r\n", "   \n", "𐞁eaB", "👍🏽́", " da"]}
+{"text": "Ａ漢 12345678ḍ̇HTTPServer㍿\n/'Re\r\n\r\n‍B9ßaB'S!!👍🏽'M!!'llＡꟲ­👍🏽Dž9m½ع.字m\u000bＡ", "tokens": 66, "pieces": ["Ａ漢", " ", "123", "456", "78", "ḋ", "̣HTTPServer", "㍿\n", "/'", "Re", "\r\n\r\n", "‍B", "9", "ßaB", "'S", "!!👍🏽'", "M", "!!'", "llＡꟲ", "­👍🏽", "Dž", "9", "m", "½", "ع", ".字m", "\u000bＡ"]}
+{"text": "camelCasee \n ٣٤٥٦\u000b　ABC'T", "tokens": 17, "pieces": ["camelCasee", " \n", " ", "٣٤٥", "٦", "\u000b", "　ABC", "'T"]}
+{"text": "'s'Må\u000b ́Ab'T(‍", "tokens": 13, "pieces": ["'s", "'M", "a", "̊", "\u000b", " ́", "Ab", "'T", "(‍"]}
+{"text": "   \n\n/#$%ḍ̇'Re<META_START>'Ta/b㋿>ḍ̇  \u000bع'll'ſ
 \t<META_START>!३éＡ \n camelCasea/bå'ſB0B…< \n ,,a", "tokens": 67, "pieces": ["   \n\n", "/#$%", "ḋ", "̣'", "Re", "<META", "_START", ">'", "Ta", "/b", "㋿>", "ḋ", "̣", "  ", "\u000bع", "'ll", "'ſ", "
 ", "\t", "<META", "_START", ">!", "३", "éＡ", " \n", " camelCasea", "/ba", "̊'", "ſB", "0", "B", "…", "<", " \n", " ,,", "a"]}
+{"text": " \n …<|fim_prefix|>\"𐞁!㍿'ss", "tokens": 21, "pieces": [" \n", " ", "…", "<|", "fim", "_prefix", "|>\"", "𐞁", "!㍿'", "ss"]}
+{"text": "ᵃ😀🏽 é,…fi", "tokens": 16, "pieces": ["ᵃ", "😀🏽", " e", "́,", "…fi"]}
+{"text": "é're-\r\n", "tokens": 3, "pieces": ["é", "'re", "-\r\n"]}
+{"text": "12345678e½'M\rABC's㍿<\"𐞁éſ㋿👍🏽Ab　iOS'T\rⅣ('ll'llABCABCBiOS­>Ⅳ", "tokens": 47, "pieces": ["123", "456", "78", "e", "½", "'M", "\r", "ABC", "'s", "㍿<\"", "𐞁éſ", "㋿👍🏽", "Ab", "　iOS", "'T", "\r", "Ⅳ", "('", "ll", "'ll", "ABCABCBiOS", "­>", "Ⅳ"]}
+{"text": "\r<٣٤٥٦\"İ́", "tokens": 13, "pieces": ["\r", "<", "٣٤٥", "٦", "\"İ", "́"]}
+{"text": "<|fim_prefix|>.aBＡ𐞁é‍mAbABCå<META_START>é'reꟲaaBåDž字‍9!é'llＡ!\rDžᵃ'Ret", "tokens": 61, "pieces": ["<|", "fim", "_prefix", "|>.", "aBＡ𐞁e", "́‍", "mAbABCa", "̊<", "META", "_START", ">e", "́'", "reꟲaaBa", "̊Dž字", "‍", "9", "!e", "́'", "llＡ", "!\r", "Džᵃ", "'Re", "t"]}
+{"text": "fi0\n/<META_START>🙂camelCase<ᵃ𐞁<EOT>", "tokens": 23, "pieces": ["fi", "0", "\n", "/<", "META", "_START", ">🙂", "camelCase", "<ᵃ𐞁", "<EOT", ">"]}
+{"text": "​ß\r\nå漢å<META_START>\n/>< \n 'T३EOT'٣٤٥٦ABC漢t9s !!३", "tokens": 42, "pieces": ["​ß", "\r\n", "a", "̊漢a", "̊<", "META", "_START", ">\n", "/><", " \n", " '", "T", "३", "EOT", "'", "٣٤٥", "٦", "ABC漢t", "9", "s", " ", "!!", "३"]}
+{"text": "(d㍿　e.'s‍fi<META_START>åİ\nB/\r\n     \n­　(ß", "tokens": 27, "pieces": ["(d", "㍿", "　e", ".'", "s", "‍fi", "<META", "_START", ">a", "̊İ", "\n", "B", "/\r\n", "     \n", "­", "　", "(ß"]}
+{"text": "'VE\r\n!!🙂\r\nⅣB​Ab12345678#$%'TdDžſABC", "tokens": 23, "pieces": ["'VE", "\r\n", "!!🙂\r\n", "Ⅳ", "B", "​Ab", "123", "456", "78", "#$%'", "TdDžſABC"]}
+{"text": "𐞁're'sDžungladᵃ9\r­t-…/𐞁ḍ̇<\n(<META_START>𐞁aB字,   \nå\u000b<|fim_prefix|><|endoftext|>'​‍ꟲ", "tokens": 66, "pieces": ["𐞁", "'re", "'s", "Džungladᵃ", "9", "\r", "­t", "-", "…", "/𐞁ḋ", "̣<\n", "(<", "META", "_START", ">𐞁aB字", ",", "   \n", "a", "̊", "\u000b", "<|", "fim", "_prefix", "|><|", "endoftext", "|>'​‍", "ꟲ"]}
+{"text": "İ<META_START>'VE", "tokens": 6, "pieces": ["İ", "<META", "_START", ">'", "VE"]}
+{"text": "Ab …ꟲ٣٤٥٦­HTTPServer…<|fim_prefix|>ſ", "tokens": 29, "pieces": ["Ab", " ", "…ꟲ", "٣٤٥", "٦", "­HTTPServer", "…", "<|", "fim", "_prefix", "|>", "ſ"]}
+{"text": ">å\u000bＡABC,HTTPServerǻ-(½EOTZ'D🙂Džungla字ᵃİ👍🏽\t\n३🙂👍🏽m 'll'S\u000bſ<META_START>/\r\ncamelCase
", "tokens": 64, "pieces": [">a", "̊", "\u000bＡABC", ",HTTPServera", "̊́-(", "½", "EOTZ", "'D", "🙂Džungla字ᵃİ", "👍🏽", "\t\n", "३", "🙂👍🏽", "m", " ", "'ll", "'S", "\u000bſ", "<META", "_START", ">/\r\n", "camelCase", "
"]}
+{"text": " 'T\"'T<|endoftext|>9Dž/\r\nABC😀🏽éDž字>!!!HTTPServer  ㍿\r\n\r\n<META_START>HTTPServer٣٤٥٦'Re12345678Džungla½", "tokens": 59, "pieces": [" '", "T", "\"'", "T", "<|", "endoftext", "|>", "9", "Dž", "/\r\n", "ABC", "😀🏽", "e", "́Dž字", ">!!!", "HTTPServer", " ", " ㍿\r\n\r\n", "<META", "_START", ">HTTPServer", "٣٤٥", "٦", "'Re", "123", "456", "78", "Džungla", "½"]}
+{"text": "<|endoftext|>عAbⅣ\r\n\r\nméßⅣ\n/ABC𐞁ßſ<EOT>camelCase'M𐞁(ficamelCaseᵃiOSB\r\n\r\nſ½é'Saa", "tokens": 54, "pieces": ["<|", "endoftext", "|>", "عAb", "Ⅳ", "\r\n\r\n", "méß", "Ⅳ", "\n", "/ABC𐞁ßſ", "<EOT", ">camelCase", "'M", "𐞁", "(ficamelCaseᵃiOSB", "\r\n\r\n", "ſ", "½", "é", "'S", "aa"]}
+{"text": "a\r🙂'ree字<|endoftext|><EOT>aB­./漢", "tokens": 22, "pieces": ["a", "\r", "🙂'", "ree字", "<|", "endoftext", "|><", "EOT", ">aB", "­./", "漢"]}
+{"text": "Ａ٣٤٥٦'DZ'VE㋿mB/\r\n,   \n👍🏽Z㍿ßfi'T३\n/DžunglaDž('M…\n/9…\r", "tokens": 56, "pieces": ["Ａ", "٣٤٥", "٦", "'D", "Z", "'VE", "㋿mB", "/\r\n", ",", "   \n", "👍🏽", "Z", "㍿ßfi", "'T", "३", "\n", "/DžunglaDž", "('", "M", "…\n", "/", "9", "…\r"]}
+{"text": "'Se½fi٣٤٥٦३İ😀🏽 ,-́fia\n!<|fim_prefix|>fiAb!/Z.écamelCaseB½'D㋿HTTPServera'VEå漢", "tokens": 59, "pieces": ["'S", "e", "½", "fi", "٣٤٥", "٦३", "İ", "😀🏽", " ,-́", "fia", "\n", "!<|", "fim", "_prefix", "|>", "fiAb", "!/", "Z", ".écamelCaseB", "½", "'D", "㋿HTTPServera", "'VE", "a", "̊漢"]}
+{"text": "e👍🏽'­
\rsḍ̇ \r\n\r\n/\r\n/DžAb<|endoftext|>\r\nعⅣ
iOSfi\r\n👍🏽d३ Dž\r9tEOT½e#$%a/bDžungla", "tokens": 67, "pieces": ["e", "👍🏽'­", "
\r", "sḋ", "̣", " \r\n\r\n", "/\r\n", "/DžAb", "<|", "endoftext", "|>\r\n", "ع", "Ⅳ", "
iOSfi", "\r\n", "👍🏽", "d", "३", " Dž", "\r", "9", "tEOT", "½", "e", "#$%", "a", "/bDžungla"]}
+{"text": "́​'Re'D", "tokens": 5, "pieces": ["́​'", "Re", "'D"]}
+{"text": " \n …d㍿
<ꟲé.ع're're", "tokens": 20, "pieces": [" \n", " ", "…d", "㍿", "
", "<ꟲe", "́.", "ع", "'re", "'re"]}
+{"text": "å'DABC's'D𐞁<|endoftext|>́😀🏽,​\r\n\r\n<|endoftext|>ḍ̇e<EOT>​­<META_START>👍🏽aBéعaB'Reꟲ㍿", "tokens": 69, "pieces": ["a", "̊'", "DABC", "'s", "'D", "𐞁", "<|", "endoftext", "|>́😀🏽,​\r\n\r\n", "<|", "endoftext", "|>", "ḋ", "̣e", "<EOT", ">​­<", "META", "_START", ">👍🏽", "aBéعaB", "'Re", "ꟲ", "㍿"]}
+{"text": "9 ३́/\r\n\t", "tokens": 7, "pieces": ["9", " ", "३", "́/\r\n", "\t"]}
+{"text": "'re'字!é'ſaB漢٣٤٥٦'Re٣٤٥٦é", "tokens": 31, "pieces": ["'re", "'字", "!e", "́'", "ſaB漢", "٣٤٥", "٦", "'Re", "٣٤٥", "٦", "é"]}
+{"text": "́a/b\u000b\r\n\r\n!!é 12345678'll\t,Ab'Sſſm-.\n/a/bAbⅣ<|fim_prefix|>/\r\n(>mcamelCase#$%a/b\t'HTTPServer>漢\t", "tokens": 54, "pieces": ["́a", "/b", "\u000b\r\n\r\n", "!!", "e", "́", " ", "123", "456", "78", "'ll", "\t", ",Ab", "'S", "ſſm", "-.\n", "/a", "/bAb", "Ⅳ", "<|", "fim", "_prefix", "|>/\r\n", "(>", "mcamelCase", "#$%", "a", "/b", "\t", "'HTTPServer", ">漢", "\t"]}
+{"text": "عdＡBs'dcamelCase/\"DžunglaaBt𐞁<EOT>>'ſ12345678aBZ.<META_START>#$%éꟲ½\u000bs<<EOT>", "tokens": 50, "pieces": ["عdＡBs", "'d", "camelCase", "/\"", "DžunglaaBt𐞁", "<EOT", ">>'", "ſ", "123", "456", "78", "aBZ", ".<", "META", "_START", ">#$%", "e", "́ꟲ", "½", "\u000bs", "<<", "EOT", ">"]}
+{"text": "9t<|fim_prefix|>́\n/-12345678dꟲ<|endoftext|>ſa'M½٣٤٥٦ \n    \n३d>d", "tokens": 44, "pieces": ["9", "t", "<|", "fim", "_prefix", "|>́\n", "/-", "123", "456", "78", "dꟲ", "<|", "endoftext", "|>", "ſa", "'M", "½٣٤", "٥٦", " \n    \n", "३", "d", ">d"]}
+{"text": "\ta/bİ٣٤٥٦<|fim_prefix|>é漢>'Sſ<\t'D\u000bAb<|endoftext|>tḍ̇'MéDž   \nḍ̇漢ᵃDžunglá", "tokens": 64, "pieces": ["\ta", "/bİ", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "é漢", ">'", "Sſ", "<", "\t", "'D", "\u000bAb", "<|", "endoftext", "|>", "tḋ", "̣'", "MéDž", "   \n", "ḋ", "̣漢ᵃDžungla", "́"]}
+{"text": "ſ'T/!aBaEOT३aB'Re/\"a/bſ", "tokens": 19, "pieces": ["ſ", "'T", "/!", "aBaEOT", "३", "aB", "'Re", "/\"", "a", "/bſ"]}
+{"text": "'T.!Z
t漢ᵃ\r\n\r\n9👍🏽/\r\na/bع\réſZZ'Re,", "tokens": 30, "pieces": ["'T", ".!", "Z", "
t漢ᵃ", "\r\n\r\n", "9", "👍🏽/\r\n", "a", "/bع", "\r", "éſZZ", "'Re", ","]}
+{"text": "ABC<EOT>EOT>/\r\n'D're", "tokens": 9, "pieces": ["ABC", "<EOT", ">EOT", ">/\r\n", "'D", "'re"]}
+{"text": "<EOT>dſ9HTTPServerEOTꟲ/", "tokens": 14, "pieces": ["<EOT", ">dſ", "9", "HTTPServerEOTꟲ", "/"]}
+{"text": "00ådDžungla'👍🏽…Dž're<\u000bZiOS𐞁'ſ'VEé9s<EOT>'DDž  Ａ<|fim_prefix|>'T𐞁\n/ß s'M('ſ", "tokens": 66, "pieces": ["00", "a", "̊dDžungla", "'👍🏽", "…Dž", "'re", "<", "\u000bZiOS𐞁", "'ſ", "'VE", "é", "9", "s", "<EOT", ">'", "DDž", " ", " Ａ", "<|", "fim", "_prefix", "|>'", "T𐞁", "\n", "/ß", " s", "'M", "('", "ſ"]}
+{"text": "　ḍ̇", "tokens": 6, "pieces": ["　ḋ", "̣"]}
+{"text": "'s㍿　0aB\tHTTPServerEOTfi🙂  dé́  'D!!\r\n\r\nt'M\r\nåDž.\n/HTTPServer", "tokens": 37, "pieces": ["'s", "㍿", "　", "0", "aB", "\tHTTPServerEOTfi", "🙂", " ", " dé", "́", " ", " '", "D", "!!\r\n\r\n", "t", "'M", "\r\n", "a", "̊Dž", ".\n", "/HTTPServer"]}
+{"text": ">'S\n/Ａ'StEOT㍿३(å👍🏽\r/\r\n'll'M'/\r\n\r\n\r\n\r\n(.'D​  <EOT>　😀🏽ᵃ🙂<META_START>!!Ａſ   \nB　", "tokens": 62, "pieces": [">'", "S", "\n", "/Ａ", "'S", "tEOT", "㍿", "३", "(a", "̊👍🏽\r", "/\r\n", "'ll", "'M", "'/\r\n\r\n\r\n\r\n", "(.'", "D", "​", " ", " <", "EOT", ">", "　", "😀🏽", "ᵃ", "🙂<", "META", "_START", ">!!", "Ａſ", "   \n", "B", "　"]}
+{"text": "­é", "tokens": 2, "pieces": ["­é"]}
+{"text": "<|fim_prefix|>\t𐞁字fi
", "tokens": 17, "pieces": ["<|", "fim", "_prefix", "|>", "\t𐞁字fi", "
"]}
+{"text": ",ᵃ字aBa/bZABC字'漢­👍🏽字0,字 <|fim_prefix|>eABC㍿aB
", "tokens": 42, "pieces": [",ᵃ字aBa", "/bZABC字", "'漢", "­👍🏽", "字", "0", ",字", " ", "<|", "fim", "_prefix", "|>", "eABC", "㍿aB", "
"]}
+{"text": "㋿३'S   \n'siOS\n/٣٤٥٦camelCase'ſ­Ab'SＡaBsé", "tokens": 32, "pieces": ["㋿", "३", "'S", "   \n", "'s", "iOS", "\n", "/", "٣٤٥", "٦", "camelCase", "'ſ", "­Ab", "'S", "ＡaBsé"]}
+{"text": "漢!>'scamelCasé", "tokens": 8, "pieces": ["漢", "!>'", "scamelCase", "́"]}
+{"text": "-9Džunglaåm/e'M-Ab<B-EOTꟲ३́aB\t🙂\"<EOT>\u000b   \nＡᵃ\u000b", "tokens": 40, "pieces": ["-", "9", "Džunglaa", "̊m", "/e", "'M", "-Ab", "<B", "-EOTꟲ", "३", "́aB", "\t", "🙂\"<", "EOT", ">", "\u000b   \n", "Ａᵃ", "\u000b"]}
+{"text": " (camelCase　-#$%'Ta99!é#$%\n/'Dé㋿Džungla
\r\n\r\nᵃ<|fim_prefix|>aB㍿-　　\r\n/<META_START>​\n\r\n\r\neABCa/b
", "tokens": 58, "pieces": [" (", "camelCase", "　", "-#$%'", "Ta", "99", "!e", "́#$%\n", "/'", "De", "́㋿", "Džungla", "
\r\n\r\n", "ᵃ", "<|", "fim", "_prefix", "|>", "aB", "㍿-", "　　\r\n", "/<", "META", "_START", ">​\n\r\n\r\n", "eABCa", "/b", "
"]}
+{"text": "​é😀🏽ḍ̇Dž.\r\n\r\n's½\u000b'T́", "tokens": 20, "pieces": ["​é", "😀🏽", "ḋ", "̣Dž", ".\r\n\r\n", "'s", "½", "\u000b", "'T", "́"]}
+{"text": ">å(
<㋿'s٣٤٥٦-(a/b#$%İ'll#$%'T'S\"", "tokens": 32, "pieces": [">a", "̊(", "
", "<㋿'", "s", "٣٤٥", "٦", "-(", "a", "/b", "#$%", "İ", "'ll", "#$%'", "T", "'S", "\""]}
+{"text": "\r\nḍ̇\r\n12345678 \n (Ⅳd<|endoftext|>ABC'll…éDžZ'll‍­'T\u000b0­ \n ٣٤٥٦(éＡEOTeå!́𐞁ḍ̇…m<|endoftext|>", "tokens": 79, "pieces": ["\r\n", "ḋ", "̣\r\n", "123", "456", "78", " \n", " (", "Ⅳ", "d", "<|", "endoftext", "|>", "ABC", "'ll", "…éDžZ", "'ll", "‍­'", "T", "\u000b", "0", "­", " \n", " ", "٣٤٥", "٦", "(éＡEOTea", "̊!́", "𐞁ḋ", "̣", "…m", "<|", "endoftext", "|>"]}
+{"text": "é  'ſ㋿Z'VE<|fim_prefix|>\n/12345678'Re
s<㋿eᵃ\t漢\r\n\r\n漢ᵃ\r\n12345678ᵃ­åsZⅣ", "tokens": 59, "pieces": ["e", "́", " ", " '", "ſ", "㋿Z", "'VE", "<|", "fim", "_prefix", "|>\n", "/", "123", "456", "78", "'Re", "
s", "<㋿", "eᵃ", "\t漢", "\r\n\r\n", "漢ᵃ", "\r\n", "123", "456", "78", "ᵃ", "­a", "̊sZ", "Ⅳ"]}
+{"text": "𐞁𐞁½'s", "tokens": 10, "pieces": ["𐞁𐞁", "½", "'s"]}
+{"text": "/\r\n ", "tokens": 2, "pieces": ["/\r\n", " "]}
+{"text": "漢>0're", "tokens": 5, "pieces": ["漢", ">", "0", "'re"]}
+{"text": "'SEOT\n/ᵃßEOTa/bZ㍿   \nع,عHTTPServer‍  ‍m'DＡ'Reعع", "tokens": 36, "pieces": ["'S", "EOT", "\n", "/ᵃßEOTa", "/bZ", "㍿", "   \n", "ع", ",عHTTPServer", "‍", " ", " ", "‍m", "'D", "Ａ", "'Re", "عع"]}
+{"text": "!ßⅣḍ̇ꟲ'ſ㍿", "tokens": 18, "pieces": ["!ß", "Ⅳ", "ḋ", "̣ꟲ", "'ſ", "㍿"]}
+{"text": "ꟲ12345678\rſ<|fim_prefix|>٣٤٥٦​Džunglaé𐞁<EOT>Dž#$%012345678\r\n\r\n٣٤٥٦!Džungla😀🏽!é\n/½12345678'D ㍿\r\nd\r\n\r\nİ<EOT>
Ab-'😀🏽fi", "tokens": 94, "pieces": ["ꟲ", "123", "456", "78", "\r", "ſ", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "​Džunglaé𐞁", "<EOT", ">Dž", "#$%", "012", "345", "678", "\r\n\r\n", "٣٤٥", "٦", "!Džungla", "😀🏽!", "é", "\n", "/", "½12", "345", "678", "'D", " ", "㍿\r\n", "d", "\r\n\r\n", "İ", "<EOT", ">", "
Ab", "-'😀🏽", "fi"]}
+{"text": "𐞁'Re\n/Ab𐞁ABC३ß㍿   \n३ABC'ſ字字m're 'ReDžungla　s👍🏽ḍ̇DžunglasDž9<|endoftext|>\t\n/३\r\n(𐞁ḍ̇'M'VEABC", "tokens": 83, "pieces": ["𐞁", "'Re", "\n", "/Ab𐞁ABC", "३", "ß", "㍿", "   \n", "३", "ABC", "'ſ", "字字m", "'re", " ", "'Re", "Džungla", "　s", "👍🏽", "ḋ", "̣DžunglasDž", "9", "<|", "endoftext", "|>", "\t\n", "/", "३", "\r\n", "(𐞁ḋ", "̣'", "M", "'VE", "ABC"]}
+{"text": "iOS(ABCfiDžunglae🙂EOT­Džungla㍿#$%12345678camelCase'ſ#$%#$%'MaB٣٤٥٦'Reé'llſſ", "tokens": 53, "pieces": ["iOS", "(ABCfiDžunglae", "🙂EOT", "­Džungla", "㍿#$%", "123", "456", "78", "camelCase", "'ſ", "#$%#$%'", "MaB", "٣٤٥", "٦", "'Re", "é", "'ll", "ſſ"]}
+{"text": "٣٤٥٦㋿a\r\naa('llcamelCaseDžunglaDž\n/a  <META_START>ZiOS<EOT>🙂३ABCa/b>   \n0'ſ\n/-#$%𐞁'll\r\n\u000b'D>㍿\r\n\r\n", "tokens": 65, "pieces": ["٣٤٥", "٦", "㋿a", "\r\n", "aa", "('", "llcamelCaseDžunglaDž", "\n", "/a", " ", " <", "META", "_START", ">ZiOS", "<EOT", ">🙂", "३", "ABCa", "/b", ">", "   \n", "0", "'ſ", "\n", "/-#$%", "𐞁", "'ll", "\r\n", "\u000b", "'D", ">㍿\r\n\r\n"]}
+{"text": "😀🏽Džꟲ0Dž'rea👍🏽   \nꟲ'D́Ａ­Z  9Ａs,#$% DžHTTPServer.\"Ⅳ", "tokens": 48, "pieces": ["😀🏽", "Džꟲ", "0", "Dž", "'re", "a", "👍🏽", "   \n", "ꟲ", "'D", "́Ａ", "­Z", " ", " ", "9", "Ａs", ",#$%", " DžHTTPServer", ".\"", "Ⅳ"]}
+{"text": "३ſ<|endoftext|>ⅣBB!   \n\t'Dm…🙂-/\r\nⅣaB 're👍🏽camelCase😀🏽ḍ̇aBéßEOT👍🏽😀🏽<EOT>½#$%'sع'Då", "tokens": 79, "pieces": ["३", "ſ", "<|", "endoftext", "|>", "Ⅳ", "BB", "!", "   \n", "\t", "'D", "m", "…", "🙂-/\r\n", "Ⅳ", "aB", " '", "re", "👍🏽", "camelCase", "😀🏽", "ḋ", "̣aBe", "́ßEOT", "👍🏽😀🏽<", "EOT", ">", "½", "#$%'", "sع", "'D", "a", "̊"]}
+{"text": "9<   \n!m12345678a\r\n٣٤٥٦iOS<META_START>   \n
عé'ſ­,ꟲcamelCaseＡ३.\"'Re!\u000b,ᵃ٣٤٥٦'ſ'M\t", "tokens": 64, "pieces": ["9", "<", "   \n", "!m", "123", "456", "78", "a", "\r\n", "٣٤٥", "٦", "iOS", "<META", "_START", ">", "   \n", "
عe", "́'", "ſ", "­,", "ꟲcamelCaseＡ", "३", ".\"'", "Re", "!", "\u000b", ",ᵃ", "٣٤٥", "٦", "'ſ", "'M", "\t"]}
+{"text": "m\n…½\r३　Džungla!/ ع,<> 'S<|fim_prefix|>aB'Ma/bsaBİ.iOS", "tokens": 37, "pieces": ["m", "\n", "…", "½", "\r", "३", "　Džungla", "!/", " ع", ",<>", " '", "S", "<|", "fim", "_prefix", "|>", "aB", "'M", "a", "/bsaBİ", ".iOS"]}
+{"text": ">>å'sZ(", "tokens": 8, "pieces": [">>", "a", "̊'", "sZ", "("]}
+{"text": "0㋿🙂!!-  \naBa/b   \n/,
9ꟲ-a<|fim_prefix|>Dž　9fiＡiOS…'VE'D<|fim_prefix|>'T12345678   \n \n é12345678t\r  ", "tokens": 62, "pieces": ["0", "㋿🙂!!-", "  \n", "aBa", "/b", "   \n", "/,", "
", "9", "ꟲ", "-a", "<|", "fim", "_prefix", "|>", "Dž", "　", "9", "fiＡiOS", "…", "'VE", "'D", "<|", "fim", "_prefix", "|>'", "T", "123", "456", "78", "   \n \n", " é", "123", "456", "78", "t", "\r  "]}
+{"text": "'S \n عd'VE३(0-㍿", "tokens": 14, "pieces": ["'S", " \n", " عd", "'VE", "३", "(", "0", "-㍿"]}
+{"text": "('Re's👍🏽12345678'VE‍EOTع.12345678!!漢   \n'ſＡ漢,a/b\r\n\r\n 
<META_START>…'S\"Ａ\r\n…ᵃsEOTＡ'", "tokens": 62, "pieces": ["('", "Re", "'s", "👍🏽", "123", "456", "78", "'VE", "‍EOTع", ".", "123", "456", "78", "!!", "漢", "   \n", "'ſ", "Ａ漢", ",a", "/b", "\r\n\r\n", " ", "
", "<META", "_START", ">", "…", "'S", "\"Ａ", "\r\n", "…ᵃsEOTＡ", "'"]}
+{"text": "­  e­'s\r\n\r\n", "tokens": 7, "pieces": ["­", " ", " e", "­'", "s", "\r\n\r\n"]}
+{"text": "!\r\n\r\nåßDžunglaEOT漢HTTPServer漢camelCase<|endoftext|>\t \n ABC\r\n🙂𐞁\u000b<|fim_prefix|>\"'T'Re'sta　<EOT>'DaBB<META_START>é(‍\t👍🏽", "tokens": 70, "pieces": ["!\r\n\r\n", "a", "̊ßDžunglaEOT漢HTTPServer漢camelCase", "<|", "endoftext", "|>", "\t \n", " ABC", "\r\n", "🙂𐞁", "\u000b", "<|", "fim", "_prefix", "|>\"'", "T", "'Re", "'s", "ta", "　", "<EOT", ">'", "DaBB", "<META", "_START", ">e", "́(‍", "\t", "👍🏽"]}
+{"text": " \n \r\n\r\n", "tokens": 2, "pieces": [" \n \r\n\r\n"]}
+{"text": "٣٤٥٦aB́B\n/'ſ'sa\n/👍🏽9é🙂e<META_START>!!𐞁३HTTPServer,Ａ", "tokens": 48, "pieces": ["٣٤٥", "٦", "aB", "́B", "\n", "/'", "ſ", "'s", "a", "\n", "/👍🏽", "9", "e", "́🙂", "e", "<META", "_START", ">!!", "𐞁", "३", "HTTPServer", ",Ａ"]}
+{"text": "ع<|endoftext|>­iOS漢", "tokens": 12, "pieces": ["ع", "<|", "endoftext", "|>­", "iOS漢"]}
+{"text": "'VE   \n　'S
s\n/'T㍿.aB9camelCase12345678Ａ", "tokens": 25, "pieces": ["'VE", "   \n", "　", "'S", "
s", "\n", "/'", "T", "㍿.", "aB", "9", "camelCase", "123", "456", "78", "Ａ"]}
+{"text": "ᵃİ,㍿e9<EOT>!!㍿\r!!", "tokens": 19, "pieces": ["ᵃİ", ",㍿", "e", "9", "<EOT", ">!!㍿\r", "!!"]}
+{"text": "e<|endoftext|>t12345678ꟲé㍿fi'MＡ\na/b 'ABC(́å", "tokens": 36, "pieces": ["e", "<|", "endoftext", "|>", "t", "123", "456", "78", "ꟲe", "́㍿", "fi", "'M", "Ａ", "\n", "a", "/b", " ", "'ABC", "(́", "a", "̊"]}
+{"text": "عHTTPServer\n/", "tokens": 5, "pieces": ["عHTTPServer", "\n", "/"]}
+{"text": "ⅣiOS<EOT>㋿'sABC'M<|endoftext|>.iOS >sßa/bAb\rḍ̇३!!­٣٤٥٦'DZ<𐞁/\r\n(#$%,½<'re𐞁", "tokens": 63, "pieces": ["Ⅳ", "iOS", "<EOT", ">㋿'", "sABC", "'M", "<|", "endoftext", "|>.", "iOS", " >", "sßa", "/bAb", "\r", "ḋ", "̣", "३", "!!­", "٣٤٥", "٦", "'D", "Z", "<𐞁", "/\r\n", "(#$%,", "½", "<'", "re𐞁"]}
+{"text": "-字ḍ̇s-aABCDžaB12345678d<|endoftext|>HTTPServerＡḍ̇\r\nZ0\nB\"ᵃeé\"", "tokens": 46, "pieces": ["-字ḋ", "̣s", "-aABCDžaB", "123", "456", "78", "d", "<|", "endoftext", "|>", "HTTPServerＡḋ", "̣\r\n", "Z", "0", "\n", "B", "\"ᵃeé", "\""]}
+{"text": "édḍ̇ABC\u000bḍ̇ᵃ9<|fim_prefix|>\r㍿'reHTTPServerét\"İå🙂d  ßaB㋿‍٣٤٥٦.aB'D
\r\n\r\n", "tokens": 67, "pieces": ["e", "́dḋ", "̣ABC", "\u000bḋ", "̣ᵃ", "9", "<|", "fim", "_prefix", "|>\r", "㍿'", "reHTTPServerét", "\"İa", "̊🙂", "d", " ", " ßaB", "㋿‍", "٣٤٥", "٦", ".aB", "'D", "
\r\n\r\n"]}
+{"text": "🙂㋿Zꟲ½,‍", "tokens": 13, "pieces": ["🙂㋿", "Zꟲ", "½", ",‍"]}
+{"text": "   \n
३'ſꟲ", "tokens": 11, "pieces": ["   \n", "
", "३", "'ſ", "ꟲ"]}
+{"text": " 12345678Z\tİ㍿\n/'VE#$%…!.'Džunglas<META_START><META_START>\r\n\r\n-s<META_START>'Re‍'MHTTPServerfi<0عZ३㋿EOTＡ𐞁", "tokens": 61, "pieces": [" ", "123", "456", "78", "Z", "\tİ", "㍿\n", "/'", "VE", "#$%", "…", "!.'", "Džunglas", "<META", "_START", "><", "META", "_START", ">\r\n\r\n", "-s", "<META", "_START", ">'", "Re", "‍'", "MHTTPServerfi", "<", "0", "عZ", "३", "㋿EOTＡ𐞁"]}
+{"text": "'reaBſ<|endoftext|>😀🏽0tiOS<META_START>ＡſHTTPServer", "tokens": 30, "pieces": ["'re", "aBſ", "<|", "endoftext", "|>😀🏽", "0", "tiOS", "<META", "_START", ">ＡſHTTPServer"]}
+{"text": "a/३camelCaseＡZ'VE", "tokens": 11, "pieces": ["a", "/", "३", "camelCaseＡZ", "'VE"]}
+{"text": "🙂<|endoftext|>EOT", "tokens": 11, "pieces": ["🙂<|", "endoftext", "|>", "EOT"]}
+{"text": "a're𐞁'llEOTＡd​Dž'T<|fim_prefix|>/\r\n  …<META_START> /\r\n'Abꟲ३e#$%'Rea/b-", "tokens": 47, "pieces": ["a", "'re", "𐞁", "'ll", "EOTＡd", "​Dž", "'T", "<|", "fim", "_prefix", "|>/\r\n", "  ", "…", "<META", "_START", ">", " ", "/\r\n", "'Abꟲ", "३", "e", "#$%'", "Rea", "/b", "-"]}
+{"text": "İ\t🙂𐞁#$%dm‍m,Ab漢\r\n\t👍🏽 \n 'sm", "tokens": 29, "pieces": ["İ", "\t", "🙂𐞁", "#$%", "dm", "‍m", ",Ab漢", "\r\n", "\t", "👍🏽", " \n", " '", "sm"]}
+{"text": "\" \n 're\t-'D\nd \n 'SᵃZ\r\n\r\nع'ſ   \n😀🏽'Då\n/　'T''D", "tokens": 37, "pieces": ["\"", " \n", " '", "re", "\t", "-'", "D", "\n", "d", " \n", " '", "SᵃZ", "\r\n\r\n", "ع", "'ſ", "   \n", "😀🏽'", "Da", "̊\n", "/", "　", "'T", "''", "D"]}
+{"text": "!!'ſ…\n#$%…\tİ𐞁½( ⅣHTTPServer12345678iOSZ \r\n\r\nt!!Ⅳ
9\n're", "tokens": 40, "pieces": ["!!'", "ſ", "…\n", "#$%", "…", "\tİ𐞁", "½", "(", " ", "Ⅳ", "HTTPServer", "123", "456", "78", "iOSZ", " \r\n\r\n", "t", "!!", "Ⅳ", "
", "9", "\n", "'re"]}
+{"text": "\tcamelCase'S/\r\nABC'ReiOS㋿'Res \r\n12345678…\r \n  -iOS漢🙂٣٤٥٦é…㍿　\r\n\r\nＡ's!!-camelCase\rABC<|fim_prefix|>>/ḍ̇!!", "tokens": 69, "pieces": ["\tcamelCase", "'S", "/\r\n", "ABC", "'Re", "iOS", "㋿'", "Res", " \r\n", "123", "456", "78", "…\r \n", " ", " ", "-iOS漢", "🙂", "٣٤٥", "٦", "é", "…", "㍿", "　\r\n\r\n", "Ａ", "'s", "!!-", "camelCase", "\r", "ABC", "<|", "fim", "_prefix", "|>>/", "ḋ", "̣!!"]}
+{"text": "'T å'VE   \n \n 'T\nꟲſ  ßé'M‍\rAb😀🏽/\r\nＡ३/\r\nع !!é㍿", "tokens": 44, "pieces": ["'T", " a", "̊'", "VE", "   \n \n", " '", "T", "\n", "ꟲſ", " ", " ßé", "'M", "‍\r", "Ab", "😀🏽/\r\n", "Ａ", "३", "/\r\n", "ع", " ", "!!", "e", "́㍿"]}
+{"text": "s㍿>٣٤٥٦12345678<META_START>\r\n\r\n ​\r\n's字s字😀🏽's𐞁Džungla㋿ABC'ſDžungla🙂t'VE\n/eDž   \n'SeiOS<<META_START>字'SAbع", "tokens": 73, "pieces": ["s", "㍿>", "٣٤٥", "٦12", "345", "678", "<META", "_START", ">\r\n\r\n", " ​\r\n", "'s", "字s字", "😀🏽'", "s𐞁Džungla", "㋿ABC", "'ſ", "Džungla", "🙂t", "'VE", "\n", "/eDž", "   \n", "'S", "eiOS", "<<", "META", "_START", ">字", "'S", "Abع"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "‍!   \n're​.", "tokens": 7, "pieces": ["‍!", "   \n", "'re", "​."]}
+{"text": "㍿'TiOSiOS!'re'S >ſ　ꟲ'T٣٤٥٦'Reſ漢'ReᵃiOS/\r\n-\r\n‍ع٣٤٥٦́0😀🏽ABC   \n/\r\n\r\n", "tokens": 60, "pieces": ["㍿'", "TiOSiOS", "!'", "re", "'S", " ", ">ſ", "　ꟲ", "'T", "٣٤٥", "٦", "'Re", "ſ漢", "'Re", "ᵃiOS", "/\r\n", "-\r\n", "‍ع", "٣٤٥", "٦", "́", "0", "😀🏽", "ABC", "   \n", "/\r\n\r\n"]}
+{"text": "\"!\"½字½'reZéfiDžungla", "tokens": 14, "pieces": ["\"!\"", "½", "字", "½", "'re", "ZéfiDžungla"]}
+{"text": "afi\t#$%<|endoftext|>Ab/\r\n EOT \n ꟲ'll\t👍🏽…aBaB'Ret㍿#$%ḍ̇", "tokens": 46, "pieces": ["afi", "\t", "#$%<|", "endoftext", "|>", "Ab", "/\r\n", " EOT", " \n", " ꟲ", "'ll", "\t", "👍🏽", "…aBaB", "'Re", "t", "㍿#$%", "ḋ", "̣"]}
+{"text": "é-\r\n\r\n\u000b字('re'D \n ٣٤٥٦<META_START>३\r\n\r\n!عB!iOSé-edABC\n/   \ncamelCase.漢mcamelCasedé", "tokens": 47, "pieces": ["é", "-\r\n\r\n", "\u000b字", "('", "re", "'D", " \n", " ", "٣٤٥", "٦", "<META", "_START", ">", "३", "\r\n\r\n", "!عB", "!iOSé", "-edABC", "\n", "/", "   \n", "camelCase", ".漢mcamelCasede", "́"]}
+{"text": "́sDžunglaat \n 漢DžHTTPServer㋿ \n ABCꟲm", "tokens": 24, "pieces": ["́sDžunglaat", " \n", " 漢DžHTTPServer", "㋿", " \n", " ABCꟲm"]}
+{"text": "½'M!!!", "tokens": 3, "pieces": ["½", "'M", "!!!"]}
+{"text": "👍🏽　'll<|endoftext|>'D <EOT>𐞁0Dž­ſßZiOS👍🏽\"३å.ḍ̇­  ­-\r   \ns'M", "tokens": 59, "pieces": ["👍🏽", "　", "'ll", "<|", "endoftext", "|>'", "D", " <", "EOT", ">𐞁", "0", "Dž", "­ſßZiOS", "👍🏽\"", "३", "a", "̊.", "ḋ", "̣­", " ", " ­-\r", "   \n", "s", "'M"]}
+{"text": "<|fim_prefix|>>字'M9a/béiOS12345678B  ㋿å'll'Mt!!ḍ̇ḍ̇́<|endoftext|>!", "tokens": 50, "pieces": ["<|", "fim", "_prefix", "|>>", "字", "'M", "9", "a", "/be", "́iOS", "123", "456", "78", "B", " ", " ㋿", "a", "̊'", "ll", "'M", "t", "!!", "ḋ", "̣ḋ", "̣́<|", "endoftext", "|>!"]}
+{"text": "ع\u000b/ \n <META_START>#$%", "tokens": 10, "pieces": ["ع", "\u000b", "/", " \n", " <", "META", "_START", ">#$%"]}
+{"text": "'réécamelCase/\r\n\"/\r\na/b'reABCfi<ع#$%aB\t", "tokens": 21, "pieces": ["'re", "́écamelCase", "/\r\n", "\"/\r\n", "a", "/b", "'re", "ABCfi", "<ع", "#$%", "aB", "\t"]}
+{"text": "٣٤٥٦<EOT><|fim_prefix|>٣٤٥٦iOSḍ̇Dž'T\n/…Džungla…é", "tokens": 45, "pieces": ["٣٤٥", "٦", "<EOT", "><|", "fim", "_prefix", "|>", "٣٤٥", "٦", "iOSḋ", "̣Dž", "'T", "\n", "/", "…Džungla", "…é"]}
+{"text": "ABCcamelCase'DcamelCase  😀🏽字12345678ꟲ🙂 漢", "tokens": 23, "pieces": ["ABCcamelCase", "'D", "camelCase", " ", " 😀🏽", "字", "123", "456", "78", "ꟲ", "🙂", " 漢"]}
+{"text": "ſ漢/iOS٣٤٥٦>\r㋿Z12345678'MDžungla\t'TDžungla\"'VEⅣEOTZ\n/½ta/b\r\n a'D… <|endoftext|>é'S<META_START>t\u000b", "tokens": 69, "pieces": ["ſ漢", "/iOS", "٣٤٥", "٦", ">\r", "㋿Z", "123", "456", "78", "'M", "Džungla", "\t", "'T", "Džungla", "\"'", "VE", "Ⅳ", "EOTZ", "\n", "/", "½", "ta", "/b", "\r\n", " a", "'D", "…", " ", "<|", "endoftext", "|>", "e", "́'", "S", "<META", "_START", ">t", "\u000b"]}
+{"text": "\"-", "tokens": 1, "pieces": ["\"-"]}
+{"text": "/", "tokens": 1, "pieces": ["/"]}
+{"text": "e's 'll'ſZ\u000bDž\u000b<|endoftext|>'M \n 's/\r\nås'VEm,\r\n\r\nå<EOT>ḍ̇/😀🏽<|endoftext|>,s", "tokens": 58, "pieces": ["e", "'s", " ", "'ll", "'ſ", "Z", "\u000bDž", "\u000b", "<|", "endoftext", "|>'", "M", " \n", " '", "s", "/\r\n", "a", "̊s", "'VE", "m", ",\r\n\r\n", "a", "̊<", "EOT", ">ḋ", "̣/😀🏽<|", "endoftext", "|>,", "s"]}
+{"text": "😀🏽", "tokens": 5, "pieces": ["😀🏽"]}
+{"text": "/Ⅳḍ̇(ABC　\r.­½​iOS…\r\n\r\n\"\n  <12345678ß.HTTPServerZ ᵃ-<META_START>'S\ta#$%", "tokens": 43, "pieces": ["/", "Ⅳ", "ḋ", "̣(", "ABC", "　\r", ".­", "½", "​iOS", "…\r\n\r\n", "\"\n", " ", " <", "123", "456", "78", "ß", ".HTTPServerZ", " ᵃ", "-<", "META", "_START", ">'", "S", "\ta", "#$%"]}
+{"text": "aⅣİAb", "tokens": 5, "pieces": ["a", "Ⅳ", "İAb"]}
+{"text": " (t'M​ꟲ   \n(́ǻEOT \n e'sEOT   \n　å<|fim_prefix|>camelCase　㍿\t\r\n\r\n\r\n", "tokens": 41, "pieces": [" ", "(t", "'M", "​ꟲ", "   \n", "(́", "a", "̊́", "EOT", " \n", " e", "'s", "EOT", "   \n", "　a", "̊<|", "fim", "_prefix", "|>", "camelCase", "　", "㍿", "\t\r\n\r\n\r\n"]}
+{"text": "ⅣEOTt\t/\r\n­'VE𐞁\t<३-,'s\n/㋿'VE'ſ\n<|fim_prefix|>9३'Dع'M <EOT>'S<META_START>
Ⅳ0aB३ABC\r\n​s🙂", "tokens": 69, "pieces": ["Ⅳ", "EOTt", "\t", "/\r\n", "­'", "VE𐞁", "\t", "<", "३", "-,'", "s", "\n", "/㋿'", "VE", "'ſ", "\n", "<|", "fim", "_prefix", "|>", "9३", "'D", "ع", "'M", " ", "<EOT", ">'", "S", "<META", "_START", ">", "
", "Ⅳ0", "aB", "३", "ABC", "\r\n", "​s", "🙂"]}
+{"text": "å­𐞁<|fim_prefix|>'M٣٤٥٦ddsdcamelCase,iOSꟲé…\n/㋿écamelCase'Re'T'", "tokens": 48, "pieces": ["a", "̊­", "𐞁", "<|", "fim", "_prefix", "|>'", "M", "٣٤٥", "٦", "ddsdcamelCase", ",iOSꟲe", "́", "…\n", "/㋿", "écamelCase", "'Re", "'T", "'"]}
+{"text": "‍ſ're<EOT>é\u000bḍ̇e<EOT>🙂…ſ're….㋿é'T𐞁‍#$%٣٤٥٦　
-é", "tokens": 55, "pieces": ["‍ſ", "'re", "<EOT", ">e", "́", "\u000bḋ", "̣e", "<EOT", ">🙂", "…ſ", "'re", "…", ".㋿", "é", "'T", "𐞁", "‍#$%", "٣٤٥", "٦", "　", "
", "-é"]}
+{"text": "<|fim_prefix|>漢-\r\nZ㍿!!'ſDžungla\rDžungla'Mt…Ａḍ̇​iOS
é'T𐞁(DžéeABCé", "tokens": 56, "pieces": ["<|", "fim", "_prefix", "|>", "漢", "-\r\n", "Z", "㍿!!'", "ſDžungla", "\r", "Džungla", "'M", "t", "…Ａḋ", "̣​", "iOS", "
é", "'T", "𐞁", "(Dže", "́eABCé"]}
+{"text": ".漢", "tokens": 3, "pieces": [".漢"]}
+{"text": "ᵃm", "tokens": 4, "pieces": ["ᵃm"]}
+{"text": "́😀🏽DžHTTPServer.\n/İ< /\r\nḍ̇/\r\n're🙂'T'ſⅣ字a/b\u000b", "tokens": 36, "pieces": ["́😀🏽", "DžHTTPServer", ".\n", "/İ", "<", " /\r\n", "ḋ", "̣/\r\n", "'re", "🙂'", "T", "'ſ", "Ⅳ", "字a", "/b", "\u000b"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿½٣٤٥٦a/bå'Reå'T", "tokens": 24, "pieces": ["㍿", "½٣٤", "٥٦", "a", "/ba", "̊'", "Rea", "̊'", "T"]}
+{"text": "ꟲ,
   \nmß漢\u000b\na/bB́a/b/\r\n\r\nİfiİ", "tokens": 24, "pieces": ["ꟲ", ",", "
   \n", "mß漢", "\u000b\n", "a", "/bB", "́a", "/b", "/\r\n\r\n", "İfiİ"]}
+{"text": " \n ३'ſ   \n", "tokens": 8, "pieces": [" \n", " ", "३", "'ſ", "   \n"]}
+{"text": "<META_START>9\n/DžunglaHTTPServer/漢ᵃ'TiOSHTTPServer߅'S", "tokens": 27, "pieces": ["<META", "_START", ">", "9", "\n", "/DžunglaHTTPServer", "/漢ᵃ", "'T", "iOSHTTPServerß", "…", "'S"]}
+{"text": "fi's", "tokens": 3, "pieces": ["fi", "'s"]}
+{"text": "\r'Re ́/'MaBB😀🏽#$%<|endoftext|>\"d🙂aB", "tokens": 26, "pieces": ["\r", "'Re", " ", "́/'", "MaBB", "😀🏽#$%<|", "endoftext", "|>\"", "d", "🙂aB"]}
+{"text": "\tDžungla🙂漢字½ \n/\"'Mß\r\n\r\n\r\n/\r\n㋿å\"é.", "tokens": 28, "pieces": ["\tDžungla", "🙂漢字", "½", " \n", "/\"'", "Mß", "\r\n\r\n\r\n", "/\r\n", "㋿a", "̊\"", "e", "́."]}
+{"text": "iOS㍿a", "tokens": 5, "pieces": ["iOS", "㍿a"]}
+{"text": "ᵃB\"HTTPServerᵃ, \r\n\r\né<|endoftext|>İ­EOT\r\nåḍ̇'DⅣ,'Re…٣٤٥٦\"a/b(.'re-'D
'Tåd　😀🏽\r'", "tokens": 72, "pieces": ["ᵃB", "\"HTTPServerᵃ", ",", " \r\n\r\n", "e", "́<|", "endoftext", "|>", "İ", "­EOT", "\r\n", "a", "̊ḋ", "̣'", "D", "Ⅳ", ",'", "Re", "…", "٣٤٥", "٦", "\"a", "/b", "(.'", "re", "-'", "D", "
", "'T", "a", "̊d", "　", "😀🏽\r", "'"]}
+{"text": "'re!!EOT'llAbs'VEå🙂…<',12345678a/b ​㍿\n/
 HTTPServer(\n'M​", "tokens": 36, "pieces": ["'re", "!!", "EOT", "'ll", "Abs", "'VE", "a", "̊🙂", "…", "<',", "123", "456", "78", "a", "/b", " ​㍿\n", "/", "
", " HTTPServer", "(\n", "'M", "​"]}
+{"text": "eEOTfi'   \n\"　'M", "tokens": 10, "pieces": ["eEOTfi", "'", "   \n", "\"", "　", "'M"]}
+{"text": "‍'SAbt㋿ <META_START>!<㍿HTTPServer<EOT>　'T/éåＡ/\r\n㍿३/\r\nع>!!<|fim_prefix|>\rt'TaB.9", "tokens": 55, "pieces": ["‍'", "SAbt", "㋿", " <", "META", "_START", ">!<㍿", "HTTPServer", "<EOT", ">", "　", "'T", "/e", "́a", "̊Ａ", "/\r\n", "㍿", "३", "/\r\n", "ع", ">!!<|", "fim", "_prefix", "|>\r", "t", "'T", "aB", ".", "9"]}
+{"text": "ḍ̇३9HTTPServer ,camelCaseåḍ̇İ\"'ſDžungla12345678 \n <|endoftext|><|fim_prefix|>éſ,Ⅳ𐞁åHTTPServerꟲ½fi'Reع  #$%å ", "tokens": 77, "pieces": ["ḋ", "̣", "३9", "HTTPServer", " ", ",camelCasea", "̊ḋ", "̣İ", "\"'", "ſDžungla", "123", "456", "78", " \n", " <|", "endoftext", "|><|", "fim", "_prefix", "|>", "e", "́ſ", ",", "Ⅳ", "𐞁a", "̊HTTPServerꟲ", "½", "fi", "'Re", "ع", " ", " #$%", "a", "̊", " "]}
+{"text": "<   \n㍿<EOT>'M😀🏽<㍿'Re\n/ḍ̇(\r\n\r\n<|endoftext|>ſ   \n,'ſ", "tokens": 43, "pieces": ["<", "   \n", "㍿<", "EOT", ">'", "M", "😀🏽<㍿'", "Re", "\n", "/ḋ", "̣(\r\n\r\n", "<|", "endoftext", "|>", "ſ", "   \n", ",'", "ſ"]}
+{"text": "ᵃ/   \né'll­iOS<META_START>ḍ̇HTTPServera½字漢👍🏽iOSé's<|fim_prefix|>iOS(…éHTTPServer‍!!0,ſa/b/\r\n
", "tokens": 60, "pieces": ["ᵃ", "/", "   \n", "é", "'ll", "­iOS", "<META", "_START", ">ḋ", "̣HTTPServera", "½", "字漢", "👍🏽", "iOSé", "'s", "<|", "fim", "_prefix", "|>", "iOS", "(", "…éHTTPServer", "‍!!", "0", ",ſa", "/b", "/\r\n", "
"]}
+{"text": "­Ab㍿'ll字㋿>'re\t'reZ'漢'T\r\n\r\nfi'S…\n/'VE<|fim_prefix|>9s'Sé٣٤٥٦", "tokens": 49, "pieces": ["­Ab", "㍿'", "ll字", "㋿>'", "re", "\t", "'re", "Z", "'漢", "'T", "\r\n\r\n", "fi", "'S", "…\n", "/'", "VE", "<|", "fim", "_prefix", "|>", "9", "s", "'S", "e", "́", "٣٤٥", "٦"]}
+{"text": "é'ſZ -ß,\r\n\r\ncamelCase/\r\n\"  !!𐞁\r\n\u000b\r\nZ   \n<|endoftext|>#$%٣٤٥٦​𐞁   \n", "tokens": 47, "pieces": ["é", "'ſ", "Z", " ", "-ß", ",\r\n\r\n", "camelCase", "/\r\n", "\"", " ", " !!", "𐞁", "\r\n\u000b\r\n", "Z", "   \n", "<|", "endoftext", "|>#$%", "٣٤٥", "٦", "​𐞁", "   \n"]}
+{"text": "👍🏽iOS'SABC", "tokens": 9, "pieces": ["👍🏽", "iOS", "'S", "ABC"]}
+{"text": "<漢ḍ̇/\r\n㋿fi字\u000b-", "tokens": 17, "pieces": ["<漢ḋ", "̣/\r\n", "㋿fi字", "\u000b", "-"]}
+{"text": "   \nå<Ab'Sé", "tokens": 9, "pieces": ["   \n", "a", "̊<", "Ab", "'S", "e", "́"]}
+{"text": " \n/,'S!<EOT>ḍ̇ſ\"", "tokens": 16, "pieces": [" \n", "/,'", "S", "!<", "EOT", ">ḋ", "̣ſ", "\""]}
+{"text": "d\u000b字ABC٣٤٥٦👍🏽", "tokens": 18, "pieces": ["d", "\u000b字ABC", "٣٤٥", "٦", "👍🏽"]}
+{"text": "㋿\t", "tokens": 4, "pieces": ["㋿", "\t"]}
+{"text": "<EOT>ᵃ", "tokens": 6, "pieces": ["<EOT", ">ᵃ"]}
+{"text": "字'll\r\n /d   \nDž　Džungla.12345678​ <EOT>!!Dž<EOT>'VEḍ̇/\r\n­'ſＡåfi'VE<META_START>", "tokens": 52, "pieces": ["字", "'ll", "\r\n", " /", "d", "   \n", "Dž", "　Džungla", ".", "123", "456", "78", "​", " <", "EOT", ">!!", "Dž", "<EOT", ">'", "VEḋ", "̣/\r\n", "­'", "ſＡa", "̊fi", "'VE", "<META", "_START", ">"]}
+{"text": "'Må‍३'VE<|fim_prefix|>
Z'é<\r\n\r\n'S!fié‍", "tokens": 30, "pieces": ["'M", "a", "̊‍", "३", "'VE", "<|", "fim", "_prefix", "|>", "
Z", "'é", "<\r\n\r\n", "'S", "!fié", "‍"]}
+{"text": "å /\r\n/!Ⅳ \n !٣٤٥٦", "tokens": 19, "pieces": ["a", "̊", " /\r\n", "/!", "Ⅳ", " \n", " !", "٣٤٥", "٦"]}
+{"text": "'T  漢 \n 'Dḍ̇mDž<|fim_prefix|>  ​
…ſ<३　  \u000b>Z'D 👍🏽ea­iOS0漢Džungla 'ſⅣZ.", "tokens": 63, "pieces": ["'T", " ", " 漢", " \n", " '", "Dḋ", "̣mDž", "<|", "fim", "_prefix", "|>", " ", " ​", "
", "…ſ", "<", "३", "　  ", "\u000b", ">Z", "'D", " ", "👍🏽", "ea", "­iOS", "0", "漢Džungla", " '", "ſ", "Ⅳ", "Z", "."]}
+{"text": "HTTPServerß<EOT>>camelCase12345678e İDžungla'Re\t", "tokens": 20, "pieces": ["HTTPServerß", "<EOT", ">>", "camelCase", "123", "456", "78", "e", " İDžungla", "'Re", "\t"]}
+{"text": ",\r\n\r\n<|endoftext|>å  ABC字<META_START>'S   \n'VE㍿Dž(HTTPServer   \n'S🙂é​'S'ſeaé  /\r\n  <META_START>\r\n'll字", "tokens": 52, "pieces": [",\r\n\r\n", "<|", "endoftext", "|>", "a", "̊", " ", " ABC字", "<META", "_START", ">'", "S", "   \n", "'VE", "㍿Dž", "(HTTPServer", "   \n", "'S", "🙂é", "​'", "S", "'ſ", "eaé", " ", " /\r\n", " ", " <", "META", "_START", ">\r\n", "'ll", "字"]}
+{"text": "㍿iOSEOT<|fim_prefix|>a/b'T/\r\nABC<EOT>'ll'll'VEt'Sſet'SAb0-Džunglaſ'ſ'S\n字字>\r\ndé🙂å㋿👍🏽𐞁0Dž", "tokens": 71, "pieces": ["㍿iOSEOT", "<|", "fim", "_prefix", "|>", "a", "/b", "'T", "/\r\n", "ABC", "<EOT", ">'", "ll", "'ll", "'VE", "t", "'S", "ſet", "'S", "Ab", "0", "-Džunglaſ", "'ſ", "'S", "\n", "字字", ">\r\n", "dé", "🙂a", "̊㋿👍🏽", "𐞁", "0", "Dž"]}
+{"text": "'M½'ſ'll
\u000b iOSDž!!\t/\r\n字Z㍿ḍ̇<|fim_prefix|>ع㍿!", "tokens": 37, "pieces": ["'M", "½", "'ſ", "'ll", "
\u000b", " iOSDž", "!!", "\t", "/\r\n", "字Z", "㍿ḋ", "̣<|", "fim", "_prefix", "|>", "ع", "㍿!"]}
+{"text": ">😀🏽ᵃ<|fim_prefix|>ꟲABC/\r\n \n   ½\r\n>   \n\r🙂's३ \n 漢ꟲ\n/'ſ(\niOS\r\n\t,   \n\r\n", "tokens": 53, "pieces": [">😀🏽", "ᵃ", "<|", "fim", "_prefix", "|>", "ꟲABC", "/\r\n", " \n", "  ", " ", "½", "\r\n", ">", "   \n\r", "🙂'", "s", "३", " \n", " 漢ꟲ", "\n", "/'", "ſ", "(\n", "iOS", "\r\n", "\t", ",", "   \n\r\n"]}
+{"text": "㍿'S\n/-㋿
fi‍e'ſ<META_START>'se‍é", "tokens": 29, "pieces": ["㍿'", "S", "\n", "/-㋿", "
fi", "‍e", "'ſ", "<META", "_START", ">'", "se", "‍e", "́"]}
+{"text": "🙂Džungla \n éABCABC   \n/\r\n漢'T㋿👍🏽Ab😀🏽३\r\n'll\"'ſBaB<㋿㋿å\nd-iOS#$%漢aBHTTPServer", "tokens": 61, "pieces": ["🙂Džungla", " \n", " éABCABC", "   \n", "/\r\n", "漢", "'T", "㋿👍🏽", "Ab", "😀🏽", "३", "\r\n", "'ll", "\"'", "ſBaB", "<㋿㋿", "a", "̊\n", "d", "-iOS", "#$%", "漢aBHTTPServer"]}
+{"text": "/\r\n   \n'VE/   \ne!\n/½'ſ/\r\n \n fi٣٤٥٦<a!ém½", "tokens": 31, "pieces": ["/\r\n", "   \n", "'VE", "/", "   \n", "e", "!\n", "/", "½", "'ſ", "/\r\n", " \n", " fi", "٣٤٥", "٦", "<a", "!e", "́m", "½"]}
+{"text": "e'M<EOT>12345678
9-\ncamelCase\n/'sＡ\n!", "tokens": 21, "pieces": ["e", "'M", "<EOT", ">", "123", "456", "78", "
", "9", "-\n", "camelCase", "\n", "/'", "sＡ", "\n", "!"]}
+{"text": "ꟲEOT👍🏽字>dABC\t字's<'ſfi'S­㋿'Mß'D  \r", "tokens": 33, "pieces": ["ꟲEOT", "👍🏽", "字", ">dABC", "\t字", "'s", "<'", "ſfi", "'S", "­㋿'", "Mß", "'D", "  \r"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": " 'S'Re(", "tokens": 4, "pieces": [" ", "'S", "'Re", "("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "​   \n \n'VE  Ⅳ(a/bEOT<|endoftext|>!!<META_START>#$%𐞁<EOT>🙂३\r<EOT>字/\r\n\"ß🙂'sḍ̇́", "tokens": 56, "pieces": ["​", "   \n \n", "'VE", " ", " ", "Ⅳ", "(a", "/bEOT", "<|", "endoftext", "|>!!<", "META", "_START", ">#$%", "𐞁", "<EOT", ">🙂", "३", "\r", "<EOT", ">字", "/\r\n", "\"ß", "🙂'", "sḋ", "̣́"]}
+{"text": "㋿å's", "tokens": 8, "pieces": ["㋿a", "̊'", "s"]}
+{"text": " ", "tokens": 1, "pieces": [" "]}
+{"text": "'ś३'re\r\r\n\r\n㋿.ꟲé㍿'M \n ſ<|endoftext|>å9Z0Z㍿>ABCAbⅣ'SaB'll'reB", "tokens": 52, "pieces": ["'s", "́", "३", "'re", "\r\r\n\r\n", "㋿.", "ꟲé", "㍿'", "M", " \n", " ſ", "<|", "endoftext", "|>", "a", "̊", "9", "Z", "0", "Z", "㍿>", "ABCAb", "Ⅳ", "'S", "aB", "'ll", "'re", "B"]}
+{"text": "ABCⅣ-ᵃ \n 'THTTPServeréHTTPServer٣٤٥٦   \n<字'ſfi  m𐞁é'llå1234567812345678", "tokens": 49, "pieces": ["ABC", "Ⅳ", "-ᵃ", " \n", " '", "THTTPServeréHTTPServer", "٣٤٥", "٦", "   \n", "<字", "'ſ", "fi", " ", " m𐞁e", "́'", "lla", "̊", "123", "456", "781", "234", "567", "8"]}
+{"text": "#$%m<META_START>İع㍿a/bfi𐞁fi३\r\n\r\n>'llHTTPServer'ſé<|fim_prefix|>…ſeZt0!!  漢\u000b\r\n½<EOT>   \n.İ㋿fi漢 ", "tokens": 71, "pieces": ["#$%", "m", "<META", "_START", ">İع", "㍿a", "/bfi𐞁fi", "३", "\r\n\r\n", ">'", "llHTTPServer", "'ſ", "e", "́<|", "fim", "_prefix", "|>", "…ſeZt", "0", "!!", " ", " 漢", "\u000b\r\n", "½", "<EOT", ">", "   \n", ".İ", "㋿fi漢", " "]}
+{"text": "　(.", "tokens": 2, "pieces": ["　", "(."]}
+{"text": "㋿'ll…३😀🏽ABCEOT½'Re,'M'VE'reZAb　'ſ'VE('ll.ꟲ\t/'Dé<EOT>-é\"!", "tokens": 49, "pieces": ["㋿'", "ll", "…", "३", "😀🏽", "ABCEOT", "½", "'Re", ",'", "M", "'VE", "'re", "ZAb", "　", "'ſ", "'VE", "('", "ll", ".ꟲ", "\t", "/'", "De", "́<", "EOT", ">-", "é", "\"!"]}
+{"text": "'VEDžunglaＡ'ſ'S'Meé/\r\n.<META_START><|endoftext|>Ⅳ>Ａs٣٤٥٦12345678½　 'ſå12345678'  sſ", "tokens": 60, "pieces": ["'VE", "DžunglaＡ", "'ſ", "'S", "'M", "ee", "́/\r\n", ".<", "META", "_START", "><|", "endoftext", "|>", "Ⅳ", ">Ａs", "٣٤٥", "٦12", "345", "678", "½", "　", " ", "'ſ", "a", "̊", "123", "456", "78", "'", " ", " sſ"]}
+{"text": "'s.'ll🙂ſ/!aB", "tokens": 11, "pieces": ["'s", ".'", "ll", "🙂ſ", "/!", "aB"]}
+{"text": ">(𐞁EOT>aa <META_START>! !Ａ漢9å \n 'Dᵃå \n <META_START>", "tokens": 37, "pieces": [">(", "𐞁EOT", ">aa", " <", "META", "_START", ">!", " !", "Ａ漢", "9", "a", "̊", " \n", " '", "Dᵃa", "̊", " \n", " <", "META", "_START", ">"]}
+{"text": "aiOS \n ‍‍DžacamelCaseecamelCase
camelCaseḍ̇㋿​a/b\rt \n  camelCase‍t<|fim_prefix|>", "tokens": 47, "pieces": ["aiOS", " \n", " ‍‍", "DžacamelCaseecamelCase", "
camelCaseḋ", "̣㋿​", "a", "/b", "\r", "t", " \n", " ", " camelCase", "‍t", "<|", "fim", "_prefix", "|>"]}
+{"text": "<META_START>́'sfiع<|fim_prefix|>(!!٣٤٥٦Ⅳ>ḍ̇Z", "tokens": 35, "pieces": ["<META", "_START", ">́'", "sfiع", "<|", "fim", "_prefix", "|>(!!", "٣٤٥", "٦Ⅳ", ">ḋ", "̣Z"]}
+{"text": "\r\n\r\néHTTPServer👍🏽\r\n\r\nacamelCase‍­,(0\rHTTPServer👍🏽\n/å0,ß \n Dž🙂s \n ㍿", "tokens": 48, "pieces": ["\r\n\r\n", "e", "́HTTPServer", "👍🏽\r\n\r\n", "acamelCase", "‍­,(", "0", "\r", "HTTPServer", "👍🏽\n", "/a", "̊", "0", ",ß", " \n", " Dž", "🙂s", " \n", " ㍿"]}
+{"text": "­
m…'T٣٤٥٦Ⅳ!'S!", "tokens": 20, "pieces": ["­", "
m", "…", "'T", "٣٤٥", "٦Ⅳ", "!'", "S", "!"]}
+{"text": "<|fim_prefix|>.\u000baB \n/Abß٣٤٥٦a/b
　　㍿å\tع>ß\r\niOS'll㍿EOT", "tokens": 46, "pieces": ["<|", "fim", "_prefix", "|>.", "\u000baB", " \n", "/Abß", "٣٤٥", "٦", "a", "/b", "
　", "　", "㍿a", "̊", "\tع", ">ß", "\r\n", "iOS", "'ll", "㍿EOT"]}
+{"text": "9.Z<|fim_prefix|>😀🏽ᵃt'D<META_START>", "tokens": 23, "pieces": ["9", ".Z", "<|", "fim", "_prefix", "|>😀🏽", "ᵃt", "'D", "<META", "_START", ">"]}
+{"text": "'D३(字'S9½/\r\n
\ré'T", "tokens": 14, "pieces": ["'D", "३", "(字", "'S", "9½", "/\r\n", "
\r", "é", "'T"]}
+{"text": "'VE-fiAb𐞁,😀🏽   \nHTTPServerİᵃ/(B", "tokens": 25, "pieces": ["'VE", "-fiAb𐞁", ",😀🏽", "   \n", "HTTPServerİᵃ", "/(", "B"]}
+{"text": "'Reé½('ABCa'D/\r\t👍🏽   \nİfi<​\">ßEOTꟲ9ßsd🙂/'re\r\n\r\n<12345678<META_START>", "tokens": 46, "pieces": ["'Re", "e", "́", "½", "('", "ABCa", "'D", "/\r", "\t", "👍🏽", "   \n", "İfi", "<​\">", "ßEOTꟲ", "9", "ßsd", "🙂/'", "re", "\r\n\r\n", "<", "123", "456", "78", "<META", "_START", ">"]}
+{"text": "é\r\r\n\r0'ſ'#$%<|fim_prefix|>a", "tokens": 19, "pieces": ["e", "́\r\r\n\r", "0", "'ſ", "'#$%<|", "fim", "_prefix", "|>", "a"]}
+{"text": "/\r\n\r\nDžungla'M'ReAb\n/'ll㋿
३٣٤٥٦ 'SaBZé\tEOT<EOT>12345678ع\nEOTſ#$%éiOS-tsa/bDž(㍿!!0", "tokens": 62, "pieces": ["/\r\n\r\n", "Džungla", "'M", "'Re", "Ab", "\n", "/'", "ll", "㋿", "
", "३٣٤", "٥٦", " ", "'S", "aBZe", "́", "\tEOT", "<EOT", ">", "123", "456", "78", "ع", "\n", "EOTſ", "#$%", "e", "́iOS", "-tsa", "/bDž", "(㍿!!", "0"]}
+{"text": "fi𐞁é‍t.", "tokens": 11, "pieces": ["fi𐞁é", "‍t", "."]}
+{"text": "-…#$%.'<Džungla'StEOTEOT9'T½(\u000b!!\n/e#$%iOS   \n", "tokens": 26, "pieces": ["-", "…", "#$%.'<", "Džungla", "'S", "tEOTEOT", "9", "'T", "½", "(", "\u000b", "!!\n", "/e", "#$%", "iOS", "   \n"]}
+{"text": "<META_START>\r\n!!HTTPServer\t\"­sd\"½'VE'D're<|fim_prefix|>!!-ع", "tokens": 27, "pieces": ["<META", "_START", ">\r\n", "!!", "HTTPServer", "\t", "\"­", "sd", "\"", "½", "'VE", "'D", "'re", "<|", "fim", "_prefix", "|>!!-", "ع"]}
+{"text": "😀🏽​­'ſ's.　\r\n\r\néßm 're", "tokens": 20, "pieces": ["😀🏽​­'", "ſ", "'s", ".", "　\r\n\r\n", "e", "́ßm", " ", "'re"]}
+{"text": "Z<EOT>0<META_START>‍e", "tokens": 12, "pieces": ["Z", "<EOT", ">", "0", "<META", "_START", ">‍", "e"]}
+{"text": "\n𐞁ꟲ'sa/bＡ >a/be12345678   \n<META_START>Ａ\r<|endoftext|>a\tDž.…d㋿", "tokens": 45, "pieces": ["\n", "𐞁ꟲ", "'s", "a", "/bＡ", " >", "a", "/be", "123", "456", "78", "   \n", "<META", "_START", ">Ａ", "\r", "<|", "endoftext", "|>", "a", "\tDž", ".", "…d", "㋿"]}
+{"text": "🙂 \n iOS\"camelCaseＡ", "tokens": 9, "pieces": ["🙂", " \n", " iOS", "\"camelCaseＡ"]}
+{"text": "camelCase<META_START>Dž'Re   \nAb字 a   \n!!éZé!
 \n 'Ａ,/😀🏽!! 's٣٤٥٦<EOT>ſ/  ٣٤٥٦", "tokens": 59, "pieces": ["camelCase", "<META", "_START", ">Dž", "'Re", "   \n", "Ab字", " a", "   \n", "!!", "e", "́Zé", "!", "
 \n", " '", "Ａ", ",/😀🏽!!", " '", "s", "٣٤٥", "٦", "<EOT", ">ſ", "/", " ", " ", "٣٤٥", "٦"]}
+{"text": "/İ>‍漢   \nfi​ /\r\nß(‍👍🏽'DⅣعᵃ \n aDžungla　 \n s", "tokens": 40, "pieces": ["/İ", ">‍", "漢", "   \n", "fi", "​", " ", "/\r\n", "ß", "(‍👍🏽'", "D", "Ⅳ", "عᵃ", " \n", " aDžungla", "　 \n", " s"]}
+{"text": " /\r\nعHTTPServer३./\r\n9३'ſ 'VEAb<|fim_prefix|>Ａé  '३\r\n३㋿\nB9\r\na   \n​\"  ,عfiEOT-​", "tokens": 57, "pieces": [" ", "/\r\n", "عHTTPServer", "३", "./\r\n", "9३", "'ſ", " ", "'VE", "Ab", "<|", "fim", "_prefix", "|>", "Ａe", "́", " ", " '", "३", "\r\n", "३", "㋿\n", "B", "9", "\r\n", "a", "   \n", "​\"", " ", " ,", "عfiEOT", "-​"]}
+{"text": "👍🏽\r\n٣٤٥٦'S<|endoftext|>fiABCᵃ𐞁,sa/b\u000b<EOT>\r\n.Džéꟲᵃ🙂", "tokens": 53, "pieces": ["👍🏽\r\n", "٣٤٥", "٦", "'S", "<|", "endoftext", "|>", "fiABCᵃ𐞁", ",sa", "/b", "\u000b", "<EOT", ">\r\n", ".Dže", "́ꟲᵃ", "🙂"]}
+{"text": "ABC'ReaB   \nfi !.'ll  -ꟲ\r\n\r\n
é\u000b//dZ👍🏽ḍ̇'Mßs　​t🙂   \na/b<EOT>'SB-‍  ", "tokens": 54, "pieces": ["ABC", "'Re", "aB", "   \n", "fi", " !.'", "ll", " ", " -", "ꟲ", "\r\n\r\n", "
é", "\u000b", "//", "dZ", "👍🏽", "ḋ", "̣'", "Mßs", "　", "​t", "🙂", "   \n", "a", "/b", "<EOT", ">'", "SB", "-‍", "  "]}
+{"text": "a/béZ\rDžunglaᵃ😀🏽   \n\u000b're\rABC", "tokens": 22, "pieces": ["a", "/be", "́Z", "\r", "Džunglaᵃ", "😀🏽", "   \n", "\u000b", "'re", "\r", "ABC"]}
+{"text": "\u000bé0㍿fiB'S\t­'ll'camelCase   \n'M", "tokens": 19, "pieces": ["\u000bé", "0", "㍿fiB", "'S", "\t", "­'", "ll", "'camelCase", "   \n", "'M"]}
+{"text": "\n-", "tokens": 2, "pieces": ["\n", "-"]}
+{"text": "字é😀🏽ABC'ſ \n <EOT>   \n…'T‍Dž‍a/b३m/!'T'T🙂HTTPServer½㋿<AbꟲiOS/\r\ne're ㍿HTTPServers३/\r\n\r\n", "tokens": 62, "pieces": ["字e", "́😀🏽", "ABC", "'ſ", " \n", " <", "EOT", ">", "   \n", "…", "'T", "‍Dž", "‍a", "/b", "३", "m", "/!'", "T", "'T", "🙂HTTPServer", "½", "㋿<", "AbꟲiOS", "/\r\n", "e", "'re", " ", "㍿HTTPServers", "३", "/\r\n\r\n"]}
+{"text": "<|endoftext|> 漢'T३/\r\nع('St字\r\n\r\nع㍿ꟲ٣٤٥٦é#$%漢'VEcamelCase", "tokens": 44, "pieces": ["<|", "endoftext", "|>", " 漢", "'T", "३", "/\r\n", "ع", "('", "St字", "\r\n\r\n", "ع", "㍿ꟲ", "٣٤٥", "٦", "e", "́#$%", "漢", "'VE", "camelCase"]}
+{"text": "   \n'Mfi字　㍿'a/ba/ḍ̇camelCasem\r     \n!!'ſ!eå\r\n('ſå\t\r\n\r\n'D<META_START>👍🏽\r\n\r\n\r\n\r\nAb", "tokens": 53, "pieces": ["   \n", "'M", "fi字", "　", "㍿'", "a", "/ba", "/ḋ", "̣camelCasem", "\r     \n", "!!'", "ſ", "!ea", "̊\r\n", "('", "ſa", "̊", "\t\r\n\r\n", "'D", "<META", "_START", ">👍🏽\r\n\r\n\r\n\r\n", "Ab"]}
+{"text": "\r\n\r\nİZ🙂'İİ<EOT>a/b", "tokens": 12, "pieces": ["\r\n\r\n", "İZ", "🙂'", "İİ", "<EOT", ">a", "/b"]}
+{"text": "<EOT>ß9.½'Re字//\r\n🙂a/baBعfi½camelCase/\r\n", "tokens": 23, "pieces": ["<EOT", ">ß", "9", ".", "½", "'Re", "字", "//\r\n", "🙂a", "/baBعfi", "½", "camelCase", "/\r\n"]}
+{"text": "\u000b<EOT>Zİ", "tokens": 5, "pieces": ["\u000b", "<EOT", ">Zİ"]}
+{"text": ">HTTPServerDžungla-HTTPServer aBAbm!!", "tokens": 15, "pieces": [">HTTPServerDžungla", "-HTTPServer", " aBAbm", "!!"]}
+{"text": "iOS\"Bḍ̇ttᵃᵃ12345678<META_START>ḍ̇9İ३🙂İ‍/.ſ'VE'ſ'SiOS'T'ꟲ'‍mᵃ. s", "tokens": 60, "pieces": ["iOS", "\"Bḋ", "̣ttᵃᵃ", "123", "456", "78", "<META", "_START", ">ḋ", "̣", "9", "İ", "३", "🙂İ", "‍/.", "ſ", "'VE", "'ſ", "'S", "iOS", "'T", "'ꟲ", "'‍", "mᵃ", ".", " s"]}
+{"text": "字<|fim_prefix|>", "tokens": 8, "pieces": ["字", "<|", "fim", "_prefix", "|>"]}
+{"text": "🙂 're İ'S­ſ\r\r\n\r\nś'ſ‍0   \nſ'Re ½(aB're'Reé-ꟲ'ReDžungla‍EOT… (", "tokens": 48, "pieces": ["🙂", " '", "re", " İ", "'S", "­ſ", "\r\r\n\r\n", "s", "́'", "ſ", "‍", "0", "   \n", "ſ", "'Re", " ", "½", "(aB", "'re", "'Re", "e", "́-", "ꟲ", "'Re", "Džungla", "‍EOT", "…", " ", "("]}
+{"text": "BcamelCase'<META_START>HTTPServer", "tokens": 9, "pieces": ["BcamelCase", "'<", "META", "_START", ">HTTPServer"]}
+{"text": "'ll'EOT<EOT>\r٣٤٥٦ꟲa/b'VE\r\n<|endoftext|>'ſḍ̇<|fim_prefix|><META_START>'S''llAb　.'re٣٤٥٦ḍ̇", "tokens": 67, "pieces": ["'ll", "'EOT", "<EOT", ">\r", "٣٤٥", "٦", "ꟲa", "/b", "'VE", "\r\n", "<|", "endoftext", "|>'", "ſḋ", "̣<|", "fim", "_prefix", "|><", "META", "_START", ">'", "S", "''", "llAb", "　", ".'", "re", "٣٤٥", "٦", "ḋ", "̣"]}
+{"text": "#$% \n ३'reꟲ", "tokens": 10, "pieces": ["#$%", " \n", " ", "३", "'re", "ꟲ"]}
+{"text": "   \n's'Re\n/漢३​\t   \n…", "tokens": 13, "pieces": ["   \n", "'s", "'Re", "\n", "/漢", "३", "​", "\t   \n…"]}
+{"text": "Ⅳ㋿漢-İꟲᵃ\"aB
字#$%<|fim_prefix|>\r\n\r\n sİ/\r\n'll>'DEOT<­aDžunglaB,٣٤٥٦aAb(/å\t", "tokens": 61, "pieces": ["Ⅳ", "㋿漢", "-İꟲᵃ", "\"aB", "
字", "#$%<|", "fim", "_prefix", "|>\r\n\r\n", " sİ", "/\r\n", "'ll", ">'", "DEOT", "<­", "aDžunglaB", ",", "٣٤٥", "٦", "aAb", "(/", "a", "̊", "\t"]}
+{"text": "EOT㍿\ré\"ſ9<|endoftext|>Džungla's'S'll٣٤٥٦fi<|fim_prefix|>Ⅳ\n­ 0camelCaseé12345678e  '   \naB<|fim_prefix|> ＡåDžungla0㋿‍", "tokens": 83, "pieces": ["EOT", "㍿\r", "e", "́\"", "ſ", "9", "<|", "endoftext", "|>", "Džungla", "'s", "'S", "'ll", "٣٤٥", "٦", "fi", "<|", "fim", "_prefix", "|>", "Ⅳ", "\n", "­", " ", "0", "camelCaseé", "123", "456", "78", "e", " ", " '", "   \n", "aB", "<|", "fim", "_prefix", "|>", " Ａa", "̊Džungla", "0", "㋿‍"]}
+{"text": "👍🏽㍿\r\n\r\n\u000bé12345678<m'T㋿dé😀🏽(㍿ꟲd😀🏽0𐞁👍🏽", "tokens": 51, "pieces": ["👍🏽㍿\r\n\r\n", "\u000bé", "123", "456", "78", "<m", "'T", "㋿dé", "😀🏽(㍿", "ꟲd", "😀🏽", "0", "𐞁", "👍🏽"]}
+{"text": "éDž\"12345678/\r\n　'M<|fim_prefix|>㋿camelCaseⅣ<iOSＡ  𐞁camelCase!İZZééé漢'VÉ'D>a/bZ<\r\n\r\n漢fi<META_START>", "tokens": 63, "pieces": ["éDž", "\"", "123", "456", "78", "/\r\n", "　", "'M", "<|", "fim", "_prefix", "|>㋿", "camelCase", "Ⅳ", "<iOSＡ", " ", " 𐞁camelCase", "!İZZée", "́e", "́漢", "'VE", "́'", "D", ">a", "/bZ", "<\r\n\r\n", "漢fi", "<META", "_START", ">"]}
+{"text": "㋿字'VE!!Ⅳ'T­#$%<m(́'MDžungla\r\n'S­'VE,𐞁👍🏽HTTPServer   \n\r\nＡ9!!e\n字　aB9\u000b", "tokens": 55, "pieces": ["㋿字", "'VE", "!!", "Ⅳ", "'T", "­#$%<", "m", "(́'", "MDžungla", "\r\n", "'S", "­'", "VE", ",𐞁", "👍🏽", "HTTPServer", "   \n\r\n", "Ａ", "9", "!!", "e", "\n", "字", "　aB", "9", "\u000b"]}
+{"text": "'re\r\n 𐞁t/\r\n>㍿漢camelCase", "tokens": 17, "pieces": ["'re", "\r\n", " 𐞁t", "/\r\n", ">㍿", "漢camelCase"]}
+{"text": "   \n  0a<​EOT٣٤٥٦‍(   \n'reiOS'Reꟲ(字'MAb\n/'re­,#$%tEOTé😀🏽 ㍿a/b", "tokens": 54, "pieces": ["   \n", " ", " ", "0", "a", "<​", "EOT", "٣٤٥", "٦", "‍(", "   \n", "'re", "iOS", "'Re", "ꟲ", "(字", "'M", "Ab", "\n", "/'", "re", "­,#$%", "tEOTe", "́😀🏽", " ", "㍿a", "/b"]}
+{"text": "HTTPServerſ'T0", "tokens": 6, "pieces": ["HTTPServerſ", "'T", "0"]}
+{"text": "'M😀🏽٣٤٥٦<́é'D 'ſ㋿  ½a/bᵃ'Re…Ⅳ-ZſaB,​‍'\r\naBEOT‍ᵃ0,'ſ", "tokens": 61, "pieces": ["'M", "😀🏽", "٣٤٥", "٦", "<́", "e", "́'", "D", " '", "ſ", "㋿", " ", " ", "½", "a", "/bᵃ", "'Re", "…", "Ⅳ", "-ZſaB", ",​‍'\r\n", "aBEOT", "‍ᵃ", "0", ",'", "ſ"]}
+{"text": "B\n'Re🙂  ABC-B", "tokens": 8, "pieces": ["B", "\n", "'Re", "🙂", " ", " ABC", "-B"]}
+{"text": "-camelCaseeⅣé.३字\"deع'll😀🏽漢३'aB'Da/b\"camelCase(عſm漢
", "tokens": 41, "pieces": ["-camelCasee", "Ⅳ", "é", ".", "३", "字", "\"deع", "'ll", "😀🏽", "漢", "३", "'aB", "'D", "a", "/b", "\"camelCase", "(عſm漢", "
"]}
+{"text": "eAbé३'T12345678   \n", "tokens": 11, "pieces": ["eAbe", "́", "३", "'T", "123", "456", "78", "   \n"]}
+{"text": "Z12345678é\n/0  m İ​EOT>!\r\n\n/'ll‍-'s", "tokens": 24, "pieces": ["Z", "123", "456", "78", "é", "\n", "/", "0", " ", " m", " İ", "​EOT", ">!\r\n\n", "/'", "ll", "‍-'", "s"]}
+{"text": "'å㋿/\r\nＡḍ̇dⅣ
d👍🏽!\tå<<META_START><EOT>​३'İ  ­,'re", "tokens": 46, "pieces": ["'a", "̊㋿/\r\n", "Ａḋ", "̣d", "Ⅳ", "
d", "👍🏽!", "\ta", "̊<<", "META", "_START", "><", "EOT", ">​", "३", "'İ", " ", " ­,'", "re"]}
+{"text": "Ⅳ Džungla<EOT>,'VEꟲ<META_START>㍿", "tokens": 22, "pieces": ["Ⅳ", " Džungla", "<EOT", ">,'", "VEꟲ", "<META", "_START", ">㍿"]}
+{"text": "<META_START>'ſ३㍿\u000b'Re​'reꟲᵃ😀🏽0٣٤٥٦\r\nmm\nAb/\r\n'T½'Re<|fim_prefix|>عéعcamelCase.<EOT>'ſ \r\n\r\n12345678ＡAb‍<|endoftext|>\nfi", "tokens": 81, "pieces": ["<META", "_START", ">'", "ſ", "३", "㍿", "\u000b", "'Re", "​'", "reꟲᵃ", "😀🏽", "0٣٤", "٥٦", "\r\n", "mm", "\n", "Ab", "/\r\n", "'T", "½", "'Re", "<|", "fim", "_prefix", "|>", "عe", "́عcamelCase", ".<", "EOT", ">'", "ſ", " \r\n\r\n", "123", "456", "78", "ＡAb", "‍<|", "endoftext", "|>\n", "fi"]}
+{"text": "\raBcamelCasetḍ̇aficamelCaseع'ſßfiع­٣٤٥٦t/　'Re
'VEaB'll'ſ \n EOT'aBdd \n Ａعa", "tokens": 58, "pieces": ["\r", "aBcamelCasetḋ", "̣aficamelCaseع", "'ſ", "ßfiع", "­", "٣٤٥", "٦", "t", "/", "　", "'Re", "
", "'VE", "aB", "'ll", "'ſ", " \n", " EOT", "'aBdd", " \n", " Ａعa"]}
+{"text": "'s9\n/éſ🙂\n/漢عHTTPServer漢㍿iOSع<ß'ZdiOS.\r\n\r\n're　ḍ̇ḍ̇\tß\ns<|endoftext|>\n/'VEſ", "tokens": 57, "pieces": ["'s", "9", "\n", "/e", "́ſ", "🙂\n", "/漢عHTTPServer漢", "㍿iOSع", "<ß", "'ZdiOS", ".\r\n\r\n", "'re", "　ḋ", "̣ḋ", "̣", "\tß", "\n", "s", "<|", "endoftext", "|>\n", "/'", "VEſ"]}
+{"text": "'sm'S'reع
\n\r­ᵃm٣٤٥٦३'ll>漢'T'llHTTPServeråſ!!　漢𐞁Ab's", "tokens": 47, "pieces": ["'s", "m", "'S", "'re", "ع", "
\n\r", "­ᵃm", "٣٤٥", "٦३", "'ll", ">漢", "'T", "'ll", "HTTPServera", "̊ſ", "!!", "　漢𐞁Ab", "'s"]}
+{"text": "9a/b​½12345678 \n 123456780'M<|endoftext|>㋿'TDžungla\t🙂a/bDž   \n\ne<META_START>Dž<|endoftext|>ḍ̇!HTTPServers\r\nDžunglaع9
ꟲ/   \nDžungla'Mé", "tokens": 80, "pieces": ["9", "a", "/b", "​", "½12", "345", "678", " \n", " ", "123", "456", "780", "'M", "<|", "endoftext", "|>㋿'", "TDžungla", "\t", "🙂a", "/bDž", "   \n\n", "e", "<META", "_START", ">Dž", "<|", "endoftext", "|>", "ḋ", "̣!", "HTTPServers", "\r\n", "Džunglaع", "9", "
ꟲ", "/", "   \n", "Džungla", "'M", "é"]}
+{"text": "ع㍿́<EOT>å'Ⅳ👍🏽aBms\r🙂Z​!<'VE9t㋿<", "tokens": 37, "pieces": ["ع", "㍿́<", "EOT", ">a", "̊'", "Ⅳ", "👍🏽", "aBms", "\r", "🙂Z", "​!<'", "VE", "9", "t", "㋿<"]}
+{"text": "m/d <|endoftext|>'M<|endoftext|>", "tokens": 16, "pieces": ["m", "/d", " <|", "endoftext", "|>'", "M", "<|", "endoftext", "|>"]}
+{"text": "'iOS\tDžungla!\r\n\"-!'VE\r\n\r\nEOT \n/\r\n\r\n>tع99漢\t'ſDžᵃ'aé's…'٣٤٥٦\r\n\r\n-fi0", "tokens": 51, "pieces": ["'iOS", "\tDžungla", "!\r\n", "\"-!'", "VE", "\r\n\r\n", "EOT", " \n", "/\r\n\r\n", ">tع", "99", "漢", "\t", "'ſ", "Džᵃ", "'ae", "́'", "s", "…", "'", "٣٤٥", "٦", "\r\n\r\n", "-fi", "0"]}
+{"text": "m　'Re12345678a/bＡma0", "tokens": 12, "pieces": ["m", "　", "'Re", "123", "456", "78", "a", "/bＡma", "0"]}
+{"text": "   \nå<㋿<META_START>aaB\n/ABCiOSaB-😀🏽'T\r<\n/fifi-३åḍ̇<|endoftext|>\r\nd<EOT>  
'Re٣٤٥٦'re", "tokens": 70, "pieces": ["   \n", "a", "̊<㋿<", "META", "_START", ">aaB", "\n", "/ABCiOSaB", "-😀🏽'", "T", "\r", "<\n", "/fifi", "-", "३", "a", "̊ḋ", "̣<|", "endoftext", "|>\r\n", "d", "<EOT", ">", "  ", "
", "'Re", "٣٤٥", "٦", "'re"]}
+{"text": " \n ", "tokens": 2, "pieces": [" \n "]}
+{"text": " \n ३a/b\r\nZiOSé字!!Dž", "tokens": 16, "pieces": [" \n", " ", "३", "a", "/b", "\r\n", "ZiOSe", "́字", "!!", "Dž"]}
+{"text": "'M\"ＡſⅣİⅣ'ss12345678ſ'TaBaB0", "tokens": 23, "pieces": ["'M", "\"Ａſ", "Ⅳ", "İ", "Ⅳ", "'s", "s", "123", "456", "78", "ſ", "'T", "aBaB", "0"]}
+{"text": "mع<EOT>'ll\nDž😀🏽 \n <META_START>..<|endoftext|>\t٣٤٥٦  <META_START>\r\n\r\niOS's
!'TEOTEOTꟲ'> 'M😀🏽  /'Re​", "tokens": 64, "pieces": ["mع", "<EOT", ">'", "ll", "\n", "Dž", "😀🏽", " \n", " <", "META", "_START", ">..<|", "endoftext", "|>", "\t", "٣٤٥", "٦", " ", " <", "META", "_START", ">\r\n\r\n", "iOS", "'s", "
", "!'", "TEOTEOTꟲ", "'>", " ", "'M", "😀🏽", " ", " /'", "Re", "​"]}
+{"text": "漢.٣٤٥٦a/baBDž>३ß<|fim_prefix|>漢Džungla-  ><|fim_prefix|>9<efi   \nZ漢m👍🏽EOT'T漢Ba/b!!👍🏽!fiscamelCase", "tokens": 79, "pieces": ["漢", ".", "٣٤٥", "٦", "a", "/baBDž", ">", "३", "ß", "<|", "fim", "_prefix", "|>", "漢Džungla", "-", " ", " ><|", "fim", "_prefix", "|>", "9", "<efi", "   \n", "Z漢m", "👍🏽", "EOT", "'T", "漢Ba", "/b", "!!👍🏽!", "fiscamelCase"]}
+{"text": "   \nＡ'M'VE \tⅣs \n 𐞁😀🏽٣٤٥٦½ḍ̇!!३‍ 'Dع­'ll/\r\nḍ̇😀🏽 'McamelCaseé\r\nHTTPServer㋿ABC𐞁", "tokens": 75, "pieces": ["   \n", "Ａ", "'M", "'VE", " ", "\t", "Ⅳ", "s", " \n", " 𐞁", "😀🏽", "٣٤٥", "٦½", "ḋ", "̣!!", "३", "‍", " '", "Dع", "­'", "ll", "/\r\n", "ḋ", "̣😀🏽", " '", "McamelCasee", "́\r\n", "HTTPServer", "㋿ABC𐞁"]}
+{"text": "!!'Tع\n/'s👍🏽\r\n<|endoftext|>fiå' \n fi/\r\nDž siOSḍ̇'VEé½'ll'ſ \n é'T\n   \n'🙂ßé字'T字HTTPServerᵃ", "tokens": 69, "pieces": ["!!'", "Tع", "\n", "/'", "s", "👍🏽\r\n", "<|", "endoftext", "|>", "fia", "̊'", " \n", " fi", "/\r\n", "Dž", " siOSḋ", "̣'", "VEe", "́", "½", "'ll", "'ſ", " \n", " e", "́'", "T", "\n   \n", "'🙂", "ßé字", "'T", "字HTTPServerᵃ"]}
+{"text": "'VEaB\n<​a/bHTTPServer!e\n/fiſ<EOT>́🙂d", "tokens": 26, "pieces": ["'VE", "aB", "\n", "<​", "a", "/bHTTPServer", "!e", "\n", "/fiſ", "<EOT", ">́🙂", "d"]}
+{"text": "
AbHTTPServerAbＡ", "tokens": 8, "pieces": ["
AbHTTPServerAbＡ"]}
+{"text": "‍٣٤٥٦‍<|fim_prefix|>漢'S.ſᵃ!Bt,B½
''VEB   'T0å\nAbcamelCaseꟲſ   \n", "tokens": 55, "pieces": ["‍", "٣٤٥", "٦", "‍<|", "fim", "_prefix", "|>", "漢", "'S", ".ſᵃ", "!Bt", ",B", "½", "
", "''", "VEB", "  ", " ", "'T", "0", "a", "̊\n", "AbcamelCaseꟲſ", "   \n"]}
+{"text": "½fiB\n!!#$%㋿ssEOT/‍Dž", "tokens": 19, "pieces": ["½", "fiB", "\n", "!!#$%㋿", "ssEOT", "/‍", "Dž"]}
+{"text": "aB (iOS\r\n㋿,\n<İ 👍🏽㋿Dž<META_START>ع\r\ns㍿ع'ſ'reİßⅣ­", "tokens": 41, "pieces": ["aB", " (", "iOS", "\r\n", "㋿,\n", "<İ", " 👍🏽㋿", "Dž", "<META", "_START", ">ع", "\r\n", "s", "㍿ع", "'ſ", "'re", "İß", "Ⅳ", "­"]}
+{"text": "<EOT>'\"éaaB٣٤٥٦fi-…>\u000b½/\r\n'S\r\n\r\n/\r\n!!Ⅳ'TmiOSＡ　'VE  ꟲ\"ع", "tokens": 45, "pieces": ["<EOT", ">'\"", "e", "́aaB", "٣٤٥", "٦", "fi", "-", "…", ">", "\u000b", "½", "/\r\n", "'S", "\r\n\r\n", "/\r\n", "!!", "Ⅳ", "'T", "miOSＡ", "　", "'VE", " ", " ꟲ", "\"ع"]}
+{"text": "​.ⅣHTTPServer　fi…­\nḍ̇'M<|endoftext|>٣٤٥٦'ll'M//㍿㋿ḍ̇Ⅳa\n/  \rß٣٤٥٦B!!𐞁0fi​😀🏽३", "tokens": 82, "pieces": ["​.", "Ⅳ", "HTTPServer", "　fi", "…", "­\n", "ḋ", "̣'", "M", "<|", "endoftext", "|>", "٣٤٥", "٦", "'ll", "'M", "//㍿㋿", "ḋ", "̣", "Ⅳ", "a", "\n", "/", "  \r", "ß", "٣٤٥", "٦", "B", "!!", "𐞁", "0", "fi", "​😀🏽", "३"]}
+{"text": "  e<|endoftext|>>🙂\r's'llAb  åDžungla0", "tokens": 24, "pieces": [" ", " e", "<|", "endoftext", "|>>🙂\r", "'s", "'ll", "Ab", " ", " a", "̊Džungla", "0"]}
+{"text": "'ſ‍👍🏽\r\n\r\nmHTTPServer\r\nAb", "tokens": 17, "pieces": ["'ſ", "‍👍🏽\r\n\r\n", "mHTTPServer", "\r\n", "Ab"]}
+{"text": "　‍\"d'D
'M　å𐞁's.ḍ̇/\r\n३'½/ꟲB­fi/'Re'Re-\u000b/\r\n", "tokens": 43, "pieces": ["　", "‍\"", "d", "'D", "
", "'M", "　a", "̊𐞁", "'s", ".ḋ", "̣/\r\n", "३", "'", "½", "/ꟲB", "­fi", "/'", "Re", "'Re", "-", "\u000b", "/\r\n"]}
+{"text": "EOT​é  ́\r \n Dž,🙂\néꟲ　iOS'Re", "tokens": 24, "pieces": ["EOT", "​e", "́", " ", " ́\r", " \n", " Dž", ",🙂\n", "éꟲ", "　iOS", "'Re"]}
+{"text": "İＡ'٣٤٥٦字\taBḍ̇𐞁‍\u000b'M\n/\r\n'½(#$%ß", "tokens": 36, "pieces": ["İＡ", "'", "٣٤٥", "٦", "字", "\taBḋ", "̣𐞁", "‍", "\u000b", "'M", "\n", "/\r\n", "'", "½", "(#$%", "ß"]}
+{"text": " \n B#$%́\r\n a/b­   \nm\u000b　fi", "tokens": 16, "pieces": [" \n", " B", "#$%́\r\n", " a", "/b", "­", "   \n", "m", "\u000b", "　fi"]}
+{"text": "Dž👍🏽
're'Rea/bBᵃ­Dž​m𐞁-0--aABC😀🏽mta/bfi \n ḍ̇ ½<EOT>३éd ", "tokens": 59, "pieces": ["Dž", "👍🏽", "
", "'re", "'Re", "a", "/bBᵃ", "­Dž", "​m𐞁", "-", "0", "--", "aABC", "😀🏽", "mta", "/bfi", " \n", " ḋ", "̣", " ", "½", "<EOT", ">", "३", "e", "́d", " "]}
+{"text": "㍿s9iOSſ-  B!s🙂e/0'\rع́éa/bEOT 字Džungla😀🏽'S", "tokens": 41, "pieces": ["㍿s", "9", "iOSſ", "-", " ", " B", "!s", "🙂e", "/", "0", "'\r", "ع", "́e", "́a", "/bEOT", " 字Džungla", "😀🏽'", "S"]}
+{"text": "'iOS0 \r!!<|fim_prefix|>　12345678\r<|fim_prefix|>éEOT!!'M/\r\n'Dfi\r\n\r\nHTTPServer\n're", "tokens": 41, "pieces": ["'iOS", "0", " \r", "!!<|", "fim", "_prefix", "|>", "　", "123", "456", "78", "\r", "<|", "fim", "_prefix", "|>", "e", "́EOT", "!!'", "M", "/\r\n", "'D", "fi", "\r\n\r\n", "HTTPServer", "\n", "'re"]}
+{"text": "😀🏽>aB>İ/'S12345678 <|endoftext|>
a/bＡa\t'VE<|fim_prefix|>'VE字fi३́'llé9ß<|endoftext|>Ⅳ<|endoftext|>\r\n\r\nß🙂'MEOT'M", "tokens": 73, "pieces": ["😀🏽>", "aB", ">İ", "/'", "S", "123", "456", "78", " <|", "endoftext", "|>", "
a", "/bＡa", "\t", "'VE", "<|", "fim", "_prefix", "|>'", "VE字fi", "३", "́'", "llé", "9", "ß", "<|", "endoftext", "|>", "Ⅳ", "<|", "endoftext", "|>\r\n\r\n", "ß", "🙂'", "MEOT", "'M"]}
+{"text": "'smDž'VEİé", "tokens": 9, "pieces": ["'s", "mDž", "'VE", "İe", "́"]}
+{"text": ">-aDžＡZ>漢\u000bع👍🏽'Mꟲ'Mté", "tokens": 26, "pieces": [">-", "aDžＡZ", ">漢", "\u000bع", "👍🏽'", "Mꟲ", "'M", "te", "́"]}
+{"text": "㋿३éABC(!'T½\"👍🏽9/\r\n'VE's　#$%\ra/b
camelCase's<META_START>​​ iOS🙂‍", "tokens": 46, "pieces": ["㋿", "३", "e", "́ABC", "(!'", "T", "½", "\"👍🏽", "9", "/\r\n", "'VE", "'s", "　", "#$%\r", "a", "/b", "
camelCase", "'s", "<META", "_START", ">​​", " iOS", "🙂‍"]}
+{"text": "ⅣAb ​'s٣٤٥٦ \u000b½½ꟲ/\r\n>", "tokens": 24, "pieces": ["Ⅳ", "Ab", " ", "​'", "s", "٣٤٥", "٦", " ", "\u000b", "½½", "ꟲ", "/\r\n", ">"]}
+{"text": "🙂BABC㍿Ab'llZＡZ\t…>9字​", "tokens": 20, "pieces": ["🙂BABC", "㍿Ab", "'ll", "ZＡZ", "\t", "…", ">", "9", "字", "​"]}
+{"text": "   \n\r'Dſ'S", "tokens": 6, "pieces": ["   \n\r", "'D", "ſ", "'S"]}
+{"text": "a/b/\r\n🙂<EOT>٣٤٥٦!.‍<|fim_prefix|>>    \nſDž\n/camelCaseå𐞁 ", "tokens": 45, "pieces": ["a", "/b", "/\r\n", "🙂<", "EOT", ">", "٣٤٥", "٦", "!.‍<|", "fim", "_prefix", "|>>", "    \n", "ſDž", "\n", "/camelCasea", "̊𐞁", " "]}
+{"text": "9Džungla\u000b\u000b12345678İB'VE-'M漢'VE\r​😀🏽é'M٣٤٥٦d<|endoftext|>'S><|fim_prefix|>9 \n AbfiEOTDž
! \n 'M'T<META_START>", "tokens": 73, "pieces": ["9", "Džungla", "\u000b", "\u000b", "123", "456", "78", "İB", "'VE", "-'", "M漢", "'VE", "\r", "​😀🏽", "é", "'M", "٣٤٥", "٦", "d", "<|", "endoftext", "|>'", "S", "><|", "fim", "_prefix", "|>", "9", " \n", " AbfiEOTDž", "
", "!", " \n", " '", "M", "'T", "<META", "_START", ">"]}
+{"text": "å­٣٤٥٦å.\"　ᵃa/b\"\n/½a/b😀🏽 \u000b   \n's<|endoftext|>'s   \n\u000b 9½‍­İ'㋿m<EOT>
字🙂ts", "tokens": 67, "pieces": ["a", "̊­", "٣٤٥", "٦", "a", "̊.\"", "　ᵃa", "/b", "\"\n", "/", "½", "a", "/b", "😀🏽", " \u000b   \n", "'s", "<|", "endoftext", "|>'", "s", "   \n", "\u000b", " ", "9½", "‍­", "İ", "'㋿", "m", "<EOT", ">", "
字", "🙂ts"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": ",  ('M(\n/'re \n ٣٤٥٦\r\n<​字👍🏽\n<META_START> \n 😀🏽a/bᵃ>'ſ<|fim_prefix|>漢́", "tokens": 55, "pieces": [",", " ", " ('", "M", "(\n", "/'", "re", " \n", " ", "٣٤٥", "٦", "\r\n", "<​", "字", "👍🏽\n", "<META", "_START", ">", " \n", " 😀🏽", "a", "/bᵃ", ">'", "ſ", "<|", "fim", "_prefix", "|>", "漢", "́"]}
+{"text": "<|endoftext|>'S<META_START>ع½<३-Džungla'ScamelCase<|endoftext|>­\r<|fim_prefix|><|fim_prefix|>Ⅳ0-ABCHTTPServer('ll‍½-\n…\r\n\r\n字,\r\n\r\n<<|fim_prefix|>́0", "tokens": 76, "pieces": ["<|", "endoftext", "|>'", "S", "<META", "_START", ">ع", "½", "<", "३", "-Džungla", "'S", "camelCase", "<|", "endoftext", "|>­\r", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", "Ⅳ0", "-ABCHTTPServer", "('", "ll", "‍", "½", "-\n", "…\r\n\r\n", "字", ",\r\n\r\n", "<<|", "fim", "_prefix", "|>́", "0"]}
+{"text": "<|endoftext|>…👍🏽\"'Re字Za/b ㍿　#$%<|fim_prefix|>ß👍🏽fi're.ſⅣ\n/३EOT,漢aع\r åſ‍👍🏽camelCase漢d\n!", "tokens": 82, "pieces": ["<|", "endoftext", "|>", "…", "👍🏽\"'", "Re字Za", "/b", " ", "㍿", "　", "#$%<|", "fim", "_prefix", "|>", "ß", "👍🏽", "fi", "'re", ".ſ", "Ⅳ", "\n", "/", "३", "EOT", ",漢aع", "\r", " a", "̊ſ", "‍👍🏽", "camelCase漢d", "\n", "!"]}
+{"text": "  <|endoftext|>\r\n'T12345678a/bß'Re\"½\u000b're/́dᵃ'S­😀🏽 漢'M\ncamelCase
ᵃ­ \n ٣٤٥٦   \n", "tokens": 56, "pieces": [" ", " <|", "endoftext", "|>\r\n", "'T", "123", "456", "78", "a", "/bß", "'Re", "\"", "½", "\u000b", "'re", "/́", "dᵃ", "'S", "­😀🏽", " 漢", "'M", "\n", "camelCase", "
ᵃ", "­", " \n", " ", "٣٤٥", "٦", "   \n"]}
+{"text": "Abå.!\n/Ab/\">\n/\r\nDžungla　!HTTPServerABC<META_START>­!!<|fim_prefix|>é", "tokens": 34, "pieces": ["Aba", "̊.!\n", "/Ab", "/\">\n", "/\r\n", "Džungla", "　", "!HTTPServerABC", "<META", "_START", ">­!!<|", "fim", "_prefix", "|>", "é"]}
+{"text": "/\r\n'T' 12345678İDžunglaDž'ſBᵃ😀🏽!'TBBß\r\n\r\n#$%EOT<́漢字  ", "tokens": 41, "pieces": ["/\r\n", "'T", "'", " ", "123", "456", "78", "İDžunglaDž", "'ſ", "Bᵃ", "😀🏽!'", "TBBß", "\r\n\r\n", "#$%", "EOT", "<́", "漢字", "  "]}
+{"text": "-…12345678㋿'", "tokens": 10, "pieces": ["-", "…", "123", "456", "78", "㋿'"]}
+{"text": "Džᵃ\".EOTABC'll'rea/b12345678\n<|fim_prefix|>'ll㍿Džungla字​-e…ᵃعiOSعḍ̇­'ll٣٤٥٦'s😀🏽Ab…", "tokens": 69, "pieces": ["Džᵃ", "\".", "EOTABC", "'ll", "'re", "a", "/b", "123", "456", "78", "\n", "<|", "fim", "_prefix", "|>'", "ll", "㍿Džungla字", "​-", "e", "…ᵃعiOSعḋ", "̣­'", "ll", "٣٤٥", "٦", "'s", "😀🏽", "Ab", "…"]}
+{"text": "   9a‍ İ　👍🏽camelCaseİ'!ꟲᵃ-,tt'VEås\"<META_START>'Re  'reᵃ…'s'S>", "tokens": 50, "pieces": ["  ", " ", "9", "a", "‍", " İ", "　", "👍🏽", "camelCaseİ", "'!", "ꟲᵃ", "-,", "tt", "'VE", "a", "̊s", "\"<", "META", "_START", ">'", "Re", " ", " '", "reᵃ", "…", "'s", "'S", ">"]}
+{"text": "Džunglaſ😀🏽>ᵃ'TcamelCaseⅣ   \nⅣ", "tokens": 23, "pieces": ["Džunglaſ", "😀🏽>", "ᵃ", "'T", "camelCase", "Ⅳ", "   \n", "Ⅳ"]}
+{"text": "åt​ſⅣiOS　 \r\niOSEOTiOS'Re-\t'ſ<|endoftext|>\r(㍿ \n iOS'Re\n'ſ漢'T ᵃ \n ", "tokens": 51, "pieces": ["a", "̊t", "​ſ", "Ⅳ", "iOS", "　 \r\n", "iOSEOTiOS", "'Re", "-", "\t", "'ſ", "<|", "endoftext", "|>\r", "(㍿", " \n", " iOS", "'Re", "\n", "'ſ", "漢", "'T", " ᵃ", " \n "]}
+{"text": "́३३Ab<META_START><🙂", "tokens": 12, "pieces": ["́", "३३", "Ab", "<META", "_START", "><🙂"]}
+{"text": "'s'lls😀🏽/ \n 0å\u000b", "tokens": 16, "pieces": ["'s", "'ll", "s", "😀🏽/", " \n", " ", "0", "a", "̊", "\u000b"]}
+{"text": " \u000bs<|endoftext|>'ll>́\nt,'M,\u000b​\r", "tokens": 21, "pieces": [" ", "\u000bs", "<|", "endoftext", "|>'", "ll", ">́\n", "t", ",'", "M", ",", "\u000b", "​\r"]}
+{"text": "  ́!!Z 'DHTTPServerm㍿9'D½/", "tokens": 17, "pieces": [" ", " ́!!", "Z", " ", "'D", "HTTPServerm", "㍿", "9", "'D", "½", "/"]}
+{"text": "a/bᵃ½.'D/\r\n\n", "tokens": 10, "pieces": ["a", "/bᵃ", "½", ".'", "D", "/\r\n\n"]}
+{"text": "'ſ½\"ḍ̇漢/.-t\t'DBe\"\u000bß \n ३ßᵃ\tſ9ꟲ́Ⅳ­(ß's\u000b𐞁́
#$%ᵃ字B", "tokens": 58, "pieces": ["'ſ", "½", "\"ḋ", "̣漢", "/.-", "t", "\t", "'D", "Be", "\"", "\u000bß", " \n", " ", "३", "ßᵃ", "\tſ", "9", "ꟲ", "́", "Ⅳ", "­(", "ß", "'s", "\u000b𐞁", "́", "
", "#$%", "ᵃ字B"]}
+{"text": "'Ａß 'T…'Refit('llaB   \naB́ \n /३\r
,\r\n\r\n're​camelCase", "tokens": 31, "pieces": ["'Ａß", " ", "'T", "…", "'Re", "fit", "('", "llaB", "   \n", "aB", "́", " \n", " /", "३", "\r", "
", ",\r\n\r\n", "'re", "​camelCase"]}
+{"text": "!!\n/漢İ३\"('VEfiꟲd㋿9iOS,'Ree>", "tokens": 25, "pieces": ["!!\n", "/漢İ", "३", "\"('", "VEfiꟲd", "㋿", "9", "iOS", ",'", "Ree", ">"]}
+{"text": "\r\nZ's'D\rſ'VE<|fim_prefix|>'D \n >", "tokens": 19, "pieces": ["\r\n", "Z", "'s", "'D", "\r", "ſ", "'VE", "<|", "fim", "_prefix", "|>'", "D", " \n", " >"]}
+{"text": "'re \n a'reİ<META_START>e's𐞁𐞁<EOT>", "tokens": 21, "pieces": ["'re", " \n", " a", "'re", "İ", "<META", "_START", ">e", "'s", "𐞁𐞁", "<EOT", ">"]}
+{"text": "'ſ mfié0
éᵃé\n/­12345678t‍mEOT#$%ꟲ\r३३३aaBZ-<META_START>‍👍🏽ßB", "tokens": 58, "pieces": ["'ſ", " mfié", "0", "
éᵃe", "́\n", "/­", "123", "456", "78", "t", "‍mEOT", "#$%", "ꟲ", "\r", "३३३", "aaBZ", "-<", "META", "_START", ">‍👍🏽", "ßB"]}
+{"text": "'ſ<EOT>'Msß's🙂!/㍿'sEOTåfi'saBsaḍ̇ＡİꟲåDžungla0(‍HTTPServer", "tokens": 52, "pieces": ["'ſ", "<EOT", ">'", "Msß", "'s", "🙂!/㍿'", "sEOTa", "̊fi", "'s", "aBsaḋ", "̣Ａİꟲa", "̊Džungla", "0", "(‍", "HTTPServer"]}
+{"text": " \n !́ſAb<EOT>å>-\rḍ̇👍🏽BHTTPServercamelCaseḍ̇'T,\tt-字", "tokens": 40, "pieces": [" \n", " !́", "ſAb", "<EOT", ">a", "̊>-\r", "ḋ", "̣👍🏽", "BHTTPServercamelCaseḋ", "̣'", "T", ",", "\tt", "-字"]}
+{"text": "EOTعiOŚDžungla㋿👍🏽字🙂½t0<EOT>'ſßⅣB!!
<|endoftext|>Dž👍🏽🙂Džḍ̇  .", "tokens": 62, "pieces": ["EOTعiOS", "́Džungla", "㋿👍🏽", "字", "🙂", "½", "t", "0", "<EOT", ">'", "ſß", "Ⅳ", "B", "!!", "
", "<|", "endoftext", "|>", "Dž", "👍🏽🙂", "Džḋ", "̣", " ", " ."]}
+{"text": "Ａ<|fim_prefix|>B'ree㍿字ABC/\r\ncamelCase0a/\r\n漢\ta٣٤٥٦३", "tokens": 36, "pieces": ["Ａ", "<|", "fim", "_prefix", "|>", "B", "'re", "e", "㍿字ABC", "/\r\n", "camelCase", "0", "a", "/\r\n", "漢", "\ta", "٣٤٥", "٦३"]}
+{"text": " aHTTPServer\r\n\n,ZaB'll<META_START>  ㋿\r㍿'VE <META_START>Ａ's'VE12345678're😀🏽'S( \n ABC‍ſ\t", "tokens": 52, "pieces": [" aHTTPServer", "\r\n\n", ",ZaB", "'ll", "<META", "_START", ">", " ", " ㋿\r", "㍿'", "VE", " <", "META", "_START", ">Ａ", "'s", "'VE", "123", "456", "78", "'re", "😀🏽'", "S", "(", " \n", " ABC", "‍ſ", "\t"]}
+{"text": "-a/b/\r\n- \n !é!\n/­>.é​\" \n  \n -漢'S\r'Re'D!Džungla.'M३", "tokens": 33, "pieces": ["-a", "/b", "/\r\n", "-", " \n", " !", "e", "́!\n", "/­>.", "e", "́​\"", " \n  \n", " -", "漢", "'S", "\r", "'Re", "'D", "!Džungla", ".'", "M", "३"]}
+{"text": "\r\n🙂<EOT>-/İDžunglaꟲ​   \n're🙂\u000bＡ'M'éé३\naé0𐞁fi12345678#$%HTTPServer\n/'re½\"ß", "tokens": 54, "pieces": ["\r\n", "🙂<", "EOT", ">-/", "İDžunglaꟲ", "​", "   \n", "'re", "🙂", "\u000bＡ", "'M", "'e", "́e", "́", "३", "\n", "aé", "0", "𐞁fi", "123", "456", "78", "#$%", "HTTPServer", "\n", "/'", "re", "½", "\"ß"]}
+{"text": "e-,𐞁t'ſⅣ​a/b>'ll'ſ<|fim_prefix|>!e12345678\n٣٤٥٦\tⅣt字ABC'reⅣ'reée'\r\n'
EOTHTTPServer'iOS<|fim_prefix|><|endoftext|>B", "tokens": 76, "pieces": ["e", "-,", "𐞁t", "'ſ", "Ⅳ", "​a", "/b", ">'", "ll", "'ſ", "<|", "fim", "_prefix", "|>!", "e", "123", "456", "78", "\n", "٣٤٥", "٦", "\t", "Ⅳ", "t字ABC", "'re", "Ⅳ", "'re", "ée", "'\r\n", "'", "
EOTHTTPServer", "'iOS", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "B"]}
+{"text": "-\n/ABC \n   👍🏽́́ \n    \naB/\r\n👍🏽'Dſ'ſ<META_START>३camelCase0٣٤٥٦‍siOSDž#$%'😀🏽<\rꟲ<|endoftext|>'VE   \n'ſa'T0'Re", "tokens": 80, "pieces": ["-\n", "/ABC", " \n", "  ", " 👍🏽́́", " \n    \n", "aB", "/\r\n", "👍🏽'", "Dſ", "'ſ", "<META", "_START", ">", "३", "camelCase", "0٣٤", "٥٦", "‍siOSDž", "#$%'😀🏽<\r", "ꟲ", "<|", "endoftext", "|>'", "VE", "   \n", "'ſ", "a", "'T", "0", "'Re"]}
+{"text": "'reeé٣٤٥٦>٣٤٥٦ABĆ'ſ--'VEt0<|fim_prefix|>\r\n\r\n​
\tDž<­fi字''s", "tokens": 50, "pieces": ["'re", "eé", "٣٤٥", "٦", ">", "٣٤٥", "٦", "ABC", "́'", "ſ", "--'", "VEt", "0", "<|", "fim", "_prefix", "|>\r\n\r\n", "​", "
", "\tDž", "<­", "fi字", "''", "s"]}
+{"text": "Džungla<META_START>'llABC㍿ 9. 𐞁ᵃmſ𐞁Z", "tokens": 32, "pieces": ["Džungla", "<META", "_START", ">'", "llABC", "㍿", " ", "9", ".", " 𐞁ᵃmſ𐞁Z"]}
+{"text": "Dž<META_START>12345678\u000b\"/ß\r\n𐞁'reé½Ab\n/0're'ſ>tAbß­a/a/b/AbHTTPServer\u000b'S", "tokens": 41, "pieces": ["Dž", "<META", "_START", ">", "123", "456", "78", "\u000b", "\"/", "ß", "\r\n", "𐞁", "'re", "é", "½", "Ab", "\n", "/", "0", "'re", "'ſ", ">tAbß", "­a", "/a", "/b", "/AbHTTPServer", "\u000b", "'S"]}
+{"text": "Ⅳ   \n#$%İＡ<|fim_prefix|>sDžt!​'re\nfi", "tokens": 26, "pieces": ["Ⅳ", "   \n", "#$%", "İＡ", "<|", "fim", "_prefix", "|>", "sDžt", "!​'", "re", "\n", "fi"]}
+{"text": "<HTTPServerⅣ\n­½'Reع\n!!<|fim_prefix|>''Tfi㋿!!", "tokens": 27, "pieces": ["<HTTPServer", "Ⅳ", "\n", "­", "½", "'Re", "ع", "\n", "!!<|", "fim", "_prefix", "|>''", "Tfi", "㋿!!"]}
+{"text": "9   \n𐞁 \u000b   é-ḍ̇ \n aB'S'lla'T\u000b👍🏽🙂ABC漢åİ<|fim_prefix|>.漢'Ms", "tokens": 51, "pieces": ["9", "   \n", "𐞁", " \u000b  ", " é", "-ḋ", "̣", " \n", " aB", "'S", "'ll", "a", "'T", "\u000b", "👍🏽🙂", "ABC漢a", "̊İ", "<|", "fim", "_prefix", "|>.", "漢", "'M", "s"]}
+{"text": "camelCase'M‍ݽ‍fi<|endoftext|>　㋿>aBs㍿\r\r\nع", "tokens": 30, "pieces": ["camelCase", "'M", "‍İ", "½", "‍fi", "<|", "endoftext", "|>", "　", "㋿>", "aBs", "㍿\r\r\n", "ع"]}
+{"text": "<EOT‍ᵃ   \nåEOT /\r/fi  Ab<|fim_prefix|>ḍ̇a/b#$%👍🏽
ᵃteåＡ½émⅣ", "tokens": 56, "pieces": ["<EOT", "‍ᵃ", "   \n", "a", "̊EOT", " /\r", "/fi", " ", " Ab", "<|", "fim", "_prefix", "|>", "ḋ", "̣a", "/b", "#$%👍🏽", "
ᵃtea", "̊Ａ", "½", "ém", "Ⅳ"]}
+{"text": "'ſ漢​\r\n!d", "tokens": 9, "pieces": ["'ſ", "漢", "​\r\n", "!d"]}
+{"text": "\t<EOT>…👍🏽ḍ̇<META_START>!!", "tokens": 22, "pieces": ["\t", "<EOT", ">", "…", "👍🏽", "ḋ", "̣<", "META", "_START", ">!!"]}
+{"text": "\r<EOT>Dž \n s<META_START>👍🏽's字-mع🙂👍🏽/‍!å12345678🙂\r\n\r\n…/'Reḍ̇  <|endoftext|>👍🏽<|fim_prefix|><|fim_prefix|>​,Bå", "tokens": 84, "pieces": ["\r", "<EOT", ">Dž", " \n", " s", "<META", "_START", ">👍🏽'", "s字", "-mع", "🙂👍🏽/‍!", "a", "̊", "123", "456", "78", "🙂\r\n\r\n", "…", "/'", "Reḋ", "̣", " ", " <|", "endoftext", "|>👍🏽<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>​,", "Ba", "̊"]}
+{"text": "ſ<|endoftext|>a'S😀🏽'EOTe(😀🏽İEOT9éDž", "tokens": 33, "pieces": ["ſ", "<|", "endoftext", "|>", "a", "'S", "😀🏽'", "EOTe", "(😀🏽", "İEOT", "9", "éDž"]}
+{"text": "\r\n\r\n\tḍ̇aB\r\u000b‍\u000b  ­a/b''S'Me12345678३ABC​…<  te're\n/　", "tokens": 39, "pieces": ["\r\n\r\n", "\tḋ", "̣aB", "\r", "\u000b", "‍", "\u000b ", " ", "­a", "/b", "''", "S", "'M", "e", "123", "456", "78३", "ABC", "​", "…", "<", " ", " te", "'re", "\n", "/", "　"]}
+{"text": "'re!!/   \n", "tokens": 4, "pieces": ["'re", "!!/", "   \n"]}
+{"text": "‍𐞁漢'ſ😀🏽\r\n\r\nḍ̇sß Džungla'M\n!/\r\n", "tokens": 33, "pieces": ["‍𐞁漢", "'ſ", "😀🏽\r\n\r\n", "ḋ", "̣sß", " Džungla", "'M", "\n", "!/\r\n"]}
+{"text": "٣٤٥٦'D're'\t \n 'fi'TⅣ३EOT!#$%", "tokens": 25, "pieces": ["٣٤٥", "٦", "'D", "'re", "'", "\t \n", " '", "fi", "'T", "Ⅳ३", "EOT", "!#$%"]}
+{"text": "‍e'T  ३‍/\r\n", "tokens": 11, "pieces": ["‍e", "'T", " ", " ", "३", "‍/\r\n"]}
+{"text": "🙂'㋿.Z'­>é𐞁​", "tokens": 18, "pieces": ["🙂'㋿.", "Z", "'­>", "e", "́𐞁", "​"]}
+{"text": "iOS㍿", "tokens": 4, "pieces": ["iOS", "㍿"]}
+{"text": "EOT‍Ⅳé'M0
عiOSé漢dcamelCase0", "tokens": 20, "pieces": ["EOT", "‍", "Ⅳ", "é", "'M", "0", "
عiOSé漢dcamelCase", "0"]}
+{"text": "/🙂\t<|endoftext|><|endoftext|>‍Ab#$%​
ABC-ḍ̇𐞁HTTPServer
́\ré'Re\u000b½'ll#$%‍'VE　½!!<|fim_prefix|>!!é're<|endoftext|>漢'll", "tokens": 78, "pieces": ["/🙂", "\t", "<|", "endoftext", "|><|", "endoftext", "|>‍", "Ab", "#$%​", "
ABC", "-ḋ", "̣𐞁HTTPServer", "
", "́\r", "é", "'Re", "\u000b", "½", "'ll", "#$%‍'", "VE", "　", "½", "!!<|", "fim", "_prefix", "|>!!", "e", "́'", "re", "<|", "endoftext", "|>", "漢", "'ll"]}
+{"text": "'VE  ḍ̇é‍ḍ̇ /\r\n-\rDž字,ḍ̇'S٣٤٥٦\t<|endoftext|>­.d'RemHTTPServer \n ½ßfiåع　'Re<|fim_prefix|>ss'Sd𐞁ABC", "tokens": 82, "pieces": ["'VE", " ", " ḋ", "̣e", "́‍", "ḋ", "̣", " /\r\n", "-\r", "Dž字", ",ḋ", "̣'", "S", "٣٤٥", "٦", "\t", "<|", "endoftext", "|>­.", "d", "'Re", "mHTTPServer", " \n", " ", "½", "ßfia", "̊ع", "　", "'Re", "<|", "fim", "_prefix", "|>", "ss", "'S", "d𐞁ABC"]}
+{"text": "😀🏽s'Re's'D>'reta/bꟲHTTPServerm,!​   \n", "tokens": 21, "pieces": ["😀🏽", "s", "'Re", "'s", "'D", ">'", "reta", "/bꟲHTTPServerm", ",!​", "   \n"]}
+{"text": "camelCase<|fim_prefix|><|endoftext|>'s٣٤٥٦EOT//HTTPServer'ReBDž ABCßİⅣDž", "tokens": 40, "pieces": ["camelCase", "<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "s", "٣٤٥", "٦", "EOT", "//", "HTTPServer", "'Re", "BDž", " ABCßİ", "Ⅳ", "Dž"]}
+{"text": "éع‍e\r\ne٣٤٥٦'re३ßaéꟲ漢'D.‍Džſ𐞁­-12345678👍🏽ꟲḍ̇(Ⅳ/\r\n,/fi ß½
", "tokens": 69, "pieces": ["éع", "‍e", "\r\n", "e", "٣٤٥", "٦", "'re", "३", "ßaéꟲ漢", "'D", ".‍", "Džſ𐞁", "­-", "123", "456", "78", "👍🏽", "ꟲḋ", "̣(", "Ⅳ", "/\r\n", ",/", "fi", " ß", "½", "
"]}
+{"text": ",\r\n\r\nDžAb­\r\n\u000b12345678漢 \n .㍿́Džé<META_START>ᵃ's👍🏽,dé<|endoftext|>/
ßḍ̇<|fim_prefix|><|endoftext|>\nm'ſ \n ", "tokens": 73, "pieces": [",\r\n\r\n", "DžAb", "­\r\n", "\u000b", "123", "456", "78", "漢", " \n", " .㍿́", "Dže", "́<", "META", "_START", ">ᵃ", "'s", "👍🏽,", "de", "́<|", "endoftext", "|>/", "
ßḋ", "̣<|", "fim", "_prefix", "|><|", "endoftext", "|>\n", "m", "'ſ", " \n "]}
+{"text": "\n/漢-İ9ꟲ're'Re<|endoftext|>#$%-㍿<|endoftext|>ABCfi.'llABCDžungla/\r\n'ſ'VEꟲ<META_START>,漢,漢½Dž\n𐞁m…　<|endoftext|>ꟲ", "tokens": 81, "pieces": ["\n", "/漢", "-İ", "9", "ꟲ", "'re", "'Re", "<|", "endoftext", "|>#$%-㍿<|", "endoftext", "|>", "ABCfi", ".'", "llABCDžungla", "/\r\n", "'ſ", "'VE", "ꟲ", "<META", "_START", ">,", "漢", ",漢", "½", "Dž", "\n", "𐞁m", "…", "　", "<|", "endoftext", "|>", "ꟲ"]}
+{"text": "🙂\"'ſßcamelCase<EOT>
-'s!\"", "tokens": 16, "pieces": ["🙂\"'", "ſßcamelCase", "<EOT", ">", "
", "-'", "s", "!\""]}
+{"text": "İ́</\r\nDžungla­ Džungla👍🏽", "tokens": 20, "pieces": ["İ", "́</\r\n", "Džungla", "­", " Džungla", "👍🏽"]}
+{"text": "ḍ̇aBZ​\n", "tokens": 10, "pieces": ["ḋ", "̣aBZ", "​\n"]}
+{"text": "Ⅳ'Da字<|endoftext|>Ⅳ​iOS're'٣٤٥٦㍿  \u000b\r\n\r\n‍'VE  ", "tokens": 37, "pieces": ["Ⅳ", "'D", "a字", "<|", "endoftext", "|>", "Ⅳ", "​iOS", "'re", "'", "٣٤٥", "٦", "㍿", "  \u000b\r\n\r\n", "‍'", "VE", "  "]}
+{"text": "ꟲa/b<|fim_prefix|>B\r字0<'s/\r\n!!𐞁\u000b\n/", "tokens": 27, "pieces": ["ꟲa", "/b", "<|", "fim", "_prefix", "|>", "B", "\r", "字", "0", "<'", "s", "/\r\n", "!!", "𐞁", "\u000b\n", "/"]}
+{"text": "Ⅳ́<aBß'S३३𐞁\tDžZ/'sDžungla'VE漢ᵃ", "tokens": 33, "pieces": ["Ⅳ", "́<", "aBß", "'S", "३३", "𐞁", "\tDžZ", "/'", "sDžungla", "'VE", "漢ᵃ"]}
+{"text": "å'ſ!Ⅳ३>\u000bEOTe'T s‍  \n'VE𐞁<|fim_prefix|>٣٤٥٦ABC0 \t/\r\n!/\r\n‍/ ㍿'s'sDž !!😀🏽", "tokens": 69, "pieces": ["a", "̊'", "ſ", "!", "Ⅳ३", ">", "\u000bEOTe", "'T", " s", "‍", "  \n", "'VE", "𐞁", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "ABC", "0", " ", "\t", "/\r\n", "!/\r\n", "‍/", " ", "㍿'", "s", "'s", "Dž", " ", "!!😀🏽"]}
+{"text": "B'T0fié   \n<META_START>é<|fim_prefix|>/‍iOSDž
", "tokens": 27, "pieces": ["B", "'T", "0", "fie", "́", "   \n", "<META", "_START", ">e", "́<|", "fim", "_prefix", "|>/‍", "iOSDž", "
"]}
+{"text": "9字'VEe<META_START>", "tokens": 9, "pieces": ["9", "字", "'VE", "e", "<META", "_START", ">"]}
+{"text": "\ra/b/'S'sfiİ'D's<|endoftext|>0​Ź३B ('M漢㍿ABC𐞁'Mع
'DＡſ'>/å㋿ᵃ", "tokens": 57, "pieces": ["\r", "a", "/b", "/'", "S", "'s", "fiİ", "'D", "'s", "<|", "endoftext", "|>", "0", "​Z", "́", "३", "B", " ('", "M漢", "㍿ABC𐞁", "'M", "ع", "
", "'D", "Ａſ", "'>/", "a", "̊㋿", "ᵃ"]}
+{"text": "'s'Td9  🙂åꟲéé३Ⅳ३12345678'Re\u000b\r\n   \nZ\n/!!'llḍ̇camelCase", "tokens": 42, "pieces": ["'s", "'T", "d", "9", " ", " 🙂", "a", "̊ꟲe", "́e", "́", "३Ⅳ३", "123", "456", "78", "'Re", "\u000b\r\n   \n", "Z", "\n", "/!!'", "llḋ", "̣camelCase"]}
+{"text": "fiZDžungla­<'re, !aB(Ａ\r\n\t<EOT> ٣٤٥٦😀🏽‍", "tokens": 38, "pieces": ["fiZDžungla", "­<'", "re", ",", " !", "aB", "(Ａ", "\r\n", "\t", "<EOT", ">", " ", "٣٤٥", "٦", "😀🏽‍"]}
+{"text": "(a/bmßa/b<EOT>aB'aBé<|fim_prefix|>Džungla  /  (.'sDž(>iOS…𐞁½ABC.\r\nfia/b!!iOS‍9 \r\n\r\nḍ̇　", "tokens": 61, "pieces": ["(a", "/bmßa", "/b", "<EOT", ">aB", "'aBe", "́<|", "fim", "_prefix", "|>", "Džungla", " ", " /", " ", " (.'", "sDž", "(>", "iOS", "…𐞁", "½", "ABC", ".\r\n", "fia", "/b", "!!", "iOS", "‍", "9", " \r\n\r\n", "ḋ", "̣", "　"]}
+{"text": "​𐞁\n/<EOT>   \n's\r\n\r\nmḍ̇'s\t<META_START>Ａİß\"Ab#$%'ll👍🏽's㋿㋿\n!!　d/عfi\n<EOT>\"'re\rḍ̇
0", "tokens": 72, "pieces": ["​𐞁", "\n", "/<", "EOT", ">", "   \n", "'s", "\r\n\r\n", "mḋ", "̣'", "s", "\t", "<META", "_START", ">Ａİß", "\"Ab", "#$%'", "ll", "👍🏽'", "s", "㋿㋿\n", "!!", "　d", "/عfi", "\n", "<EOT", ">\"'", "re", "\r", "ḋ", "̣", "
", "0"]}
+{"text": "<EOT>ſſEOT漢३t٣٤٥٦Ab-ſ́<|fim_prefix|>'ſiOS\"'ll\n\r\n\r\nſعaB'DiOS㍿🙂", "tokens": 53, "pieces": ["<EOT", ">ſſEOT漢", "३", "t", "٣٤٥", "٦", "Ab", "-ſ", "́<|", "fim", "_prefix", "|>'", "ſiOS", "\"'", "ll", "\n\r\n\r\n", "ſعaB", "'D", "iOS", "㍿🙂"]}
+{"text": "३!!a!Džunglaꟲ\r\nDžungla'…e½é<EOT>漢ſé'ſEOTéİ'VE>Abꟲ   \n\r\n\r\ńＡiOS㋿👍🏽t'ſ", "tokens": 64, "pieces": ["३", "!!", "a", "!Džunglaꟲ", "\r\n", "Džungla", "'", "…e", "½", "é", "<EOT", ">漢ſé", "'ſ", "EOTéİ", "'VE", ">Abꟲ", "   \n\r\n\r\n", "́ＡiOS", "㋿👍🏽", "t", "'ſ"]}
+{"text": "'re🙂\"\naB!!EOT\"åaBiOSḍ̇<-字ع/\r\nDž​é'ſꟲع\nꟲEOTBt  ", "tokens": 44, "pieces": ["'re", "🙂\"\n", "aB", "!!", "EOT", "\"a", "̊aBiOSḋ", "̣<-", "字ع", "/\r\n", "Dž", "​é", "'ſ", "ꟲع", "\n", "ꟲEOTBt", "  "]}
+{"text": "​é <META_START>  字३é9é \n é\n/-'D", "tokens": 22, "pieces": ["​é", " <", "META", "_START", ">", " ", " 字", "३", "e", "́", "9", "e", "́", " \n", " e", "́\n", "/-'", "D"]}
+{"text": "\r\n٣٤٥٦>

\rEOTme Z<|endoftext|>/ḍ̇㍿字   \n'T", "tokens": 37, "pieces": ["\r\n", "٣٤٥", "٦", ">", "

\r", "EOTme", " Z", "<|", "endoftext", "|>/", "ḋ", "̣㍿", "字", "   \n", "'T"]}
+{"text": "  İ\r\n\r\nHTTPServerAb\n/-/'ll㍿ß😀🏽EOT  ́㋿'M㋿㋿m<|endoftext|>sé½\r\n…", "tokens": 49, "pieces": [" ", " İ", "\r\n\r\n", "HTTPServerAb", "\n", "/-/'", "ll", "㍿ß", "😀🏽", "EOT", " ", " ́㋿'", "M", "㋿㋿", "m", "<|", "endoftext", "|>", "sé", "½", "\r\n…"]}
+{"text": "'M!Dž㋿\n\n/İ ‍iOS'MᵃDžungla!!tß\na\u000b\n\nß  -'VE\n/fiaBé9å<|fim_prefix|>12345678'ſé", "tokens": 60, "pieces": ["'M", "!Dž", "㋿\n\n", "/İ", " ", "‍iOS", "'M", "ᵃDžungla", "!!", "tß", "\n", "a", "\u000b\n\n", "ß", " ", " -'", "VE", "\n", "/fiaBé", "9", "a", "̊<|", "fim", "_prefix", "|>", "123", "456", "78", "'ſ", "e", "́"]}
+{"text": ",ᵃcamelCase", "tokens": 6, "pieces": [",ᵃcamelCase"]}
+{"text": "Ab
-ꟲ'D'\u000b><META_START>­#$%t ㍿iOS'M iOS\r\n\"🙂iOS👍🏽-ßa/b0　<EOT>𐞁#$%\t", "tokens": 52, "pieces": ["Ab", "
", "-ꟲ", "'D", "'", "\u000b", "><", "META", "_START", ">­#$%", "t", " ㍿", "iOS", "'M", " iOS", "\r\n", "\"🙂", "iOS", "👍🏽-", "ßa", "/b", "0", "　", "<EOT", ">𐞁", "#$%", "\t"]}
+{"text": "ᵃ\r\n­३ZHTTPServerABC\n/<|endoftext|>", "tokens": 19, "pieces": ["ᵃ", "\r\n", "­", "३", "ZHTTPServerABC", "\n", "/<|", "endoftext", "|>"]}
+{"text": "d३>'Re-\u000b", "tokens": 7, "pieces": ["d", "३", ">'", "Re", "-", "\u000b"]}
+{"text": "9　㋿", "tokens": 5, "pieces": ["9", "　", "㋿"]}
+{"text": "\u000bB\t㋿/s", "tokens": 8, "pieces": ["\u000bB", "\t", "㋿/", "s"]}
+{"text": "ꟲ😀🏽Dž/ABCaBＡßiOS'Rea", "tokens": 20, "pieces": ["ꟲ", "😀🏽", "Dž", "/ABCaBＡßiOS", "'Re", "a"]}
+{"text": "éḍ̇<٣٤٥٦HTTPServer,, ", "tokens": 19, "pieces": ["éḋ", "̣<", "٣٤٥", "٦", "HTTPServer", ",,", " "]}
+{"text": "'T
İ'VEⅣß", "tokens": 9, "pieces": ["'T", "
İ", "'VE", "Ⅳ", "ß"]}
+{"text": "12345678DžAb\u000be(.\tABCiOSß​ꟲå漢'll­<|fim_prefix|>­é㋿ \n ", "tokens": 38, "pieces": ["123", "456", "78", "DžAb", "\u000be", "(.", "\tABCiOSß", "​ꟲa", "̊漢", "'ll", "­<|", "fim", "_prefix", "|>­", "é", "㋿", " \n "]}
+{"text": "ꟲ  ع\n<|endoftext|> \n 'S'VE#$%'T👍🏽/\r\n<EOT><EOT>é", "tokens": 35, "pieces": ["ꟲ", " ", " ع", "\n", "<|", "endoftext", "|>", " \n", " '", "S", "'VE", "#$%'", "T", "👍🏽/\r\n", "<EOT", "><", "EOT", ">e", "́"]}
+{"text": "\n/Z \n ", "tokens": 4, "pieces": ["\n", "/Z", " \n "]}
+{"text": "!\n/'Reå😀🏽\r\n\n/Ⅳ'Me字fi'VEſ漢   \n!a/bDž­🙂.𐞁-", "tokens": 41, "pieces": ["!\n", "/'", "Rea", "̊😀🏽\r\n\n", "/", "Ⅳ", "'M", "e字fi", "'VE", "ſ漢", "   \n", "!a", "/bDž", "­🙂.", "𐞁", "-"]}
+{"text": "\rEOT​Z<|endoftext|>́#$%/", "tokens": 15, "pieces": ["\r", "EOT", "​Z", "<|", "endoftext", "|>́#$%/"]}
+{"text": "-字‍\r‍!­'re३ß½a/b<EOT>'٣٤٥٦0iOSＡ🙂ḍ̇ꟲ㍿camelCase/🙂ḍ̇‍'ll\tſḍ̇>'re३-<META_START>a　/\r\n", "tokens": 78, "pieces": ["-字", "‍\r", "‍!­'", "re", "३", "ß", "½", "a", "/b", "<EOT", ">'", "٣٤٥", "٦0", "iOSＡ", "🙂ḋ", "̣ꟲ", "㍿camelCase", "/🙂", "ḋ", "̣‍'", "ll", "\tſḋ", "̣>'", "re", "३", "-<", "META", "_START", ">a", "　", "/\r\n"]}
+{"text": "😀🏽㋿­.éHTTPServer/\r\n9eABC!iOSİ'S12345678é'S-
  \n 's/​/-", "tokens": 36, "pieces": ["😀🏽㋿­.", "éHTTPServer", "/\r\n", "9", "eABC", "!iOSİ", "'S", "123", "456", "78", "é", "'S", "-", "
  \n", " '", "s", "/​/-"]}
+{"text": "éAb\r\n/>BEOT!!sDžå0're\n'S\r\n\r\n\n/😀🏽 \n <|endoftext|>\u000b<'T'Re'TaBß   \n<|endoftext|>/   \n<META_START>㍿\u000b", "tokens": 58, "pieces": ["e", "́Ab", "\r\n", "/>", "BEOT", "!!", "sDža", "̊", "0", "'re", "\n", "'S", "\r\n\r\n\n", "/😀🏽", " \n", " <|", "endoftext", "|>", "\u000b", "<'", "T", "'Re", "'T", "aBß", "   \n", "<|", "endoftext", "|>/", "   \n", "<META", "_START", ">㍿", "\u000b"]}
+{"text": "  0,é'sé\r\n\r\nABC's\r\n\rⅣte!Ａ ㋿", "tokens": 23, "pieces": [" ", " ", "0", ",e", "́'", "se", "́\r\n\r\n", "ABC", "'s", "\r\n\r", "Ⅳ", "te", "!Ａ", " ", "㋿"]}
+{"text": "ma/b字Džungla😀🏽B/\r\n🙂　td𐞁 \"#$%ABC'ssB\"'T\r\n'M", "tokens": 33, "pieces": ["ma", "/b字Džungla", "😀🏽", "B", "/\r\n", "🙂", "　td𐞁", " \"#$%", "ABC", "'s", "sB", "\"'", "T", "\r\n", "'M"]}
+{"text": "٣٤٥٦0㍿   \n", "tokens": 13, "pieces": ["٣٤٥", "٦0", "㍿", "   \n"]}
+{"text": "'T\"å \n aBDžZ ́İ
'Re\r\n'S'  𐞁½\nå 漢s\t0\r\n<<EOT>‍'ll'll٣٤٥٦㍿tHTTPServerfi", "tokens": 62, "pieces": ["'T", "\"a", "̊", " \n", " aBDžZ", " ́", "İ", "
", "'Re", "\r\n", "'S", "'", " ", " 𐞁", "½", "\n", "a", "̊", " 漢s", "\t", "0", "\r\n", "<<", "EOT", ">‍'", "ll", "'ll", "٣٤٥", "٦", "㍿tHTTPServerfi"]}
+{"text": "İå㋿", "tokens": 7, "pieces": ["İa", "̊㋿"]}
+{"text": "'VE're<META_START>'ſſEOT\r\n\r\n", "tokens": 14, "pieces": ["'VE", "'re", "<META", "_START", ">'", "ſſEOT", "\r\n\r\n"]}
+{"text": "Bs ع>ſ\r\nd字漢", "tokens": 11, "pieces": ["Bs", " ع", ">ſ", "\r\n", "d字漢"]}
+{"text": "Abḍ̇½mfi'retDž\r\ńss\r\n🙂", "tokens": 20, "pieces": ["Abḋ", "̣", "½", "mfi", "'re", "tDž", "\r\n", "́ss", "\r\n", "🙂"]}
+{"text": "𐞁 \n ㋿😀🏽 \n aB0 \n EOTEOTꟲ áſſ٣٤٥٦​́!  'M\u000b　㍿", "tokens": 51, "pieces": ["𐞁", " \n", " ㋿😀🏽", " \n", " aB", "0", " \n", " EOTEOTꟲ", " a", "́ſſ", "٣٤٥", "٦", "​́!", " ", " '", "M", "\u000b", "　", "㍿"]}
+{"text": "㍿('T\r<|endoftext|>,é'T'Std<…", "tokens": 20, "pieces": ["㍿('", "T", "\r", "<|", "endoftext", "|>,", "é", "'T", "'S", "td", "<", "…"]}
+{"text": "(.'re're٣٤٥٦ \n 'sEOTⅣ'll㍿aBⅣ!'Re\n\t .", "tokens": 32, "pieces": ["(.'", "re", "'re", "٣٤٥", "٦", " \n", " '", "sEOT", "Ⅳ", "'ll", "㍿aB", "Ⅳ", "!'", "Re", "\n", "\t", " ."]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ZaB/\r\nZmm​'  's'M!́'s'ſ\r\n👍🏽İAbfiع👍🏽Z'ReéHTTPServer(  Z字ᵃ9½!!aaBAb\n/'re", "tokens": 58, "pieces": ["ZaB", "/\r\n", "Zmm", "​'", " ", " '", "s", "'M", "!́'", "s", "'ſ", "\r\n", "👍🏽", "İAbfiع", "👍🏽", "Z", "'Re", "éHTTPServer", "(", " ", " Z字ᵃ", "9½", "!!", "aaBAb", "\n", "/'", "re"]}
+{"text": ">ß'S12345678>👍🏽Abᵃ!fi👍🏽<|endoftext|>\r12345678­a/b🙂\"sHTTPServer\u000b#$%/　ß\t", "tokens": 52, "pieces": [">ß", "'S", "123", "456", "78", ">👍🏽", "Abᵃ", "!fi", "👍🏽<|", "endoftext", "|>\r", "123", "456", "78", "­a", "/b", "🙂\"", "sHTTPServer", "\u000b", "#$%/", "　ß", "\t"]}
+{"text": "t'!!Džungladß12345678", "tokens": 11, "pieces": ["t", "'!!", "Džungladß", "123", "456", "78"]}
+{"text": "  'Re👍🏽 \n 'Dḍ̇ 'ſ'll \r\n\r\n\"🙂́'!!!", "tokens": 29, "pieces": [" ", " '", "Re", "👍🏽", " \n", " '", "Dḋ", "̣", " ", "'ſ", "'ll", " \r\n\r\n", "\"🙂́'!!!"]}
+{"text": "<EOT>fi<|endoftext|>ſ'så\r\n<|endoftext|>𐞁𐞁m½e𐞁<META_START>d́½Ab/<|fim_prefix|>'Td'MaB0​(㍿'ſ'D'S'Re'Re­ſ́", "tokens": 76, "pieces": ["<EOT", ">fi", "<|", "endoftext", "|>", "ſ", "'s", "a", "̊\r\n", "<|", "endoftext", "|>", "𐞁𐞁m", "½", "e𐞁", "<META", "_START", ">d", "́", "½", "Ab", "/<|", "fim", "_prefix", "|>'", "Td", "'M", "aB", "0", "​(㍿'", "ſ", "'D", "'S", "'Re", "'Re", "­ſ", "́"]}
+{"text": "aB\r\n\r\n㍿İ\r\n\r\n‍EOT \n d　Z\r\n\r\n… \n \n's'Re0\tİ\n/Ab'll字ß\n/'D", "tokens": 34, "pieces": ["aB", "\r\n\r\n", "㍿İ", "\r\n\r\n", "‍EOT", " \n", " d", "　Z", "\r\n\r\n… \n \n", "'s", "'Re", "0", "\tİ", "\n", "/Ab", "'ll", "字ß", "\n", "/'", "D"]}
+{"text": "'D!12345678𐞁\r\n\r\na'DＡ'VE😀🏽'S(­
🙂mß\"٣٤٥٦ Džungla\u000b\"", "tokens": 47, "pieces": ["'D", "!", "123", "456", "78", "𐞁", "\r\n\r\n", "a", "'D", "Ａ", "'VE", "😀🏽'", "S", "(­", "
", "🙂mß", "\"", "٣٤٥", "٦", " Džungla", "\u000b", "\""]}
+{"text": "ea/b're👍🏽عåtaB<|endoftext|>Ａs½㋿-Ab🙂,Zfi\n\r\n\r\n‍㍿'re<|fim_prefix|>­0\n/#$%İ're<dſd漢𐞁\r \n ", "tokens": 74, "pieces": ["ea", "/b", "'re", "👍🏽", "عa", "̊taB", "<|", "endoftext", "|>", "Ａs", "½", "㋿-", "Ab", "🙂,", "Zfi", "\n\r\n\r\n", "‍㍿'", "re", "<|", "fim", "_prefix", "|>­", "0", "\n", "/#$%", "İ", "'re", "<dſd漢𐞁", "\r \n "]}
+{"text": "  Abéᵃꟲ<|fim_prefix|>,e're're", "tokens": 19, "pieces": [" ", " Abe", "́ᵃꟲ", "<|", "fim", "_prefix", "|>,", "e", "'re", "'re"]}
+{"text": "　'llＡ<|endoftext|>Ab'll'sDž<EOT> 'M#$%'D9#$%mᵃ/‍ſ'Re", "tokens": 37, "pieces": ["　", "'ll", "Ａ", "<|", "endoftext", "|>", "Ab", "'ll", "'s", "Dž", "<EOT", ">", " ", "'M", "#$%'", "D", "9", "#$%", "mᵃ", "/‍", "ſ", "'Re"]}
+{"text": "ꟲ\n9\r\n\r\né!'DiOS👍🏽//s\r'reᵃḍ̇'Ree(aAb'DᵃB\r 𐞁🙂!!", "tokens": 47, "pieces": ["ꟲ", "\n", "9", "\r\n\r\n", "é", "!'", "DiOS", "👍🏽//", "s", "\r", "'re", "ᵃḋ", "̣'", "Ree", "(aAb", "'D", "ᵃB", "\r", " 𐞁", "🙂!!"]}
+{"text": "‍AbſcamelCase𐞁0\r\n\r\n12345678ḍ̇e!ḍ̇Bᵃ'Rea/b", "tokens": 35, "pieces": ["‍AbſcamelCase𐞁", "0", "\r\n\r\n", "123", "456", "78", "ḋ", "̣e", "!ḋ", "̣Bᵃ", "'Re", "a", "/b"]}
+{"text": "'re…㋿​", "tokens": 7, "pieces": ["'re", "…", "㋿​"]}
+{"text": " EOT're's'D'VEİ
s\t\u000b.'llDž,😀🏽", "tokens": 23, "pieces": [" EOT", "'re", "'s", "'D", "'VE", "İ", "
s", "\t", "\u000b", ".'", "llDž", ",😀🏽"]}
+{"text": "👍🏽ḍ̇'D", "tokens": 13, "pieces": ["👍🏽", "ḋ", "̣'", "D"]}
+{"text": "/Ａa/b 'M🙂é字😀🏽'ſ\t漢  字­😀🏽m३<META_START>'D\u000bm​ 字'M\"ꟲ'M<|endoftext|> 'D<|endoftext|>å", "tokens": 69, "pieces": ["/Ａa", "/b", " ", "'M", "🙂e", "́字", "😀🏽'", "ſ", "\t漢", " ", " 字", "­😀🏽", "m", "३", "<META", "_START", ">'", "D", "\u000bm", "​", " 字", "'M", "\"ꟲ", "'M", "<|", "endoftext", "|>", " '", "D", "<|", "endoftext", "|>", "a", "̊"]}
+{"text": "é½\r\n\r\n\r\n<|fim_prefix|>́Dž३'TcamelCase", "tokens": 19, "pieces": ["e", "́", "½", "\r\n\r\n\r\n", "<|", "fim", "_prefix", "|>́", "Dž", "३", "'T", "camelCase"]}
+{"text": "d٣٤٥٦'ſ\u000b​>३
'M<EOT>", "tokens": 23, "pieces": ["d", "٣٤٥", "٦", "'ſ", "\u000b", "​>", "३", "
", "'M", "<EOT", ">"]}
+{"text": "\n'reع字BſéficamelCase<EOT>👍🏽<META_START>'ABC,9aB   \n𐞁
\n/fi're", "tokens": 43, "pieces": ["\n", "'re", "ع字Bſe", "́ficamelCase", "<EOT", ">👍🏽<", "META", "_START", ">'", "ABC", ",", "9", "aB", "   \n", "𐞁", "
\n", "/fi", "'re"]}
+{"text": "/\r\n's<|endoftext|>'s½…fia/b!!t<META_START>'ſ9'\r\n  é'SaBm\u000bZ'0é
<|fim_prefix|>d\rＡ㋿", "tokens": 55, "pieces": ["/\r\n", "'s", "<|", "endoftext", "|>'", "s", "½", "…fia", "/b", "!!", "t", "<META", "_START", ">'", "ſ", "9", "'\r\n", " ", " e", "́'", "SaBm", "\u000bZ", "'", "0", "é", "
", "<|", "fim", "_prefix", "|>", "d", "\r", "Ａ", "㋿"]}
+{"text": "ḍ̇漢fiḍ̇0--ꟲ\r​12345678ßİ　å<|fim_prefix|>DžunglaHTTPServer'Re\u000bAb👍🏽('e'T'T\n!Ａ㍿㍿­", "tokens": 67, "pieces": ["ḋ", "̣漢fiḋ", "̣", "0", "--", "ꟲ", "\r", "​", "123", "456", "78", "ßİ", "　a", "̊<|", "fim", "_prefix", "|>", "DžunglaHTTPServer", "'Re", "\u000bAb", "👍🏽('", "e", "'T", "'T", "\n", "!Ａ", "㍿㍿­"]}
+{"text": "a/b-　𐞁\n/ t.fi e", "tokens": 16, "pieces": ["a", "/b", "-", "　𐞁", "\n", "/", " t", ".fi", " e"]}
+{"text": "ᵃ!!'Re--. Z", "tokens": 10, "pieces": ["ᵃ", "!!'", "Re", "--.", " Z"]}
+{"text": "İZDžungla㋿(å㍿iOS🙂aß३", "tokens": 23, "pieces": ["İZDžungla", "㋿(", "a", "̊㍿", "iOS", "🙂aß", "३"]}
+{"text": "३å'M<|fim_prefix|>EOT'S
!!👍🏽é!　", "tokens": 29, "pieces": ["३", "a", "̊'", "M", "<|", "fim", "_prefix", "|>", "EOT", "'S", "
", "!!👍🏽", "é", "!", "　"]}
+{"text": "­‍\"\n/EOT'll'D'llⅣ", "tokens": 11, "pieces": ["­‍\"\n", "/EOT", "'ll", "'D", "'ll", "Ⅳ"]}
+{"text": "'\n‍'ll\n/t👍🏽<EOT> \n <META_START>HTTPServer٣٤٥٦'T字🙂9\n", "tokens": 38, "pieces": ["'\n", "‍'", "ll", "\n", "/t", "👍🏽<", "EOT", ">", " \n", " <", "META", "_START", ">HTTPServer", "٣٤٥", "٦", "'T", "字", "🙂", "9", "\n"]}
+{"text": "a/bİ\tİta/b'DcamelCase'll'ſ \n \r\n\r\n", "tokens": 16, "pieces": ["a", "/bİ", "\tİta", "/b", "'D", "camelCase", "'ll", "'ſ", " \n \r\n\r\n"]}
+{"text": "\"́/ᵃ㋿<EOT>​ >٣٤٥٦", "tokens": 23, "pieces": ["\"́/", "ᵃ", "㋿<", "EOT", ">​", " >", "٣٤٥", "٦"]}
+{"text": "'VEABC's(e#$%<|endoftext|>𐞁'Da", "tokens": 20, "pieces": ["'VE", "ABC", "'s", "(e", "#$%<|", "endoftext", "|>", "𐞁", "'D", "a"]}
+{"text": "t\r!!'s<META_START>EOT'llع<META_START>'T🙂😀🏽字​, ‍<EOT>\r\n\r\nḍ̇\r\n\r\nB/'re<'ſm", "tokens": 47, "pieces": ["t", "\r", "!!'", "s", "<META", "_START", ">EOT", "'ll", "ع", "<META", "_START", ">'", "T", "🙂😀🏽", "字", "​,", " ", "‍<", "EOT", ">\r\n\r\n", "ḋ", "̣\r\n\r\n", "B", "/'", "re", "<'", "ſm"]}
+{"text": "ع٣٤٥٦\r漢Ab<|fim_prefix|><|fim_prefix|>><|endoftext|> \n 
👍🏽d<EOT>½㍿<'sZ'M'll./\r\n're  é", "tokens": 61, "pieces": ["ع", "٣٤٥", "٦", "\r", "漢Ab", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>><|", "endoftext", "|>", " \n", " ", "
", "👍🏽", "d", "<EOT", ">", "½", "㍿<'", "sZ", "'M", "'ll", "./\r\n", "'re", " ", " é"]}
+{"text": "Dž'MAb", "tokens": 4, "pieces": ["Dž", "'M", "Ab"]}
+{"text": "<\rꟲ٣٤٥٦a/bå'refiDžunglaᵃ0camelCaseḍ̇''ll'SⅣ'sⅣé<|endoftext|>/\r\n", "tokens": 54, "pieces": ["<\r", "ꟲ", "٣٤٥", "٦", "a", "/ba", "̊'", "refiDžunglaᵃ", "0", "camelCaseḋ", "̣''", "ll", "'S", "Ⅳ", "'s", "Ⅳ", "é", "<|", "endoftext", "|>/\r\n"]}
+{"text": "/\r\n  -\u000b(<|fim_prefix|>emHTTPServer#$%ḿ½​#$%", "tokens": 23, "pieces": ["/\r\n", " ", " ", "-", "\u000b", "(<|", "fim", "_prefix", "|>", "emHTTPServer", "#$%", "m", "́", "½", "​#$%"]}
+{"text": "é/0/\r\n!!a'll   \nꟲ(Ab/٣٤٥٦'reå🙂<|fim_prefix|>'Re EOT'M\r\n\r\n/\r\n­ABC#$%ßHTTPServer'Deſ", "tokens": 54, "pieces": ["e", "́/", "0", "/\r\n", "!!", "a", "'ll", "   \n", "ꟲ", "(Ab", "/", "٣٤٥", "٦", "'re", "a", "̊🙂<|", "fim", "_prefix", "|>'", "Re", " EOT", "'M", "\r\n\r\n", "/\r\n", "­ABC", "#$%", "ßHTTPServer", "'D", "eſ"]}
+{"text": "'reABC'reHTTPServerHTTPServerfi
'M 'Tİ\"
'M…Ａ'S\ré٣٤٥٦\r\n\r\nfi­\r0Zᵃ́å!!'ſcamelCase.camelCase#$%>'Så", "tokens": 63, "pieces": ["'re", "ABC", "'re", "HTTPServerHTTPServerfi", "
", "'M", " ", "'T", "İ", "\"", "
", "'M", "…Ａ", "'S", "\r", "e", "́", "٣٤٥", "٦", "\r\n\r\n", "fi", "­\r", "0", "Zᵃ", "́a", "̊!!'", "ſcamelCase", ".camelCase", "#$%>'", "Sa", "̊"]}
+{"text": "'t \n 'ſع'D½ع漢12345678­ع<HTTPServers㋿9<META_START>å😀🏽😀🏽'", "tokens": 40, "pieces": ["'t", " \n", " '", "ſع", "'D", "½", "ع漢", "123", "456", "78", "­ع", "<HTTPServers", "㋿", "9", "<META", "_START", ">a", "̊😀🏽😀🏽'"]}
+{"text": ".٣٤٥٦DžABC  <😀🏽‍,B9\"Ａe, \n ", "tokens": 31, "pieces": [".", "٣٤٥", "٦", "DžABC", " ", " <😀🏽‍,", "B", "9", "\"Ａe", ",", " \n "]}
+{"text": "\r\n\rße\u000bⅣ字-\r\n\r\n'Mḍ̇#$%12345678.३',ᵃ👍🏽då'ᵃ<-\r\n\r\nꟲ-'ſ's👍🏽(", "tokens": 56, "pieces": ["\r\n\r", "ße", "\u000b", "Ⅳ", "字", "-\r\n\r\n", "'M", "ḋ", "̣#$%", "123", "456", "78", ".", "३", "',", "ᵃ", "👍🏽", "da", "̊'", "ᵃ", "<-\r\n\r\n", "ꟲ", "-'", "ſ", "'s", "👍🏽("]}
+{"text": "Båß\r!!ꟲ  ᵃ😀🏽😀🏽\"0-　'M", "tokens": 28, "pieces": ["Ba", "̊ß", "\r", "!!", "ꟲ", " ", " ᵃ", "😀🏽😀🏽\"", "0", "-", "　", "'M"]}
+{"text": "'ReABCå'DＡa İ12345678/\r\n9", "tokens": 16, "pieces": ["'Re", "ABCa", "̊'", "DＡa", " İ", "123", "456", "78", "/\r\n", "9"]}
+{"text": "'VEİßꟲ<META_START>((​😀🏽<|fim_prefix|>ＡZ'Dß<|fim_prefix|>'ſ,'re#$%", "tokens": 42, "pieces": ["'VE", "İßꟲ", "<META", "_START", ">((​😀🏽<|", "fim", "_prefix", "|>", "ＡZ", "'D", "ß", "<|", "fim", "_prefix", "|>'", "ſ", ",'", "re", "#$%"]}
+{"text": ",\n   \ndſ'D😀🏽#$%/\r\nss/e>字fia/b/Džungla\n/　🙂", "tokens": 32, "pieces": [",\n", "   \n", "dſ", "'D", "😀🏽#$%/\r\n", "ss", "/e", ">字fia", "/b", "/Džungla", "\n", "/", "　", "🙂"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r​!!'resＡ…İ٣٤٥٦Ⅳꟲ''s½\tZ\"9३३\t\"İ\r\n\r\n'll(\n", "tokens": 39, "pieces": ["\r", "​!!'", "resＡ", "…İ", "٣٤٥", "٦Ⅳ", "ꟲ", "''", "s", "½", "\tZ", "\"", "9३३", "\t", "\"İ", "\r\n\r\n", "'ll", "(\n"]}
+{"text": "så  \n ſⅣ/\r\n\u000b\"🙂're ㋿ \n - \n <EOT­0AbعⅣB9/(#$%ſ'S'Re㋿fifi'sع", "tokens": 50, "pieces": ["sa", "̊", "  \n", " ſ", "Ⅳ", "/\r\n", "\u000b", "\"🙂'", "re", " ", "㋿", " \n", " -", " \n", " <", "EOT", "­", "0", "Abع", "Ⅳ", "B", "9", "/(#$%", "ſ", "'S", "'Re", "㋿fifi", "'s", "ع"]}
+{"text": "'𐞁<META_START>Z<EOT>Ａ  Ab
d,🙂🙂'Re'Ma/b字<|fim_prefix|>'VEⅣ😀🏽\r\n\r\n\r\n<|fim_prefix|>İ\u000b<12345678,  st", "tokens": 62, "pieces": ["'𐞁", "<META", "_START", ">Z", "<EOT", ">Ａ", " ", " Ab", "
d", ",🙂🙂'", "Re", "'M", "a", "/b字", "<|", "fim", "_prefix", "|>'", "VE", "Ⅳ", "😀🏽\r\n\r\n\r\n", "<|", "fim", "_prefix", "|>", "İ", "\u000b", "<", "123", "456", "78", ",", " ", " st"]}
+{"text": "camelCasedåABCDž𐞁'VÉ'Mع😀🏽", "tokens": 24, "pieces": ["camelCaseda", "̊ABCDž𐞁", "'VE", "́'", "Mع", "😀🏽"]}
+{"text": "Z\r\n😀🏽ABC'S  .'Sddḍ̇'Res<META_START>½'SiOS\nABC<|endoftext|>a/b12345678-İ \r\n\r\n👍🏽　ꟲ'T\"EOTé", "tokens": 58, "pieces": ["Z", "\r\n", "😀🏽", "ABC", "'S", " ", " .'", "Sddḋ", "̣'", "Res", "<META", "_START", ">", "½", "'S", "iOS", "\n", "ABC", "<|", "endoftext", "|>", "a", "/b", "123", "456", "78", "-İ", " \r\n\r\n", "👍🏽", "　ꟲ", "'T", "\"EOTé"]}
+{"text": "\tİB'ſ😀🏽<|endoftext|>İHTTPServer\r\nt٣٤٥٦'VE's㍿
🙂\r\n​'Re\n</\r\nAbDžungla  ", "tokens": 54, "pieces": ["\tİB", "'ſ", "😀🏽<|", "endoftext", "|>", "İHTTPServer", "\r\n", "t", "٣٤٥", "٦", "'VE", "'s", "㍿", "
", "🙂\r\n", "​'", "Re", "\n", "</\r\n", "AbDžungla", "  "]}
+{"text": "<META_START>३字Džungla'S㋿'Re/…㍿tABC<EOT>å'S<|fim_prefix|>३,́.aB'VE   \n‍e​　𐞁", "tokens": 58, "pieces": ["<META", "_START", ">", "३", "字Džungla", "'S", "㋿'", "Re", "/", "…", "㍿tABC", "<EOT", ">a", "̊'", "S", "<|", "fim", "_prefix", "|>", "३", ",́.", "aB", "'VE", "   \n", "‍e", "​", "　𐞁"]}
+{"text": "  \t<EOT>ZaBcamelCaset'ſ,ſ(mßå/12345678㍿½
Z'red", "tokens": 34, "pieces": ["  ", "\t", "<EOT", ">ZaBcamelCaset", "'ſ", ",ſ", "(mßa", "̊/", "123", "456", "78", "㍿", "½", "
Z", "'re", "d"]}
+{"text": "'🙂camelCase<|fim_prefix|>", "tokens": 12, "pieces": ["'🙂", "camelCase", "<|", "fim", "_prefix", "|>"]}
+{"text": "camelCaseḍ̇-ſ/\r\nå<META_START>aB'ſ\u000b㍿㋿camelCase
'‍'.Z/\r\n-<META_START>iOS<EOT>#$%\t'S're㍿ḍ̇  fi‍\"", "tokens": 67, "pieces": ["camelCaseḋ", "̣-", "ſ", "/\r\n", "a", "̊<", "META", "_START", ">aB", "'ſ", "\u000b", "㍿㋿", "camelCase", "
", "'‍'.", "Z", "/\r\n", "-<", "META", "_START", ">iOS", "<EOT", ">#$%", "\t", "'S", "'re", "㍿ḋ", "̣", " ", " fi", "‍\""]}
+{"text": "aB's''  Ａ'/\r\nＡ'.", "tokens": 13, "pieces": ["aB", "'s", "''", " ", " Ａ", "'/\r\n", "Ａ", "'."]}
+{"text": "'ſ   'llå‍ſABC'S😀🏽12345678-㋿Bm  /\r\n…AbB㋿\r\n\r\n​é　'Ś‍\rDžungla字å", "tokens": 57, "pieces": ["'ſ", "  ", " ", "'ll", "a", "̊‍", "ſABC", "'S", "😀🏽", "123", "456", "78", "-㋿", "Bm", " ", " /\r\n", "…AbB", "㋿\r\n\r\n", "​e", "́", "　", "'S", "́‍\r", "Džungla字a", "̊"]}
+{"text": "'S\r\n​‍  'så<|endoftext|>٣٤٥٦å!!\t/\r\n
Ａ!ḍ̇scamelCase(éꟲé½/\r\nꟲß<|endoftext|>å🙂\n/#$%ß", "tokens": 73, "pieces": ["'S", "\r\n", "​‍", " ", " '", "sa", "̊<|", "endoftext", "|>", "٣٤٥", "٦", "a", "̊!!", "\t", "/\r\n", "
Ａ", "!ḋ", "̣scamelCase", "(éꟲé", "½", "/\r\n", "ꟲß", "<|", "endoftext", "|>", "a", "̊🙂\n", "/#$%", "ß"]}
+{"text": "  \u000b<META_START>/\r\n'll‍ſsß,३eéaB'ré'Sm㋿ /\r\n\n/Z😀🏽ſ\"iOS'㋿ᵃcamelCase𐞁 \n Ａa/bEOTB!", "tokens": 63, "pieces": ["  ", "\u000b", "<META", "_START", ">/\r\n", "'ll", "‍ſsß", ",", "३", "ee", "́aB", "'re", "́'", "Sm", "㋿", " ", "/\r\n\n", "/Z", "😀🏽", "ſ", "\"iOS", "'㋿", "ᵃcamelCase𐞁", " \n", " Ａa", "/bEOTB", "!"]}
+{"text": "\n\taB,s9d Ⅳ\nع\n🙂…ABC…é/\r\nm㍿tt'ſ9é­#$%a's<|fim_prefix|>åABCعꟲḍ̇𐞁", "tokens": 61, "pieces": ["\n", "\taB", ",s", "9", "d", " ", "Ⅳ", "\n", "ع", "\n", "🙂", "…ABC", "…é", "/\r\n", "m", "㍿tt", "'ſ", "9", "e", "́­#$%", "a", "'s", "<|", "fim", "_prefix", "|>", "a", "̊ABCعꟲḋ", "̣𐞁"]}
+{"text": "(iOS<META_START>\r\n<META_START> fi/'T字", "tokens": 15, "pieces": ["(iOS", "<META", "_START", ">\r\n", "<META", "_START", ">", " fi", "/'", "T字"]}
+{"text": "𐞁<META_START>'D'ſ🙂<EOT>/­", "tokens": 19, "pieces": ["𐞁", "<META", "_START", ">'", "D", "'ſ", "🙂<", "EOT", ">/­"]}
+{"text": "  åEOT  camelCase­Ａ\r\nm\r\nd", "tokens": 16, "pieces": [" ", " a", "̊EOT", " ", " camelCase", "­Ａ", "\r\n", "m", "\r\n", "d"]}
+{"text": "12345678'T'S,", "tokens": 6, "pieces": ["123", "456", "78", "'T", "'S", ","]}
+{"text": "camelCase‍!<META_START>'Re<|endoftext|>0Be(<m", "tokens": 20, "pieces": ["camelCase", "‍!<", "META", "_START", ">'", "Re", "<|", "endoftext", "|>", "0", "Be", "(<", "m"]}
+{"text": "İ'T \n/ABCm٣٤٥٦🙂ꟲ", "tokens": 19, "pieces": ["İ", "'T", " \n", "/ABCm", "٣٤٥", "٦", "🙂ꟲ"]}
+{"text": "!0DžcamelCase٣٤٥٦a/bm  字a/b<META_START>
ſ\r\n.'Ⅳ\r\n\r\n   \na/b!İ\nＡ's'll<|fim_prefix|><|fim_prefix|>'Re'sꟲ<ꟲABCꟲEOT'D", "tokens": 73, "pieces": ["!", "0", "DžcamelCase", "٣٤٥", "٦", "a", "/bm", " ", " 字a", "/b", "<META", "_START", ">", "
ſ", "\r\n", ".'", "Ⅳ", "\r\n\r\n   \n", "a", "/b", "!İ", "\n", "Ａ", "'s", "'ll", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>'", "Re", "'s", "ꟲ", "<ꟲABCꟲEOT", "'D"]}
+{"text": "   \n🙂!!", "tokens": 4, "pieces": ["   \n", "🙂!!"]}
+{"text": "m'VE  'll
.'Re<'ll<EOT>  m", "tokens": 17, "pieces": ["m", "'VE", " ", " '", "ll", "
", ".'", "Re", "<'", "ll", "<EOT", ">", " ", " m"]}
+{"text": "9d#$%Ⅳ!\t12345678𐞁\n/\r😀🏽12345678ع\ta,a/b'D!!漢#$%\"ſ", "tokens": 38, "pieces": ["9", "d", "#$%", "Ⅳ", "!", "\t", "123", "456", "78", "𐞁", "\n", "/\r", "😀🏽", "123", "456", "78", "ع", "\ta", ",a", "/b", "'D", "!!", "漢", "#$%\"", "ſ"]}
+{"text": "e'M!   \n\r\nſḍ̇'DDž́ABCABC Ａ'Ret'Sa's<ꟲݽs", "tokens": 34, "pieces": ["e", "'M", "!", "   \n\r\n", "ſḋ", "̣'", "DDž", "́ABCABC", " Ａ", "'Re", "t", "'S", "a", "'s", "<ꟲİ", "½", "s"]}
+{"text": "<|endoftext|>　/-🙂<", "tokens": 12, "pieces": ["<|", "endoftext", "|>", "　", "/-🙂<"]}
+{"text": "s\u000b", "tokens": 2, "pieces": ["s", "\u000b"]}
+{"text": " \n 'D'reİ𐞁a/b <|fim_prefix|>½́dm<|endoftext|>字\n/é0fi字\u000bHTTPServer漢'T  <EOT>­🙂/9å ᵃ\u000b", "tokens": 61, "pieces": [" \n", " '", "D", "'re", "İ𐞁a", "/b", " ", "<|", "fim", "_prefix", "|>", "½", "́dm", "<|", "endoftext", "|>", "字", "\n", "/é", "0", "fi字", "\u000bHTTPServer漢", "'T", " ", " <", "EOT", ">­🙂/", "9", "a", "̊", " ᵃ", "\u000b"]}
+{"text": "‍­", "tokens": 3, "pieces": ["‍­"]}
+{"text": "iOS٣٤٥٦\r\n\r\n\r,\r \u000b's٣٤٥٦ßß­   \nABC漢😀🏽🙂'VE字0३a'sḍ̇\u000bHTTPServera३字\r\n\r\n<|endoftext|>
😀🏽٣٤٥٦'D㍿", "tokens": 85, "pieces": ["iOS", "٣٤٥", "٦", "\r\n\r\n\r", ",\r", " ", "\u000b", "'s", "٣٤٥", "٦", "ßß", "­", "   \n", "ABC漢", "😀🏽🙂'", "VE字", "0३", "a", "'s", "ḋ", "̣", "\u000bHTTPServera", "३", "字", "\r\n\r\n", "<|", "endoftext", "|>", "
", "😀🏽", "٣٤٥", "٦", "'D", "㍿"]}
+{"text": "\n/<|fim_prefix|>EOT 'M'D٣٤٥٦EOT.Ａ'DⅣ\t!!< \n/d<0,👍🏽<|endoftext|>t-BaBZABC", "tokens": 56, "pieces": ["\n", "/<|", "fim", "_prefix", "|>", "EOT", " '", "M", "'D", "٣٤٥", "٦", "EOT", ".Ａ", "'D", "Ⅳ", "\t", "!!<", " \n", "/d", "<", "0", ",👍🏽<|", "endoftext", "|>", "t", "-BaBZABC"]}
+{"text": "EOTdsa/b🙂\r   \n\r\n\r\n0'M", "tokens": 11, "pieces": ["EOTdsa", "/b", "🙂\r", "   \n\r\n\r\n", "0", "'M"]}
+{"text": "é​𐞁/\r\n-,fiＡ٣٤٥٦<|endoftext|>m​é\r>-d'Re'ſ>aBDž'\nABC", "tokens": 44, "pieces": ["é", "​𐞁", "/\r\n", "-,", "fiＡ", "٣٤٥", "٦", "<|", "endoftext", "|>", "m", "​e", "́\r", ">-", "d", "'Re", "'ſ", ">aBDž", "'\n", "ABC"]}
+{"text": "ſ>'sḿ'rea👍🏽\"iOS12345678", "tokens": 18, "pieces": ["ſ", ">'", "sm", "́'", "rea", "👍🏽\"", "iOS", "123", "456", "78"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ＡcamelCase", "tokens": 4, "pieces": ["ＡcamelCase"]}
+{"text": "Zs😀🏽\r\nd-09<EOT>  !\r0EOT'McamelCase\u000b­३\r\n'Re \n <|fim_prefix|>👍🏽é", "tokens": 43, "pieces": ["Zs", "😀🏽\r\n", "d", "-", "09", "<EOT", ">", " ", " !\r", "0", "EOT", "'M", "camelCase", "\u000b", "­", "३", "\r\n", "'Re", " \n", " <|", "fim", "_prefix", "|>👍🏽", "é"]}
+{"text": "Z9Ａfi٣٤٥٦\r…å३", "tokens": 22, "pieces": ["Z", "9", "Ａfi", "٣٤٥", "٦", "\r", "…a", "̊", "३"]}
+{"text": "#$%　12345678'll ३'s<|fim_prefix|><|endoftext|>𐞁
'RefiHTTPServerſ \n Bİ​  ‍åſa'T12345678eå>'re
\u000b\n/  /\r\n", "tokens": 67, "pieces": ["#$%", "　", "123", "456", "78", "'ll", " ", "३", "'s", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "𐞁", "
", "'Re", "fiHTTPServerſ", " \n", " Bİ", "​", " ", " ‍", "a", "̊ſa", "'T", "123", "456", "78", "ea", "̊>'", "re", "
\u000b\n", "/", " ", " /\r\n"]}
+{"text": "㍿ 'VE😀🏽½/>'ſ字m'T字<META_START>Dž㋿ḍ̇'ſ!'ſ½İ　ḍ̇‍fi🙂tss\t👍🏽\"'!!", "tokens": 65, "pieces": ["㍿", " ", "'VE", "😀🏽", "½", "/>'", "ſ字m", "'T", "字", "<META", "_START", ">Dž", "㋿ḋ", "̣'", "ſ", "!'", "ſ", "½", "İ", "　ḋ", "̣‍", "fi", "🙂tss", "\t", "👍🏽\"'!!"]}
+{"text": "/a/b \"𐞁Bd''VE0Ⅳᵃᵃ'Mé'Sعm#$%'VE's👍🏽…m\n!ᵃ<|fim_prefix|><EOT>aB½/\r\n 'T,
", "tokens": 63, "pieces": ["/a", "/b", " \"", "𐞁Bd", "''", "VE", "0Ⅳ", "ᵃᵃ", "'M", "e", "́'", "Sعm", "#$%'", "VE", "'s", "👍🏽", "…m", "\n", "!ᵃ", "<|", "fim", "_prefix", "|><", "EOT", ">aB", "½", "/\r\n", " '", "T", ",", "
"]}
+{"text": "<|fim_prefix|>aa/b<😀🏽'M½/\r\n­\r'ſABC​é‍!!­\r\nHTTPServeŕ.Z漢s/ \n ", "tokens": 44, "pieces": ["<|", "fim", "_prefix", "|>", "aa", "/b", "<😀🏽'", "M", "½", "/\r\n", "­\r", "'ſ", "ABC", "​e", "́‍!!­\r\n", "HTTPServer", "́.", "Z漢s", "/", " \n "]}
+{"text": "0­٣٤٥٦Džungla𐞁'ſＡeABC're'VEع.(t'rea/b'ſ(…", "tokens": 40, "pieces": ["0", "­", "٣٤٥", "٦", "Džungla𐞁", "'ſ", "ＡeABC", "'re", "'VE", "ع", ".(", "t", "'re", "a", "/b", "'ſ", "(", "…"]}
+{"text": "m iOS'TＡ12345678\u000b
'Re\r\n\r\ncamelCaseé٣٤٥٦DžDž0,́!!👍🏽å<EOT><META_START>'D  ½s
9s<EOT>㋿ABCDž'ſAb(­", "tokens": 73, "pieces": ["m", " iOS", "'T", "Ａ", "123", "456", "78", "\u000b", "
", "'Re", "\r\n\r\n", "camelCaseé", "٣٤٥", "٦", "DžDž", "0", ",́!!👍🏽", "a", "̊<", "EOT", "><", "META", "_START", ">'", "D", " ", " ", "½", "s", "
", "9", "s", "<EOT", ">㋿", "ABCDž", "'ſ", "Ab", "(­"]}
+{"text": "é'­
#$%é\n/٣٤٥٦a  dDžungla", "tokens": 26, "pieces": ["e", "́'­", "
", "#$%", "é", "\n", "/", "٣٤٥", "٦", "a", " ", " dDžungla"]}
+{"text": "‍#$%👍🏽   \nİ/ſ㋿<\r\n\r\n\r\nİ,éaBＡDžungla\r\n\r\nＡßABCaB\r\n('S'McamelCase…㋿😀🏽\t(9", "tokens": 57, "pieces": ["‍#$%👍🏽", "   \n", "İ", "/ſ", "㋿<\r\n\r\n\r\n", "İ", ",éaBＡDžungla", "\r\n\r\n", "ＡßABCaB", "\r\n", "('", "S", "'M", "camelCase", "…", "㋿😀🏽", "\t", "(", "9"]}
+{"text": "\r<EOT>é\r\nＡ /\r'TEOT!0\"'VEꟲḍ̇㍿​‍㋿fi'T😀🏽.HTTPServer", "tokens": 45, "pieces": ["\r", "<EOT", ">é", "\r\n", "Ａ", " /\r", "'T", "EOT", "!", "0", "\"'", "VEꟲḋ", "̣㍿​‍㋿", "fi", "'T", "😀🏽.", "HTTPServer"]}
+{"text": "'Re", "tokens": 1, "pieces": ["'Re"]}
+{"text": "DžunglafiABC漢　''M
\r\n\r\nfia/bᵃé\"'Re…٣٤٥٦/\r\nDž​'s!!m,B", "tokens": 44, "pieces": ["DžunglafiABC漢", "　", "''", "M", "
\r\n\r\n", "fia", "/bᵃé", "\"'", "Re", "…", "٣٤٥", "٦", "/\r\n", "Dž", "​'", "s", "!!", "m", ",B"]}
+{"text": "漢éßtiOS½\n/t/Ａ<|endoftext|>​é.\t \n Dž㋿.>'S㋿
> Ａ\tåaB>'Dfi9", "tokens": 51, "pieces": ["漢e", "́ßtiOS", "½", "\n", "/t", "/Ａ", "<|", "endoftext", "|>​", "é", ".", "\t \n", " Dž", "㋿.>'", "S", "㋿", "
", ">", " Ａ", "\ta", "̊aB", ">'", "Dfi", "9"]}
+{"text": "iOS're(Ａ<|endoftext|>s<META_START>EOT　 \u000b😀🏽.'Reſ   \n­㍿#$%Ⅳİꟲ!<|endoftext|>½ß漢HTTPServer!!<|endoftext|>12345678é\u000b/<|endoftext|>", "tokens": 76, "pieces": ["iOS", "'re", "(Ａ", "<|", "endoftext", "|>", "s", "<META", "_START", ">EOT", "　 ", "\u000b", "😀🏽.'", "Reſ", "   \n", "­㍿#$%", "Ⅳ", "İꟲ", "!<|", "endoftext", "|>", "½", "ß漢HTTPServer", "!!<|", "endoftext", "|>", "123", "456", "78", "é", "\u000b", "/<|", "endoftext", "|>"]}
+{"text": "ABCDžungla३…\n", "tokens": 10, "pieces": ["ABCDžungla", "३", "…\n"]}
+{"text": "t\u000b'll!camelCase…EOT,m'S/\r\nＡ \n ABC'TeⅣ/​<META_START><META_START>漢s'Mİ-👍🏽‍'TcamelCase", "tokens": 48, "pieces": ["t", "\u000b", "'ll", "!camelCase", "…EOT", ",m", "'S", "/\r\n", "Ａ", " \n", " ABC", "'T", "e", "Ⅳ", "/​<", "META", "_START", "><", "META", "_START", ">漢s", "'M", "İ", "-👍🏽‍'", "TcamelCase"]}
+{"text": "…㍿Ⅳ,Džİ     \ncamelCase'!!0́½ß   \né\r<　\n/", "tokens": 28, "pieces": ["…", "㍿", "Ⅳ", ",Džİ", "     \n", "camelCase", "'!!", "0", "́", "½", "ß", "   \n", "e", "́\r", "<", "　\n", "/"]}
+{"text": "12345678ſ!ABC0aBsdEOTHTTPServerＡ　Ab-漢½/må", "tokens": 27, "pieces": ["123", "456", "78", "ſ", "!ABC", "0", "aBsdEOTHTTPServerＡ", "　Ab", "-漢", "½", "/ma", "̊"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "aB", "tokens": 2, "pieces": ["aB"]}
+{"text": "漢<EOT> \n \"
Ａ½ḍ̇<|fim_prefix|><|endoftext|>Džع9", "tokens": 34, "pieces": ["漢", "<EOT", ">", " \n", " \"", "
Ａ", "½", "ḋ", "̣<|", "fim", "_prefix", "|><|", "endoftext", "|>", "Džع", "9"]}
+{"text": "ꟲ", "tokens": 3, "pieces": ["ꟲ"]}
+{"text": "ḍ̇", "tokens": 5, "pieces": ["ḋ", "̣"]}
+{"text": "e३'s'Re,é,at🙂/\r\n½iOS'VEfi-🙂aB\r\nſDžungla   \n㋿<EOT>((", "tokens": 38, "pieces": ["e", "३", "'s", "'Re", ",é", ",at", "🙂/\r\n", "½", "iOS", "'VE", "fi", "-🙂", "aB", "\r\n", "ſDžungla", "   \n", "㋿<", "EOT", ">(("]}
+{"text": "ع​/\r\n \n İ", "tokens": 5, "pieces": ["ع", "​/\r\n", " \n", " İ"]}
+{"text": "  𐞁😀🏽​", "tokens": 12, "pieces": [" ", " 𐞁", "😀🏽​"]}
+{"text": "  ‍‍#$%\tétaB''M", "tokens": 13, "pieces": [" ", " ‍‍#$%", "\tétaB", "''", "M"]}
+{"text": "9㍿es", "tokens": 5, "pieces": ["9", "㍿es"]}
+{"text": "\u000b9'Re­\t''ſ'llḍ̇m\u000bDžunglaḍ̇   \n  a", "tokens": 28, "pieces": ["\u000b", "9", "'Re", "­", "\t", "''", "ſ", "'ll", "ḋ", "̣m", "\u000bDžunglaḋ", "̣", "   \n", " ", " a"]}
+{"text": "camelCase9Dž12345678camelCaseAb'sAbABCcamelCase'/\r\nDžungla!!>Dž­e…Ａ", "tokens": 32, "pieces": ["camelCase", "9", "Dž", "123", "456", "78", "camelCaseAb", "'s", "AbABCcamelCase", "'/\r\n", "Džungla", "!!>", "Dž", "­e", "…Ａ"]}
+{"text": "İ'VE,", "tokens": 4, "pieces": ["İ", "'VE", ","]}
+{"text": "aB🙂…ABCع'ſ'DHTTPServer😀🏽as#$%\r'VE'a/b٣٤٥٦३d <|endoftext|>㍿#$%'Re's  😀🏽", "tokens": 56, "pieces": ["aB", "🙂", "…ABCع", "'ſ", "'D", "HTTPServer", "😀🏽", "as", "#$%\r", "'VE", "'a", "/b", "٣٤٥", "٦३", "d", " <|", "endoftext", "|>㍿#$%'", "Re", "'s", " ", " 😀🏽"]}
+{"text": "aB ­ ㍿ét,#$%㍿s's\r\nḍ̇ß\r\n!9ᵃ", "tokens": 29, "pieces": ["aB", " ­", " ", "㍿ét", ",#$%㍿", "s", "'s", "\r\n", "ḋ", "̣ß", "\r\n", "!", "9", "ᵃ"]}
+{"text": "\n/åéHTTPServer", "tokens": 7, "pieces": ["\n", "/a", "̊éHTTPServer"]}
+{"text": "\ré字\n", "tokens": 4, "pieces": ["\r", "é字", "\n"]}
+{"text": "EOTİ(́HTTPServer'Re>　a
(\r\nfi  
/ iOS'D", "tokens": 23, "pieces": ["EOTİ", "(́", "HTTPServer", "'Re", ">", "　a", "
", "(\r\n", "fi", "  ", "
", "/", " iOS", "'D"]}
+{"text": "EOT- \r\n\r\n\nt'MB​ſ'Reaé-
㍿Džungla.  0㍿é", "tokens": 33, "pieces": ["EOT", "-", " \r\n\r\n\n", "t", "'M", "B", "​ſ", "'Re", "ae", "́-", "
", "㍿Džungla", ".", " ", " ", "0", "㍿é"]}
+{"text": "a12345678<|endoftext|>!!édDž\rAb   \nB#$%　𐞁🙂𐞁#$%'ll0'ſ'D🙂'Re123456780👍🏽're   \n", "tokens": 56, "pieces": ["a", "123", "456", "78", "<|", "endoftext", "|>!!", "édDž", "\r", "Ab", "   \n", "B", "#$%", "　𐞁", "🙂𐞁", "#$%'", "ll", "0", "'ſ", "'D", "🙂'", "Re", "123", "456", "780", "👍🏽'", "re", "   \n"]}
+{"text": "\r><META_START>ABC٣٤٥٦<META_START>\"٣٤٥٦½　'sⅣEOT0­­ \n a(/\r\n🙂漢.-　DžunglaB
 \n عß👍🏽ع/'s", "tokens": 65, "pieces": ["\r", "><", "META", "_START", ">ABC", "٣٤٥", "٦", "<META", "_START", ">\"", "٣٤٥", "٦½", "　", "'s", "Ⅳ", "EOT", "0", "­­", " \n", " a", "(/\r\n", "🙂漢", ".-", "　DžunglaB", "
 \n", " عß", "👍🏽", "ع", "/'", "s"]}
+{"text": "  👍🏽
‍'ll.Džungla'ReABC12345678𐞁­Z\n/‍​<META_START>'Re𐞁'M,", "tokens": 44, "pieces": [" ", " 👍🏽", "
", "‍'", "ll", ".Džungla", "'Re", "ABC", "123", "456", "78", "𐞁", "­Z", "\n", "/‍​<", "META", "_START", ">'", "Re𐞁", "'M", ","]}
+{"text": "éⅣ0<|fim_prefix|>'fitdＡtfi'reİ🙂a/bfiſ㋿\r\n\r\n😀🏽ß
字 <META_START>ß<'M", "tokens": 49, "pieces": ["é", "Ⅳ0", "<|", "fim", "_prefix", "|>'", "fitdＡtfi", "'re", "İ", "🙂a", "/bfiſ", "㋿\r\n\r\n", "😀🏽", "ß", "
字", " <", "META", "_START", ">ß", "<'", "M"]}
+{"text": "字　\ndſ,　<META_START>­(½\n<|fim_prefix|>ABC\"\r 'VE३'re'TiOS/½\"'ll३,'(>", "tokens": 42, "pieces": ["字", "　\n", "dſ", ",", "　", "<META", "_START", ">­(", "½", "\n", "<|", "fim", "_prefix", "|>", "ABC", "\"\r", " '", "VE", "३", "'re", "'T", "iOS", "/", "½", "\"'", "ll", "३", ",'(>"]}
+{"text": "\naZᵃ12345678'D9< \n aBᵃⅣiOSḍ̇", "tokens": 26, "pieces": ["\n", "aZᵃ", "123", "456", "78", "'D", "9", "<", " \n", " aBᵃ", "Ⅳ", "iOSḋ", "̣"]}
+{"text": "Ab \n ́‍/\reß/\r\ne 'Re/½\r'TⅣEOT", "tokens": 22, "pieces": ["Ab", " \n", " ́‍/\r", "eß", "/\r\n", "e", " '", "Re", "/", "½", "\r", "'T", "Ⅳ", "EOT"]}
+{"text": "ſ/ HTTPServerꟲ", "tokens": 9, "pieces": ["ſ", "/", " HTTPServerꟲ"]}
+{"text": "ABCB'Re\n(ᵃ㋿\r\n  🙂/\r\n.!!'s'ſ́éiOSZ\n0", "tokens": 28, "pieces": ["ABCB", "'Re", "\n", "(ᵃ", "㋿\r\n", " ", " 🙂/\r\n", ".!!'", "s", "'ſ", "́éiOSZ", "\n", "0"]}
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/generate.py b/litellm-rust/crates/token-counter/tests/fixtures/generate.py
new file mode 100644
index 00000000000..1bfbdf00218
--- /dev/null
+++ b/litellm-rust/crates/token-counter/tests/fixtures/generate.py
@@ -0,0 +1,422 @@
+"""Pin tiktoken reference counts for the Rust parity tests of one encoding.
+
+Run from the repository root with the project environment, once per encoding:
+
+    uv run --no-sync python litellm-rust/crates/token-counter/tests/fixtures/generate.py cl100k_base
+    uv run --no-sync python litellm-rust/crates/token-counter/tests/fixtures/generate.py o200k_base
+
+`<encoding>/texts.jsonl` holds `{"text", "tokens", "pieces"}` lines: `tokens`
+counted with `tiktoken.get_encoding(name).encode(text, disallowed_special=())`,
+the same call `litellm.token_counter` makes, and `pieces` the installed
+encoding's split pattern applied with the `regex` module tiktoken itself uses,
+so a scanner that splits differently fails even where BPE would count the same.
+`<encoding>/requests.jsonl` holds `{"body", "input_tokens"}` lines, `body` being
+the exact request bytes as a JSON string, counted with the proxy's admission
+counter (`_count_input_tokens(body, model)`) for a model Python counts with that
+encoding. Every message in the 50k-token body is shorter than the Python chunk
+size so the chunked Python count equals the exact whole-text tiktoken count the
+Rust counter produces.
+"""
+
+import itertools
+import json
+import random
+import sys
+from collections.abc import Iterator
+from pathlib import Path
+from typing import Final
+
+import regex
+import tiktoken
+
+from litellm.constants import TIKTOKEN_ENCODE_CHUNK_SIZE_CHARS
+from litellm.litellm_core_utils.token_counter import openai_tokenizer_encoding
+from litellm.proxy.spend_tracking.budget_reservation import _count_input_tokens
+
+HERE: Final = Path(__file__).resolve().parent
+MODELS: Final = {"cl100k_base": "gpt-4", "o200k_base": "gpt-4o"}
+ENCODING_NAME: Final = sys.argv[1]
+MODEL: Final = MODELS[ENCODING_NAME]
+ENCODING: Final = tiktoken.get_encoding(ENCODING_NAME)
+assert openai_tokenizer_encoding(MODEL).name == ENCODING_NAME
+SPLIT_PATTERN: Final = regex.compile(ENCODING._pat_str)  # pyright: ignore[reportPrivateUsage]  # tiktoken has no public accessor
+OUT: Final = HERE / ENCODING_NAME.removesuffix("_base")
+
+# Mirrors ALPHABET in src/byte_level.rs, plus the pieces the tiktoken patterns treat differently.
+ALPHABET: Final = (
+    "a",
+    "Z",
+    "e",
+    "s",
+    "t",
+    "d",
+    "m",
+    "'",
+    "'s",
+    "'re",
+    "'ll",
+    "'S",
+    "0",
+    "9",
+    " ",
+    "  ",
+    "\t",
+    "\n",
+    "\r\n",
+    "\x0b",
+    ".",
+    ",",
+    "!",
+    "-",
+    "(",
+    '"',
+    "\xa0",
+    "\x85",
+    "\u2028",
+    "\u3000",
+    "\u200b",
+    "\u200d",
+    "é",
+    "e\u0301",
+    "ß",
+    "漢",
+    "字",
+    "ع",
+    "३",
+    "½",
+    "Ⅳ",
+    "🙂",
+    "👍🏽",
+    "Ａ",
+    "fi",
+    "㍿",
+    "㋿",
+    "ꟲ",
+    "𐞁",
+    "a\u030a",
+    "\u1e0b\u0323",
+    "<",
+    ">",
+    "EOT",
+    "<EOT>",
+    "<META_START>",
+    "'D",
+    "'M",
+    "'T",
+    "'VE",
+    "'Re",
+    "'ſ",
+    "ſ",
+    "12345678",
+    "٣٤٥٦",
+    "<|endoftext|>",
+    "<|fim_prefix|>",
+    "\r",
+    "\r\n\r\n",
+    "   \n",
+    "!!",
+    "#$%",
+    "\u00ad",
+    "\u0301",
+    "\U0001f600\U0001f3fd",
+    "İ",
+    "Dž",
+)
+
+# The pieces the o200k case-shaped letter branch and slash-absorbing symbol branch split differently.
+CASE_ALPHABET: Final = ALPHABET + (
+    "B",
+    "Ab",
+    "aB",
+    "ABC",
+    "ᵃ",
+    "camelCase",
+    "HTTPServer",
+    "iOS",
+    "Džungla",
+    "/",
+    "\n/",
+    "/\r\n",
+    " \n ",
+    "a/b",
+)
+
+CORPUS: Final = (
+    "",
+    "Hello, how are you today?",
+    "I'm sure they're right, we'll see. WE'LL SEE, I'M SURE THEY'RE RIGHT, IT'S HERS AND IT'D BE 'D",
+    "don't Don'T DON'T won'T i've I'VE i'Ve you'RE 'S 'T 'M 'D 'LL 'VE 'RE 'ſ 'x",
+    "1234567890 123 12 1 0000000 ٣٤٥٦٧٨ ३४५६ 1,234,567.89 2026-09-11T18:00:00Z",
+    "$abc %def &ghi @jkl _mno #pqr ~stu ^vwx |yz \\a /b :c ;d ?e !f (g )h [i ]j {k }l <m >n =o +p *q",
+    "foo   bar  baz \t qux\t\tquux \n\nline\r\nline\r\n\r\n   \n\t\r\n  x  ",
+    "trailing spaces   ",
+    "trailing tabs\t\t",
+    "trailing newline\n",
+    "\n\n\n",
+    "\r\n\r\n\r\n",
+    "   ",
+    "😀😃😄 👍🏽 🇺🇸 👨‍👩‍👧‍👦 ✈️ ❤️‍🔥 ٭ ※ ⌘ ⏎",
+    "漢字かな交じり文、東京都千代田区。日本語のテキストです。中文测试。한국어 텍스트",
+    "مرحبا بالعالم، هذا نص عربي مع أرقام ١٢٣٤٥٦٧ و علامات ترقيم!",
+    "Zürich, façade, naïve, Ærøskøbing, Ελληνικά, Русский текст, עברית, हिन्दी, ไทย",
+    "e\u0301 a\u030a \u1e0b\u0323 \u0301\u0301 combining\u0308 marks\u0301!",
+    "ΣΊΣΥΦΟΣ Džungla İstanbul file flow Ａｂｃ ㍿ ㋿ ꟲ 𐞁",
+    "<|endoftext|> <|fim_prefix|>code<|fim_middle|>more<|fim_suffix|> <|endofprompt|> <|im_start|>",
+    "<EOT> <META_START> <s> </s> [INST] [/INST] <<SYS>>",
+    "def f(x):\n    return {'a': x ** 2, \"b\": [1, 2, 3]}  # comment\n\nprint(f(10))\n",
+    '{"model":"gpt-4","messages":[{"role":"user","content":"hi\\n"}],"temperature":0.7}',
+    "https://example.com/path?query=1&other=two#fragment user@example.com 192.168.0.1",
+    "a" * 3000,
+    " " * 3000,
+    "." * 3000,
+    "ab" * 1500,
+    "\n" * 3000,
+    "0" * 3000,
+    "!" * 3000,
+    "😀" * 1000,
+    "漢" * 1000,
+    "\u00a0abc\u00a0! \u2028x \u3000y \u200bz \u200d\u200d q",
+    "x\u0085y \x0b\x0c z",
+    "\x00\x01\x02 \x7f \ufffd",
+    "tab\tseparated\tvalues\n1\t2\t3\n",
+    "MiXeD cAsE wOrDs AND ACRONYMS like NASA, HTTP/2, gRPC, iOS, macOS",
+    "snake_case_identifier camelCaseIdentifier PascalCaseIdentifier SCREAMING_SNAKE_CASE kebab-case",
+    "x'sy x'ty x'rey x'vey x'my x'lly x'dy x'S x'T x'RE x'VE x'M x'LL x'D x'sS x'llL",
+    "IT'SOK it'Dbe x'Sy x'Ty x'My x'Dy x'LLy x'VEy x'REy x'Ly x'Vy x'Ry 'Sx'Tx'Mx'LLx'VEx'REx'Dx",
+    "'s't're've'm'll'd 'S'T'RE'VE'M'LL'D ''s '''s",
+    "9'9 9's a'9 '9 ' 's' ' 's",
+    "١٢٣٤ ½⅓¼ ⅣⅤ 𝟘𝟙𝟚𝟛𝟜𝟝𝟞𝟟𝟠𝟡 ①②③",
+    "camelCase PascalCase ABCdef ABCdeF ABC aB Ab ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzABC",
+    "日本ABC ABC日本 日本語abc abc日本語 漢字Kanji kanji漢字 KANJI漢字kanji مرحباABC ABCمرحبا abcمرحبا",
+    "\u0301ABC \u0301abc \u0301\u0301A A\u0301\u0301 E\u0301A aE\u0301 !!\u0301a \u00a0\u0301A x\u0308Y X\u0308y",
+    "ᵃbc ᵃBC Aᵃbc Aᵃ ᵃ' ᵃ's Džungla aDžB ADžB ADžb DžDž Ljx İi ΣΊΣΥΦΟΣσ ΣσΣ",
+    "don'tx ABC's abc'S abc'ſ ABC'ſx IT'SOK it'Dbe 'sabc x's 's 'Sx'Tx x’s X'LLx X'Ll",
+    "!ABC !AbC !!abc #camelCase (ABCdef) \u00a0ABC\u00a0abc\u00a0Abc \tABC\tabc",
+    "!!/\n/x a/b !!\n/x  /x  // path/to/file.rs http://x.y/z?a=b/c \\/\\/ //\r\n//\n",
+    "x \n x \r\n \r\n y x \n  a  b   \n\n  c x\t\ty x\t\t end   \n \n",
+    "12345 6 1abc abc1 ABC123abc 123ABC ١٢٣٤٥abc",
+)
+
+WORDS: Final = (
+    "the",
+    "quick",
+    "brown",
+    "fox",
+    "jumps",
+    "over",
+    "lazy",
+    "dog",
+    "while",
+    "counting",
+    "tokens",
+    "for",
+    "budget",
+    "reservation",
+    "before",
+    "admission",
+    "on",
+    "the",
+    "gateway",
+    "and",
+    "every",
+    "request",
+    "body",
+    "is",
+    "scanned",
+    "exactly",
+    "once",
+    "with",
+    "a",
+    "hand",
+    "written",
+    "piece",
+    "scanner",
+    "that",
+    "mirrors",
+    "tiktoken's",
+    "regex",
+    "boundaries",
+    "It's",
+    "faster",
+    "because",
+    "there's",
+    "no",
+    "backtracking",
+    "engine",
+    "involved",
+    "so",
+    "we'll",
+    "keep",
+    "it",
+    "that",
+    "way",
+    "Zürich",
+    "café",
+    "naïve",
+    "東京",
+    "مرحبا",
+    "🙂",
+    "42",
+    "1999",
+    "3.14159",
+    "$1,234.56",
+    "100%",
+    "user@example.com",
+    "https://example.com/a/b?c=d",
+    "C++",
+    "F#",
+    "node.js",
+    "v1.2.3",
+    "(parens)",
+    "[brackets]",
+    "{braces}",
+    "<tags>",
+    '"quotes"',
+    "'single'",
+    "don't",
+    "WON'T",
+    "I'M",
+    "They'RE",
+)
+
+
+def random_text(rng: random.Random, alphabet: tuple[str, ...]) -> str:
+    return "".join(rng.choice(alphabet) for _ in range(rng.randrange(0, 40)))
+
+
+def paragraph(rng: random.Random, words: int) -> str:
+    return " ".join(rng.choice(WORDS) for _ in range(words))
+
+
+def short_paragraphs(rng: random.Random) -> Iterator[str]:
+    while True:
+        content = paragraph(rng, rng.randrange(60, 140))
+        if len(content) < TIKTOKEN_ENCODE_CHUNK_SIZE_CHARS:
+            yield content
+
+
+def chat_body(rng: random.Random, target_tokens: int) -> dict[str, object]:
+    candidates: Final = tuple(itertools.islice(short_paragraphs(rng), 2000))
+    running: Final = tuple(itertools.accumulate(len(ENCODING.encode(content)) + 3 for content in candidates))
+    turns: Final = next(index for index, total in enumerate(running) if total >= target_tokens) + 1
+    contents: Final = candidates[: turns + (turns % 2)]
+    return {
+        "model": MODEL,
+        "messages": [
+            {"role": "system", "content": "You are a helpful assistant. Answer precisely and cite sources."},
+            *(
+                {"role": "user" if index % 2 == 0 else "assistant", "content": content}
+                for index, content in enumerate(contents)
+            ),
+            {"role": "user", "content": "Summarise the conversation so far in three sentences."},
+        ],
+    }
+
+
+TOOLS: Final = [
+    {
+        "type": "function",
+        "function": {
+            "name": "get_weather",
+            "description": "Get weather",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "location": {"type": "string", "description": "City name"},
+                    "unit": {"type": "string", "enum": ["celsius", "fahrenheit"]},
+                    "days": {"type": "integer"},
+                    "tags": {"type": "array", "items": {"type": "string"}},
+                    "opts": {
+                        "type": "object",
+                        "properties": {"verbose": {"type": "boolean"}, "level": {"type": "integer", "enum": [1, 2]}},
+                        "required": ["verbose"],
+                    },
+                    "anything": {},
+                },
+                "required": ["location"],
+            },
+        },
+    },
+    {"type": "function", "function": {"name": "noop"}},
+]
+
+SMALL_REQUESTS: Final = (
+    {"model": MODEL, "messages": [{"role": "user", "content": "Hello, how are you today?"}]},
+    {
+        "model": MODEL,
+        "messages": [
+            {"role": "system", "content": "You are a terse assistant."},
+            {
+                "role": "user",
+                "name": "alice",
+                "content": [
+                    {"type": "text", "text": "Summarise this paragraph about ships and harbours."},
+                    "plain string item",
+                ],
+            },
+            {"role": "assistant", "content": [{"type": "text", "text": "Sure."}]},
+        ],
+    },
+    {
+        "model": MODEL,
+        "messages": [{"role": "user", "content": "weather?"}],
+        "tools": TOOLS,
+        "tool_choice": {"type": "function", "function": {"name": "get_weather"}},
+    },
+    {
+        "model": MODEL,
+        "messages": [{"role": "system", "content": "sys"}, {"role": "user", "content": "weather?"}],
+        "tools": TOOLS,
+        "tool_choice": "none",
+    },
+    {"model": MODEL, "prompt": "Write a haiku about ships."},
+    {"model": MODEL, "prompt": ["first prompt", "second prompt"]},
+    {
+        "model": MODEL,
+        "input": [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "input_text", "text": 'Summarise caf\u00e9 menus, na\u00efve \u2014 ok? "quoted"\n'}
+                ],
+            },
+            {"role": "assistant", "content": "Sure."},
+        ],
+        "instructions": "be terse",
+    },
+    {"model": MODEL, "input": [[101, 2023, 5], [7]], "encoding_format": "float"},
+    {
+        "model": MODEL,
+        "query": "best harbour",
+        "documents": [
+            "doc one",
+            {"text": "doc two", "title": "T", "n": 3, "ok": True, "none": None, "tags": ["a", "b"]},
+        ],
+    },
+)
+
+
+def main() -> None:
+    rng: Final = random.Random(2026)
+    case_rng: Final = random.Random(200_000)
+    texts: Final = (
+        tuple(CORPUS)
+        + tuple(random_text(rng, ALPHABET) for _ in range(3000))
+        + tuple(random_text(case_rng, CASE_ALPHABET) for _ in range(1000))
+    )
+    OUT.mkdir(exist_ok=True)
+    with (OUT / "texts.jsonl").open("w", encoding="utf-8") as handle:
+        for text in texts:
+            tokens = len(ENCODING.encode(text, disallowed_special=()))
+            pieces = SPLIT_PATTERN.findall(text)
+            handle.write(json.dumps({"text": text, "tokens": tokens, "pieces": pieces}, ensure_ascii=False) + "\n")
+    bodies: Final = tuple(SMALL_REQUESTS) + (chat_body(rng, 50_000),)
+    with (OUT / "requests.jsonl").open("w", encoding="utf-8") as handle:
+        for body in bodies:
+            input_tokens = _count_input_tokens(dict(body), MODEL)
+            assert input_tokens is not None
+            handle.write(json.dumps({"body": json.dumps(body), "input_tokens": input_tokens}) + "\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/o200k/requests.jsonl b/litellm-rust/crates/token-counter/tests/fixtures/o200k/requests.jsonl
new file mode 100644
index 00000000000..f50b85c3922
--- /dev/null
+++ b/litellm-rust/crates/token-counter/tests/fixtures/o200k/requests.jsonl
@@ -0,0 +1,10 @@
+{"body": "{\"model\": \"gpt-4o\", \"messages\": [{\"role\": \"user\", \"content\": \"Hello, how are you today?\"}]}", "input_tokens": 14}
+{"body": "{\"model\": \"gpt-4o\", \"messages\": [{\"role\": \"system\", \"content\": \"You are a terse assistant.\"}, {\"role\": \"user\", \"name\": \"alice\", \"content\": [{\"type\": \"text\", \"text\": \"Summarise this paragraph about ships and harbours.\"}, \"plain string item\"]}, {\"role\": \"assistant\", \"content\": [{\"type\": \"text\", \"text\": \"Sure.\"}]}]}", "input_tokens": 39}
+{"body": "{\"model\": \"gpt-4o\", \"messages\": [{\"role\": \"user\", \"content\": \"weather?\"}], \"tools\": [{\"type\": \"function\", \"function\": {\"name\": \"get_weather\", \"description\": \"Get weather\", \"parameters\": {\"type\": \"object\", \"properties\": {\"location\": {\"type\": \"string\", \"description\": \"City name\"}, \"unit\": {\"type\": \"string\", \"enum\": [\"celsius\", \"fahrenheit\"]}, \"days\": {\"type\": \"integer\"}, \"tags\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}, \"opts\": {\"type\": \"object\", \"properties\": {\"verbose\": {\"type\": \"boolean\"}, \"level\": {\"type\": \"integer\", \"enum\": [1, 2]}}, \"required\": [\"verbose\"]}, \"anything\": {}}, \"required\": [\"location\"]}}}, {\"type\": \"function\", \"function\": {\"name\": \"noop\"}}], \"tool_choice\": {\"type\": \"function\", \"function\": {\"name\": \"get_weather\"}}}", "input_tokens": 104}
+{"body": "{\"model\": \"gpt-4o\", \"messages\": [{\"role\": \"system\", \"content\": \"sys\"}, {\"role\": \"user\", \"content\": \"weather?\"}], \"tools\": [{\"type\": \"function\", \"function\": {\"name\": \"get_weather\", \"description\": \"Get weather\", \"parameters\": {\"type\": \"object\", \"properties\": {\"location\": {\"type\": \"string\", \"description\": \"City name\"}, \"unit\": {\"type\": \"string\", \"enum\": [\"celsius\", \"fahrenheit\"]}, \"days\": {\"type\": \"integer\"}, \"tags\": {\"type\": \"array\", \"items\": {\"type\": \"string\"}}, \"opts\": {\"type\": \"object\", \"properties\": {\"verbose\": {\"type\": \"boolean\"}, \"level\": {\"type\": \"integer\", \"enum\": [1, 2]}}, \"required\": [\"verbose\"]}, \"anything\": {}}, \"required\": [\"location\"]}}}, {\"type\": \"function\", \"function\": {\"name\": \"noop\"}}], \"tool_choice\": \"none\"}", "input_tokens": 97}
+{"body": "{\"model\": \"gpt-4o\", \"prompt\": \"Write a haiku about ships.\"}", "input_tokens": 7}
+{"body": "{\"model\": \"gpt-4o\", \"prompt\": [\"first prompt\", \"second prompt\"]}", "input_tokens": 4}
+{"body": "{\"model\": \"gpt-4o\", \"input\": [{\"role\": \"user\", \"content\": [{\"type\": \"input_text\", \"text\": \"Summarise caf\\u00e9 menus, na\\u00efve \\u2014 ok? \\\"quoted\\\"\\n\"}]}, {\"role\": \"assistant\", \"content\": \"Sure.\"}], \"instructions\": \"be terse\"}", "input_tokens": 60}
+{"body": "{\"model\": \"gpt-4o\", \"input\": [[101, 2023, 5], [7]], \"encoding_format\": \"float\"}", "input_tokens": 5}
+{"body": "{\"model\": \"gpt-4o\", \"query\": \"best harbour\", \"documents\": [\"doc one\", {\"text\": \"doc two\", \"title\": \"T\", \"n\": 3, \"ok\": true, \"none\": null, \"tags\": [\"a\", \"b\"]}]}", "input_tokens": 43}
+{"body": "{\"model\": \"gpt-4o\", \"messages\": [{\"role\": \"system\", \"content\": \"You are a helpful assistant. Answer precisely and cite sources.\"}, {\"role\": \"user\", \"content\": \"\\ud83d\\ude42 a every WON'T They'RE involved counting caf\\u00e9 backtracking boundaries Z\\u00fcrich WON'T 100% \\\"quotes\\\" caf\\u00e9 tiktoken's budget They'RE request request regex v1.2.3 hand hand fox tiktoken's on 3.14159 mirrors that don't WON'T admission before budget the admission WON'T no <tags> 1999 100% no admission budget mirrors way caf\\u00e9 dog a quick mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 $1,234.56 hand gateway regex on jumps because {braces} 'single' the the the {braces} piece hand scanned reservation [brackets] we'll 3.14159 request don't \\\"quotes\\\" na\\u00efve C++ caf\\u00e9 caf\\u00e9 for https://example.com/a/b?c=d we'll no over the node.js for while over way\"}, {\"role\": \"assistant\", \"content\": \"it tiktoken's node.js it scanned v1.2.3 boundaries (parens) and while reservation lazy the that https://example.com/a/b?c=d quick don't budget engine boundaries F# budget every we'll before jumps scanned jumps there's counting the don't jumps a once admission 100% 3.14159 brown brown that because jumps They'RE 100% caf\\u00e9 WON'T They'RE boundaries \\u6771\\u4eac exactly scanner caf\\u00e9 fox (parens) body dog a 1999 boundaries 'single' {braces} reservation mirrors <tags> while {braces} {braces} so admission the F# https://example.com/a/b?c=d brown a caf\\u00e9 on admission that on counting that we'll over lazy https://example.com/a/b?c=d way over engine reservation gateway body I'M for \\\"quotes\\\" 42 and F# there's 'single' quick \\u0645\\u0631\\u062d\\u0628\\u0627 WON'T scanner written every (parens) so\"}, {\"role\": \"user\", \"content\": \"I'M over faster counting https://example.com/a/b?c=d way while it over way mirrors boundaries keep body hand na\\u00efve once because that node.js for every the 'single' every caf\\u00e9 caf\\u00e9 piece there's v1.2.3 v1.2.3 tiktoken's brown so counting <tags> there's <tags> for we'll boundaries 'single' no https://example.com/a/b?c=d node.js \\u6771\\u4eac written with budget (parens) because \\\"quotes\\\" \\u6771\\u4eac while \\u6771\\u4eac counting scanned 1999 \\u6771\\u4eac hand keep so that gateway caf\\u00e9 for scanned it request keep counting user@example.com admission request \\\"quotes\\\" v1.2.3 caf\\u00e9 over that F# we'll regex a faster with that They'RE piece because tiktoken's engine hand 100% WON'T reservation (parens) caf\\u00e9 on Z\\u00fcrich dog \\u6771\\u4eac that They'RE 'single' the 'single' na\\u00efve involved the {braces} there's scanned no engine dog backtracking there's\"}, {\"role\": \"assistant\", \"content\": \"every node.js C++ for 3.14159 \\u6771\\u4eac 'single' gateway once the user@example.com a 100% every every tokens written and every brown na\\u00efve the body the because quick brown engine fox 3.14159 (parens) F# while with a 100% C++ with the written WON'T on request Z\\u00fcrich hand on https://example.com/a/b?c=d don't way way 42 that we'll \\ud83d\\ude42 [brackets] admission tiktoken's request hand caf\\u00e9 every every (parens) They'RE that jumps the regex 100% \\\"quotes\\\" is budget\"}, {\"role\": \"user\", \"content\": \"engine with I'M backtracking while F# quick 'single' mirrors \\\"quotes\\\" 'single' regex caf\\u00e9 It's Z\\u00fcrich exactly a <tags> counting tiktoken's we'll once \\u0645\\u0631\\u062d\\u0628\\u0627 42 v1.2.3 scanner WON'T \\u6771\\u4eac there's node.js It's budget that budget {braces} because [brackets] It's a $1,234.56 that v1.2.3 42 gateway backtracking it C++ scanned keep \\ud83d\\ude42 I'M hand a counting scanner reservation \\u6771\\u4eac written 3.14159 there's <tags> once fox I'M C++ lazy the \\u0645\\u0631\\u062d\\u0628\\u0627 before don't we'll gateway exactly \\ud83d\\ude42 Z\\u00fcrich 3.14159 with WON'T there's node.js \\ud83d\\ude42 quick written faster counting 1999 backtracking 'single' counting we'll engine counting don't \\\"quotes\\\" engine \\\"quotes\\\" way I'M budget [brackets] backtracking \\\"quotes\\\" 3.14159 don't written written \\u0645\\u0631\\u062d\\u0628\\u0627 body I'M 'single' while on and reservation \\ud83d\\ude42 regex and no budget regex (parens) we'll They'RE na\\u00efve v1.2.3\"}, {\"role\": \"assistant\", \"content\": \"hand lazy dog budget lazy involved because scanned piece quick that involved 'single' dog quick na\\u00efve budget scanner exactly $1,234.56 fox quick I'M hand (parens) node.js while jumps boundaries \\ud83d\\ude42 They'RE way request engine <tags> 'single' fox backtracking regex \\u0645\\u0631\\u062d\\u0628\\u0627 because and over jumps 3.14159 WON'T counting for and mirrors admission 'single' caf\\u00e9 https://example.com/a/b?c=d that \\ud83d\\ude42 faster \\u0645\\u0631\\u062d\\u0628\\u0627 admission jumps quick for <tags> $1,234.56 exactly exactly $1,234.56 scanned keep 3.14159 backtracking <tags> piece tiktoken's is is hand reservation before regex budget 3.14159 tiktoken's I'M it no budget user@example.com budget written budget over that https://example.com/a/b?c=d no written so quick tokens C++\"}, {\"role\": \"user\", \"content\": \"once body involved every brown every it that hand engine with scanned reservation \\u6771\\u4eac backtracking and {braces} over [brackets] brown over for is \\ud83d\\ude42 100% before quick no counting no v1.2.3 counting \\\"quotes\\\" mirrors 3.14159 1999 there's way <tags> \\\"quotes\\\" piece on na\\u00efve They'RE no every exactly node.js 42 because over there's 1999 C++ we'll mirrors F# it scanner jumps It's scanner mirrors mirrors It's <tags> tokens backtracking body brown $1,234.56 keep <tags> admission 100% the exactly we'll caf\\u00e9 jumps over 3.14159 we'll so 42 \\u6771\\u4eac I'M WON'T lazy brown It's a na\\u00efve \\\"quotes\\\" https://example.com/a/b?c=d (parens) \\u6771\\u4eac tiktoken's so dog body 'single' scanned piece body 3.14159 scanned body the so \\\"quotes\\\" counting\"}, {\"role\": \"assistant\", \"content\": \"boundaries request the that 100% gateway the there's hand the They'RE caf\\u00e9 fox C++ scanner written \\u0645\\u0631\\u062d\\u0628\\u0627 They'RE scanner WON'T keep before for it so counting that (parens) {braces} They'RE scanner every {braces} no node.js keep I'M jumps backtracking gateway https://example.com/a/b?c=d don't tiktoken's a is 1999 don't F# v1.2.3 involved hand scanner They'RE backtracking exactly and for exactly for $1,234.56 counting v1.2.3 request gateway mirrors that no \\ud83d\\ude42 every dog once They'RE 100% reservation It's a with and 100% because so It's admission there's gateway 42 on over gateway is every 3.14159 boundaries no for admission quick lazy lazy fox node.js because while $1,234.56 quick I'M lazy involved WON'T {braces} na\\u00efve {braces} there's with caf\\u00e9 https://example.com/a/b?c=d \\\"quotes\\\" [brackets] lazy lazy it 100% caf\\u00e9 way lazy tokens C++ that it \\u6771\\u4eac lazy\"}, {\"role\": \"user\", \"content\": \"Z\\u00fcrich \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors budget reservation 'single' it scanner F# is exactly They'RE \\ud83d\\ude42 I'M boundaries F# {braces} https://example.com/a/b?c=d over backtracking node.js is \\ud83d\\ude42 \\ud83d\\ude42 $1,234.56 so and counting It's Z\\u00fcrich once node.js once v1.2.3 on that we'll 'single' mirrors I'M \\u0645\\u0631\\u062d\\u0628\\u0627 backtracking They'RE tokens hand counting 1999 user@example.com Z\\u00fcrich They'RE tokens reservation exactly for https://example.com/a/b?c=d mirrors and boundaries regex the brown while keep \\\"quotes\\\" we'll the involved 42 {braces} scanner reservation Z\\u00fcrich no we'll [brackets] caf\\u00e9 written that hand user@example.com $1,234.56 42 while budget every 3.14159 a exactly way body scanned admission C++ (parens) tiktoken's body for WON'T hand no dog 1999 (parens) on don't 1999 we'll I'M v1.2.3 that WON'T fox scanned 1999\"}, {\"role\": \"assistant\", \"content\": \"gateway $1,234.56 $1,234.56 \\\"quotes\\\" scanner there's scanner $1,234.56 100% it budget \\u0645\\u0631\\u062d\\u0628\\u0627 (parens) admission admission with I'M admission 'single' hand jumps scanned It's \\\"quotes\\\" is F# before engine counting dog because admission tiktoken's backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 that 42 written it body quick Z\\u00fcrich I'M F# I'M that brown It's request caf\\u00e9 is boundaries jumps don't written written faster for admission Z\\u00fcrich engine reservation and Z\\u00fcrich scanned written keep scanned is keep jumps the so F# 'single' user@example.com keep because They'RE over because C++ written faster 42 mirrors na\\u00efve 42 tiktoken's [brackets] na\\u00efve hand on no written so $1,234.56 there's 100% 100% $1,234.56 is \\ud83d\\ude42 scanner dog lazy 100% https://example.com/a/b?c=d tiktoken's They'RE [brackets] user@example.com while hand \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d we'll 42 WON'T it a mirrors v1.2.3\"}, {\"role\": \"user\", \"content\": \"that involved dog C++ way that regex with https://example.com/a/b?c=d because 1999 jumps and and caf\\u00e9 F# backtracking that 3.14159 the quick v1.2.3 engine piece request brown (parens) because tokens na\\u00efve we'll and \\ud83d\\ude42 <tags> user@example.com that na\\u00efve \\u6771\\u4eac na\\u00efve <tags> tokens jumps 3.14159 tiktoken's na\\u00efve brown It's jumps before and a the user@example.com Z\\u00fcrich WON'T mirrors It's fox It's involved don't \\u6771\\u4eac 'single' written that written fox and the 3.14159 Z\\u00fcrich way on <tags> <tags> once na\\u00efve \\u0645\\u0631\\u062d\\u0628\\u0627 $1,234.56 request fox so fox 'single' admission admission node.js mirrors <tags> backtracking it the\"}, {\"role\": \"assistant\", \"content\": \"engine so $1,234.56 don't caf\\u00e9 lazy I'M while 'single' budget scanned \\ud83d\\ude42 Z\\u00fcrich piece tokens exactly budget boundaries admission written tokens every \\u0645\\u0631\\u062d\\u0628\\u0627 before with backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 engine regex faster brown \\ud83d\\ude42 before we'll reservation na\\u00efve regex there's faster counting na\\u00efve reservation quick Z\\u00fcrich tiktoken's <tags> that gateway we'll C++ They'RE scanned for engine budget 100% na\\u00efve $1,234.56 written admission no we'll WON'T scanned body dog node.js while\"}, {\"role\": \"user\", \"content\": \"once exactly scanner boundaries scanned every there's mirrors $1,234.56 there's so dog dog They'RE lazy fox because 'single' so gateway Z\\u00fcrich faster v1.2.3 quick <tags> I'M \\u6771\\u4eac exactly written tokens node.js na\\u00efve brown [brackets] mirrors while on \\u6771\\u4eac $1,234.56 once hand over exactly quick backtracking over exactly {braces} it don't regex 3.14159 way the 100% $1,234.56 is I'M admission admission [brackets] scanned while boundaries piece counting that node.js reservation \\u6771\\u4eac body jumps while node.js I'M Z\\u00fcrich with fox C++ reservation F# \\\"quotes\\\" They'RE {braces} (parens) caf\\u00e9 1999 <tags> there's {braces} every WON'T no dog WON'T 1999 admission [brackets] that <tags> body 'single' gateway while mirrors with with scanner hand no over scanned hand na\\u00efve It's the while with once \\\"quotes\\\" boundaries \\\"quotes\\\" It's tokens and\"}, {\"role\": \"assistant\", \"content\": \"jumps 100% before body there's a C++ $1,234.56 on exactly exactly every hand lazy dog don't every that so F# Z\\u00fcrich jumps caf\\u00e9 \\u0645\\u0631\\u062d\\u0628\\u0627 written scanned tokens admission WON'T backtracking scanned 1999 engine brown exactly counting node.js 'single' 1999 counting that keep keep $1,234.56 Z\\u00fcrich They'RE before scanned They'RE \\u6771\\u4eac It's over tiktoken's once hand request tiktoken's while gateway node.js no \\ud83d\\ude42 it https://example.com/a/b?c=d It's 100% written there's hand {braces} there's admission $1,234.56 F# [brackets]\"}, {\"role\": \"user\", \"content\": \"hand mirrors exactly 42 They'RE [brackets] before \\u0645\\u0631\\u062d\\u0628\\u0627 that while written caf\\u00e9 body because fox tokens no WON'T dog faster and fox keep don't caf\\u00e9 'single' node.js (parens) reservation C++ I'M fox F# \\u6771\\u4eac mirrors over 1999 written keep na\\u00efve gateway a 3.14159 keep once body \\\"quotes\\\" F# we'll $1,234.56 https://example.com/a/b?c=d regex fox backtracking is admission request involved so over engine caf\\u00e9 way backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 \\u6771\\u4eac They'RE It's a mirrors \\\"quotes\\\" jumps They'RE way way the engine C++ request because backtracking with with written <tags> the scanned boundaries https://example.com/a/b?c=d (parens) no for gateway dog \\ud83d\\ude42 boundaries node.js\"}, {\"role\": \"assistant\", \"content\": \"and tiktoken's They'RE caf\\u00e9 exactly the quick gateway caf\\u00e9 budget hand node.js the node.js we'll faster fox 'single' involved scanner na\\u00efve reservation https://example.com/a/b?c=d {braces} way we'll backtracking keep while <tags> and no with dog exactly the WON'T dog \\u0645\\u0631\\u062d\\u0628\\u0627 regex [brackets] written 1999 keep v1.2.3 I'M mirrors admission \\u6771\\u4eac before we'll \\\"quotes\\\" (parens) 100% over mirrors 42 a request F# WON'T a counting \\ud83d\\ude42 scanner no we'll fox gateway boundaries 1999 WON'T I'M Z\\u00fcrich faster there's caf\\u00e9 They'RE that the with for faster quick that body reservation 42 don't I'M I'M scanned faster hand for\"}, {\"role\": \"user\", \"content\": \"and the admission caf\\u00e9 admission once F# written reservation budget written https://example.com/a/b?c=d scanner a that Z\\u00fcrich once the Z\\u00fcrich faster C++ no I'M counting is hand caf\\u00e9 before engine on C++ 'single' \\\"quotes\\\" I'M Z\\u00fcrich quick that boundaries node.js lazy 3.14159 while na\\u00efve Z\\u00fcrich it reservation request <tags> that before F# boundaries once written the WON'T https://example.com/a/b?c=d the written <tags> piece mirrors 100% <tags> mirrors https://example.com/a/b?c=d over before regex scanner \\u0645\\u0631\\u062d\\u0628\\u0627 before node.js WON'T \\u0645\\u0631\\u062d\\u0628\\u0627 way jumps for scanned that involved for every (parens) <tags> lazy C++ boundaries backtracking it user@example.com no that C++ faster engine I'M piece with faster for that brown 3.14159 user@example.com it while so on involved that 42 once quick written we'll a budget\"}, {\"role\": \"assistant\", \"content\": \"admission \\ud83d\\ude42 100% tiktoken's on jumps we'll hand body is tiktoken's and 100% \\ud83d\\ude42 the it 3.14159 $1,234.56 \\u0645\\u0631\\u062d\\u0628\\u0627 scanner over 100% scanned \\ud83d\\ude42 so way engine that scanner 100% so so tokens boundaries node.js we'll <tags> jumps user@example.com that tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 once don't way is body so user@example.com on request is lazy and every engine tokens no lazy admission jumps reservation v1.2.3 scanned \\u0645\\u0631\\u062d\\u0628\\u0627 the \\ud83d\\ude42 node.js so \\\"quotes\\\" every it \\u6771\\u4eac F# regex don't faster every $1,234.56 on way engine regex every keep $1,234.56 no that engine written don't involved {braces} \\u6771\\u4eac v1.2.3 while request 42 (parens)\"}, {\"role\": \"user\", \"content\": \"keep fox we'll backtracking once it engine with lazy (parens) faster caf\\u00e9 F# with It's (parens) user@example.com for over counting we'll it https://example.com/a/b?c=d fox the (parens) way over because https://example.com/a/b?c=d before written fox involved written [brackets] before it tokens \\\"quotes\\\" there's once [brackets] 'single' tiktoken's C++ v1.2.3 quick 100% user@example.com dog \\u6771\\u4eac I'M 'single' keep a before node.js F# exactly request the Z\\u00fcrich exactly tokens so faster admission lazy and every counting $1,234.56 brown\"}, {\"role\": \"assistant\", \"content\": \"'single' every budget 42 It's quick way dog {braces} because <tags> don't \\u0645\\u0631\\u062d\\u0628\\u0627 way brown involved counting body don't (parens) <tags> body tiktoken's scanned \\u0645\\u0631\\u062d\\u0628\\u0627 dog it (parens) the for once once engine written there's that node.js every \\u0645\\u0631\\u062d\\u0628\\u0627 1999 $1,234.56 caf\\u00e9 written body dog gateway for It's WON'T 42 'single' 3.14159 that Z\\u00fcrich jumps C++ while WON'T admission so involved It's \\u0645\\u0631\\u062d\\u0628\\u0627 node.js on with It's it They'RE lazy is engine way scanner $1,234.56 and lazy boundaries 'single' before dog that faster 3.14159 tokens It's tokens we'll once and reservation over They'RE\"}, {\"role\": \"user\", \"content\": \"I'M node.js C++ na\\u00efve once engine with \\ud83d\\ude42 involved 100% brown scanned and is scanner scanned 'single' counting don't fox way way C++ before every faster piece hand <tags> They'RE so brown piece because while on a WON'T 1999 backtracking budget \\u6771\\u4eac piece and engine every we'll dog user@example.com na\\u00efve https://example.com/a/b?c=d brown Z\\u00fcrich it way and so hand on \\\"quotes\\\" (parens) before we'll\"}, {\"role\": \"assistant\", \"content\": \"They'RE there's node.js mirrors there's the there's reservation engine is boundaries fox a body fox 42 user@example.com (parens) 100% on (parens) written request https://example.com/a/b?c=d {braces} It's <tags> Z\\u00fcrich every counting <tags> $1,234.56 scanned once user@example.com C++ so 100% exactly exactly {braces} body jumps on no involved 100% and admission every scanned reservation tokens exactly keep there's Z\\u00fcrich v1.2.3 keep 42 the 42 the with boundaries request involved there's faster keep on https://example.com/a/b?c=d user@example.com \\u0645\\u0631\\u062d\\u0628\\u0627 on <tags> (parens) na\\u00efve (parens) WON'T \\u6771\\u4eac with engine na\\u00efve body 1999 the engine quick counting boundaries there's counting {braces} for 100% involved there's involved so WON'T lazy a over way keep They'RE tokens keep piece na\\u00efve node.js exactly reservation body every faster backtracking\"}, {\"role\": \"user\", \"content\": \"and scanned C++ jumps They'RE scanned boundaries C++ that hand budget tokens \\\"quotes\\\" scanned I'M 100% 'single' counting because (parens) regex (parens) na\\u00efve F# (parens) I'M and with so once once for regex piece dog quick They'RE while keep exactly before 1999 is 100% keep caf\\u00e9 before 42 hand that reservation 3.14159 because fox that regex body gateway don't once gateway and engine with <tags> once don't I'M piece way 3.14159 admission the don't it body piece \\\"quotes\\\" 42 mirrors on body don't 100% that quick backtracking {braces} is we'll and body we'll budget every every v1.2.3 exactly way I'M \\\"quotes\\\" involved gateway scanned once \\u0645\\u0631\\u062d\\u0628\\u0627 keep jumps \\u6771\\u4eac backtracking dog engine \\u6771\\u4eac tiktoken's that 42 user@example.com don't scanner (parens) I'M\"}, {\"role\": \"assistant\", \"content\": \"the piece 1999 over v1.2.3 C++ It's https://example.com/a/b?c=d <tags> because <tags> request that fox \\ud83d\\ude42 way \\u6771\\u4eac tokens tokens brown (parens) way v1.2.3 that na\\u00efve mirrors \\\"quotes\\\" admission dog 100% 100% regex backtracking reservation 1999 user@example.com \\\"quotes\\\" 3.14159 I'M budget mirrors 1999 lazy admission a on <tags> that user@example.com They'RE They'RE \\\"quotes\\\" <tags> user@example.com node.js 100% so na\\u00efve and It's \\\"quotes\\\" with the piece boundaries <tags> we'll 42 42 while https://example.com/a/b?c=d user@example.com budget faster na\\u00efve and 1999 a admission fox and 'single' for They'RE boundaries scanned\"}, {\"role\": \"user\", \"content\": \"quick gateway They'RE \\u0645\\u0631\\u062d\\u0628\\u0627 fox the (parens) mirrors because while we'll we'll every mirrors counting Z\\u00fcrich 42 on gateway WON'T written backtracking no user@example.com caf\\u00e9 \\u6771\\u4eac that boundaries while so fox backtracking involved They'RE exactly 1999 {braces} [brackets] exactly regex mirrors \\u6771\\u4eac 1999 over reservation way involved \\u0645\\u0631\\u062d\\u0628\\u0627 42 3.14159 while quick so a (parens) hand there's F# a They'RE body engine F# v1.2.3 faster hand over dog backtracking while brown that before I'M 1999 way before piece counting request that budget boundaries v1.2.3 exactly that They'RE faster involved \\\"quotes\\\" scanner C++ It's 100% $1,234.56 written\"}, {\"role\": \"assistant\", \"content\": \"https://example.com/a/b?c=d way \\\"quotes\\\" fox fox C++ <tags> is admission It's \\ud83d\\ude42 tiktoken's WON'T tokens so caf\\u00e9 way admission a scanned $1,234.56 3.14159 that F# don't fox counting every engine scanner scanned don't 'single' tiktoken's https://example.com/a/b?c=d I'M keep there's piece \\u6771\\u4eac is while way hand over fox WON'T \\u6771\\u4eac scanner v1.2.3 \\u6771\\u4eac don't written \\\"quotes\\\" keep the body and brown that counting before budget request 3.14159 boundaries {braces}\"}, {\"role\": \"user\", \"content\": \"exactly It's 3.14159 hand body They'RE tokens don't v1.2.3 backtracking on quick (parens) 100% body quick so scanner so \\ud83d\\ude42 backtracking is once exactly regex https://example.com/a/b?c=d na\\u00efve before there's every C++ [brackets] tokens They'RE with the 1999 piece a reservation request caf\\u00e9 it 'single' while \\\"quotes\\\" boundaries because lazy \\u0645\\u0631\\u062d\\u0628\\u0627 for Z\\u00fcrich It's (parens) a 100% there's dog caf\\u00e9 \\ud83d\\ude42 (parens) because quick with node.js https://example.com/a/b?c=d engine piece \\ud83d\\ude42 counting brown way It's user@example.com user@example.com \\u0645\\u0631\\u062d\\u0628\\u0627 scanned reservation 'single' don't request admission\"}, {\"role\": \"assistant\", \"content\": \"reservation it so before no scanned backtracking a 1999 every exactly jumps 100% over It's 1999 we'll boundaries don't scanned once and before \\u6771\\u4eac faster backtracking regex backtracking every 'single' <tags> admission caf\\u00e9 brown <tags> 3.14159 \\ud83d\\ude42 there's \\u0645\\u0631\\u062d\\u0628\\u0627 WON'T 42 $1,234.56 is before reservation it admission backtracking before over $1,234.56 {braces} mirrors It's {braces} before admission quick hand lazy scanned \\ud83d\\ude42 exactly faster while reservation C++ They'RE it exactly gateway it body for quick so quick 3.14159 1999 for user@example.com involved {braces} https://example.com/a/b?c=d quick while I'M lazy brown backtracking keep\"}, {\"role\": \"user\", \"content\": \"quick keep v1.2.3 request budget a and regex keep body gateway so It's before \\u0645\\u0631\\u062d\\u0628\\u0627 \\ud83d\\ude42 I'M 3.14159 and written counting {braces} v1.2.3 for brown engine user@example.com mirrors mirrors over \\u6771\\u4eac (parens) regex jumps keep written and Z\\u00fcrich a no dog and jumps piece C++ the counting with quick on the user@example.com request is jumps boundaries quick 'single' 100% 'single' over 100% the over there's na\\u00efve 1999 engine quick https://example.com/a/b?c=d 3.14159 it jumps way no hand \\ud83d\\ude42 [brackets] {braces} admission F# scanner 3.14159 F# it 3.14159 boundaries budget keep don't that quick 'single' reservation C++ the gateway and dog exactly body so https://example.com/a/b?c=d \\\"quotes\\\" 100%\"}, {\"role\": \"assistant\", \"content\": \"v1.2.3 budget \\\"quotes\\\" quick once body I'M that way no once <tags> a user@example.com boundaries admission gateway engine caf\\u00e9 $1,234.56 They'RE They'RE reservation user@example.com They'RE They'RE budget for \\u0645\\u0631\\u062d\\u0628\\u0627 dog is WON'T faster involved lazy so while faster backtracking 1999 user@example.com we'll engine reservation v1.2.3 it on tokens counting \\ud83d\\ude42 every every over written it every tiktoken's no before (parens) body the request quick every admission the \\ud83d\\ude42 body don't admission regex there's \\u6771\\u4eac \\\"quotes\\\" dog don't <tags> no Z\\u00fcrich $1,234.56 and scanned scanned https://example.com/a/b?c=d request while way written engine reservation there's scanned the request that jumps it caf\\u00e9 and v1.2.3 scanned na\\u00efve involved brown no user@example.com tokens because counting there's \\\"quotes\\\" on node.js quick exactly every that written\"}, {\"role\": \"user\", \"content\": \"counting {braces} \\ud83d\\ude42 C++ admission boundaries C++ it 'single' that mirrors jumps the while that don't They'RE while 42 Z\\u00fcrich 1999 scanner so quick v1.2.3 there's don't keep Z\\u00fcrich no keep faster reservation request is (parens) body we'll 100% don't na\\u00efve (parens) for backtracking fox boundaries backtracking v1.2.3 $1,234.56 we'll 42 tokens faster counting once keep budget fox v1.2.3 'single' mirrors no engine exactly fox 42 way the C++ quick tiktoken's counting 1999 It's we'll counting because hand \\ud83d\\ude42 user@example.com <tags> is request quick 42 it keep don't They'RE WON'T once and fox v1.2.3 and with na\\u00efve way <tags> lazy user@example.com written is 'single' brown scanned request is caf\\u00e9 we'll node.js a so while we'll WON'T way admission They'RE fox C++ once node.js WON'T that v1.2.3 every\"}, {\"role\": \"assistant\", \"content\": \"C++ don't no boundaries scanner https://example.com/a/b?c=d <tags> node.js backtracking hand [brackets] keep F# counting caf\\u00e9 scanner v1.2.3 https://example.com/a/b?c=d counting no https://example.com/a/b?c=d the backtracking it I'M I'M F# involved WON'T with exactly (parens) brown body v1.2.3 body https://example.com/a/b?c=d keep it It's 1999 F# \\u6771\\u4eac so \\ud83d\\ude42 scanner for user@example.com v1.2.3 I'M don't fox written request engine once regex counting tokens the admission (parens) admission reservation faster C++ 3.14159 tokens hand \\\"quotes\\\" counting caf\\u00e9 [brackets] It's don't Z\\u00fcrich 3.14159 the tiktoken's I'M v1.2.3 admission C++ They'RE hand tokens dog no $1,234.56 engine while boundaries so caf\\u00e9 100% \\u0645\\u0631\\u062d\\u0628\\u0627 F# scanned jumps faster while na\\u00efve lazy\"}, {\"role\": \"user\", \"content\": \"WON'T hand keep brown \\u0645\\u0631\\u062d\\u0628\\u0627 because counting faster with that involved <tags> is because because 42 Z\\u00fcrich that engine with the the brown {braces} tiktoken's [brackets] I'M It's over (parens) C++ It's over faster \\u6771\\u4eac user@example.com user@example.com 100% on it on with mirrors 3.14159 42 budget It's WON'T node.js keep tiktoken's \\u6771\\u4eac https://example.com/a/b?c=d 1999 involved body scanned hand involved engine faster every is and that tokens every <tags> 42 on dog admission (parens) body for caf\\u00e9 once before a \\u6771\\u4eac before with don't tokens It's because \\\"quotes\\\" node.js na\\u00efve it engine is backtracking [brackets] regex brown They'RE so is is involved engine so scanner gateway scanned They'RE keep na\\u00efve body reservation 42 scanned WON'T faster there's backtracking it caf\\u00e9 v1.2.3 brown regex {braces} lazy node.js C++ don't written WON'T with user@example.com piece over we'll v1.2.3 \\u0645\\u0631\\u062d\\u0628\\u0627 Z\\u00fcrich jumps (parens)\"}, {\"role\": \"assistant\", \"content\": \"na\\u00efve scanned every reservation no we'll faster before it {braces} admission 1999 scanned budget written there's WON'T $1,234.56 faster brown reservation (parens) 'single' every (parens) $1,234.56 It's is counting way jumps no scanned I'M the node.js that na\\u00efve over faster <tags> [brackets] 1999 there's keep user@example.com 100% user@example.com before once reservation brown don't C++ dog it over backtracking every \\\"quotes\\\" quick a budget \\ud83d\\ude42 budget because v1.2.3 dog 100% once v1.2.3 and and every don't <tags> 3.14159 once once quick gateway before for 3.14159 <tags> v1.2.3 \\u6771\\u4eac tokens that on because it budget a involved scanned scanner lazy 'single' caf\\u00e9 They'RE engine <tags> request while Z\\u00fcrich engine WON'T\"}, {\"role\": \"user\", \"content\": \"100% over written reservation https://example.com/a/b?c=d WON'T scanner F# before https://example.com/a/b?c=d we'll that while counting is admission 42 caf\\u00e9 C++ body tiktoken's body 3.14159 the I'M with node.js It's \\u6771\\u4eac [brackets] don't https://example.com/a/b?c=d C++ before on [brackets] 'single' piece brown before 1999 {braces} written {braces} way reservation request F# so https://example.com/a/b?c=d 100% $1,234.56 piece piece keep https://example.com/a/b?c=d way budget 100% boundaries node.js lazy because F# tokens (parens) and C++ backtracking tiktoken's piece a 3.14159 WON'T scanned backtracking node.js because regex backtracking so keep 1999 the is because WON'T node.js we'll lazy quick with once and once \\\"quotes\\\" we'll keep It's the on It's so is faster\"}, {\"role\": \"assistant\", \"content\": \"hand every for written mirrors backtracking $1,234.56 It's WON'T because faster Z\\u00fcrich don't don't {braces} jumps 'single' regex gateway user@example.com once there's a on over \\\"quotes\\\" 100% node.js regex a body that F# 100% <tags> once on 3.14159 while backtracking v1.2.3 hand \\u6771\\u4eac tokens admission \\\"quotes\\\" 100% admission and It's Z\\u00fcrich that so while and $1,234.56 caf\\u00e9 every F# involved fox backtracking the \\u0645\\u0631\\u062d\\u0628\\u0627 and https://example.com/a/b?c=d exactly node.js before mirrors 'single' exactly tokens that scanned body https://example.com/a/b?c=d na\\u00efve once it the the faster v1.2.3 scanned fox that jumps v1.2.3 1999 gateway F# caf\\u00e9 'single' fox brown [brackets] 100% over user@example.com on na\\u00efve https://example.com/a/b?c=d node.js They'RE and scanner 'single' involved the because hand scanner fox user@example.com\"}, {\"role\": \"user\", \"content\": \"1999 $1,234.56 that 'single' <tags> no counting (parens) because Z\\u00fcrich on <tags> (parens) a fox user@example.com admission over is there's \\\"quotes\\\" {braces} exactly piece that with I'M F# over for counting and \\ud83d\\ude42 scanner over every \\ud83d\\ude42 100% admission before \\u0645\\u0631\\u062d\\u0628\\u0627 reservation <tags> WON'T brown scanner on faster 100% caf\\u00e9 piece [brackets] counting scanner It's written {braces} C++ that is boundaries exactly \\u0645\\u0631\\u062d\\u0628\\u0627 once 'single' quick F# hand 'single' user@example.com reservation <tags> jumps it F# reservation request that 'single' (parens) the way WON'T (parens) a backtracking backtracking that \\\"quotes\\\" C++ I'M C++ C++ gateway with body body\"}, {\"role\": \"assistant\", \"content\": \"budget that 42 It's body backtracking caf\\u00e9 1999 because hand hand F# piece is (parens) and Z\\u00fcrich jumps user@example.com don't I'M They'RE regex body reservation once (parens) with F# piece is every node.js no piece because {braces} with 42 Z\\u00fcrich tiktoken's keep I'M is scanner no body 'single' 1999 that request so \\u0645\\u0631\\u062d\\u0628\\u0627 3.14159 \\u6771\\u4eac and https://example.com/a/b?c=d engine tiktoken's on while $1,234.56 over budget 1999 1999 backtracking is \\ud83d\\ude42 the tiktoken's involved over don't Z\\u00fcrich I'M so gateway written dog before written v1.2.3 backtracking gateway keep dog [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 caf\\u00e9\"}, {\"role\": \"user\", \"content\": \"exactly involved user@example.com fox keep boundaries <tags> and 42 reservation {braces} mirrors the It's budget C++ tiktoken's budget mirrors faster [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 over scanner way quick while \\\"quotes\\\" exactly 'single' F# no faster [brackets] backtracking scanner WON'T WON'T tokens quick that the node.js it regex user@example.com involved while boundaries regex while hand mirrors way na\\u00efve a hand request <tags> that before v1.2.3 <tags> 1999 3.14159 caf\\u00e9 because on over scanner so body tokens quick because counting exactly hand user@example.com that It's\"}, {\"role\": \"assistant\", \"content\": \"so quick dog (parens) Z\\u00fcrich backtracking for the \\ud83d\\ude42 because regex involved tokens dog we'll 'single' we'll Z\\u00fcrich once 100% regex we'll [brackets] 42 while with 1999 Z\\u00fcrich fox admission while written the C++ over every mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 on it https://example.com/a/b?c=d scanned gateway no 1999 dog https://example.com/a/b?c=d we'll 1999 before the every budget on 1999 with piece 1999 faster user@example.com I'M body keep while the once scanned I'M\"}, {\"role\": \"user\", \"content\": \"tiktoken's quick budget on budget the \\u0645\\u0631\\u062d\\u0628\\u0627 for Z\\u00fcrich I'M don't WON'T we'll user@example.com It's jumps \\u6771\\u4eac we'll involved gateway it that jumps for for counting that $1,234.56 so while 'single' WON'T quick the brown we'll once mirrors [brackets] \\u6771\\u4eac \\\"quotes\\\" boundaries way for because {braces} it user@example.com faster $1,234.56 no a 'single' body backtracking before the 3.14159 scanner {braces} backtracking hand because so body [brackets] because that involved scanned WON'T there's \\u0645\\u0631\\u062d\\u0628\\u0627 it hand we'll dog a before the and faster \\ud83d\\ude42 hand 100% on body [brackets] 42 the node.js it counting and jumps we'll a fox 3.14159 once (parens) \\ud83d\\ude42 hand every don't way jumps body over involved \\u6771\\u4eac is budget way scanned $1,234.56 because request gateway involved the that dog the reservation while \\u0645\\u0631\\u062d\\u0628\\u0627\"}, {\"role\": \"assistant\", \"content\": \"counting written brown on once it They'RE involved we'll every hand \\ud83d\\ude42 it They'RE dog for reservation on every no tokens regex piece on (parens) tiktoken's before gateway it every the while that we'll gateway a the a v1.2.3 the over lazy node.js gateway budget WON'T \\ud83d\\ude42 is exactly jumps over lazy piece backtracking written with 3.14159 jumps involved lazy scanner keep keep [brackets] boundaries that no that because quick F# v1.2.3 reservation involved\"}, {\"role\": \"user\", \"content\": \"caf\\u00e9 engine request na\\u00efve jumps involved lazy regex scanned {braces} 3.14159 engine mirrors \\\"quotes\\\" Z\\u00fcrich on there's (parens) They'RE regex for over regex 1999 tiktoken's scanner that once admission F# mirrors 42 the body WON'T the WON'T dog 100% 42 is lazy \\ud83d\\ude42 that request once 100% na\\u00efve dog tokens budget jumps \\ud83d\\ude42 $1,234.56 user@example.com $1,234.56 don't admission that brown (parens) it node.js tokens na\\u00efve we'll it v1.2.3 once so is written admission faster way we'll request jumps v1.2.3 fox the lazy gateway $1,234.56 42 counting Z\\u00fcrich the 'single' exactly once way I'M \\u6771\\u4eac They'RE before caf\\u00e9 boundaries over counting piece brown faster while so counting na\\u00efve hand \\ud83d\\ude42 quick the every Z\\u00fcrich {braces} scanned \\\"quotes\\\" with regex keep while once engine <tags> before fox\"}, {\"role\": \"assistant\", \"content\": \"mirrors <tags> {braces} because \\u6771\\u4eac mirrors scanned exactly budget way mirrors https://example.com/a/b?c=d boundaries involved 100% 3.14159 exactly engine brown They'RE is keep that hand lazy exactly tokens It's keep every \\ud83d\\ude42 the F# written {braces} user@example.com the counting $1,234.56 keep regex tiktoken's and mirrors fox the gateway \\ud83d\\ude42 keep They'RE written I'M there's we'll na\\u00efve WON'T is brown C++ involved brown and piece \\ud83d\\ude42 reservation [brackets] reservation I'M \\\"quotes\\\" while exactly way https://example.com/a/b?c=d don't \\u0645\\u0631\\u062d\\u0628\\u0627 \\u6771\\u4eac over keep scanner \\u6771\\u4eac scanned over tiktoken's boundaries mirrors once for quick faster a \\u6771\\u4eac lazy (parens) na\\u00efve gateway \\u6771\\u4eac \\u6771\\u4eac brown They'RE there's on keep once dog that 1999 [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 while it <tags> It's no\"}, {\"role\": \"user\", \"content\": \"that body over Z\\u00fcrich before that dog keep and \\\"quotes\\\" <tags> and regex tiktoken's way piece is scanner is quick C++ node.js written dog regex the It's dog https://example.com/a/b?c=d scanned engine we'll counting it 'single' counting a boundaries is \\u0645\\u0631\\u062d\\u0628\\u0627 \\ud83d\\ude42 <tags> brown budget fox the Z\\u00fcrich jumps {braces} that boundaries piece because the 'single' v1.2.3 {braces} once that mirrors \\ud83d\\ude42 backtracking no no mirrors on on scanned F# They'RE regex <tags> scanned the every for faster v1.2.3 \\ud83d\\ude42 I'M we'll exactly that is once for because it caf\\u00e9 It's caf\\u00e9 \\u0645\\u0631\\u062d\\u0628\\u0627 keep budget admission\"}, {\"role\": \"assistant\", \"content\": \"and node.js is so admission body They'RE https://example.com/a/b?c=d the 1999 we'll It's keep mirrors request so piece gateway engine way hand exactly is C++ 100% exactly for body piece with jumps WON'T the no keep WON'T so F# don't $1,234.56 {braces} and \\ud83d\\ude42 request reservation written tiktoken's that written way written the tokens 3.14159 WON'T admission \\u0645\\u0631\\u062d\\u0628\\u0627 C++ budget gateway every before brown WON'T piece 1999 [brackets] a dog [brackets] while scanner <tags> \\ud83d\\ude42 we'll v1.2.3 scanner quick dog a while admission hand so there's every 42 node.js that engine faster na\\u00efve is \\\"quotes\\\"\"}, {\"role\": \"user\", \"content\": \"scanner hand boundaries admission it \\u6771\\u4eac WON'T na\\u00efve user@example.com Z\\u00fcrich F# F# They'RE a is caf\\u00e9 \\\"quotes\\\" before on request $1,234.56 boundaries (parens) don't brown the every 1999 (parens) [brackets] so 1999 boundaries 100% the hand 42 tokens every over that the the F# that quick They'RE before because tokens caf\\u00e9 we'll exactly boundaries because brown keep no 'single' there's brown v1.2.3 user@example.com 42 1999 \\u6771\\u4eac {braces} for mirrors on tiktoken's WON'T \\\"quotes\\\" na\\u00efve They'RE {braces} v1.2.3 brown <tags> written involved tokens jumps boundaries budget jumps boundaries way 42 body written na\\u00efve written is request every admission counting <tags> before backtracking with They'RE fox\"}, {\"role\": \"assistant\", \"content\": \"\\ud83d\\ude42 we'll backtracking involved counting request node.js caf\\u00e9 lazy $1,234.56 so I'M while is every it 42 exactly node.js that They'RE there's I'M I'M a and counting admission no 'single' admission v1.2.3 request boundaries 'single' tiktoken's budget gateway 100% caf\\u00e9 jumps hand no the \\u6771\\u4eac I'M we'll fox 1999 piece and body {braces} na\\u00efve hand Z\\u00fcrich v1.2.3 over quick for 100% while backtracking scanned scanner scanner request for hand fox the that hand scanned It's while (parens) written\"}, {\"role\": \"user\", \"content\": \"body there's scanned na\\u00efve quick It's a request lazy hand 1999 https://example.com/a/b?c=d jumps and caf\\u00e9 every It's before we'll on body no lazy there's 'single' mirrors we'll tokens over (parens) while \\u0645\\u0631\\u062d\\u0628\\u0627 C++ v1.2.3 keep gateway it because request mirrors for there's $1,234.56 keep over gateway https://example.com/a/b?c=d brown before They'RE 42 [brackets] tokens once once while scanner scanned and I'M Z\\u00fcrich it involved na\\u00efve I'M hand exactly before node.js 'single' because no lazy 3.14159 It's scanner F# 'single' while exactly It's (parens) \\ud83d\\ude42 counting while for tokens backtracking fox (parens) v1.2.3 once quick because is there's reservation because It's node.js that regex for don't\"}, {\"role\": \"assistant\", \"content\": \"with with so written budget is jumps admission before that I'M \\\"quotes\\\" because 3.14159 on WON'T \\\"quotes\\\" caf\\u00e9 is for scanned engine so engine on admission no body before once node.js node.js [brackets] They'RE Z\\u00fcrich written the \\ud83d\\ude42 reservation once so it a budget the request \\u6771\\u4eac https://example.com/a/b?c=d request \\u0645\\u0631\\u062d\\u0628\\u0627 a the 3.14159 with mirrors because body [brackets] exactly \\ud83d\\ude42 the a 1999 every lazy 'single' the request keep once dog user@example.com the scanned \\\"quotes\\\" is regex scanner every hand <tags> keep faster request quick WON'T while 3.14159 It's 3.14159 mirrors reservation written the a It's don't reservation C++ It's 42 v1.2.3 involved reservation lazy keep \\\"quotes\\\" the body \\ud83d\\ude42 while 3.14159 node.js dog no user@example.com budget [brackets] hand over\"}, {\"role\": \"user\", \"content\": \"before 1999 \\ud83d\\ude42 on that don't Z\\u00fcrich keep a way for request \\u6771\\u4eac every \\\"quotes\\\" https://example.com/a/b?c=d 3.14159 once for every hand that WON'T 'single' request written jumps regex F# once quick \\u6771\\u4eac dog na\\u00efve the node.js way [brackets] gateway (parens) piece exactly \\ud83d\\ude42 v1.2.3 jumps They'RE written fox the scanner exactly WON'T na\\u00efve so body faster brown the that is with exactly Z\\u00fcrich [brackets] Z\\u00fcrich budget it lazy and the engine budget 3.14159 counting \\ud83d\\ude42 https://example.com/a/b?c=d it WON'T $1,234.56 {braces} a because we'll exactly it with request the that don't scanner jumps involved and tiktoken's the quick so \\ud83d\\ude42 [brackets] regex engine involved is\"}, {\"role\": \"assistant\", \"content\": \"They'RE body because engine 100% WON'T {braces} the tiktoken's before node.js it every na\\u00efve lazy the don't caf\\u00e9 admission 1999 faster dog 3.14159 {braces} once tokens we'll before the admission WON'T the it and It's <tags> because engine with user@example.com it \\u6771\\u4eac C++ over is <tags> tokens piece exactly it piece backtracking gateway node.js no the 3.14159 exactly regex fox \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors a 1999 v1.2.3 request 100% scanned reservation node.js I'M the <tags> 100% so quick before piece brown caf\\u00e9 gateway 42 involved It's involved admission Z\\u00fcrich and {braces} It's quick \\ud83d\\ude42 body fox counting\"}, {\"role\": \"user\", \"content\": \"I'M admission regex that involved engine it \\ud83d\\ude42 counting every dog hand before scanned the 100% we'll exactly Z\\u00fcrich \\u6771\\u4eac v1.2.3 engine na\\u00efve node.js body don't lazy tiktoken's gateway don't node.js request F# scanner there's 100% scanner fox the a 42 quick na\\u00efve admission while 1999 way regex there's \\\"quotes\\\" scanned is so before tiktoken's involved [brackets] quick 1999 \\u6771\\u4eac 1999 for lazy v1.2.3 regex lazy body F# hand boundaries once mirrors so brown \\\"quotes\\\" dog $1,234.56 tokens that once request hand tokens <tags> lazy lazy [brackets] quick don't mirrors quick don't lazy It's body boundaries mirrors F# [brackets] there's while 100% body\"}, {\"role\": \"assistant\", \"content\": \"budget before over They'RE I'M request is that while written before $1,234.56 {braces} F# that admission and with for [brackets] fox \\ud83d\\ude42 42 body \\\"quotes\\\" the F# reservation dog 3.14159 WON'T It's tiktoken's exactly regex 3.14159 there's involved backtracking don't 1999 with faster dog body before tiktoken's with and over 42 written there's $1,234.56 hand 42 \\\"quotes\\\" lazy gateway backtracking 100% because \\\"quotes\\\" hand caf\\u00e9 faster request on over \\\"quotes\\\" once scanned over 100% engine mirrors \\u6771\\u4eac gateway user@example.com fox every before [brackets] body admission WON'T engine no dog for node.js gateway node.js na\\u00efve piece the way scanner a the 'single' gateway user@example.com They'RE is don't \\u6771\\u4eac before scanned\"}, {\"role\": \"user\", \"content\": \"It's way that \\u0645\\u0631\\u062d\\u0628\\u0627 written tiktoken's over faster It's with WON'T it because faster because with backtracking Z\\u00fcrich the while because scanned mirrors that scanned They'RE fox exactly 100% It's the tiktoken's hand so user@example.com request \\u6771\\u4eac faster v1.2.3 quick on once over dog piece counting node.js They'RE the because (parens) hand F# \\u6771\\u4eac with hand dog over budget written Z\\u00fcrich jumps there's budget C++ <tags> backtracking v1.2.3 'single' don't fox They'RE for \\ud83d\\ude42 admission involved v1.2.3 3.14159 the while 42 quick regex 100% on node.js tokens scanner written every with They'RE \\u6771\\u4eac\"}, {\"role\": \"assistant\", \"content\": \"100% because user@example.com caf\\u00e9 way 1999 Z\\u00fcrich over written 'single' 3.14159 $1,234.56 tokens I'M C++ [brackets] na\\u00efve $1,234.56 we'll $1,234.56 node.js we'll it (parens) {braces} v1.2.3 with written admission 100% exactly {braces} reservation there's {braces} fox with engine na\\u00efve for 1999 brown hand while dog backtracking backtracking na\\u00efve user@example.com tokens \\u0645\\u0631\\u062d\\u0628\\u0627 body brown don't C++ piece over scanner (parens) 100% no F# keep there's v1.2.3 [brackets] we'll don't hand dog every engine 'single' v1.2.3\"}, {\"role\": \"user\", \"content\": \"before and every $1,234.56 caf\\u00e9 the mirrors reservation https://example.com/a/b?c=d 3.14159 the quick gateway exactly it $1,234.56 1999 v1.2.3 $1,234.56 it on node.js backtracking (parens) there's \\ud83d\\ude42 no quick regex \\ud83d\\ude42 before once \\u0645\\u0631\\u062d\\u0628\\u0627 involved gateway caf\\u00e9 admission $1,234.56 caf\\u00e9 backtracking scanner na\\u00efve a engine [brackets] a way written is caf\\u00e9 1999 gateway 100% boundaries [brackets] backtracking there's tokens while 42 na\\u00efve counting it C++ v1.2.3 100% v1.2.3 scanned \\u0645\\u0631\\u062d\\u0628\\u0627 'single' \\u6771\\u4eac WON'T there's keep It's so WON'T\"}, {\"role\": \"assistant\", \"content\": \"keep 42 <tags> because quick and because faster is 'single' scanned fox regex {braces} C++ I'M it 100% written tiktoken's engine so scanned reservation \\ud83d\\ude42 3.14159 \\\"quotes\\\" before the that exactly for with there's 100% over with WON'T It's quick Z\\u00fcrich v1.2.3 'single' the tiktoken's (parens) while we'll written [brackets] reservation the on engine way na\\u00efve caf\\u00e9 exactly $1,234.56 https://example.com/a/b?c=d before written 'single' (parens) piece They'RE Z\\u00fcrich written counting the every that written na\\u00efve hand admission over piece Z\\u00fcrich we'll no quick https://example.com/a/b?c=d keep we'll while 'single' request quick on we'll tiktoken's on regex Z\\u00fcrich jumps written that a because mirrors\"}, {\"role\": \"user\", \"content\": \"\\\"quotes\\\" reservation na\\u00efve there's 100% dog reservation [brackets] 3.14159 F# node.js \\u0645\\u0631\\u062d\\u0628\\u0627 the fox boundaries C++ na\\u00efve before It's so written brown C++ lazy 3.14159 100% [brackets] tokens lazy tiktoken's {braces} with and and fox I'M for the exactly gateway keep backtracking that fox Z\\u00fcrich quick lazy <tags> every \\u0645\\u0631\\u062d\\u0628\\u0627 hand <tags> Z\\u00fcrich \\u6771\\u4eac caf\\u00e9 C++ there's keep the over v1.2.3 mirrors user@example.com It's They'RE tiktoken's 1999 because piece jumps it dog a budget boundaries brown exactly piece lazy 100% so scanned https://example.com/a/b?c=d there's that don't the engine fox tiktoken's 42 $1,234.56 \\u6771\\u4eac keep the dog admission boundaries piece It's mirrors fox user@example.com boundaries I'M faster reservation It's for no fox \\u0645\\u0631\\u062d\\u0628\\u0627 and because boundaries budget involved written They'RE v1.2.3 admission while brown F# so 'single' body that\"}, {\"role\": \"assistant\", \"content\": \"body tokens exactly over dog Z\\u00fcrich WON'T exactly F# no engine and \\ud83d\\ude42 scanner way {braces} scanner jumps <tags> tokens piece [brackets] hand that na\\u00efve \\\"quotes\\\" dog for node.js the v1.2.3 that They'RE once gateway so {braces} with keep that regex no [brackets] admission on caf\\u00e9 fox scanner tokens don't before quick They'RE budget dog C++ once jumps user@example.com a node.js (parens) because WON'T \\ud83d\\ude42 while request 3.14159 with because there's regex don't Z\\u00fcrich written user@example.com with while request keep They'RE mirrors 1999 over involved \\u6771\\u4eac $1,234.56 C++ counting involved that tokens way for \\ud83d\\ude42 regex jumps we'll because na\\u00efve lazy with I'M don't before regex reservation fox that so\"}, {\"role\": \"user\", \"content\": \"involved because dog 1999 exactly 1999 keep boundaries node.js tiktoken's once Z\\u00fcrich [brackets] way na\\u00efve v1.2.3 faster C++ scanner mirrors \\u6771\\u4eac \\u6771\\u4eac [brackets] hand \\ud83d\\ude42 node.js tiktoken's don't counting exactly tiktoken's keep WON'T while with 42 brown it way Z\\u00fcrich over because keep before way {braces} the before way boundaries that \\u6771\\u4eac 1999 request mirrors over It's gateway with scanner It's tiktoken's Z\\u00fcrich gateway faster we'll Z\\u00fcrich admission\"}, {\"role\": \"assistant\", \"content\": \"once They'RE node.js we'll \\u0645\\u0631\\u062d\\u0628\\u0627 don't Z\\u00fcrich admission {braces} It's \\ud83d\\ude42 \\u6771\\u4eac gateway brown is so scanner [brackets] {braces} there's tiktoken's a \\u0645\\u0631\\u062d\\u0628\\u0627 node.js and [brackets] don't counting \\\"quotes\\\" They'RE every mirrors reservation body on piece <tags> on regex node.js a 'single' \\u6771\\u4eac tiktoken's \\\"quotes\\\" for scanned there's faster gateway They'RE mirrors jumps https://example.com/a/b?c=d faster tokens every WON'T WON'T that request budget It's counting we'll scanner faster tokens that [brackets] tiktoken's there's F# lazy <tags> the reservation on the because with lazy user@example.com $1,234.56 jumps gateway C++ [brackets]\"}, {\"role\": \"user\", \"content\": \"over on regex lazy piece don't (parens) don't so https://example.com/a/b?c=d WON'T v1.2.3 brown node.js <tags> 100% \\u0645\\u0631\\u062d\\u0628\\u0627 over admission {braces} https://example.com/a/b?c=d scanned hand It's tiktoken's C++ quick don't They'RE {braces} WON'T scanner there's admission the body $1,234.56 dog \\u6771\\u4eac Z\\u00fcrich involved (parens) for so hand 3.14159 so scanned \\u0645\\u0631\\u062d\\u0628\\u0627 42 100% \\u6771\\u4eac counting tiktoken's 1999 fox keep reservation caf\\u00e9 there's tokens quick F# no is v1.2.3 body \\ud83d\\ude42 brown dog way boundaries scanned node.js quick over admission user@example.com boundaries faster regex on 42 admission na\\u00efve engine lazy WON'T that user@example.com 100% I'M with because faster exactly way for faster C++ because scanner written the \\u6771\\u4eac\"}, {\"role\": \"assistant\", \"content\": \"there's for I'M on reservation once once mirrors the body body 3.14159 fox dog \\\"quotes\\\" written we'll \\ud83d\\ude42 regex with user@example.com fox 1999 Z\\u00fcrich na\\u00efve is hand hand before on for over piece exactly that the exactly 100% caf\\u00e9 that brown counting way admission 100% 1999 v1.2.3 don't \\u0645\\u0631\\u062d\\u0628\\u0627 {braces} mirrors it once piece Z\\u00fcrich gateway caf\\u00e9 and the budget that because hand scanner tokens request regex for exactly over piece F# we'll [brackets] I'M while and fox scanner \\u0645\\u0631\\u062d\\u0628\\u0627 {braces} on fox quick mirrors It's scanner the scanner no it because node.js 'single' regex written caf\\u00e9 v1.2.3 https://example.com/a/b?c=d {braces} the don't jumps It's <tags> hand 'single' scanned 3.14159 involved every fox over we'll keep there's mirrors written on I'M WON'T F# that F# that 3.14159 1999 keep 'single'\"}, {\"role\": \"user\", \"content\": \"exactly involved caf\\u00e9 that 1999 over a there's it F# exactly \\ud83d\\ude42 tokens we'll don't regex fox because that while involved backtracking involved reservation there's over They'RE admission 1999 regex counting keep $1,234.56 for engine it 'single' regex the that body v1.2.3 WON'T once It's 42 tiktoken's written no 'single' piece fox and before it tiktoken's a caf\\u00e9 v1.2.3 user@example.com quick user@example.com scanned admission the scanner on is over reservation request \\u6771\\u4eac we'll 3.14159 with before \\u0645\\u0631\\u062d\\u0628\\u0627 backtracking 3.14159 counting reservation don't way with WON'T involved before It's admission keep C++ written with counting 'single' brown the <tags> 100% They'RE 42 before while every and \\\"quotes\\\" for They'RE there's 42 tokens v1.2.3 https://example.com/a/b?c=d before involved there's body once\"}, {\"role\": \"assistant\", \"content\": \"Z\\u00fcrich backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 the 3.14159 involved \\\"quotes\\\" 42 node.js once scanner mirrors {braces} na\\u00efve I'M brown the admission over They'RE piece it faster so request don't over way na\\u00efve (parens) once mirrors 100% don't scanner Z\\u00fcrich hand budget fox there's there's boundaries Z\\u00fcrich don't \\u6771\\u4eac scanner 42 v1.2.3 \\\"quotes\\\" na\\u00efve 3.14159 100% every we'll 3.14159 quick 1999 backtracking {braces} don't lazy dog lazy a dog the tokens with body that quick brown tokens <tags> lazy \\u6771\\u4eac piece piece every dog every 1999 \\\"quotes\\\" <tags> mirrors faster fox the 3.14159 way piece boundaries user@example.com there's caf\\u00e9 faster on F# https://example.com/a/b?c=d we'll admission \\u0645\\u0631\\u062d\\u0628\\u0627 that written piece <tags> scanned counting <tags> and admission we'll Z\\u00fcrich dog 3.14159 node.js every engine Z\\u00fcrich body involved backtracking mirrors 100% 100%\"}, {\"role\": \"user\", \"content\": \"(parens) that on 3.14159 \\u6771\\u4eac over is 42 \\\"quotes\\\" 'single' body faster exactly mirrors F# way (parens) no exactly mirrors that \\ud83d\\ude42 $1,234.56 faster brown <tags> Z\\u00fcrich a brown tiktoken's \\ud83d\\ude42 tokens regex while They'RE I'M budget node.js https://example.com/a/b?c=d 42 tiktoken's https://example.com/a/b?c=d over over every 'single' 100% tiktoken's scanner gateway for don't tiktoken's a hand v1.2.3 {braces} fox that quick every that <tags> fox faster exactly 'single' (parens) v1.2.3 request dog over no is jumps for Z\\u00fcrich WON'T so body once scanner 3.14159 every that \\u6771\\u4eac so\"}, {\"role\": \"assistant\", \"content\": \"no while faster the because there's \\\"quotes\\\" piece tiktoken's a reservation Z\\u00fcrich because caf\\u00e9 gateway tokens gateway over Z\\u00fcrich They'RE that 3.14159 quick They'RE na\\u00efve mirrors faster a 100% reservation I'M on F# lazy 1999 and budget and $1,234.56 exactly budget written fox 100% body and there's don't once body the on while budget \\ud83d\\ude42 100% \\\"quotes\\\" request \\u0645\\u0631\\u062d\\u0628\\u0627 keep lazy 1999 before piece that before involved \\ud83d\\ude42 written don't gateway the once user@example.com (parens) that backtracking budget request involved the v1.2.3 42 hand tokens mirrors I'M written \\u6771\\u4eac \\\"quotes\\\" body [brackets] written 'single' brown so <tags> request 3.14159 node.js <tags> budget node.js dog (parens) scanner {braces} a WON'T v1.2.3 because there's that engine tiktoken's every no over before on mirrors mirrors don't \\u0645\\u0631\\u062d\\u0628\\u0627 budget for quick 42 quick over lazy over v1.2.3 gateway \\u0645\\u0631\\u062d\\u0628\\u0627 and\"}, {\"role\": \"user\", \"content\": \"that caf\\u00e9 user@example.com hand over we'll no that Z\\u00fcrich brown 42 so <tags> fox counting quick every regex https://example.com/a/b?c=d brown once body 'single' reservation v1.2.3 $1,234.56 I'M that on \\ud83d\\ude42 F# scanner faster over F# we'll dog because mirrors \\ud83d\\ude42 we'll scanned regex budget on and I'M admission is written It's fox na\\u00efve with WON'T involved 'single' user@example.com WON'T the [brackets] exactly 42 'single' {braces} involved user@example.com They'RE written before keep tokens dog It's over on \\ud83d\\ude42 a that 1999 reservation I'M for that fox it boundaries no hand for $1,234.56 They'RE jumps hand WON'T https://example.com/a/b?c=d faster over [brackets] 3.14159 Z\\u00fcrich\"}, {\"role\": \"assistant\", \"content\": \"100% the quick scanner is with node.js [brackets] 100% keep scanned because brown every that $1,234.56 \\\"quotes\\\" because 3.14159 it 42 tiktoken's because once 1999 user@example.com node.js the admission it quick scanner involved It's $1,234.56 user@example.com 1999 3.14159 exactly https://example.com/a/b?c=d na\\u00efve dog counting exactly quick v1.2.3 piece involved once v1.2.3 exactly 42 scanner gateway (parens) <tags> request \\u6771\\u4eac fox keep 42 node.js while keep with the gateway with F# over no involved caf\\u00e9 [brackets] request They'RE scanner on with v1.2.3 \\u0645\\u0631\\u062d\\u0628\\u0627 every the 42 It's every jumps a scanned involved the brown scanned quick the tokens I'M I'M over no over faster v1.2.3 caf\\u00e9 \\\"quotes\\\" body request that fox fox before node.js brown dog a dog body engine faster Z\\u00fcrich https://example.com/a/b?c=d before I'M we'll hand WON'T admission and counting while on quick and\"}, {\"role\": \"user\", \"content\": \"na\\u00efve \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 mirrors mirrors while tiktoken's tiktoken's hand Z\\u00fcrich there's backtracking brown <tags> brown \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors is (parens) it that tokens v1.2.3 way admission that caf\\u00e9 so exactly engine with scanner budget WON'T \\u6771\\u4eac 'single' hand na\\u00efve there's 'single' \\u6771\\u4eac piece na\\u00efve $1,234.56 is before faster admission request \\ud83d\\ude42 \\u6771\\u4eac counting backtracking written \\\"quotes\\\" there's involved lazy quick faster that request scanned v1.2.3 $1,234.56 every dog with for regex once with [brackets] v1.2.3 so caf\\u00e9 It's written it Z\\u00fcrich lazy caf\\u00e9 scanner counting there's no caf\\u00e9 every F# 100% the C++ every faster we'll on tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 engine $1,234.56 faster faster 1999 that exactly mirrors <tags> for admission budget 'single' 3.14159 no engine\"}, {\"role\": \"assistant\", \"content\": \"https://example.com/a/b?c=d there's gateway mirrors body mirrors written for brown node.js for brown node.js 'single' scanner na\\u00efve request is every 100% user@example.com dog 3.14159 no we'll that Z\\u00fcrich don't involved with https://example.com/a/b?c=d fox dog F# reservation C++ a v1.2.3 v1.2.3 backtracking WON'T F# no piece <tags> C++ {braces} a mirrors way $1,234.56 that WON'T body They'RE no we'll jumps F# once caf\\u00e9 reservation WON'T that piece 1999 They'RE counting piece They'RE request tiktoken's a engine na\\u00efve scanned body lazy faster It's over It's that tokens Z\\u00fcrich C++ <tags> scanner with \\u0645\\u0631\\u062d\\u0628\\u0627\"}, {\"role\": \"user\", \"content\": \"scanner while tiktoken's fox on boundaries tiktoken's tokens before tiktoken's it body gateway and over (parens) the (parens) 'single' on C++ faster budget every request once on exactly every that it Z\\u00fcrich quick regex and user@example.com jumps it user@example.com quick 100% it exactly every 'single' mirrors body jumps counting caf\\u00e9 tokens admission that piece scanner {braces} tokens is \\ud83d\\ude42 request admission C++ is node.js body for body They'RE \\u0645\\u0631\\u062d\\u0628\\u0627 backtracking WON'T\"}, {\"role\": \"assistant\", \"content\": \"dog C++ (parens) It's with 'single' we'll [brackets] request is there's 3.14159 scanned 100% for request on admission $1,234.56 over there's scanned engine scanner They'RE that lazy \\u6771\\u4eac before budget user@example.com once C++ $1,234.56 that scanner <tags> exactly tokens is engine \\ud83d\\ude42 dog user@example.com na\\u00efve They'RE we'll \\ud83d\\ude42 that 'single' jumps the Z\\u00fcrich on jumps <tags> involved hand involved tiktoken's It's C++ \\ud83d\\ude42 user@example.com that before user@example.com $1,234.56 don't <tags> once scanner and a user@example.com user@example.com <tags> exactly and user@example.com <tags> $1,234.56 admission backtracking budget written 100% we'll 1999 scanned mirrors every \\u0645\\u0631\\u062d\\u0628\\u0627 a brown dog mirrors reservation 1999 regex hand budget \\u6771\\u4eac user@example.com it before 'single' hand over with {braces} no the a keep quick tiktoken's 3.14159 caf\\u00e9 every Z\\u00fcrich F# \\u6771\\u4eac the I'M Z\\u00fcrich na\\u00efve no way gateway na\\u00efve https://example.com/a/b?c=d request {braces} backtracking\"}, {\"role\": \"user\", \"content\": \"\\\"quotes\\\" \\\"quotes\\\" scanned is lazy user@example.com v1.2.3 regex a It's tokens piece They'RE engine over Z\\u00fcrich 3.14159 {braces} <tags> 'single' (parens) a boundaries node.js request jumps body before for hand dog boundaries budget on the boundaries we'll every because {braces} Z\\u00fcrich way https://example.com/a/b?c=d 1999 body <tags> Z\\u00fcrich there's budget 1999 before so v1.2.3 WON'T user@example.com F# it written lazy with <tags> once dog faster faster once we'll \\ud83d\\ude42 exactly user@example.com faster 42 \\u0645\\u0631\\u062d\\u0628\\u0627 a admission over \\u0645\\u0631\\u062d\\u0628\\u0627 WON'T lazy\"}, {\"role\": \"assistant\", \"content\": \"na\\u00efve the (parens) for the brown https://example.com/a/b?c=d and 42 Z\\u00fcrich on {braces} \\ud83d\\ude42 regex over regex na\\u00efve F# over C++ before with the for don't 'single' counting \\u6771\\u4eac tiktoken's before mirrors fox gateway faster so regex \\ud83d\\ude42 keep $1,234.56 reservation so \\ud83d\\ude42 42 https://example.com/a/b?c=d tokens user@example.com for the for exactly \\\"quotes\\\" it written for F# dog I'M engine faster \\u6771\\u4eac gateway dog na\\u00efve is {braces} tokens over request backtracking 1999 body request written 'single' They'RE tokens F# tokens brown C++ boundaries admission every budget we'll no budget it keep don't https://example.com/a/b?c=d every exactly caf\\u00e9 'single' there's C++ 'single' dog v1.2.3 backtracking They'RE engine (parens) 'single' gateway every it $1,234.56 1999 lazy once reservation over fox that {braces} 1999 budget node.js written C++ way [brackets] before \\ud83d\\ude42 gateway on tiktoken's and (parens) the written \\u6771\\u4eac\"}, {\"role\": \"user\", \"content\": \"user@example.com scanned 42 user@example.com piece backtracking every engine that \\u0645\\u0631\\u062d\\u0628\\u0627 request $1,234.56 lazy Z\\u00fcrich mirrors fox no that so It's {braces} It's piece mirrors v1.2.3 regex quick counting for They'RE F# 3.14159 once brown no that no \\u6771\\u4eac so 100% scanner 1999 counting fox there's once engine caf\\u00e9 brown [brackets] piece hand mirrors budget lazy over the counting fox counting is for I'M faster a with node.js we'll \\u6771\\u4eac it 1999 user@example.com that It's mirrors written lazy lazy the before faster piece na\\u00efve fox piece 3.14159 fox na\\u00efve dog regex [brackets] [brackets] \\u6771\\u4eac over body user@example.com 42 node.js while and https://example.com/a/b?c=d na\\u00efve piece faster brown (parens) \\u0645\\u0631\\u062d\\u0628\\u0627 caf\\u00e9 \\\"quotes\\\"\"}, {\"role\": \"assistant\", \"content\": \"faster written 100% $1,234.56 engine 'single' gateway faster the boundaries exactly on C++ so so mirrors once backtracking caf\\u00e9 quick 1999 while we'll WON'T a Z\\u00fcrich boundaries involved piece scanner {braces} written 1999 and 3.14159 there's \\ud83d\\ude42 <tags> that the because quick scanner 3.14159 that it way counting na\\u00efve reservation for before $1,234.56 over quick engine scanner no the we'll <tags> scanned backtracking that <tags> no don't before 1999 \\u6771\\u4eac we'll before 3.14159 $1,234.56 budget counting tokens jumps while before tokens node.js tokens gateway scanner that \\ud83d\\ude42 3.14159 'single' WON'T so way (parens) backtracking \\\"quotes\\\" the v1.2.3 {braces} body body C++ it 'single'\"}, {\"role\": \"user\", \"content\": \"because request that that dog counting 100% mirrors <tags> I'M fox there's the piece with budget regex while before tokens with over there's \\u0645\\u0631\\u062d\\u0628\\u0627 reservation body on reservation tiktoken's and \\u0645\\u0631\\u062d\\u0628\\u0627 while so quick that budget quick brown and user@example.com \\u6771\\u4eac 100% dog keep there's It's WON'T caf\\u00e9 quick there's $1,234.56 way user@example.com budget for v1.2.3 \\u0645\\u0631\\u062d\\u0628\\u0627 quick way boundaries is reservation 42 no that \\ud83d\\ude42 the hand \\u0645\\u0631\\u062d\\u0628\\u0627 (parens) na\\u00efve <tags> $1,234.56 3.14159 quick 3.14159 \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors na\\u00efve hand once every F# the \\ud83d\\ude42 once piece I'M 42 with involved the {braces} [brackets] a 'single' caf\\u00e9 that once before once 'single' counting {braces} every reservation budget jumps WON'T\"}, {\"role\": \"assistant\", \"content\": \"$1,234.56 {braces} it They'RE scanned for \\u6771\\u4eac hand mirrors written 42 with node.js quick admission I'M counting \\u0645\\u0631\\u062d\\u0628\\u0627 brown \\u6771\\u4eac 100% over \\u6771\\u4eac that \\ud83d\\ude42 \\u6771\\u4eac It's \\ud83d\\ude42 scanner budget so dog that regex <tags> keep hand piece lazy no is user@example.com counting tiktoken's request admission we'll mirrors hand gateway boundaries no https://example.com/a/b?c=d on engine reservation no that {braces} mirrors brown Z\\u00fcrich admission piece user@example.com scanned and with 100% the tiktoken's <tags> fox WON'T <tags> written\"}, {\"role\": \"user\", \"content\": \"Z\\u00fcrich is over 'single' C++ It's gateway [brackets] no over way quick admission no faster written node.js 42 v1.2.3 involved {braces} 3.14159 because [brackets] reservation body before the exactly every [brackets] tokens so fox piece boundaries boundaries v1.2.3 caf\\u00e9 I'M F# 1999 backtracking user@example.com with with don't body a C++ brown don't It's caf\\u00e9 regex They'RE <tags> way https://example.com/a/b?c=d scanned 'single' boundaries that reservation \\ud83d\\ude42 brown fox node.js backtracking gateway na\\u00efve (parens)\"}, {\"role\": \"assistant\", \"content\": \"piece WON'T body it $1,234.56 that 3.14159 1999 it reservation \\u0645\\u0631\\u062d\\u0628\\u0627 tiktoken's boundaries 'single' It's reservation gateway C++ body budget mirrors is the backtracking and \\u0645\\u0631\\u062d\\u0628\\u0627 gateway a <tags> 'single' is and while 42 hand it They'RE caf\\u00e9 backtracking counting gateway exactly F# because na\\u00efve scanned that C++ is 100% involved admission piece 3.14159 quick it the lazy involved WON'T a before It's tokens They'RE it mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 reservation it \\ud83d\\ude42 na\\u00efve so is a and that request while that written body keep reservation the on every They'RE WON'T budget scanned reservation $1,234.56 fox is there's $1,234.56 brown involved admission\"}, {\"role\": \"user\", \"content\": \"way F# don't brown v1.2.3 the regex na\\u00efve <tags> involved brown budget <tags> because <tags> dog that <tags> WON'T and v1.2.3 for it counting because because because brown \\u6771\\u4eac backtracking (parens) I'M that dog reservation keep that scanner request WON'T They'RE backtracking admission every 42 because 100% [brackets] https://example.com/a/b?c=d admission way the so don't I'M \\ud83d\\ude42 3.14159 that C++ 3.14159 https://example.com/a/b?c=d na\\u00efve \\u0645\\u0631\\u062d\\u0628\\u0627 user@example.com node.js way I'M over https://example.com/a/b?c=d engine once mirrors Z\\u00fcrich F# fox on \\u0645\\u0631\\u062d\\u0628\\u0627 na\\u00efve mirrors piece with the \\ud83d\\ude42 WON'T counting involved don't written boundaries gateway keep 1999 boundaries so Z\\u00fcrich way piece every user@example.com exactly They'RE piece boundaries written brown I'M C++ gateway keep the tiktoken's reservation counting Z\\u00fcrich a involved\"}, {\"role\": \"assistant\", \"content\": \"way is a for scanned dog exactly don't body na\\u00efve [brackets] fox na\\u00efve {braces} that body for scanner reservation user@example.com quick fox hand faster reservation mirrors (parens) counting no we'll a exactly reservation user@example.com tiktoken's hand tokens don't C++ body na\\u00efve hand with backtracking for engine for They'RE admission {braces} fox boundaries keep quick it with once body the body the budget \\\"quotes\\\" caf\\u00e9 a admission $1,234.56 we'll way v1.2.3 3.14159 reservation fox WON'T 3.14159 once that written Z\\u00fcrich for na\\u00efve once piece tiktoken's over engine \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 F# 3.14159 lazy \\ud83d\\ude42 user@example.com na\\u00efve \\u6771\\u4eac don't because 'single' They'RE \\ud83d\\ude42 \\u6771\\u4eac body because lazy a for exactly request tiktoken's gateway no C++ before with every {braces} keep v1.2.3 faster mirrors (parens) (parens) and quick scanned I'M budget engine with\"}, {\"role\": \"user\", \"content\": \"regex with exactly \\u0645\\u0631\\u062d\\u0628\\u0627 dog budget that 42 {braces} tokens https://example.com/a/b?c=d tiktoken's that I'M we'll 100% engine counting F# no regex node.js no boundaries way tiktoken's because \\\"quotes\\\" exactly 3.14159 and [brackets] mirrors written keep that F# backtracking scanned They'RE it gateway over {braces} node.js 100% budget scanner <tags> budget \\\"quotes\\\" we'll v1.2.3 we'll caf\\u00e9 \\ud83d\\ude42 tokens don't once because mirrors backtracking na\\u00efve every faster once <tags> budget caf\\u00e9 it I'M caf\\u00e9 a backtracking regex fox while engine faster scanned I'M tiktoken's don't \\\"quotes\\\" 3.14159 scanner It's na\\u00efve request boundaries hand lazy no $1,234.56 every for jumps written 1999 mirrors {braces} WON'T lazy engine and\"}, {\"role\": \"assistant\", \"content\": \"and reservation caf\\u00e9 it (parens) before piece backtracking and WON'T brown counting that 1999 $1,234.56 tokens user@example.com user@example.com it <tags> faster It's the body and request brown caf\\u00e9 keep scanner \\u0645\\u0631\\u062d\\u0628\\u0627 for tokens caf\\u00e9 'single' request boundaries 'single' request They'RE user@example.com tokens quick there's keep exactly a scanned is regex it <tags> hand quick hand {braces} so 'single' gateway and\"}, {\"role\": \"user\", \"content\": \"na\\u00efve is request that It's the way caf\\u00e9 the 42 there's quick user@example.com the over that $1,234.56 with user@example.com <tags> quick They'RE budget the it F# gateway It's fox we'll involved tiktoken's na\\u00efve over while https://example.com/a/b?c=d that na\\u00efve tiktoken's 42 scanned we'll na\\u00efve and tiktoken's (parens) piece 'single' exactly Z\\u00fcrich budget WON'T (parens) It's engine we'll body involved and keep\"}, {\"role\": \"assistant\", \"content\": \"way v1.2.3 it so once before \\\"quotes\\\" WON'T WON'T written and over F# the with no boundaries v1.2.3 body that dog exactly Z\\u00fcrich backtracking there's on \\u6771\\u4eac mirrors request on They'RE hand regex engine reservation it scanned \\\"quotes\\\" hand boundaries for reservation before brown WON'T once hand \\u0645\\u0631\\u062d\\u0628\\u0627 body 42 \\u0645\\u0631\\u062d\\u0628\\u0627 once every admission body $1,234.56 before $1,234.56 WON'T {braces} na\\u00efve mirrors before the that 3.14159 way brown It's 1999 gateway reservation F# for user@example.com exactly jumps https://example.com/a/b?c=d is and node.js 100% boundaries v1.2.3 'single' we'll no gateway They'RE with F# [brackets] C++ mirrors for tokens written every\"}, {\"role\": \"user\", \"content\": \"WON'T na\\u00efve 'single' It's 3.14159 \\ud83d\\ude42 don't 'single' \\\"quotes\\\" involved C++ caf\\u00e9 with mirrors 100% It's that no user@example.com WON'T before is gateway once node.js gateway while on quick \\ud83d\\ude42 boundaries \\u6771\\u4eac budget 1999 admission They'RE mirrors engine I'M is \\u0645\\u0631\\u062d\\u0628\\u0627 I'M budget for 'single' on \\u6771\\u4eac with WON'T and because brown regex hand reservation scanner 100% 100% user@example.com there's it\"}, {\"role\": \"assistant\", \"content\": \"there's exactly [brackets] faster budget while $1,234.56 (parens) engine caf\\u00e9 They'RE no 100% for because $1,234.56 regex Z\\u00fcrich https://example.com/a/b?c=d tokens jumps because counting brown user@example.com request lazy \\u0645\\u0631\\u062d\\u0628\\u0627 request scanned WON'T $1,234.56 exactly brown every mirrors with 'single' engine 42 \\ud83d\\ude42 engine reservation hand lazy 'single' counting hand (parens) gateway that counting user@example.com 42 fox request \\\"quotes\\\" hand lazy 100% 42 I'M It's WON'T https://example.com/a/b?c=d engine while\"}, {\"role\": \"user\", \"content\": \"C++ \\\"quotes\\\" we'll <tags> gateway \\ud83d\\ude42 counting written piece na\\u00efve \\u6771\\u4eac WON'T over caf\\u00e9 backtracking engine https://example.com/a/b?c=d the v1.2.3 that so quick counting na\\u00efve \\u6771\\u4eac don't WON'T It's we'll that the 100% request <tags> I'M brown na\\u00efve tokens engine budget before the scanned mirrors dog engine {braces} {braces} 42 don't WON'T It's piece \\\"quotes\\\" that no quick 3.14159 F# once fox don't for scanner \\u6771\\u4eac it brown backtracking tokens $1,234.56 reservation written They'RE the \\\"quotes\\\" caf\\u00e9 backtracking C++ reservation\"}, {\"role\": \"assistant\", \"content\": \"regex <tags> (parens) Z\\u00fcrich engine https://example.com/a/b?c=d written tiktoken's C++ dog It's lazy dog exactly with it that admission way no scanner a 3.14159 on They'RE It's involved caf\\u00e9 brown on dog that https://example.com/a/b?c=d don't \\u6771\\u4eac jumps \\ud83d\\ude42 and \\u6771\\u4eac so dog so don't (parens) scanned engine budget the exactly F# tokens over \\u0645\\u0631\\u062d\\u0628\\u0627 jumps backtracking 3.14159 budget 100% <tags> boundaries gateway <tags> backtracking don't scanner dog with [brackets] gateway 3.14159 caf\\u00e9 faster budget na\\u00efve caf\\u00e9 way for every reservation backtracking request They'RE It's \\u6771\\u4eac written\"}, {\"role\": \"user\", \"content\": \"42 1999 so boundaries $1,234.56 \\u0645\\u0631\\u062d\\u0628\\u0627 {braces} budget backtracking [brackets] we'll admission piece node.js admission Z\\u00fcrich fox a involved request is it node.js node.js so \\u6771\\u4eac [brackets] no \\u6771\\u4eac brown node.js quick na\\u00efve scanner C++ user@example.com admission 'single' involved 1999 user@example.com I'M v1.2.3 It's 100% there's gateway F# node.js gateway scanned that caf\\u00e9 3.14159 Z\\u00fcrich <tags> no admission {braces} tiktoken's over It's I'M 1999 [brackets] body written scanned that scanner on the on with that scanned hand\"}, {\"role\": \"assistant\", \"content\": \"{braces} regex [brackets] piece \\ud83d\\ude42 mirrors there's <tags> tiktoken's It's lazy mirrors every v1.2.3 I'M that boundaries 'single' node.js on C++ user@example.com budget user@example.com no user@example.com every engine while a I'M over [brackets] WON'T piece over there's lazy I'M that $1,234.56 budget https://example.com/a/b?c=d it a request exactly 42 keep They'RE caf\\u00e9 tokens \\u0645\\u0631\\u062d\\u0628\\u0627 keep scanner while dog F# mirrors backtracking we'll gateway scanner so we'll request there's budget it lazy scanner for exactly faster we'll reservation scanner no WON'T request (parens) tiktoken's exactly before so while hand involved with $1,234.56 mirrors 3.14159 on the [brackets] boundaries 100% with request way engine keep the https://example.com/a/b?c=d \\u6771\\u4eac the WON'T that so\"}, {\"role\": \"user\", \"content\": \"body hand backtracking (parens) counting na\\u00efve They'RE \\ud83d\\ude42 WON'T boundaries v1.2.3 budget na\\u00efve admission once the that because tokens dog tiktoken's scanner scanner (parens) I'M \\\"quotes\\\" budget 100% there's once WON'T keep {braces} the before fox (parens) the counting because lazy 1999 \\u0645\\u0631\\u062d\\u0628\\u0627 admission 1999 and there's while admission 3.14159 a counting C++ with exactly don't don't lazy \\ud83d\\ude42 42 \\\"quotes\\\" backtracking C++ there's keep user@example.com request is node.js piece before brown budget 42 100% because admission and with tiktoken's no the 100%\"}, {\"role\": \"assistant\", \"content\": \"with 1999 Z\\u00fcrich that is with mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 the brown $1,234.56 way scanner https://example.com/a/b?c=d <tags> lazy written scanner quick v1.2.3 \\\"quotes\\\" regex \\\"quotes\\\" They'RE 3.14159 \\ud83d\\ude42 [brackets] Z\\u00fcrich the counting for so <tags> $1,234.56 It's WON'T the quick hand that mirrors the 42 caf\\u00e9 exactly node.js we'll backtracking while I'M and fox is before written it 1999 no for involved \\u0645\\u0631\\u062d\\u0628\\u0627 the \\\"quotes\\\" piece the way involved that no 100% before there's 100% we'll is [brackets] C++ the we'll the node.js reservation is while [brackets] engine scanner we'll no C++ don't dog v1.2.3 that so tiktoken's before \\ud83d\\ude42 mirrors 'single' it once caf\\u00e9 there's backtracking gateway body over quick <tags> way and that once \\u6771\\u4eac 'single' we'll (parens) and before for quick They'RE 1999 regex there's \\ud83d\\ude42\"}, {\"role\": \"user\", \"content\": \"engine They'RE https://example.com/a/b?c=d we'll quick tokens written WON'T don't regex backtracking It's it lazy 1999 brown budget on [brackets] node.js {braces} They'RE involved a mirrors exactly tokens with $1,234.56 F# 42 backtracking involved engine It's and {braces} \\u6771\\u4eac Z\\u00fcrich it it [brackets] gateway keep na\\u00efve request scanned don't regex we'll C++ counting tokens so request while scanned tokens scanner for v1.2.3 with tokens \\ud83d\\ude42 They'RE na\\u00efve 'single' keep node.js v1.2.3 'single' it way gateway It's keep reservation backtracking body fox with that [brackets] the and 1999 request no engine counting is [brackets] lazy on request quick involved \\ud83d\\ude42 brown v1.2.3 involved fox exactly hand {braces} we'll every regex\"}, {\"role\": \"assistant\", \"content\": \"(parens) faster tiktoken's with the every mirrors boundaries that caf\\u00e9 backtracking involved once 42 \\u6771\\u4eac Z\\u00fcrich {braces} boundaries that [brackets] 1999 it admission before a jumps and 3.14159 way scanner don't {braces} budget for <tags> a 3.14159 mirrors boundaries while caf\\u00e9 counting \\u6771\\u4eac a written tiktoken's and we'll https://example.com/a/b?c=d jumps while so [brackets] F# 3.14159 mirrors that {braces} request request I'M keep the over hand engine keep node.js dog na\\u00efve [brackets] every body $1,234.56 \\\"quotes\\\" $1,234.56 we'll \\u0645\\u0631\\u062d\\u0628\\u0627 that 42 budget scanned it They'RE no with the {braces} we'll tiktoken's a \\ud83d\\ude42 tiktoken's https://example.com/a/b?c=d It's exactly It's for over that 100% a \\\"quotes\\\" caf\\u00e9 no 3.14159 hand gateway quick budget over user@example.com I'M\"}, {\"role\": \"user\", \"content\": \"mirrors engine so Z\\u00fcrich and reservation caf\\u00e9 1999 na\\u00efve exactly involved caf\\u00e9 and 1999 over tiktoken's user@example.com over once that It's jumps involved C++ and is node.js brown gateway 100% 100% keep hand backtracking 3.14159 involved hand 'single' once because budget They'RE brown 3.14159 every faster request it regex while \\ud83d\\ude42 1999 exactly way we'll 'single' request scanner boundaries on (parens) we'll\"}, {\"role\": \"assistant\", \"content\": \"once 1999 fox that Z\\u00fcrich \\u6771\\u4eac that we'll 42 'single' dog \\u6771\\u4eac mirrors (parens) because na\\u00efve every and piece C++ 3.14159 https://example.com/a/b?c=d <tags> 42 once so gateway is scanned no user@example.com node.js caf\\u00e9 faster node.js tiktoken's It's F# brown it admission body don't don't before scanner before F# 3.14159 na\\u00efve backtracking user@example.com F# that (parens) (parens) there's exactly a reservation <tags> it before backtracking It's piece tiktoken's lazy written is {braces} 1999 scanned keep body because mirrors no written that piece boundaries request once scanner \\\"quotes\\\" with engine hand v1.2.3 we'll v1.2.3 the we'll $1,234.56 the quick and tokens backtracking is quick 'single' 42 once reservation admission fox scanner a scanner engine 1999 quick [brackets] \\u6771\\u4eac budget for quick engine keep user@example.com 100% C++ [brackets] hand on Z\\u00fcrich hand Z\\u00fcrich regex 1999\"}, {\"role\": \"user\", \"content\": \"\\u0645\\u0631\\u062d\\u0628\\u0627 scanner They'RE budget C++ exactly {braces} is \\ud83d\\ude42 because <tags> way body brown counting with regex it \\\"quotes\\\" we'll body node.js over a node.js that while it v1.2.3 3.14159 quick request that dog node.js They'RE 1999 that gateway 3.14159 gateway there's backtracking lazy C++ admission node.js 42 request They'RE we'll gateway so once 1999 brown na\\u00efve 3.14159 budget faster \\u0645\\u0631\\u062d\\u0628\\u0627 \\\"quotes\\\" backtracking that 100% because a fox once involved on involved v1.2.3 WON'T mirrors 'single' a \\u0645\\u0631\\u062d\\u0628\\u0627 \\\"quotes\\\" is They'RE that involved reservation They'RE (parens) v1.2.3 Z\\u00fcrich WON'T Z\\u00fcrich fox that don't boundaries engine regex don't exactly na\\u00efve don't caf\\u00e9 request budget [brackets] F# tokens exactly It's request it\"}, {\"role\": \"assistant\", \"content\": \"scanned (parens) reservation {braces} engine tokens v1.2.3 node.js scanner {braces} It's with admission the 100% F# \\u0645\\u0631\\u062d\\u0628\\u0627 body na\\u00efve with 'single' boundaries regex (parens) because mirrors there's keep once lazy it brown involved boundaries request engine before on It's \\ud83d\\ude42 na\\u00efve fox WON'T we'll backtracking jumps exactly scanner it admission mirrors don't that \\u6771\\u4eac faster body mirrors reservation (parens) \\\"quotes\\\" regex mirrors keep exactly They'RE 3.14159 there's a \\u0645\\u0631\\u062d\\u0628\\u0627 and with admission written C++ https://example.com/a/b?c=d the piece jumps that is lazy tokens before 100% boundaries tokens dog tiktoken's it $1,234.56 I'M 100% once (parens) I'M way brown keep\"}, {\"role\": \"user\", \"content\": \"no no hand F# jumps so faster every don't so tiktoken's 'single' I'M [brackets] \\\"quotes\\\" v1.2.3 over admission exactly scanner node.js 100% quick gateway \\ud83d\\ude42 faster budget over faster over and engine request faster fox 'single' backtracking body brown no na\\u00efve is it \\\"quotes\\\" piece with \\ud83d\\ude42 for tokens I'M scanned while admission way faster na\\u00efve mirrors tokens boundaries \\u6771\\u4eac jumps tiktoken's it there's faster\"}, {\"role\": \"assistant\", \"content\": \"$1,234.56 no It's piece request \\u6771\\u4eac Z\\u00fcrich don't \\u0645\\u0631\\u062d\\u0628\\u0627 They'RE 3.14159 quick Z\\u00fcrich once tiktoken's with engine jumps over I'M because caf\\u00e9 faster tiktoken's that 'single' we'll dog 42 \\u6771\\u4eac way once counting it C++ on that the that backtracking we'll scanned before 100% na\\u00efve request dog every request 1999 request quick over 1999 gateway https://example.com/a/b?c=d because 3.14159 that reservation mirrors that a over I'M with regex Z\\u00fcrich mirrors piece regex caf\\u00e9 engine Z\\u00fcrich the written v1.2.3 <tags>\"}, {\"role\": \"user\", \"content\": \"hand is It's scanned regex 1999 way on It's we'll tokens with reservation while way mirrors regex no over 42 is user@example.com scanner scanned keep budget {braces} brown budget while is involved [brackets] body jumps F# dog no 3.14159 exactly over <tags> 100% (parens) It's jumps so we'll \\u6771\\u4eac faster admission exactly admission that for tiktoken's 100% once engine and every a before budget regex They'RE counting\"}, {\"role\": \"assistant\", \"content\": \"$1,234.56 involved backtracking regex na\\u00efve way tokens we'll 100% gateway <tags> the gateway the body lazy I'M budget is regex body (parens) C++ that body no the jumps [brackets] exactly 1999 budget request brown \\ud83d\\ude42 jumps keep scanned user@example.com for exactly regex dog <tags> node.js scanner that node.js 42 engine fox \\ud83d\\ude42 tiktoken's WON'T mirrors written faster while 42 100% \\u6771\\u4eac user@example.com dog engine lazy [brackets] exactly quick node.js written written 100% every \\ud83d\\ude42 body 3.14159 hand because once gateway faster before with It's a 1999 42 boundaries jumps that {braces} 100% caf\\u00e9 a They'RE 3.14159 [brackets] reservation 1999 faster \\ud83d\\ude42 hand 1999 [brackets] scanner\"}, {\"role\": \"user\", \"content\": \"https://example.com/a/b?c=d dog for C++ v1.2.3 because every 100% \\u6771\\u4eac and brown is request piece boundaries on before because that body WON'T [brackets] that keep tokens lazy WON'T keep on for WON'T body quick {braces} gateway body written tokens quick the mirrors is is with I'M 3.14159 \\u0645\\u0631\\u062d\\u0628\\u0627 don't \\u0645\\u0631\\u062d\\u0628\\u0627 piece involved user@example.com written tiktoken's fox written and no 1999 don't on because counting \\\"quotes\\\" They'RE 42 a gateway \\u6771\\u4eac scanner admission user@example.com 3.14159 there's on over 'single' written that a {braces} that because gateway the\"}, {\"role\": \"assistant\", \"content\": \"WON'T backtracking \\ud83d\\ude42 node.js 3.14159 keep it \\u0645\\u0631\\u062d\\u0628\\u0627 there's is so user@example.com on there's 3.14159 mirrors involved keep \\u0645\\u0631\\u062d\\u0628\\u0627 tiktoken's {braces} no engine brown brown there's dog way regex that 'single' for and 3.14159 node.js every there's a every They'RE WON'T exactly scanner tiktoken's They'RE regex the dog counting over the for request scanner with and mirrors dog the counting tokens gateway https://example.com/a/b?c=d for https://example.com/a/b?c=d backtracking\"}, {\"role\": \"user\", \"content\": \"don't because that fox Z\\u00fcrich with Z\\u00fcrich way piece (parens) every (parens) user@example.com {braces} keep so a that boundaries 100% keep C++ node.js 1999 piece $1,234.56 \\ud83d\\ude42 backtracking <tags> {braces} that involved gateway boundaries no 42 hand 3.14159 \\ud83d\\ude42 na\\u00efve na\\u00efve that for Z\\u00fcrich $1,234.56 engine lazy fox scanned before once hand no https://example.com/a/b?c=d admission WON'T admission It's no a because \\u0645\\u0631\\u062d\\u0628\\u0627 \\u6771\\u4eac exactly <tags> written \\u0645\\u0631\\u062d\\u0628\\u0627 faster that <tags> is user@example.com v1.2.3 'single' boundaries gateway faster backtracking no engine fox $1,234.56 lazy the $1,234.56 \\u0645\\u0631\\u062d\\u0628\\u0627 that WON'T before I'M scanned\"}, {\"role\": \"assistant\", \"content\": \"it is admission admission brown the They'RE we'll <tags> we'll user@example.com [brackets] way tokens $1,234.56 on caf\\u00e9 I'M gateway 3.14159 written 'single' on involved mirrors node.js that fox 'single' quick once \\u6771\\u4eac gateway $1,234.56 no exactly body Z\\u00fcrich that 'single' engine and Z\\u00fcrich don't no so tiktoken's I'M that over hand dog we'll (parens) 'single' \\ud83d\\ude42 while 100% is node.js no <tags> quick over while on budget that \\\"quotes\\\" budget It's don't regex on C++ 1999 [brackets] scanned 1999 that there's $1,234.56 way\"}, {\"role\": \"user\", \"content\": \"budget while tiktoken's backtracking gateway and hand no while \\ud83d\\ude42 request node.js we'll and don't while na\\u00efve quick WON'T don't [brackets] quick there's fox that that I'M keep \\ud83d\\ude42 tiktoken's v1.2.3 the body the \\u0645\\u0631\\u062d\\u0628\\u0627 reservation written F# jumps admission boundaries user@example.com while I'M brown lazy It's regex fox user@example.com {braces} is on 'single' written request there's engine exactly tiktoken's WON'T caf\\u00e9 the tokens on and <tags> <tags> brown exactly scanner with involved regex on v1.2.3 jumps that written F# on exactly before over once body \\u6771\\u4eac \\ud83d\\ude42 lazy that \\ud83d\\ude42\"}, {\"role\": \"assistant\", \"content\": \"don't every there's scanned while They'RE a tokens is scanned mirrors so is request counting once way (parens) {braces} counting 100% \\\"quotes\\\" before boundaries brown tiktoken's that way engine quick tiktoken's over involved 100% before for the C++ It's that node.js [brackets] because https://example.com/a/b?c=d engine 100% budget we'll with tokens 42 budget it dog 1999 user@example.com 42 C++ keep the for a 42 keep no caf\\u00e9 node.js 'single' the for don't It's C++ admission a involved 3.14159 'single' don't They'RE WON'T quick so backtracking because once body \\\"quotes\\\" WON'T user@example.com caf\\u00e9 v1.2.3 engine 'single' scanner hand I'M 'single' $1,234.56 [brackets] {braces} counting it don't there's no that\"}, {\"role\": \"user\", \"content\": \"so jumps dog hand no 100% while request tiktoken's there's that so regex $1,234.56 don't 'single' boundaries <tags> \\\"quotes\\\" that 100% the boundaries keep backtracking <tags> (parens) no \\u6771\\u4eac fox F# mirrors 3.14159 we'll there's \\\"quotes\\\" scanner backtracking $1,234.56 100% request the WON'T boundaries caf\\u00e9 tiktoken's node.js backtracking counting user@example.com C++ exactly is reservation 100% we'll quick regex \\ud83d\\ude42 'single' I'M request written https://example.com/a/b?c=d boundaries They'RE there's It's piece F# v1.2.3 boundaries [brackets] a 100% that scanner v1.2.3 42 because https://example.com/a/b?c=d [brackets] that I'M once body faster because with engine 'single' scanned on engine the 1999 \\u6771\\u4eac quick written no piece involved boundaries [brackets] counting while I'M Z\\u00fcrich scanner for the written $1,234.56 (parens) that boundaries the because\"}, {\"role\": \"assistant\", \"content\": \"(parens) https://example.com/a/b?c=d 3.14159 \\u0645\\u0631\\u062d\\u0628\\u0627 Z\\u00fcrich Z\\u00fcrich \\u6771\\u4eac involved don't reservation there's we'll \\\"quotes\\\" reservation They'RE tokens because lazy there's a exactly It's jumps every $1,234.56 v1.2.3 exactly 42 <tags> a quick https://example.com/a/b?c=d caf\\u00e9 tiktoken's piece reservation every C++ caf\\u00e9 <tags> v1.2.3 scanned backtracking na\\u00efve 1999 piece engine while that I'M involved on fox 42 https://example.com/a/b?c=d (parens) tiktoken's for dog once the involved a dog once there's https://example.com/a/b?c=d tokens na\\u00efve (parens) once 1999 over na\\u00efve caf\\u00e9 hand They'RE every tiktoken's involved we'll node.js\"}, {\"role\": \"user\", \"content\": \"that request while jumps faster exactly written 3.14159 scanner that \\\"quotes\\\" with exactly dog that keep with piece piece boundaries no [brackets] backtracking \\u0645\\u0631\\u062d\\u0628\\u0627 F# hand $1,234.56 engine written (parens) and It's involved node.js Z\\u00fcrich boundaries with backtracking na\\u00efve and body counting node.js keep Z\\u00fcrich that while \\u6771\\u4eac because there's \\u6771\\u4eac boundaries no They'RE counting jumps v1.2.3 with don't a \\u0645\\u0631\\u062d\\u0628\\u0627 fox user@example.com no that it F# once it so every 100% a caf\\u00e9 the \\\"quotes\\\" [brackets] that gateway while we'll scanned caf\\u00e9 keep involved \\u6771\\u4eac\"}, {\"role\": \"assistant\", \"content\": \"the while I'M gateway WON'T tiktoken's 'single' over 'single' request faster (parens) faster faster \\u0645\\u0631\\u062d\\u0628\\u0627 hand tiktoken's keep while v1.2.3 $1,234.56 that written body WON'T way \\u0645\\u0631\\u062d\\u0628\\u0627 brown a F# scanned \\u0645\\u0631\\u062d\\u0628\\u0627 They'RE keep lazy caf\\u00e9 100% 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 {braces} we'll exactly the C++ <tags> body Z\\u00fcrich Z\\u00fcrich way with reservation mirrors C++ backtracking involved WON'T exactly with involved WON'T way a counting the admission 1999 hand because once They'RE the backtracking 1999 no a 42 brown\"}, {\"role\": \"user\", \"content\": \"node.js so jumps is piece a way on because the that backtracking request the reservation {braces} {braces} the https://example.com/a/b?c=d it tokens reservation the lazy They'RE reservation a 1999 I'M boundaries no with no C++ is way 3.14159 WON'T hand 'single' counting Z\\u00fcrich on F# with 1999 admission every (parens) we'll request mirrors that the 'single' it faster dog \\\"quotes\\\" jumps that faster WON'T faster every 100% involved a there's \\ud83d\\ude42 way way 'single' na\\u00efve no on it (parens) WON'T user@example.com na\\u00efve boundaries mirrors [brackets] it regex regex 42 engine engine and faster \\\"quotes\\\" gateway \\u0645\\u0631\\u062d\\u0628\\u0627 over request $1,234.56 They'RE user@example.com that node.js I'M https://example.com/a/b?c=d involved on (parens) it a that 3.14159 way over no\"}, {\"role\": \"assistant\", \"content\": \"boundaries so budget involved exactly written node.js [brackets] with jumps caf\\u00e9 node.js (parens) [brackets] 100% tiktoken's 42 it that piece (parens) engine user@example.com involved no gateway \\\"quotes\\\" exactly It's budget exactly once It's a involved (parens) budget we'll fox node.js tokens Z\\u00fcrich no body \\\"quotes\\\" na\\u00efve while it is I'M the hand mirrors WON'T the caf\\u00e9 \\u6771\\u4eac mirrors https://example.com/a/b?c=d counting before way because \\\"quotes\\\" a admission lazy dog keep the budget quick mirrors there's [brackets] hand Z\\u00fcrich https://example.com/a/b?c=d mirrors user@example.com 42 regex request scanned \\\"quotes\\\" engine because the It's Z\\u00fcrich F# 42 boundaries there's keep engine \\ud83d\\ude42 I'M They'RE because over $1,234.56 admission for fox because exactly because piece regex on \\u6771\\u4eac 'single' backtracking a\"}, {\"role\": \"user\", \"content\": \"They'RE backtracking \\u6771\\u4eac boundaries mirrors that 100% {braces} 42 gateway boundaries tokens so on counting gateway tiktoken's tiktoken's tokens tiktoken's there's while tokens It's C++ mirrors the tokens budget hand we'll over over [brackets] jumps the \\ud83d\\ude42 way and that boundaries 100% counting reservation there's [brackets] 3.14159 They'RE keep the regex It's while budget request Z\\u00fcrich it https://example.com/a/b?c=d C++ admission quick engine keep quick \\u6771\\u4eac $1,234.56 engine budget hand \\u6771\\u4eac body 100% don't scanned $1,234.56 dog <tags> the \\u6771\\u4eac piece over 1999 $1,234.56 $1,234.56 the dog we'll gateway is dog <tags> there's fox Z\\u00fcrich over They'RE so a engine 'single' regex and lazy na\\u00efve tokens tokens \\u0645\\u0631\\u062d\\u0628\\u0627 \\ud83d\\ude42 \\ud83d\\ude42 (parens)\"}, {\"role\": \"assistant\", \"content\": \"\\\"quotes\\\" {braces} <tags> so with brown (parens) that the because keep boundaries before because fox exactly every because F# so mirrors way C++ request gateway there's that on request tokens it \\\"quotes\\\" regex written dog scanner budget while it that $1,234.56 scanned every no we'll is because while reservation They'RE don't dog scanner dog WON'T fox no scanned \\ud83d\\ude42 budget no dog request it scanned is hand over no 3.14159 so regex backtracking exactly backtracking the 42 100% faster quick scanner before 'single' reservation engine it we'll caf\\u00e9 every quick for no faster 100% $1,234.56 on Z\\u00fcrich written keep\"}, {\"role\": \"user\", \"content\": \"on tokens don't F# counting keep exactly every \\ud83d\\ude42 keep Z\\u00fcrich for fox counting no caf\\u00e9 reservation na\\u00efve mirrors They'RE It's F# the that piece \\\"quotes\\\" \\u6771\\u4eac \\u6771\\u4eac engine no $1,234.56 \\\"quotes\\\" because dog 100% na\\u00efve user@example.com tokens [brackets] no with that boundaries I'M Z\\u00fcrich before (parens) while and scanned gateway user@example.com faster request boundaries \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d written C++ I'M while quick [brackets] before 1999 and They'RE C++ v1.2.3 for no {braces} request C++ They'RE over WON'T on caf\\u00e9 {braces} 100% the body quick keep C++ \\ud83d\\ude42 tokens scanned admission keep hand a node.js WON'T keep 100% $1,234.56 hand $1,234.56 (parens) 1999 because the \\ud83d\\ude42 is 42 body Z\\u00fcrich way [brackets] it once that dog C++ jumps fox tiktoken's piece \\\"quotes\\\" v1.2.3 exactly for 42 \\ud83d\\ude42 'single' na\\u00efve admission \\u6771\\u4eac They'RE fox mirrors regex\"}, {\"role\": \"assistant\", \"content\": \"They'RE scanner tiktoken's quick (parens) https://example.com/a/b?c=d budget quick for engine (parens) hand tiktoken's piece written https://example.com/a/b?c=d counting counting over no once engine I'M because fox exactly regex no once keep and written regex faster 100% the admission counting a scanner C++ quick involved gateway brown piece Z\\u00fcrich regex written is faster \\u6771\\u4eac body brown no tokens scanned every request it I'M \\ud83d\\ude42 for (parens) Z\\u00fcrich written 3.14159 'single' I'M no na\\u00efve quick regex gateway it counting (parens) the over so hand gateway is body way dog v1.2.3 faster so request while before counting body F# faster [brackets] engine involved a $1,234.56 dog <tags> that that budget mirrors user@example.com the brown that no C++ it every na\\u00efve exactly that body Z\\u00fcrich \\u6771\\u4eac with don't so It's \\u0645\\u0631\\u062d\\u0628\\u0627 that gateway a the\"}, {\"role\": \"user\", \"content\": \"dog is once budget \\ud83d\\ude42 quick regex fox (parens) [brackets] gateway \\ud83d\\ude42 no regex because lazy request with that written we'll It's that request user@example.com is \\\"quotes\\\" \\\"quotes\\\" faster the don't quick node.js \\u0645\\u0631\\u062d\\u0628\\u0627 faster na\\u00efve They'RE the 100% written that the 100% backtracking \\ud83d\\ude42 written the fox scanner na\\u00efve it piece It's no so It's before na\\u00efve gateway there's because gateway reservation \\ud83d\\ude42 quick involved \\u0645\\u0631\\u062d\\u0628\\u0627 with <tags> WON'T request F# scanned exactly F# reservation scanned engine jumps v1.2.3 we'll 'single' it quick WON'T jumps na\\u00efve tokens brown node.js backtracking reservation 100% v1.2.3 once exactly\"}, {\"role\": \"assistant\", \"content\": \"fox user@example.com it (parens) we'll 100% involved dog and brown 'single' exactly mirrors 100% WON'T na\\u00efve 1999 <tags> F# faster 'single' tokens tiktoken's admission \\\"quotes\\\" the WON'T request that on we'll I'M piece there's body Z\\u00fcrich boundaries because jumps the They'RE \\u0645\\u0631\\u062d\\u0628\\u0627 boundaries \\u6771\\u4eac the https://example.com/a/b?c=d caf\\u00e9 piece don't brown exactly node.js the budget every so admission that and 100% fox 'single' {braces} 100% $1,234.56 C++ counting WON'T brown don't https://example.com/a/b?c=d boundaries I'M 100% [brackets] lazy quick It's brown \\u6771\\u4eac for is \\u6771\\u4eac for is and request\"}, {\"role\": \"user\", \"content\": \"{braces} counting I'M request fox involved boundaries with <tags> WON'T WON'T $1,234.56 is faster don't request https://example.com/a/b?c=d while It's every body the a brown engine 42 for we'll request (parens) involved is scanned backtracking jumps C++ gateway keep <tags> scanner for counting 42 reservation hand \\\"quotes\\\" hand C++ every reservation caf\\u00e9 that don't with $1,234.56 there's WON'T {braces} that 3.14159 F# before over exactly caf\\u00e9 budget \\u6771\\u4eac the before and body gateway hand admission It's C++ that F# It's faster no that we'll written (parens) fox mirrors <tags> we'll user@example.com no https://example.com/a/b?c=d node.js that brown request\"}, {\"role\": \"assistant\", \"content\": \"I'M admission counting Z\\u00fcrich user@example.com faster a \\ud83d\\ude42 mirrors once lazy is the involved \\ud83d\\ude42 \\u6771\\u4eac every scanned every because budget hand and it jumps there's while there's [brackets] na\\u00efve on \\\"quotes\\\" \\\"quotes\\\" a \\ud83d\\ude42 hand \\u6771\\u4eac we'll and It's with the {braces} piece WON'T 'single' for \\u6771\\u4eac no backtracking lazy fox a [brackets] fox 42 \\ud83d\\ude42 (parens) 1999 https://example.com/a/b?c=d 1999 lazy and 1999 reservation way (parens) 100% it na\\u00efve 100%\"}, {\"role\": \"user\", \"content\": \"regex on scanner once $1,234.56 1999 (parens) gateway budget dog F# before user@example.com once brown jumps 100% $1,234.56 that budget Z\\u00fcrich the reservation because a on \\\"quotes\\\" backtracking hand dog because backtracking a is reservation F# F# brown gateway for the we'll the node.js piece I'M keep tokens once body WON'T there's tokens piece 'single' They'RE node.js so 100% body over a is user@example.com no \\\"quotes\\\" boundaries F# They'RE the C++ backtracking <tags> and \\ud83d\\ude42 over WON'T\"}, {\"role\": \"assistant\", \"content\": \"is 'single' scanned \\u6771\\u4eac 3.14159 mirrors {braces} there's scanner every reservation mirrors reservation backtracking involved that tiktoken's {braces} node.js we'll F# jumps <tags> v1.2.3 v1.2.3 exactly keep \\u0645\\u0631\\u062d\\u0628\\u0627 1999 scanner with tokens once counting so for https://example.com/a/b?c=d piece the while request Z\\u00fcrich it [brackets] dog involved the involved the admission and (parens) engine F# \\u0645\\u0631\\u062d\\u0628\\u0627 gateway quick \\ud83d\\ude42 v1.2.3 tiktoken's https://example.com/a/b?c=d faster \\ud83d\\ude42 that 42 (parens) jumps caf\\u00e9 so hand budget admission [brackets] gateway brown I'M quick admission C++ C++ caf\\u00e9 \\u6771\\u4eac 'single' user@example.com hand that don't C++ once\"}, {\"role\": \"user\", \"content\": \"there's na\\u00efve reservation na\\u00efve before gateway 100% 1999 request that jumps tiktoken's for admission on quick on scanned boundaries jumps <tags> \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors we'll dog because a budget \\u6771\\u4eac it na\\u00efve 1999 that the caf\\u00e9 involved counting jumps tokens with \\u0645\\u0631\\u062d\\u0628\\u0627 involved before the over admission I'M dog v1.2.3 engine tiktoken's we'll scanner every tiktoken's They'RE once It's exactly request jumps node.js WON'T 3.14159 over that exactly engine \\u0645\\u0631\\u062d\\u0628\\u0627 once budget reservation <tags> because it 42 keep 'single' boundaries so \\u0645\\u0631\\u062d\\u0628\\u0627 node.js scanner budget 3.14159 engine node.js C++ I'M budget [brackets] a caf\\u00e9 user@example.com jumps tokens every 1999 It's\"}, {\"role\": \"assistant\", \"content\": \"v1.2.3 scanner (parens) fox gateway mirrors 42 They'RE reservation we'll fox written brown \\\"quotes\\\" mirrors so 42 hand because budget 100% I'M counting request quick 42 caf\\u00e9 C++ C++ 3.14159 request https://example.com/a/b?c=d jumps jumps scanned brown keep brown and \\ud83d\\ude42 once tokens admission fox F# Z\\u00fcrich user@example.com the gateway tiktoken's https://example.com/a/b?c=d \\\"quotes\\\" tokens \\ud83d\\ude42 \\ud83d\\ude42 [brackets] while node.js [brackets] 1999 on \\\"quotes\\\" caf\\u00e9 <tags> 1999 jumps 3.14159 request over body admission tiktoken's \\ud83d\\ude42 regex that the once scanner <tags> because They'RE regex 'single' admission 42\"}, {\"role\": \"user\", \"content\": \"gateway \\u0645\\u0631\\u062d\\u0628\\u0627 keep quick https://example.com/a/b?c=d F# <tags> involved hand It's written request {braces} over mirrors there's gateway every so it caf\\u00e9 involved {braces} quick that gateway over 42 fox lazy involved every keep don't (parens) It's request every for \\u6771\\u4eac admission piece on 3.14159 backtracking written quick gateway and jumps F# <tags> (parens) 100% the budget quick keep it 100% \\ud83d\\ude42 for (parens) is \\u0645\\u0631\\u062d\\u0628\\u0627\"}, {\"role\": \"assistant\", \"content\": \"way boundaries F# (parens) that It's \\\"quotes\\\" scanned \\ud83d\\ude42 \\u6771\\u4eac that brown regex is over na\\u00efve 3.14159 because Z\\u00fcrich 1999 (parens) \\u0645\\u0631\\u062d\\u0628\\u0627 C++ over way so that user@example.com and user@example.com tiktoken's scanned \\u6771\\u4eac [brackets] engine lazy 1999 <tags> involved it 100% a so \\u0645\\u0631\\u062d\\u0628\\u0627 on every body na\\u00efve faster regex engine fox that tokens caf\\u00e9 na\\u00efve 3.14159 and hand engine with\"}, {\"role\": \"user\", \"content\": \"keep there's that every [brackets] $1,234.56 \\\"quotes\\\" on body https://example.com/a/b?c=d involved https://example.com/a/b?c=d tokens scanner 1999 https://example.com/a/b?c=d https://example.com/a/b?c=d node.js 1999 backtracking user@example.com that [brackets] don't body lazy WON'T 42 written hand we'll WON'T no \\u0645\\u0631\\u062d\\u0628\\u0627 $1,234.56 that $1,234.56 way piece https://example.com/a/b?c=d admission admission C++ boundaries we'll reservation scanner the C++ \\u0645\\u0631\\u062d\\u0628\\u0627 hand engine na\\u00efve I'M backtracking while regex \\ud83d\\ude42 budget quick v1.2.3 dog v1.2.3 quick [brackets] fox for node.js [brackets] admission \\ud83d\\ude42 They'RE that on boundaries every that regex 42 a {braces} way every scanned backtracking boundaries budget <tags> we'll \\\"quotes\\\" it no caf\\u00e9 scanner jumps backtracking while involved and it 1999 with way {braces} \\\"quotes\\\" 'single'\"}, {\"role\": \"assistant\", \"content\": \"42 is \\\"quotes\\\" budget It's They'RE dog fox exactly fox written regex backtracking <tags> written with \\\"quotes\\\" written WON'T that backtracking for a every a engine lazy <tags> 42 the once budget on because dog we'll and node.js it $1,234.56 mirrors (parens) It's 42 na\\u00efve it scanned https://example.com/a/b?c=d v1.2.3 C++ 'single' boundaries caf\\u00e9 1999 before once 3.14159 is [brackets] don't tiktoken's scanner fox [brackets] \\u6771\\u4eac over once [brackets] They'RE \\u0645\\u0631\\u062d\\u0628\\u0627 we'll with 42 counting \\u0645\\u0631\\u062d\\u0628\\u0627 C++ 3.14159 it the quick\"}, {\"role\": \"user\", \"content\": \"<tags> (parens) with before so is that node.js C++ we'll on admission the \\u6771\\u4eac faster the caf\\u00e9 jumps Z\\u00fcrich (parens) fox \\u6771\\u4eac {braces} every {braces} fox mirrors They'RE They'RE fox counting C++ keep \\\"quotes\\\" 1999 once 100% C++ don't once way dog They'RE once involved exactly \\ud83d\\ude42 we'll piece request reservation quick the don't (parens) scanner I'M \\u0645\\u0631\\u062d\\u0628\\u0627 \\ud83d\\ude42 Z\\u00fcrich once admission no regex tiktoken's exactly 1999 over engine regex there's involved 42 admission no 'single' over there's (parens) caf\\u00e9 because request keep \\u6771\\u4eac keep \\\"quotes\\\" budget piece piece faster $1,234.56 quick WON'T it piece hand\"}, {\"role\": \"assistant\", \"content\": \"involved scanner WON'T {braces} {braces} It's F# piece it \\\"quotes\\\" I'M because body before quick counting piece na\\u00efve reservation hand WON'T hand the request 1999 involved because {braces} so don't F# and [brackets] faster na\\u00efve way for brown brown hand it Z\\u00fcrich 3.14159 the user@example.com with 1999 while every scanner lazy (parens) tokens [brackets] for tokens body exactly I'M \\u0645\\u0631\\u062d\\u0628\\u0627 \\ud83d\\ude42 over caf\\u00e9 exactly counting a tiktoken's while no https://example.com/a/b?c=d \\u0645\\u0631\\u062d\\u0628\\u0627 lazy lazy (parens) backtracking that involved keep and a tiktoken's is body They'RE it it 100% scanned jumps jumps (parens) na\\u00efve so for v1.2.3 F# 'single' way no exactly 'single' tiktoken's there's dog caf\\u00e9 engine $1,234.56 is tokens\"}, {\"role\": \"user\", \"content\": \"a C++ 100% faster the node.js gateway every It's budget reservation there's scanner before Z\\u00fcrich \\ud83d\\ude42 written written tokens faster tokens $1,234.56 counting quick Z\\u00fcrich for lazy tokens node.js before before backtracking WON'T It's jumps before Z\\u00fcrich $1,234.56 with boundaries mirrors the request once node.js faster that jumps backtracking 1999 boundaries node.js fox admission tiktoken's mirrors way the we'll involved backtracking request 3.14159 the jumps na\\u00efve na\\u00efve \\\"quotes\\\" mirrors 3.14159 <tags> na\\u00efve scanner F# because node.js 3.14159 that caf\\u00e9 100% and and (parens) \\\"quotes\\\" WON'T $1,234.56 \\u6771\\u4eac quick $1,234.56 <tags> reservation while the na\\u00efve exactly once written backtracking written the na\\u00efve\"}, {\"role\": \"assistant\", \"content\": \"tokens \\u0645\\u0631\\u062d\\u0628\\u0627 scanned [brackets] every admission [brackets] scanned 'single' exactly scanner tokens that [brackets] tokens scanned the before before They'RE every because \\\"quotes\\\" C++ scanner with with brown exactly is for user@example.com while caf\\u00e9 boundaries it WON'T scanner that admission reservation 100% is admission before gateway reservation caf\\u00e9 100% request tiktoken's 3.14159 before backtracking while so https://example.com/a/b?c=d 42 faster <tags> and and faster It's we'll mirrors 42 tiktoken's regex node.js there's scanned\"}, {\"role\": \"user\", \"content\": \"written v1.2.3 exactly reservation piece every F# reservation node.js node.js \\u6771\\u4eac that scanner https://example.com/a/b?c=d 42 {braces} it and keep It's no regex jumps with user@example.com body over It's \\\"quotes\\\" and 'single' counting I'M that \\u0645\\u0631\\u062d\\u0628\\u0627 (parens) engine the way $1,234.56 scanned They'RE for caf\\u00e9 \\\"quotes\\\" lazy don't backtracking tokens \\\"quotes\\\" quick {braces} \\\"quotes\\\" involved involved engine scanner because hand tiktoken's v1.2.3 F# <tags> regex $1,234.56 engine {braces} gateway counting that (parens) that the before admission that every backtracking \\\"quotes\\\" [brackets] way gateway engine lazy fox 42 don't [brackets] once na\\u00efve \\\"quotes\\\" They'RE They'RE is jumps every 100% written backtracking body caf\\u00e9 that backtracking v1.2.3 (parens) F# keep exactly piece once v1.2.3 F# They'RE backtracking 100% the fox the Z\\u00fcrich involved F#\"}, {\"role\": \"assistant\", \"content\": \"{braces} 42 engine over na\\u00efve hand involved They'RE request It's Z\\u00fcrich before {braces} 42 dog <tags> every node.js is over https://example.com/a/b?c=d na\\u00efve engine fox is [brackets] is on over \\ud83d\\ude42 (parens) \\ud83d\\ude42 regex They'RE They'RE \\ud83d\\ude42 (parens) C++ node.js 100% jumps once that scanner on mirrors regex that faster tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 tiktoken's while F# exactly 100% 3.14159 engine \\u6771\\u4eac scanner {braces} na\\u00efve I'M the over brown written don't tokens user@example.com is F# once faster on It's a there's C++ 1999 we'll [brackets] over the dog there's request dog C++ the brown regex way na\\u00efve written before Z\\u00fcrich engine caf\\u00e9 WON'T 1999 with engine and scanned $1,234.56 keep I'M every user@example.com 'single' a and 1999 don't I'M written while and that\"}, {\"role\": \"user\", \"content\": \"budget {braces} hand so and (parens) fox for that no way is counting tokens WON'T tokens tokens lazy tokens piece on that request <tags> dog mirrors I'M mirrors scanned regex on na\\u00efve C++ once user@example.com before lazy user@example.com \\\"quotes\\\" I'M once over <tags> involved that request written backtracking \\\"quotes\\\" is no brown there's {braces} because \\ud83d\\ude42 keep reservation written 100% caf\\u00e9 v1.2.3 tiktoken's body F# \\u6771\\u4eac counting quick every faster It's while \\u6771\\u4eac every backtracking lazy They'RE tokens fox {braces} tokens \\u0645\\u0631\\u062d\\u0628\\u0627 \\\"quotes\\\" 1999 piece involved [brackets] tokens They'RE the a don't hand caf\\u00e9 quick before 'single' so \\u6771\\u4eac that [brackets] quick \\\"quotes\\\" counting gateway it that is It's scanner the 'single' the \\u0645\\u0631\\u062d\\u0628\\u0627 keep 100% it fox way na\\u00efve exactly mirrors caf\\u00e9 mirrors there's because piece every a\"}, {\"role\": \"assistant\", \"content\": \"counting no tiktoken's hand dog {braces} They'RE $1,234.56 involved \\\"quotes\\\" on \\u0645\\u0631\\u062d\\u0628\\u0627 the because tiktoken's 3.14159 that because counting a 3.14159 so node.js counting backtracking https://example.com/a/b?c=d C++ quick involved (parens) request (parens) F# no gateway exactly every backtracking hand on user@example.com It's written scanned before reservation {braces} there's [brackets] $1,234.56 I'M engine involved brown reservation Z\\u00fcrich request F# brown a way I'M written exactly faster \\u6771\\u4eac Z\\u00fcrich mirrors regex 42 tiktoken's caf\\u00e9 42 100% F# way 1999 no node.js way involved while and {braces} that 1999 They'RE node.js admission I'M the is there's 'single' scanner na\\u00efve scanned tiktoken's \\u6771\\u4eac before backtracking 'single'\"}, {\"role\": \"user\", \"content\": \"na\\u00efve tiktoken's boundaries admission 42 100% {braces} 'single' (parens) and and way I'M 3.14159 budget jumps with gateway the fox engine because on scanner \\\"quotes\\\" 1999 user@example.com that written 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 quick [brackets] WON'T 42 \\u6771\\u4eac \\\"quotes\\\" jumps so budget scanned 'single' boundaries and F# quick every https://example.com/a/b?c=d regex tiktoken's lazy involved we'll \\ud83d\\ude42 it admission v1.2.3 reservation counting scanner that \\u0645\\u0631\\u062d\\u0628\\u0627 over there's counting because 100% keep F# lazy $1,234.56 so that is once request is \\ud83d\\ude42 before once na\\u00efve keep\"}, {\"role\": \"assistant\", \"content\": \"with Z\\u00fcrich a 3.14159 faster faster faster jumps 'single' before over <tags> dog It's $1,234.56 node.js 'single' na\\u00efve body way we'll It's once regex the counting 3.14159 [brackets] gateway C++ on <tags> piece jumps body is node.js lazy user@example.com don't with v1.2.3 exactly user@example.com [brackets] once It's it Z\\u00fcrich [brackets] {braces} faster \\u0645\\u0631\\u062d\\u0628\\u0627 1999 that C++ involved on quick C++ scanner reservation <tags> reservation regex node.js faster because jumps It's mirrors that F# brown the request with every reservation backtracking (parens) v1.2.3 I'M {braces} once tokens reservation 42 a 3.14159 F# we'll (parens) way caf\\u00e9 \\u0645\\u0631\\u062d\\u0628\\u0627 1999 F# piece 1999 quick for scanned\"}, {\"role\": \"user\", \"content\": \"scanned piece F# reservation because regex regex counting written na\\u00efve budget 42 the before keep keep way It's It's exactly node.js because 3.14159 tokens keep with \\u0645\\u0631\\u062d\\u0628\\u0627 body exactly that reservation v1.2.3 42 [brackets] keep scanner dog piece it F# [brackets] regex that tokens exactly body node.js that once faster hand with lazy exactly boundaries jumps that scanned that written\"}, {\"role\": \"assistant\", \"content\": \"brown They'RE gateway the Z\\u00fcrich gateway user@example.com over quick and \\\"quotes\\\" boundaries regex \\u0645\\u0631\\u062d\\u0628\\u0627 caf\\u00e9 the tokens 'single' is every tokens 42 reservation (parens) request I'M backtracking regex tokens boundaries on is hand scanner boundaries caf\\u00e9 engine and jumps It's the over user@example.com user@example.com I'M on lazy while 1999 WON'T brown that reservation It's v1.2.3 WON'T exactly gateway with quick F# F# the I'M gateway I'M don't way boundaries \\\"quotes\\\" reservation <tags> Z\\u00fcrich and 3.14159 on faster na\\u00efve 42 v1.2.3 v1.2.3 3.14159 jumps hand we'll once (parens) C++ the faster keep They'RE node.js fox scanned 42 jumps faster way gateway hand 1999 it that request keep \\u6771\\u4eac <tags> $1,234.56 tokens engine that we'll F# we'll written \\\"quotes\\\" a is no keep tiktoken's node.js node.js on counting user@example.com \\\"quotes\\\" {braces} 1999 user@example.com hand fox I'M node.js is\"}, {\"role\": \"user\", \"content\": \"'single' \\u6771\\u4eac and scanned v1.2.3 dog \\u6771\\u4eac with budget $1,234.56 a exactly and scanned body way na\\u00efve on brown mirrors a 3.14159 dog fox jumps {braces} (parens) jumps the way over and we'll involved faster user@example.com fox body there's gateway body brown jumps there's for 3.14159 \\u0645\\u0631\\u062d\\u0628\\u0627 backtracking It's mirrors Z\\u00fcrich 'single' tokens 'single' for user@example.com 100% faster there's keep C++ and don't gateway budget {braces} faster hand don't is involved \\u6771\\u4eac regex regex reservation scanner\"}, {\"role\": \"assistant\", \"content\": \"F# body is regex jumps WON'T reservation Z\\u00fcrich tokens piece that and \\u0645\\u0631\\u062d\\u0628\\u0627 [brackets] for 'single' we'll engine F# there's \\\"quotes\\\" so counting \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d [brackets] piece <tags> [brackets] involved exactly fox {braces} \\ud83d\\ude42 3.14159 way F# 3.14159 scanned while keep every request \\u6771\\u4eac way C++ na\\u00efve engine engine user@example.com because admission I'M gateway v1.2.3 v1.2.3 It's it Z\\u00fcrich https://example.com/a/b?c=d 3.14159 Z\\u00fcrich hand [brackets] [brackets] dog that 'single' exactly \\u6771\\u4eac regex brown reservation involved and WON'T F# na\\u00efve before It's a tiktoken's I'M we'll with written budget engine caf\\u00e9 tokens 100% scanned It's brown every a for\"}, {\"role\": \"user\", \"content\": \"involved because caf\\u00e9 so there's I'M 42 no na\\u00efve na\\u00efve exactly tiktoken's once scanner tiktoken's counting exactly dog the a and faster WON'T so They'RE 'single' faster for written C++ 3.14159 tiktoken's $1,234.56 C++ way exactly https://example.com/a/b?c=d every way node.js budget 42 <tags> before before gateway it mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 way faster budget (parens) budget every that don't over so v1.2.3 request we'll because with \\u6771\\u4eac \\u0645\\u0631\\u062d\\u0628\\u0627 don't 'single' reservation fox tokens there's request it They'RE [brackets] it node.js gateway 'single' node.js body <tags> once way quick 3.14159\"}, {\"role\": \"assistant\", \"content\": \"3.14159 while reservation body before on once (parens) request because https://example.com/a/b?c=d involved 42 user@example.com and no request They'RE dog F# na\\u00efve They'RE exactly [brackets] regex engine mirrors scanner engine It's there's counting \\u0645\\u0631\\u062d\\u0628\\u0627 Z\\u00fcrich way 3.14159 over counting dog gateway no we'll for \\\"quotes\\\" no lazy 42 involved counting involved written counting 1999 a $1,234.56 tokens regex quick and no once \\u6771\\u4eac every so brown is \\u0645\\u0631\\u062d\\u0628\\u0627 fox https://example.com/a/b?c=d caf\\u00e9 brown \\u6771\\u4eac 42 exactly a scanner over \\ud83d\\ude42 we'll budget dog {braces} for before faster\"}, {\"role\": \"user\", \"content\": \"<tags> faster the over keep while \\u0645\\u0631\\u062d\\u0628\\u0627 tiktoken's once the because involved scanner regex that \\u6771\\u4eac there's brown WON'T dog \\u0645\\u0631\\u062d\\u0628\\u0627 budget lazy v1.2.3 v1.2.3 caf\\u00e9 counting so don't the scanner I'M caf\\u00e9 1999 don't once engine lazy (parens) request keep user@example.com the keep fox the Z\\u00fcrich https://example.com/a/b?c=d 3.14159 caf\\u00e9 (parens) It's piece I'M written \\\"quotes\\\" 'single' It's that {braces} reservation piece\"}, {\"role\": \"assistant\", \"content\": \"fox quick C++ brown before no lazy faster the that the every 100% na\\u00efve that 100% {braces} scanner we'll involved na\\u00efve before that {braces} faster mirrors because 'single' it faster v1.2.3 involved is so with request piece piece while that engine admission tokens gateway scanned before F# every $1,234.56 hand 1999 <tags> request is over v1.2.3 <tags> over quick regex v1.2.3 v1.2.3 boundaries Z\\u00fcrich and\"}, {\"role\": \"user\", \"content\": \"node.js WON'T faster \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 dog <tags> tokens and the no because They'RE and WON'T WON'T caf\\u00e9 \\u0645\\u0631\\u062d\\u0628\\u0627 42 na\\u00efve written keep don't the WON'T is admission $1,234.56 and every the I'M is C++ budget node.js tokens (parens) node.js caf\\u00e9 'single' with engine https://example.com/a/b?c=d v1.2.3 written node.js {braces} tiktoken's boundaries tiktoken's lazy scanned user@example.com quick body regex backtracking involved jumps faster quick They'RE request na\\u00efve body on written \\ud83d\\ude42 regex a It's a a no \\\"quotes\\\" \\ud83d\\ude42 while involved the jumps and \\ud83d\\ude42 node.js https://example.com/a/b?c=d boundaries na\\u00efve node.js brown hand 42 na\\u00efve for before C++ while https://example.com/a/b?c=d 42 because that for reservation \\\"quotes\\\" gateway budget is a so It's Z\\u00fcrich budget regex once scanned piece regex budget before over na\\u00efve regex\"}, {\"role\": \"assistant\", \"content\": \"WON'T on scanned user@example.com They'RE exactly faster the for a boundaries faster faster $1,234.56 I'M with don't {braces} jumps \\u0645\\u0631\\u062d\\u0628\\u0627 jumps so is keep while Z\\u00fcrich 42 so tiktoken's [brackets] written {braces} request engine no faster node.js counting \\u6771\\u4eac lazy counting faster is mirrors it there's jumps tiktoken's piece [brackets] \\u6771\\u4eac so brown admission brown Z\\u00fcrich way mirrors reservation user@example.com v1.2.3 $1,234.56 budget because the <tags>\"}, {\"role\": \"user\", \"content\": \"every jumps 'single' engine so dog scanned F# there's \\ud83d\\ude42 https://example.com/a/b?c=d user@example.com exactly backtracking node.js admission is na\\u00efve v1.2.3 tokens the fox involved gateway that admission don't reservation hand engine C++ so for we'll over written dog https://example.com/a/b?c=d while way dog and written with brown F# budget backtracking so tiktoken's \\u6771\\u4eac exactly written involved They'RE because reservation a caf\\u00e9 over boundaries regex is 'single' admission keep admission I'M WON'T admission counting scanned dog {braces} admission admission every F# 1999 scanner They'RE and the na\\u00efve 42 there's with involved 42 exactly 100% it [brackets] way They'RE node.js \\ud83d\\ude42 keep we'll I'M so I'M tiktoken's reservation WON'T caf\\u00e9 boundaries C++\"}, {\"role\": \"assistant\", \"content\": \"node.js the It's so C++ scanned so 1999 the budget request F# fox body body keep is [brackets] <tags> 42 over scanner there's \\u0645\\u0631\\u062d\\u0628\\u0627 node.js \\u0645\\u0631\\u062d\\u0628\\u0627 don't involved F# hand na\\u00efve scanned with involved engine jumps WON'T {braces} mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 is counting C++ fox it (parens) 3.14159 regex engine {braces} it keep 'single' the \\u0645\\u0631\\u062d\\u0628\\u0627 gateway engine WON'T user@example.com keep [brackets] once before budget the reservation regex hand keep user@example.com It's written reservation no fox \\\"quotes\\\" on \\u6771\\u4eac (parens) Z\\u00fcrich backtracking <tags> \\ud83d\\ude42 [brackets] mirrors gateway scanner boundaries v1.2.3 brown admission 1999 because way tokens regex admission so \\u0645\\u0631\\u062d\\u0628\\u0627 with counting fox tiktoken's na\\u00efve tokens counting gateway\"}, {\"role\": \"user\", \"content\": \"v1.2.3 dog counting 42 1999 with (parens) 42 scanner involved the it 'single' jumps over and user@example.com once I'M I'M engine before mirrors a faster brown quick Z\\u00fcrich v1.2.3 \\u6771\\u4eac body it mirrors na\\u00efve fox budget 'single' with mirrors WON'T user@example.com faster so Z\\u00fcrich scanned It's that written reservation is <tags> that 42 v1.2.3 over 1999 on 1999 that over na\\u00efve brown there's the 100% \\u6771\\u4eac request \\\"quotes\\\" $1,234.56 budget regex piece na\\u00efve 3.14159 the scanner \\u6771\\u4eac scanner scanner It's v1.2.3 on tokens engine 1999 42\"}, {\"role\": \"assistant\", \"content\": \"faster $1,234.56 piece user@example.com for \\u0645\\u0631\\u062d\\u0628\\u0627 while so on Z\\u00fcrich backtracking no It's \\\"quotes\\\" hand node.js before engine it tokens jumps reservation dog jumps [brackets] boundaries scanner for (parens) {braces} and <tags> request before scanned because before the for admission mirrors every piece admission keep and gateway we'll brown 1999 is I'M They'RE over https://example.com/a/b?c=d 3.14159 while hand once exactly way counting caf\\u00e9 3.14159 hand na\\u00efve every scanned \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors because They'RE backtracking \\ud83d\\ude42 \\\"quotes\\\" over admission piece on don't scanned exactly reservation and (parens)\"}, {\"role\": \"user\", \"content\": \"every quick that that while na\\u00efve fox {braces} while brown that v1.2.3 dog a C++ F# over for regex while <tags> every jumps it is 1999 caf\\u00e9 it and there's C++ we'll over counting boundaries brown 42 I'M involved and reservation boundaries so before I'M with scanned every is involved https://example.com/a/b?c=d lazy regex piece It's a while v1.2.3 user@example.com the 'single' I'M a is is \\\"quotes\\\" user@example.com because node.js faster F# Z\\u00fcrich \\u0645\\u0631\\u062d\\u0628\\u0627 that na\\u00efve because brown involved the so involved WON'T body backtracking quick engine backtracking gateway that a user@example.com body [brackets] tokens every boundaries while \\ud83d\\ude42 is on boundaries scanner node.js Z\\u00fcrich is there's for regex it 100% piece tiktoken's\"}, {\"role\": \"assistant\", \"content\": \"reservation hand before F# counting $1,234.56 caf\\u00e9 faster \\u6771\\u4eac [brackets] tokens Z\\u00fcrich tiktoken's on written {braces} It's keep \\\"quotes\\\" while tokens na\\u00efve the no because keep https://example.com/a/b?c=d because counting request \\\"quotes\\\" it a because hand involved reservation node.js and backtracking 42 on piece I'M gateway 'single' mirrors the Z\\u00fcrich quick lazy brown {braces} admission Z\\u00fcrich C++ before https://example.com/a/b?c=d It's engine backtracking don't \\u6771\\u4eac piece dog no keep Z\\u00fcrich piece and 42 regex C++ caf\\u00e9 with we'll 3.14159 'single' mirrors counting Z\\u00fcrich it dog scanner a node.js piece {braces} we'll we'll because They'RE user@example.com fox caf\\u00e9 1999 42 every counting tiktoken's It's before backtracking scanner 42 the \\u6771\\u4eac admission lazy F# gateway mirrors It's C++ tiktoken's is dog no written https://example.com/a/b?c=d \\u6771\\u4eac exactly \\\"quotes\\\" body exactly\"}, {\"role\": \"user\", \"content\": \"that https://example.com/a/b?c=d the over boundaries scanner don't [brackets] quick every because because I'M because so once dog mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 \\\"quotes\\\" quick on 'single' (parens) 42 and that before while while engine while over <tags> tiktoken's counting exactly {braces} tiktoken's piece gateway user@example.com It's that admission scanner It's request \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 user@example.com that 42 for so \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 user@example.com for F# exactly that 100% backtracking boundaries it fox tiktoken's piece counting once engine admission piece Z\\u00fcrich a budget keep and {braces} is reservation scanner with https://example.com/a/b?c=d gateway no user@example.com na\\u00efve so user@example.com written brown\"}, {\"role\": \"assistant\", \"content\": \"piece They'RE body v1.2.3 \\ud83d\\ude42 C++ na\\u00efve It's we'll backtracking on because the <tags> counting a involved counting that there's request WON'T jumps that node.js Z\\u00fcrich quick https://example.com/a/b?c=d They'RE Z\\u00fcrich 3.14159 engine budget \\ud83d\\ude42 \\\"quotes\\\" scanner don't {braces} F# request don't $1,234.56 \\\"quotes\\\" tokens over while admission every with quick I'M \\\"quotes\\\" {braces} fox [brackets] gateway dog keep Z\\u00fcrich every [brackets] every mirrors C++ \\ud83d\\ude42 They'RE <tags> is [brackets] 3.14159 scanner hand and request 3.14159 with scanner no the regex 1999 They'RE every dog there's the admission that tiktoken's 'single' engine\"}, {\"role\": \"user\", \"content\": \"boundaries It's way dog I'M body lazy https://example.com/a/b?c=d budget faster for I'M regex every body piece with \\ud83d\\ude42 regex before for quick 'single' exactly with over brown there's jumps the don't {braces} and [brackets] it jumps on while don't no exactly every tokens and the 1999 \\u0645\\u0631\\u062d\\u0628\\u0627 caf\\u00e9 no [brackets] keep \\ud83d\\ude42 with Z\\u00fcrich gateway while backtracking the [brackets] every is \\u6771\\u4eac while faster for while budget [brackets] \\ud83d\\ude42 don't once <tags> quick so hand 'single' It's on dog exactly with once engine 'single' no written involved over tokens way over [brackets] with so regex caf\\u00e9 3.14159 \\ud83d\\ude42 a node.js every <tags> because faster reservation budget v1.2.3 with lazy I'M engine because and for before before engine mirrors \\\"quotes\\\" that node.js node.js counting a admission counting on WON'T no piece I'M once boundaries\"}, {\"role\": \"assistant\", \"content\": \"piece counting quick \\u0645\\u0631\\u062d\\u0628\\u0627 brown the there's mirrors regex faster involved tokens backtracking F# backtracking \\\"quotes\\\" \\ud83d\\ude42 with \\u6771\\u4eac body with gateway counting lazy exactly request [brackets] 'single' because while keep is I'M jumps body {braces} mirrors 1999 $1,234.56 faster it so <tags> {braces} v1.2.3 keep 42 admission admission It's that involved https://example.com/a/b?c=d na\\u00efve \\u6771\\u4eac \\u6771\\u4eac 42 fox node.js the (parens) (parens) [brackets] on faster hand node.js engine before \\u0645\\u0631\\u062d\\u0628\\u0627 jumps body we'll engine regex Z\\u00fcrich body admission 3.14159 They'RE Z\\u00fcrich scanner before scanner reservation \\u6771\\u4eac admission involved don't lazy $1,234.56 $1,234.56 that lazy scanned F# for request https://example.com/a/b?c=d there's before scanner reservation They'RE on \\u0645\\u0631\\u062d\\u0628\\u0627 quick we'll 100% lazy while budget 'single' once quick brown admission node.js gateway 1999 v1.2.3 piece because https://example.com/a/b?c=d reservation $1,234.56 for na\\u00efve \\ud83d\\ude42 exactly gateway that exactly on node.js and\"}, {\"role\": \"user\", \"content\": \"hand counting request while reservation there's body regex tokens don't regex every no a engine it a 1999 F# reservation with on mirrors for before Z\\u00fcrich v1.2.3 on the \\u0645\\u0631\\u062d\\u0628\\u0627 quick involved budget every node.js the hand <tags> it with node.js 1999 quick faster backtracking quick 42 while counting mirrors over so reservation involved [brackets] no written and tokens fox tiktoken's It's written \\ud83d\\ude42 over admission with over don't \\u6771\\u4eac way counting \\ud83d\\ude42 $1,234.56 https://example.com/a/b?c=d body hand over request tiktoken's that budget https://example.com/a/b?c=d exactly scanned gateway regex the while It's there's written for lazy F# counting body caf\\u00e9 jumps that counting jumps\"}, {\"role\": \"assistant\", \"content\": \"faster Z\\u00fcrich boundaries faster don't counting before dog engine I'M Z\\u00fcrich 3.14159 C++ \\u0645\\u0631\\u062d\\u0628\\u0627 for scanned involved engine backtracking brown \\u6771\\u4eac mirrors is (parens) backtracking tokens admission that Z\\u00fcrich don't C++ tiktoken's user@example.com that mirrors lazy scanner (parens) piece the body every \\\"quotes\\\" the request tokens body C++ (parens) a don't They'RE exactly the 3.14159 is budget user@example.com it \\\"quotes\\\" on \\ud83d\\ude42 backtracking admission <tags> written \\ud83d\\ude42 C++ quick fox 1999 I'M for it don't 1999 because way there's body reservation 100% WON'T dog 1999 tokens once a over once so $1,234.56 jumps They'RE scanner 3.14159 regex request 'single' exactly $1,234.56 exactly\"}, {\"role\": \"user\", \"content\": \"we'll 1999 lazy over 42 user@example.com over scanned gateway lazy piece so lazy exactly 'single' caf\\u00e9 node.js there's and once v1.2.3 while faster gateway every way 1999 gateway while <tags> 1999 1999 on caf\\u00e9 so written backtracking \\\"quotes\\\" backtracking scanner https://example.com/a/b?c=d body admission dog piece way brown fox 3.14159 with WON'T \\u6771\\u4eac \\\"quotes\\\" and exactly lazy na\\u00efve 1999 (parens) and involved keep that 3.14159 F# keep lazy no na\\u00efve request https://example.com/a/b?c=d jumps 'single' fox 'single' [brackets] tiktoken's counting once there's na\\u00efve admission faster F# we'll \\\"quotes\\\" https://example.com/a/b?c=d \\u0645\\u0631\\u062d\\u0628\\u0627 exactly \\u6771\\u4eac hand over https://example.com/a/b?c=d F# fox scanned 1999\"}, {\"role\": \"assistant\", \"content\": \"1999 no there's is 'single' C++ na\\u00efve that over admission \\\"quotes\\\" F# scanner gateway piece 100% while for no {braces} with fox scanned counting \\\"quotes\\\" there's gateway user@example.com keep body involved 3.14159 Z\\u00fcrich Z\\u00fcrich \\\"quotes\\\" [brackets] quick admission request a is 42 scanned caf\\u00e9 \\\"quotes\\\" I'M piece C++ mirrors 'single' every $1,234.56 3.14159 regex quick dog 42 WON'T brown no {braces} piece body quick before Z\\u00fcrich for for request {braces} engine while \\u6771\\u4eac Z\\u00fcrich brown gateway counting backtracking before don't $1,234.56 the request so {braces} \\u6771\\u4eac [brackets] because a node.js a 3.14159 boundaries every <tags> quick we'll jumps na\\u00efve that on we'll scanner tokens \\u6771\\u4eac https://example.com/a/b?c=d tokens 'single' keep\"}, {\"role\": \"user\", \"content\": \"fox admission exactly dog \\u6771\\u4eac backtracking {braces} node.js \\\"quotes\\\" way gateway on <tags> 1999 engine scanner keep quick way written boundaries because $1,234.56 don't there's way so over tokens F# that we'll v1.2.3 scanned F# for \\u0645\\u0631\\u062d\\u0628\\u0627 <tags> involved there's while {braces} \\u0645\\u0631\\u062d\\u0628\\u0627 admission admission [brackets] They'RE \\ud83d\\ude42 regex body quick that v1.2.3 dog quick user@example.com over before admission hand is budget brown admission we'll body node.js na\\u00efve boundaries hand (parens) there's we'll v1.2.3 100% caf\\u00e9 for [brackets] 100% dog \\\"quotes\\\" piece boundaries I'M admission backtracking gateway engine no C++ there's we'll tiktoken's regex \\u0645\\u0631\\u062d\\u0628\\u0627 way WON'T {braces} once counting 1999 it before quick request WON'T we'll I'M admission lazy tokens involved 42 gateway lazy faster written that reservation exactly \\u6771\\u4eac 100% piece 100% scanner admission\"}, {\"role\": \"assistant\", \"content\": \"exactly because body and we'll so backtracking over fox F# I'M that jumps don't don't lazy scanned I'M lazy way piece It's They'RE scanner gateway 1999 so fox no because gateway 1999 that boundaries engine They'RE on admission scanner over Z\\u00fcrich that Z\\u00fcrich written v1.2.3 WON'T [brackets] tiktoken's scanner 3.14159 don't \\u6771\\u4eac tiktoken's user@example.com [brackets] before \\\"quotes\\\" no C++ node.js scanned 42\"}, {\"role\": \"user\", \"content\": \"once so 3.14159 because 100% with $1,234.56 faster no jumps once written gateway written tokens [brackets] before brown a counting \\\"quotes\\\" tiktoken's They'RE the quick (parens) exactly request jumps before involved mirrors dog budget \\ud83d\\ude42 every scanned \\ud83d\\ude42 fox https://example.com/a/b?c=d gateway body node.js <tags> lazy na\\u00efve v1.2.3 exactly way [brackets] gateway scanned WON'T [brackets] https://example.com/a/b?c=d piece \\u6771\\u4eac C++ 3.14159 fox v1.2.3 tokens mirrors caf\\u00e9 engine brown Z\\u00fcrich They'RE hand quick $1,234.56 WON'T tokens lazy written na\\u00efve 'single' dog lazy it that way \\ud83d\\ude42\"}, {\"role\": \"assistant\", \"content\": \"dog a They'RE It's so They'RE counting user@example.com jumps F# request no node.js there's na\\u00efve mirrors \\u6771\\u4eac tiktoken's scanner backtracking hand boundaries 1999 brown written mirrors written faster that budget because hand with 3.14159 and over WON'T every that way regex boundaries C++ \\u0645\\u0631\\u062d\\u0628\\u0627 piece Z\\u00fcrich because it They'RE <tags> involved https://example.com/a/b?c=d body 42 a fox that every and request {braces} with node.js F# [brackets] $1,234.56 on no budget way on backtracking node.js so 100%\"}, {\"role\": \"user\", \"content\": \"They'RE scanned dog body on that don't 1999 \\ud83d\\ude42 scanner 1999 that exactly C++ They'RE every caf\\u00e9 brown so \\ud83d\\ude42 caf\\u00e9 mirrors and while request WON'T budget scanner na\\u00efve Z\\u00fcrich the fox 3.14159 100% 'single' before \\ud83d\\ude42 Z\\u00fcrich scanner before that 1999 v1.2.3 body every boundaries that and v1.2.3 1999 100% because user@example.com dog engine keep the we'll I'M scanned na\\u00efve \\\"quotes\\\" there's that lazy https://example.com/a/b?c=d {braces} Z\\u00fcrich exactly \\\"quotes\\\" budget reservation involved that mirrors boundaries na\\u00efve that backtracking \\ud83d\\ude42 once \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 WON'T WON'T I'M node.js involved don't {braces} a and lazy piece backtracking for hand regex\"}, {\"role\": \"assistant\", \"content\": \"WON'T admission admission F# because don't [brackets] tiktoken's before the so na\\u00efve don't hand no na\\u00efve request on mirrors dog \\u0645\\u0631\\u062d\\u0628\\u0627 and before while body $1,234.56 v1.2.3 mirrors piece reservation so backtracking user@example.com every 100% F# regex 1999 brown [brackets] gateway 42 and on with 42 regex (parens) {braces} WON'T v1.2.3 {braces} a there's every I'M the 'single' 42 F# involved \\ud83d\\ude42 piece keep scanner the before I'M reservation written 3.14159 before there's piece once It's \\\"quotes\\\" dog written brown (parens) because while fox quick exactly user@example.com $1,234.56 boundaries Z\\u00fcrich is admission WON'T scanner we'll $1,234.56 hand [brackets] written {braces} {braces} {braces} the\"}, {\"role\": \"user\", \"content\": \"counting once C++ it the and involved keep it so there's I'M C++ 1999 no keep piece It's no user@example.com 'single' I'M WON'T node.js there's 100% quick 100% dog \\ud83d\\ude42 faster Z\\u00fcrich is before there's on don't F# {braces} keep that it na\\u00efve faster counting faster is over hand hand before involved tokens v1.2.3 {braces} boundaries backtracking so on before regex hand backtracking for while keep so (parens) tokens is with exactly backtracking (parens) admission $1,234.56 once no 42 C++ brown reservation Z\\u00fcrich \\\"quotes\\\"\"}, {\"role\": \"assistant\", \"content\": \"so {braces} It's involved body $1,234.56 lazy scanner caf\\u00e9 na\\u00efve v1.2.3 mirrors 3.14159 na\\u00efve the fox It's before we'll over no involved counting C++ brown quick hand \\u6771\\u4eac every exactly 42 boundaries $1,234.56 dog WON'T quick scanned na\\u00efve dog na\\u00efve boundaries quick backtracking <tags> body [brackets] tokens piece 100% exactly F# on admission the WON'T budget scanner \\\"quotes\\\" and WON'T we'll boundaries on budget scanned with \\ud83d\\ude42 $1,234.56 before we'll tiktoken's https://example.com/a/b?c=d https://example.com/a/b?c=d over no the there's It's don't over way keep [brackets] with body They'RE the once jumps keep admission They'RE tokens tokens jumps no 1999 fox 3.14159 100% reservation (parens) lazy [brackets] because https://example.com/a/b?c=d \\u0645\\u0631\\u062d\\u0628\\u0627 reservation 3.14159 keep while They'RE I'M brown quick They'RE admission exactly F# regex gateway and v1.2.3 while (parens) because with \\\"quotes\\\"\"}, {\"role\": \"user\", \"content\": \"scanner while node.js scanner 42 hand tokens tiktoken's They'RE engine is 'single' 'single' piece and v1.2.3 while it faster don't brown don't body na\\u00efve (parens) \\ud83d\\ude42 node.js the \\u6771\\u4eac \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d caf\\u00e9 that $1,234.56 mirrors admission \\ud83d\\ude42 scanner that \\\"quotes\\\" C++ (parens) WON'T Z\\u00fcrich They'RE It's \\ud83d\\ude42 caf\\u00e9 that with WON'T it hand that over \\\"quotes\\\" 'single' na\\u00efve 1999 piece keep {braces} quick the no regex \\u0645\\u0631\\u062d\\u0628\\u0627 \\ud83d\\ude42 piece na\\u00efve the \\u0645\\u0631\\u062d\\u0628\\u0627 'single' no <tags> that a body with\"}, {\"role\": \"assistant\", \"content\": \"that C++ over caf\\u00e9 tiktoken's scanned \\u0645\\u0631\\u062d\\u0628\\u0627 fox \\\"quotes\\\" for node.js once keep C++ counting once body so for jumps every before reservation user@example.com budget [brackets] boundaries 42 1999 written jumps $1,234.56 that the https://example.com/a/b?c=d faster Z\\u00fcrich request and once involved [brackets] so over over na\\u00efve caf\\u00e9 for for \\\"quotes\\\" while that scanned tokens scanner no no It's F# request request reservation Z\\u00fcrich jumps the na\\u00efve (parens) the backtracking jumps na\\u00efve scanner caf\\u00e9 keep I'M \\u6771\\u4eac quick scanner body hand scanner I'M way https://example.com/a/b?c=d it caf\\u00e9 mirrors (parens) F# keep {braces} brown WON'T regex engine user@example.com reservation user@example.com brown don't engine brown hand They'RE written https://example.com/a/b?c=d way (parens) dog\"}, {\"role\": \"user\", \"content\": \"\\u6771\\u4eac F# scanner that regex It's lazy na\\u00efve 100% involved keep the admission na\\u00efve user@example.com a for Z\\u00fcrich {braces} exactly lazy counting while tokens with hand written a is counting I'M [brackets] [brackets] 100% <tags> tokens body \\\"quotes\\\" \\\"quotes\\\" tiktoken's v1.2.3 https://example.com/a/b?c=d counting $1,234.56 <tags> $1,234.56 don't keep that before scanned lazy before gateway na\\u00efve scanner fox $1,234.56 tiktoken's faster so I'M involved over (parens) admission lazy <tags> dog caf\\u00e9 don't jumps 100% node.js request because caf\\u00e9 https://example.com/a/b?c=d 42 before 1999 [brackets] {braces} once [brackets] caf\\u00e9 scanner quick there's\"}, {\"role\": \"assistant\", \"content\": \"scanner caf\\u00e9 (parens) keep so {braces} on F# it because so over brown It's exactly I'M I'M F# faster $1,234.56 tokens exactly $1,234.56 caf\\u00e9 the na\\u00efve engine user@example.com \\\"quotes\\\" written C++ so regex don't backtracking engine the caf\\u00e9 C++ They'RE fox lazy written WON'T boundaries keep It's caf\\u00e9 while {braces} C++ keep jumps no node.js 3.14159 there's faster no 'single' so It's so a once scanner \\u0645\\u0631\\u062d\\u0628\\u0627 engine every once before backtracking request because F# scanned jumps I'M exactly we'll we'll and once [brackets] there's exactly 100%\"}, {\"role\": \"user\", \"content\": \"C++ <tags> tiktoken's $1,234.56 body scanner <tags> dog I'M regex that https://example.com/a/b?c=d mirrors every before user@example.com \\\"quotes\\\" with involved scanner budget I'M reservation hand that for 42 fox 42 tokens scanned They'RE They'RE \\\"quotes\\\" keep reservation piece Z\\u00fcrich the 3.14159 counting counting boundaries F# every while body boundaries 42 don't hand <tags> faster the reservation no \\u0645\\u0631\\u062d\\u0628\\u0627 that \\u6771\\u4eac while involved lazy involved caf\\u00e9 that on \\u6771\\u4eac dog 'single' on over once keep Z\\u00fcrich lazy https://example.com/a/b?c=d backtracking scanned 100% 1999 C++ body \\u0645\\u0631\\u062d\\u0628\\u0627 scanner https://example.com/a/b?c=d {braces} don't 3.14159 node.js regex fox faster I'M we'll lazy because backtracking \\ud83d\\ude42 fox F# \\\"quotes\\\" mirrors tokens It's and the for a WON'T regex reservation 42 dog They'RE request on node.js 'single' tokens node.js that admission 1999 on WON'T budget \\ud83d\\ude42 admission exactly 1999 that we'll \\u0645\\u0631\\u062d\\u0628\\u0627 Z\\u00fcrich\"}, {\"role\": \"assistant\", \"content\": \"it 1999 engine \\\"quotes\\\" v1.2.3 every body boundaries over fox before I'M faster that fox \\u0645\\u0631\\u062d\\u0628\\u0627 involved node.js keep They'RE fox the with WON'T jumps hand caf\\u00e9 (parens) exactly user@example.com engine Z\\u00fcrich for request that involved na\\u00efve boundaries faster before no way 'single' piece don't tokens \\ud83d\\ude42 regex $1,234.56 \\ud83d\\ude42 keep [brackets] over 100% once that exactly node.js (parens) Z\\u00fcrich v1.2.3 scanned the admission there's F# and is tiktoken's on \\u0645\\u0631\\u062d\\u0628\\u0627 no involved I'M C++ 42 there's while before v1.2.3 piece over brown we'll 1999 lazy that user@example.com budget C++ on quick engine 1999 {braces} faster and that node.js budget body\"}, {\"role\": \"user\", \"content\": \"user@example.com no tiktoken's involved jumps exactly \\ud83d\\ude42 They'RE \\ud83d\\ude42 once because faster node.js I'M engine hand lazy we'll [brackets] fox budget quick every the tokens C++ a quick They'RE {braces} faster caf\\u00e9 for mirrors caf\\u00e9 it user@example.com node.js written on that engine regex https://example.com/a/b?c=d there's tokens don't na\\u00efve counting \\ud83d\\ude42 user@example.com mirrors engine $1,234.56 3.14159 backtracking hand request brown keep tiktoken's \\u6771\\u4eac <tags> a there's it scanner keep engine because fox scanned no I'M no <tags> scanned faster 42 [brackets] hand \\u0645\\u0631\\u062d\\u0628\\u0627 that budget scanned that tokens admission C++ and [brackets] that 'single'\"}, {\"role\": \"assistant\", \"content\": \"node.js regex while and WON'T body 100% gateway there's https://example.com/a/b?c=d WON'T keep brown 100% budget with budget \\u0645\\u0631\\u062d\\u0628\\u0627 and so don't while don't exactly backtracking faster tokens gateway node.js lazy over written counting 100% node.js tiktoken's brown dog v1.2.3 \\u0645\\u0631\\u062d\\u0628\\u0627 we'll C++ the with don't we'll tokens 100% no no written scanned counting involved hand user@example.com \\\"quotes\\\" lazy <tags> \\u0645\\u0631\\u062d\\u0628\\u0627 body counting for [brackets] 'single' backtracking piece It's regex don't admission once boundaries over lazy F# \\u6771\\u4eac tokens it \\u6771\\u4eac user@example.com fox that while tiktoken's Z\\u00fcrich and (parens) every [brackets] keep counting 100% 42 3.14159 counting it {braces} piece 'single' involved https://example.com/a/b?c=d involved quick \\ud83d\\ude42 tokens written that request tiktoken's lazy admission 42 I'M tokens \\\"quotes\\\" Z\\u00fcrich engine reservation tiktoken's once so a scanned {braces} scanner dog before piece written keep https://example.com/a/b?c=d while It's {braces} Z\\u00fcrich it\"}, {\"role\": \"user\", \"content\": \"Z\\u00fcrich 3.14159 They'RE They'RE there's budget we'll gateway a brown [brackets] jumps once fox there's F# boundaries node.js for once 42 F# dog once so jumps 42 and 100% while it user@example.com exactly brown so [brackets] Z\\u00fcrich 'single' request with tiktoken's Z\\u00fcrich every reservation hand boundaries keep a \\ud83d\\ude42 it once admission piece and we'll budget dog na\\u00efve 3.14159 backtracking so gateway 42 Z\\u00fcrich faster (parens) node.js 100% lazy jumps fox scanner engine 'single' counting request \\u6771\\u4eac a regex brown that 1999 https://example.com/a/b?c=d user@example.com They'RE regex I'M \\ud83d\\ude42 3.14159 \\u0645\\u0631\\u062d\\u0628\\u0627 scanner budget tokens [brackets] WON'T that quick budget v1.2.3 way way user@example.com request the [brackets] $1,234.56 gateway They'RE quick scanned $1,234.56 \\ud83d\\ude42 na\\u00efve don't admission \\u0645\\u0631\\u062d\\u0628\\u0627 budget \\u0645\\u0631\\u062d\\u0628\\u0627\"}, {\"role\": \"assistant\", \"content\": \"WON'T admission piece \\u6771\\u4eac gateway no \\ud83d\\ude42 WON'T tokens 'single' piece admission 3.14159 It's while <tags> I'M Z\\u00fcrich the keep boundaries Z\\u00fcrich WON'T It's [brackets] brown tokens They'RE exactly boundaries WON'T admission piece (parens) so tiktoken's backtracking is \\u0645\\u0631\\u062d\\u0628\\u0627 before mirrors 3.14159 dog backtracking written caf\\u00e9 hand scanned way that \\ud83d\\ude42 tiktoken's quick way They'RE {braces} counting na\\u00efve once reservation <tags> fox admission $1,234.56 hand and fox we'll hand because quick the is \\u6771\\u4eac {braces} \\\"quotes\\\" exactly and dog so scanner involved \\u6771\\u4eac [brackets]\"}, {\"role\": \"user\", \"content\": \"a \\u0645\\u0631\\u062d\\u0628\\u0627 I'M we'll before backtracking [brackets] scanner don't tokens admission tokens https://example.com/a/b?c=d C++ <tags> $1,234.56 is \\ud83d\\ude42 exactly dog piece no tiktoken's admission 'single' the quick that every before before dog It's engine so tiktoken's the boundaries https://example.com/a/b?c=d 'single' 1999 written body {braces} there's scanned budget admission don't for we'll \\\"quotes\\\" body quick regex quick there's we'll it https://example.com/a/b?c=d user@example.com involved na\\u00efve 3.14159 on we'll the over na\\u00efve na\\u00efve \\u6771\\u4eac gateway I'M v1.2.3 it way the scanner jumps budget C++ C++ \\u6771\\u4eac it with quick F# F# with piece budget involved request before backtracking the tiktoken's scanner <tags> $1,234.56 backtracking body admission over They'RE on engine request node.js while that They'RE backtracking request v1.2.3 42 3.14159 and 100% scanned a caf\\u00e9 every 100% exactly request tokens is gateway before a exactly caf\\u00e9 we'll node.js because \\ud83d\\ude42 admission\"}, {\"role\": \"assistant\", \"content\": \"F# \\u0645\\u0631\\u062d\\u0628\\u0627 the we'll user@example.com mirrors F# \\u6771\\u4eac faster over with C++ no because piece scanned because 42 piece (parens) scanned admission 100% Z\\u00fcrich It's 42 for 1999 the regex the dog faster budget <tags> (parens) brown engine It's on (parens) so https://example.com/a/b?c=d piece over v1.2.3 scanned don't It's piece regex admission https://example.com/a/b?c=d every don't dog F# no regex hand is dog piece no counting v1.2.3 don't https://example.com/a/b?c=d the 3.14159 because once https://example.com/a/b?c=d \\u6771\\u4eac\"}, {\"role\": \"user\", \"content\": \"we'll body tiktoken's F# lazy is is request we'll because dog \\u6771\\u4eac boundaries lazy caf\\u00e9 exactly quick jumps They'RE 3.14159 brown \\u6771\\u4eac 3.14159 'single' on keep faster 'single' because I'M no 'single' tiktoken's exactly F# v1.2.3 tokens hand because faster that over and gateway don't 42 \\u0645\\u0631\\u062d\\u0628\\u0627 lazy before that once for keep body lazy Z\\u00fcrich before faster piece gateway caf\\u00e9 exactly involved scanner the \\ud83d\\ude42 node.js WON'T way before C++ written 1999 It's with that is every na\\u00efve 1999 keep \\u6771\\u4eac quick request regex budget It's 1999 before a hand lazy engine WON'T don't while brown admission \\u0645\\u0631\\u062d\\u0628\\u0627 1999 caf\\u00e9 na\\u00efve WON'T boundaries counting reservation \\\"quotes\\\" there's the once over counting request\"}, {\"role\": \"assistant\", \"content\": \"gateway reservation once F# C++ written 42 on piece https://example.com/a/b?c=d [brackets] that \\u0645\\u0631\\u062d\\u0628\\u0627 we'll reservation They'RE node.js the fox piece https://example.com/a/b?c=d user@example.com every F# $1,234.56 \\\"quotes\\\" admission body [brackets] 'single' that and because regex we'll \\u6771\\u4eac 42 keep na\\u00efve F# user@example.com keep admission we'll user@example.com 1999 {braces} 100% because no $1,234.56 counting the 42 there's boundaries F# no admission 42 so so v1.2.3 for mirrors while the regex piece budget 42 node.js {braces} na\\u00efve regex with jumps that counting a involved $1,234.56 that admission tiktoken's na\\u00efve involved before $1,234.56 budget 1999 because v1.2.3 that backtracking \\u6771\\u4eac mirrors [brackets] node.js hand {braces} don't brown counting Z\\u00fcrich scanned over \\ud83d\\ude42 with I'M lazy tokens\"}, {\"role\": \"user\", \"content\": \"quick keep it body so <tags> every C++ gateway It's tokens 'single' 100% we'll quick regex so scanner v1.2.3 the involved It's while {braces} $1,234.56 that written that C++ scanned dog <tags> 100% 100% boundaries (parens) gateway exactly scanner regex gateway \\u6771\\u4eac mirrors brown 1999 regex v1.2.3 $1,234.56 caf\\u00e9 scanned brown there's caf\\u00e9 1999 \\\"quotes\\\" no F# for that 100% backtracking exactly admission the quick (parens) 'single' [brackets] {braces} that written boundaries reservation https://example.com/a/b?c=d request on quick 1999 hand so brown regex while exactly piece hand piece reservation tiktoken's scanner \\\"quotes\\\" caf\\u00e9 way because na\\u00efve (parens) tiktoken's 3.14159 admission so don't on involved na\\u00efve C++ dog reservation It's boundaries admission it (parens) gateway\"}, {\"role\": \"assistant\", \"content\": \"keep there's with scanner that budget no on node.js budget scanner dog before exactly quick 1999 WON'T reservation node.js it F# $1,234.56 caf\\u00e9 1999 scanned engine and \\ud83d\\ude42 [brackets] with scanned and admission \\u6771\\u4eac \\ud83d\\ude42 faster {braces} WON'T on I'M F# scanned while dog no exactly written C++ because tiktoken's request reservation written don't 100% gateway budget \\u6771\\u4eac that jumps counting \\u6771\\u4eac every engine scanned They'RE \\ud83d\\ude42 for engine F# and {braces} exactly exactly \\\"quotes\\\" the hand before\"}, {\"role\": \"user\", \"content\": \"jumps $1,234.56 we'll we'll {braces} user@example.com way hand fox way It's brown 3.14159 https://example.com/a/b?c=d regex jumps don't once dog written quick lazy tiktoken's WON'T way it budget the that quick It's WON'T They'RE brown keep because so keep \\u6771\\u4eac don't written because way with is I'M https://example.com/a/b?c=d 3.14159 scanner counting v1.2.3 gateway the it 42 while WON'T tokens caf\\u00e9 jumps once regex <tags> budget v1.2.3 C++ backtracking brown exactly involved every regex boundaries the mirrors F# F# $1,234.56 [brackets] WON'T \\u6771\\u4eac $1,234.56 jumps every that It's \\u0645\\u0631\\u062d\\u0628\\u0627 the keep while keep hand regex once jumps v1.2.3 caf\\u00e9 don't brown (parens) 'single'\"}, {\"role\": \"assistant\", \"content\": \"quick because faster $1,234.56 reservation F# don't the boundaries v1.2.3 on user@example.com reservation WON'T body 1999 brown \\u6771\\u4eac jumps \\\"quotes\\\" quick WON'T that (parens) the keep $1,234.56 C++ written {braces} so tokens on {braces} dog https://example.com/a/b?c=d \\ud83d\\ude42 3.14159 written backtracking gateway the way 'single' is gateway that jumps it fox piece backtracking tokens that faster backtracking there's a request request [brackets] and tokens $1,234.56 for user@example.com \\u6771\\u4eac so 'single' 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 <tags> WON'T don't 100% [brackets] for lazy the node.js hand because It's faster\"}, {\"role\": \"user\", \"content\": \"is faster admission budget that 1999 counting quick engine no while exactly while the is written v1.2.3 faster v1.2.3 mirrors once They'RE [brackets] tiktoken's 3.14159 quick with because fox while so [brackets] a dog while involved keep 1999 that involved \\ud83d\\ude42 keep is v1.2.3 100% once C++ node.js piece backtracking I'M 3.14159 that (parens) They'RE admission budget fox lazy scanned boundaries on on once that keep https://example.com/a/b?c=d lazy exactly because brown with exactly written \\u6771\\u4eac\"}, {\"role\": \"assistant\", \"content\": \"that 1999 node.js C++ \\u0645\\u0631\\u062d\\u0628\\u0627 no tiktoken's boundaries request so engine before 42 user@example.com a faster piece involved regex body for before lazy hand faster 'single' and hand tiktoken's lazy that node.js jumps budget fox way [brackets] v1.2.3 [brackets] 'single' brown piece It's counting mirrors every <tags> 3.14159 \\\"quotes\\\" https://example.com/a/b?c=d na\\u00efve <tags> we'll F# 100% once budget because scanned tokens Z\\u00fcrich engine scanned\"}, {\"role\": \"user\", \"content\": \"'single' It's over lazy piece 100% gateway caf\\u00e9 caf\\u00e9 \\\"quotes\\\" a way the request written the budget reservation counting $1,234.56 with Z\\u00fcrich counting I'M keep tokens once we'll the while https://example.com/a/b?c=d a on the tokens involved caf\\u00e9 gateway backtracking before fox na\\u00efve with on 3.14159 written lazy {braces} \\\"quotes\\\" there's don't quick 'single' that for They'RE faster because I'M is scanner \\u6771\\u4eac counting the every Z\\u00fcrich body $1,234.56 quick keep backtracking scanner 'single' lazy and 42 counting written so tokens engine 'single' because scanned They'RE v1.2.3 tokens \\u6771\\u4eac exactly 3.14159 on jumps jumps reservation tokens \\u0645\\u0631\\u062d\\u0628\\u0627 budget They'RE na\\u00efve na\\u00efve request\"}, {\"role\": \"assistant\", \"content\": \"lazy is reservation budget it jumps quick {braces} body 'single' is no jumps \\u6771\\u4eac Z\\u00fcrich no admission 100% and WON'T admission 'single' piece is we'll v1.2.3 is the we'll admission engine request body that body WON'T user@example.com 42 and piece I'M backtracking {braces} WON'T boundaries [brackets] engine request <tags> <tags> so backtracking budget {braces} caf\\u00e9 3.14159 {braces} It's hand once $1,234.56 They'RE budget It's quick brown <tags> regex 42 (parens) and 1999 regex Z\\u00fcrich Z\\u00fcrich Z\\u00fcrich exactly https://example.com/a/b?c=d way tokens no tiktoken's counting that hand backtracking jumps way over WON'T na\\u00efve {braces} piece it that 100% (parens) exactly and is over the WON'T user@example.com 1999 request written counting brown while on <tags> <tags> because 42 tokens no because (parens) Z\\u00fcrich lazy reservation admission once counting 42 exactly <tags> They'RE is dog\"}, {\"role\": \"user\", \"content\": \"that They'RE the admission F# (parens) https://example.com/a/b?c=d tiktoken's 3.14159 scanned reservation 'single' boundaries written exactly faster F# na\\u00efve while and [brackets] It's brown \\ud83d\\ude42 caf\\u00e9 jumps with \\\"quotes\\\" backtracking on reservation C++ written over regex [brackets] counting [brackets] lazy scanned $1,234.56 faster 'single' {braces} (parens) They'RE \\\"quotes\\\" on request F# while the dog faster https://example.com/a/b?c=d brown tokens 100% because WON'T way counting don't scanner a <tags> scanner 'single' dog because hand admission tiktoken's {braces} hand caf\\u00e9 that a \\ud83d\\ude42 fox \\ud83d\\ude42 \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors $1,234.56 once tiktoken's node.js \\u6771\\u4eac exactly \\\"quotes\\\" Z\\u00fcrich WON'T (parens) the hand It's once every no They'RE F# C++ lazy every don't 1999 <tags> user@example.com piece C++ admission 1999 because I'M budget\"}, {\"role\": \"assistant\", \"content\": \"dog over caf\\u00e9 the $1,234.56 before is that 'single' piece It's jumps exactly na\\u00efve every budget hand tokens $1,234.56 \\ud83d\\ude42 we'll (parens) hand for (parens) exactly way na\\u00efve body gateway brown keep It's before every lazy and while quick budget 100% (parens) no 1999 the 3.14159 regex that fox user@example.com 1999 it quick $1,234.56 there's no that exactly written there's \\u0645\\u0631\\u062d\\u0628\\u0627 request mirrors on involved involved C++ no [brackets] exactly na\\u00efve https://example.com/a/b?c=d 3.14159 gateway the jumps <tags> once scanned with that admission budget They'RE 'single' caf\\u00e9 mirrors WON'T \\u0645\\u0631\\u062d\\u0628\\u0627 reservation request It's the body admission reservation scanned we'll node.js regex counting before with \\ud83d\\ude42 backtracking [brackets] https://example.com/a/b?c=d 3.14159 the once It's request a written WON'T mirrors 1999\"}, {\"role\": \"user\", \"content\": \"1999 WON'T so user@example.com jumps fox \\ud83d\\ude42 {braces} there's budget before written quick mirrors {braces} for with 42 and gateway counting we'll request it so a for engine {braces} <tags> WON'T Z\\u00fcrich user@example.com because https://example.com/a/b?c=d the node.js is fox I'M 3.14159 tiktoken's faster is once 42 involved no 'single' I'M caf\\u00e9 WON'T I'M They'RE [brackets] $1,234.56 we'll I'M so 42 It's every (parens) we'll once \\ud83d\\ude42 once mirrors jumps budget body {braces} \\ud83d\\ude42 F# fox {braces} <tags> exactly \\ud83d\\ude42 WON'T that on 100% budget engine reservation C++ fox F# 42 no (parens) counting mirrors v1.2.3 for fox [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 while way 1999 boundaries piece 100% involved every \\ud83d\\ude42 'single' brown once v1.2.3 before 'single' (parens) v1.2.3 Z\\u00fcrich we'll involved 100% {braces}\"}, {\"role\": \"assistant\", \"content\": \"engine backtracking budget on na\\u00efve mirrors dog reservation don't jumps budget gateway counting dog tokens brown for way Z\\u00fcrich dog piece 'single' that quick it there's quick budget 42 It's that dog They'RE F# written dog piece \\u0645\\u0631\\u062d\\u0628\\u0627 F# regex every no hand body once (parens) every lazy 100% over quick once mirrors don't and v1.2.3 They'RE faster brown 1999 a \\ud83d\\ude42 42 gateway https://example.com/a/b?c=d Z\\u00fcrich for over na\\u00efve it lazy admission admission brown hand \\\"quotes\\\" gateway reservation <tags> 1999 keep and {braces} keep F# request written tiktoken's every budget every regex there's exactly I'M \\\"quotes\\\" \\u0645\\u0631\\u062d\\u0628\\u0627 there's backtracking and don't boundaries F# caf\\u00e9 3.14159 (parens) 3.14159 user@example.com https://example.com/a/b?c=d tiktoken's keep every\"}, {\"role\": \"user\", \"content\": \"gateway 'single' v1.2.3 request that hand tiktoken's over v1.2.3 'single' so \\ud83d\\ude42 1999 once once na\\u00efve admission na\\u00efve piece that \\\"quotes\\\" 3.14159 way exactly engine F# the \\u0645\\u0631\\u062d\\u0628\\u0627 3.14159 user@example.com on https://example.com/a/b?c=d It's https://example.com/a/b?c=d F# there's written with {braces} admission {braces} a on user@example.com dog dog [brackets] that caf\\u00e9 over for admission v1.2.3 100% node.js boundaries scanner 42 piece because is (parens) (parens) body no is {braces} that user@example.com \\u0645\\u0631\\u062d\\u0628\\u0627 hand <tags> \\\"quotes\\\" user@example.com on that \\\"quotes\\\" backtracking \\\"quotes\\\" on no hand 3.14159 brown faster 100% (parens)\"}, {\"role\": \"assistant\", \"content\": \"there's user@example.com They'RE It's lazy user@example.com before before https://example.com/a/b?c=d request WON'T WON'T fox WON'T and faster for body involved 3.14159 keep written admission on gateway written I'M with quick v1.2.3 C++ there's jumps quick admission scanned jumps node.js before while 1999 over node.js with reservation every once node.js brown don't there's mirrors a [brackets] so faster before \\ud83d\\ude42 tiktoken's <tags> admission F# don't written na\\u00efve admission is fox we'll way dog tokens scanned the \\\"quotes\\\" hand no 'single' \\ud83d\\ude42 over we'll that regex so every for (parens) is with the \\\"quotes\\\" exactly piece regex exactly brown for for hand tokens C++ user@example.com tiktoken's engine I'M the It's faster regex is dog 'single' C++ user@example.com \\ud83d\\ude42 Z\\u00fcrich {braces} node.js for \\u6771\\u4eac brown regex the with tiktoken's 42 $1,234.56 (parens)\"}, {\"role\": \"user\", \"content\": \"request it reservation that https://example.com/a/b?c=d so engine user@example.com jumps that and the 3.14159 because 3.14159 brown tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 scanner \\u0645\\u0631\\u062d\\u0628\\u0627 fox counting there's dog lazy node.js tiktoken's I'M we'll 42 it tokens faster faster before \\u0645\\u0631\\u062d\\u0628\\u0627 reservation so with the regex it once backtracking for It's hand regex way there's 100% exactly dog no we'll 42 brown lazy scanned budget na\\u00efve WON'T because and we'll 42 way tiktoken's WON'T gateway we'll I'M dog https://example.com/a/b?c=d scanned and that mirrors \\ud83d\\ude42 C++ They'RE with counting on keep na\\u00efve 3.14159 once request keep admission <tags> \\\"quotes\\\" C++ \\ud83d\\ude42 <tags> once quick boundaries user@example.com tokens budget budget scanner caf\\u00e9 \\u0645\\u0631\\u062d\\u0628\\u0627 exactly node.js hand\"}, {\"role\": \"assistant\", \"content\": \"fox for user@example.com there's jumps quick fox I'M boundaries mirrors before involved over node.js admission that is lazy It's 1999 1999 fox involved user@example.com \\\"quotes\\\" boundaries 100% \\u0645\\u0631\\u062d\\u0628\\u0627 that \\u6771\\u4eac backtracking 100% there's jumps because 42 tiktoken's caf\\u00e9 that v1.2.3 tokens brown \\ud83d\\ude42 backtracking user@example.com F# 100% 3.14159 no boundaries It's quick https://example.com/a/b?c=d Z\\u00fcrich tokens 42 100% over WON'T They'RE for lazy body involved every on on user@example.com \\u6771\\u4eac (parens) quick once faster quick over backtracking don't once They'RE engine caf\\u00e9 tokens fox because <tags> there's every dog we'll \\u6771\\u4eac exactly 3.14159 \\ud83d\\ude42 boundaries no every the F# 100% faster faster once boundaries a I'M {braces} 1999 over \\\"quotes\\\" mirrors that fox 3.14159 lazy na\\u00efve admission that reservation <tags> no for written because scanned <tags> caf\\u00e9 body\"}, {\"role\": \"user\", \"content\": \"and involved body jumps \\\"quotes\\\" {braces} it we'll regex it na\\u00efve counting the reservation keep admission once before while admission v1.2.3 I'M reservation 1999 scanned tokens counting don't boundaries lazy exactly we'll $1,234.56 and \\u0645\\u0631\\u062d\\u0628\\u0627 \\u0645\\u0631\\u062d\\u0628\\u0627 caf\\u00e9 engine I'M 42 F# keep every (parens) budget 100% written tiktoken's (parens) don't na\\u00efve I'M body because the is (parens) admission brown hand piece 42 every request don't $1,234.56 once there's 1999 with we'll that backtracking F# with fox mirrors [brackets] for WON'T with jumps request fox scanned a request while no that faster way I'M \\u6771\\u4eac boundaries that brown dog so (parens) written\"}, {\"role\": \"assistant\", \"content\": \"<tags> 42 exactly and \\\"quotes\\\" mirrors admission F# faster F# a <tags> on faster with quick brown reservation piece (parens) fox \\u0645\\u0631\\u062d\\u0628\\u0627 budget C++ v1.2.3 so over node.js Z\\u00fcrich WON'T tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 F# 1999 42 the involved once 100% is quick (parens) before jumps dog don't over because $1,234.56 reservation 3.14159 that WON'T caf\\u00e9 backtracking request the \\u0645\\u0631\\u062d\\u0628\\u0627 piece every involved 100% budget there's boundaries counting once written we'll na\\u00efve 42 \\ud83d\\ude42 I'M 3.14159 regex scanner reservation tiktoken's on I'M \\u6771\\u4eac boundaries on brown there's that 'single' the exactly scanned no admission request we'll tiktoken's 'single' because \\\"quotes\\\" \\u6771\\u4eac no tiktoken's caf\\u00e9 jumps it tiktoken's lazy faster exactly body tiktoken's fox budget\"}, {\"role\": \"user\", \"content\": \"so fox a backtracking Z\\u00fcrich admission budget fox scanned 42 request don't because reservation way admission gateway v1.2.3 the so \\u6771\\u4eac involved 'single' with a 100% 'single' v1.2.3 user@example.com dog backtracking body C++ piece the so mirrors written once $1,234.56 while fox 42 [brackets] F# we'll Z\\u00fcrich piece budget while for we'll the we'll written exactly $1,234.56 mirrors counting \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors on 'single' na\\u00efve is node.js while is a on\"}, {\"role\": \"assistant\", \"content\": \"on involved 42 'single' They'RE piece while [brackets] dog that and there's before once jumps counting that so is \\u6771\\u4eac [brackets] over and exactly with involved it once <tags> on 1999 42 3.14159 is keep \\u6771\\u4eac jumps that there's They'RE piece lazy over with lazy request \\ud83d\\ude42 written node.js admission backtracking way the over backtracking node.js and while $1,234.56 [brackets] while 42 \\u0645\\u0631\\u062d\\u0628\\u0627 I'M 'single' while user@example.com WON'T \\\"quotes\\\" before admission the faster budget mirrors counting we'll once jumps involved WON'T 3.14159 v1.2.3 [brackets] keep over for 'single' \\u6771\\u4eac regex written na\\u00efve way (parens) user@example.com request there's every involved I'M for scanned It's WON'T https://example.com/a/b?c=d C++ caf\\u00e9 once <tags> user@example.com [brackets] a 1999 it tiktoken's 'single' a over mirrors jumps request <tags> there's dog reservation mirrors tokens jumps tiktoken's is user@example.com tokens\"}, {\"role\": \"user\", \"content\": \"backtracking once over user@example.com body scanner piece faster \\ud83d\\ude42 over for C++ exactly https://example.com/a/b?c=d no engine 'single' piece 42 over hand for for backtracking quick way 1999 regex scanned every reservation no before over \\\"quotes\\\" so $1,234.56 [brackets] <tags> tokens na\\u00efve request a budget fox budget user@example.com tokens brown I'M \\\"quotes\\\" hand I'M \\u0645\\u0631\\u062d\\u0628\\u0627 \\u6771\\u4eac engine once engine backtracking while there's no [brackets] jumps the for [brackets] there's \\u0645\\u0631\\u062d\\u0628\\u0627 dog 42 admission so na\\u00efve F# there's \\u6771\\u4eac reservation F# keep piece keep user@example.com caf\\u00e9 the that It's $1,234.56 <tags> v1.2.3 It's na\\u00efve engine lazy They'RE counting faster 'single' piece scanned $1,234.56 user@example.com boundaries [brackets] 'single' \\u6771\\u4eac brown so scanned 'single' scanner boundaries 'single' admission admission \\\"quotes\\\" caf\\u00e9 piece\"}, {\"role\": \"assistant\", \"content\": \"Z\\u00fcrich counting while the the no 100% \\u0645\\u0631\\u062d\\u0628\\u0627 body 3.14159 before the while 1999 once that on caf\\u00e9 1999 on it tiktoken's piece scanned 'single' Z\\u00fcrich and [brackets] regex with regex \\u0645\\u0631\\u062d\\u0628\\u0627 user@example.com counting admission way keep scanner scanner \\u0645\\u0631\\u062d\\u0628\\u0627 every so [brackets] tokens $1,234.56 every budget boundaries because reservation and keep 1999 \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d tiktoken's https://example.com/a/b?c=d scanner admission caf\\u00e9 $1,234.56 F# faster so engine so it regex 'single' before hand with that admission fox keep Z\\u00fcrich no scanned I'M tiktoken's the it admission a jumps brown that there's it that (parens) 100% (parens) gateway for\"}, {\"role\": \"user\", \"content\": \"so 100% once it there's (parens) that with 1999 lazy written written keep na\\u00efve brown caf\\u00e9 regex the tiktoken's that a while brown It's dog and It's 'single' $1,234.56 42 \\u6771\\u4eac I'M v1.2.3 once na\\u00efve I'M {braces} node.js scanned It's hand piece no caf\\u00e9 backtracking admission with we'll is on node.js fox on tokens brown brown regex scanner admission $1,234.56 lazy regex piece regex node.js (parens) once on while quick dog gateway body that admission for written it scanned I'M it mirrors because the v1.2.3 every 3.14159 boundaries request na\\u00efve It's because faster hand dog tokens <tags> v1.2.3 hand that tiktoken's keep caf\\u00e9 keep tokens we'll it jumps no \\ud83d\\ude42 node.js exactly na\\u00efve na\\u00efve every involved tiktoken's \\u6771\\u4eac counting dog over user@example.com https://example.com/a/b?c=d 1999 3.14159 node.js is hand F# written a\"}, {\"role\": \"assistant\", \"content\": \"we'll fox there's 3.14159 C++ so budget because we'll Z\\u00fcrich the on before we'll that Z\\u00fcrich fox keep scanned dog once that \\\"quotes\\\" while scanned brown engine for fox while there's (parens) 42 every we'll caf\\u00e9 https://example.com/a/b?c=d budget exactly gateway F# https://example.com/a/b?c=d I'M dog way <tags> before brown with it 3.14159 don't no engine the piece keep user@example.com Z\\u00fcrich It's once written and They'RE the admission scanner with written that fox engine body on scanner 1999 the admission WON'T quick user@example.com I'M admission tiktoken's https://example.com/a/b?c=d while https://example.com/a/b?c=d every with involved the admission gateway there's 'single' gateway a scanner and request that is engine counting dog user@example.com that hand counting lazy admission boundaries engine while way WON'T brown \\ud83d\\ude42 F# I'M F# scanner \\u6771\\u4eac 3.14159 a backtracking scanner I'M brown\"}, {\"role\": \"user\", \"content\": \"I'M lazy It's over on faster fox tiktoken's while that It's for that reservation https://example.com/a/b?c=d keep node.js the \\u6771\\u4eac the admission body 1999 exactly and way dog (parens) node.js \\u6771\\u4eac on They'RE quick that faster F# boundaries tokens boundaries <tags> reservation reservation backtracking tokens is brown 100% {braces} quick engine we'll node.js 100% scanned over F# hand na\\u00efve that request jumps quick because regex\"}, {\"role\": \"assistant\", \"content\": \"with 100% $1,234.56 boundaries we'll so no \\\"quotes\\\" $1,234.56 Z\\u00fcrich we'll brown on exactly 1999 WON'T caf\\u00e9 every dog we'll regex before tokens before [brackets] lazy over faster once Z\\u00fcrich request lazy They'RE tokens https://example.com/a/b?c=d [brackets] don't It's with keep hand hand (parens) I'M budget {braces} faster it way is there's every dog gateway \\\"quotes\\\" it Z\\u00fcrich way the over quick tokens C++ hand mirrors It's It's (parens) F# 100% boundaries caf\\u00e9 F# we'll scanner admission\"}, {\"role\": \"user\", \"content\": \"it node.js caf\\u00e9 'single' quick C++ $1,234.56 3.14159 hand 42 $1,234.56 I'M every exactly 100% lazy the \\u6771\\u4eac tiktoken's WON'T jumps with \\u0645\\u0631\\u062d\\u0628\\u0627 I'M counting written piece and keep it regex on F# keep 3.14159 'single' dog and boundaries tokens \\\"quotes\\\" engine with hand that <tags> 3.14159 brown WON'T don't scanner keep I'M WON'T fox F# exactly 'single' piece engine and so on request and It's reservation written that boundaries is caf\\u00e9 \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 on every counting a written so jumps with scanner with quick don't jumps way \\u6771\\u4eac keep mirrors regex (parens) we'll it scanned node.js $1,234.56 reservation They'RE caf\\u00e9 node.js for while scanner it faster [brackets] gateway it scanner for mirrors na\\u00efve admission dog on\"}, {\"role\": \"assistant\", \"content\": \"that v1.2.3 written node.js I'M keep user@example.com tiktoken's tiktoken's way backtracking They'RE quick while scanned way we'll user@example.com way 1999 way caf\\u00e9 https://example.com/a/b?c=d hand faster is involved 1999 (parens) quick is (parens) on brown scanner with dog don't admission involved exactly F# They'RE is with exactly way before counting \\\"quotes\\\" backtracking once gateway faster 3.14159 [brackets] way [brackets] a keep \\ud83d\\ude42 hand (parens) counting boundaries budget I'M mirrors v1.2.3 F# once way 1999 WON'T reservation [brackets] for it scanned because 100% reservation 100% tiktoken's They'RE engine a it that so mirrors written over mirrors node.js F# \\ud83d\\ude42 brown dog it v1.2.3 user@example.com the 1999 reservation counting [brackets] budget way mirrors C++ F# and so there's so They'RE I'M scanner request request WON'T and written budget Z\\u00fcrich faster written lazy C++ brown user@example.com \\ud83d\\ude42 lazy reservation caf\\u00e9 node.js caf\\u00e9 brown\"}, {\"role\": \"user\", \"content\": \"budget budget and \\u6771\\u4eac tiktoken's tiktoken's don't that boundaries that 1999 backtracking with (parens) tiktoken's there's fox counting because exactly the every [brackets] engine Z\\u00fcrich admission way scanned boundaries \\ud83d\\ude42 user@example.com counting na\\u00efve F# fox 100% so faster 1999 because so quick engine way fox that engine lazy quick 1999 way $1,234.56 quick while body that 'single' Z\\u00fcrich They'RE na\\u00efve keep 3.14159 <tags> https://example.com/a/b?c=d the involved I'M jumps\"}, {\"role\": \"assistant\", \"content\": \"every jumps Z\\u00fcrich piece 'single' F# we'll 'single' over exactly written C++ 3.14159 with scanner exactly while user@example.com a body engine there's engine way 100% request [brackets] exactly way jumps Z\\u00fcrich budget once gateway before I'M \\\"quotes\\\" https://example.com/a/b?c=d user@example.com written admission exactly I'M {braces} \\ud83d\\ude42 They'RE with WON'T on backtracking node.js a with a lazy request <tags> na\\u00efve that scanner that once scanned quick 'single'\"}, {\"role\": \"user\", \"content\": \"v1.2.3 budget brown every [brackets] that na\\u00efve there's the and (parens) is brown They'RE F# there's every there's because the so because \\u0645\\u0631\\u062d\\u0628\\u0627 and over 3.14159 brown piece F# involved (parens) so regex while Z\\u00fcrich (parens) counting user@example.com while on $1,234.56 it v1.2.3 {braces} engine v1.2.3 while 1999 keep regex while https://example.com/a/b?c=d once engine WON'T involved \\u6771\\u4eac I'M it with for on hand \\ud83d\\ude42 v1.2.3 on a na\\u00efve regex there's na\\u00efve before v1.2.3 dog (parens) for brown 3.14159 v1.2.3 [brackets] exactly exactly no user@example.com on mirrors It's with that {braces} faster\"}, {\"role\": \"assistant\", \"content\": \"for once admission backtracking engine because once for I'M brown fox the quick quick backtracking there's lazy engine mirrors every don't caf\\u00e9 before mirrors engine 3.14159 on user@example.com with don't keep it node.js before hand regex reservation while scanner na\\u00efve body body no with F# admission Z\\u00fcrich F# WON'T no I'M \\ud83d\\ude42 way scanned $1,234.56 with a no it caf\\u00e9 lazy the dog https://example.com/a/b?c=d <tags> involved caf\\u00e9 jumps we'll scanner caf\\u00e9 42 na\\u00efve is we'll\"}, {\"role\": \"user\", \"content\": \"'single' scanner 100% we'll it a {braces} while it v1.2.3 while mirrors there's exactly caf\\u00e9 It's gateway (parens) fox every dog (parens) a written while while before hand involved admission written counting It's mirrors C++ 1999 scanned fox don't written don't reservation exactly mirrors it https://example.com/a/b?c=d there's no scanned that I'M involved $1,234.56 lazy fox scanned written I'M 100% is we'll every don't F# brown every It's keep while scanned jumps tokens 'single' hand Z\\u00fcrich request admission It's 'single' quick backtracking user@example.com request tokens budget exactly gateway jumps {braces} 'single' once tokens a Z\\u00fcrich before admission admission way jumps fox piece hand They'RE we'll exactly reservation on it written mirrors every once $1,234.56 scanner scanner Z\\u00fcrich jumps is over (parens) written piece Z\\u00fcrich $1,234.56 before request 'single' is 'single' keep\"}, {\"role\": \"assistant\", \"content\": \"scanned $1,234.56 gateway over because It's because tokens (parens) C++ admission is hand C++ <tags> brown v1.2.3 user@example.com brown \\\"quotes\\\" once backtracking lazy [brackets] with scanner dog lazy 'single' budget 1999 we'll reservation exactly on exactly the counting the [brackets] engine They'RE scanner caf\\u00e9 (parens) involved na\\u00efve on dog <tags> (parens) before don't while fox F# request once the lazy \\ud83d\\ude42 gateway user@example.com once that for 42 involved body user@example.com on regex the for lazy backtracking node.js body over involved v1.2.3 \\u6771\\u4eac regex mirrors there's involved regex faster that before request 3.14159 3.14159 that body 1999 faster for 42 'single' user@example.com request user@example.com piece scanned 1999 keep 3.14159 every fox F# scanned before jumps that <tags> admission counting They'RE that tokens I'M\"}, {\"role\": \"user\", \"content\": \"exactly quick and https://example.com/a/b?c=d a brown is dog hand regex It's tiktoken's the every with on scanner every keep scanned backtracking because budget keep fox there's so with so that on exactly counting once it exactly (parens) 3.14159 and that while fox admission 42 reservation It's the na\\u00efve 42 regex we'll piece hand so written regex faster fox backtracking that They'RE while 1999 \\u6771\\u4eac \\\"quotes\\\" request \\u6771\\u4eac They'RE and 100% the written for over way 1999 tokens https://example.com/a/b?c=d brown I'M brown brown keep while with <tags> $1,234.56 hand user@example.com {braces} [brackets] that faster na\\u00efve scanner on it caf\\u00e9 counting They'RE \\\"quotes\\\" {braces} counting there's body don't jumps budget fox reservation faster \\u0645\\u0631\\u062d\\u0628\\u0627 faster we'll with gateway [brackets] over counting It's there's \\u6771\\u4eac tokens that backtracking scanner that it so\"}, {\"role\": \"assistant\", \"content\": \"boundaries body fox counting that F# on there's caf\\u00e9 scanned jumps 42 dog hand jumps lazy \\\"quotes\\\" for WON'T is 42 on while 1999 scanner over there's engine 100% \\u0645\\u0631\\u062d\\u0628\\u0627 \\\"quotes\\\" jumps before don't [brackets] is counting involved It's I'M boundaries the (parens) with I'M engine 100% for exactly 'single' piece C++ na\\u00efve {braces} we'll every a no a \\\"quotes\\\" user@example.com body the C++ written https://example.com/a/b?c=d counting I'M a v1.2.3 dog 'single' Z\\u00fcrich keep scanner written before over lazy scanned the with keep over 'single' lazy 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 (parens) dog scanned the the dog no $1,234.56 with a so because quick Z\\u00fcrich fox v1.2.3 once faster \\ud83d\\ude42 faster <tags> boundaries it 1999 mirrors way a 3.14159 so it written \\u0645\\u0631\\u062d\\u0628\\u0627 https://example.com/a/b?c=d because the before involved Z\\u00fcrich budget while v1.2.3 scanned boundaries regex we'll backtracking\"}, {\"role\": \"user\", \"content\": \"involved $1,234.56 while jumps \\ud83d\\ude42 \\\"quotes\\\" piece hand written fox jumps v1.2.3 hand piece a jumps [brackets] brown involved Z\\u00fcrich engine that faster 'single' way faster budget <tags> F# 1999 so that tiktoken's involved regex WON'T budget mirrors mirrors F# before gateway I'M They'RE https://example.com/a/b?c=d lazy counting gateway regex boundaries \\\"quotes\\\" \\\"quotes\\\" 100% {braces} keep written 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 boundaries before written na\\u00efve 3.14159 that v1.2.3 no before request brown dog for $1,234.56 we'll node.js written mirrors scanned WON'T because we'll we'll way F# piece They'RE and while\"}, {\"role\": \"assistant\", \"content\": \"and that scanner brown They'RE we'll Z\\u00fcrich C++ the it 1999 hand F# admission \\u6771\\u4eac is mirrors so once the it admission counting is boundaries gateway <tags> that tiktoken's gateway lazy \\u6771\\u4eac na\\u00efve the we'll fox we'll is 42 that hand 3.14159 while reservation piece there's 1999 (parens) so involved we'll because involved written it caf\\u00e9 before once because https://example.com/a/b?c=d hand fox <tags> $1,234.56 admission is hand $1,234.56 boundaries for backtracking WON'T 1999 gateway the They'RE [brackets] budget na\\u00efve because that 42 They'RE C++ is don't \\ud83d\\ude42 C++ I'M $1,234.56 once 3.14159 1999 Z\\u00fcrich boundaries reservation quick exactly gateway $1,234.56 {braces}\"}, {\"role\": \"user\", \"content\": \"42 written (parens) backtracking jumps 1999 a \\\"quotes\\\" involved scanned admission They'RE gateway so backtracking 42 100% keep <tags> written It's WON'T user@example.com scanner that <tags> we'll WON'T Z\\u00fcrich don't na\\u00efve \\ud83d\\ude42 lazy mirrors (parens) before dog 'single' backtracking tokens faster 100% the body with 42 while {braces} while lazy brown I'M way exactly involved $1,234.56 'single' tokens engine counting tiktoken's $1,234.56 it user@example.com so reservation <tags> a 3.14159 dog that brown body fox mirrors quick before don't lazy gateway 100% \\u6771\\u4eac tokens the 42 dog 100% the gateway lazy because request there's $1,234.56 It's and regex 100% It's 'single' {braces} that keep involved caf\\u00e9 with {braces} They'RE faster the the $1,234.56 I'M backtracking I'M reservation 42 1999 before lazy request keep mirrors [brackets] 3.14159 42 {braces} $1,234.56 body 42 It's request 3.14159 {braces}\"}, {\"role\": \"assistant\", \"content\": \"and dog body user@example.com fox quick faster scanned the it faster $1,234.56 $1,234.56 with user@example.com over gateway fox tokens piece quick Z\\u00fcrich and counting engine no dog dog reservation on it it 100% every regex {braces} node.js mirrors before <tags> the Z\\u00fcrich v1.2.3 mirrors \\ud83d\\ude42 scanned WON'T brown there's \\u6771\\u4eac that mirrors for I'M it mirrors it node.js is \\u6771\\u4eac <tags> body \\\"quotes\\\" dog WON'T tiktoken's regex the It's <tags> the It's keep 3.14159 quick regex budget WON'T don't and counting over piece scanned C++ scanned is no \\u0645\\u0631\\u062d\\u0628\\u0627 1999 we'll it https://example.com/a/b?c=d keep https://example.com/a/b?c=d user@example.com admission backtracking once user@example.com piece request that (parens) budget written faster we'll budget scanned the user@example.com regex for WON'T piece counting\"}, {\"role\": \"user\", \"content\": \"{braces} 100% for It's the 1999 \\\"quotes\\\" scanned the 'single' quick caf\\u00e9 \\ud83d\\ude42 once once <tags> there's C++ It's we'll I'M engine no It's it na\\u00efve involved fox we'll written jumps 3.14159 dog exactly there's It's gateway tiktoken's every It's C++ WON'T we'll na\\u00efve reservation user@example.com 3.14159 every that with backtracking hand every v1.2.3 before so tiktoken's brown It's <tags> 3.14159 v1.2.3 caf\\u00e9 <tags> because \\\"quotes\\\" faster user@example.com It's before It's (parens) for I'M request written written dog \\u6771\\u4eac counting faster boundaries because tiktoken's on and gateway fox C++ admission It's {braces} v1.2.3 [brackets] 3.14159 exactly that budget that C++ (parens) so 1999 regex involved budget because scanner {braces} dog because I'M reservation exactly [brackets] reservation don't\"}, {\"role\": \"assistant\", \"content\": \"scanner They'RE \\\"quotes\\\" <tags> gateway 100% 3.14159 $1,234.56 so request 1999 C++ na\\u00efve quick faster we'll WON'T dog before engine 'single' tiktoken's node.js \\u0645\\u0631\\u062d\\u0628\\u0627 scanner it and na\\u00efve \\ud83d\\ude42 regex so once there's (parens) before 3.14159 dog [brackets] hand 100% backtracking over don't is once jumps caf\\u00e9 https://example.com/a/b?c=d so lazy that 3.14159 reservation on admission \\ud83d\\ude42 (parens) exactly budget v1.2.3 backtracking with brown request It's it with tokens (parens) scanner 1999 backtracking a fox faster v1.2.3 $1,234.56 I'M node.js the reservation piece <tags> [brackets] so \\u6771\\u4eac lazy counting the $1,234.56 I'M backtracking over 3.14159 fox fox keep the backtracking with It's [brackets] 3.14159 (parens) that They'RE so [brackets] piece [brackets] {braces} counting written boundaries mirrors budget (parens) gateway \\ud83d\\ude42 exactly hand engine WON'T 3.14159 faster WON'T fox request\"}, {\"role\": \"user\", \"content\": \"while quick \\u0645\\u0631\\u062d\\u0628\\u0627 so every 42 \\ud83d\\ude42 boundaries counting gateway that \\u0645\\u0631\\u062d\\u0628\\u0627 'single' no 100% and regex because before request and 'single' the once F# na\\u00efve $1,234.56 quick $1,234.56 reservation don't node.js scanner 42 node.js 1999 $1,234.56 https://example.com/a/b?c=d jumps lazy 'single' WON'T They'RE WON'T brown {braces} that scanner because Z\\u00fcrich written dog 3.14159 budget \\\"quotes\\\" engine 3.14159 3.14159 for before exactly tiktoken's jumps user@example.com is (parens) scanner lazy piece request brown Z\\u00fcrich node.js admission It's\"}, {\"role\": \"assistant\", \"content\": \"$1,234.56 C++ node.js because it 42 dog boundaries mirrors piece don't C++ 3.14159 https://example.com/a/b?c=d scanner there's is keep \\ud83d\\ude42 once before because backtracking over $1,234.56 <tags> <tags> [brackets] quick we'll gateway because we'll exactly once every gateway with over because 3.14159 keep every [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 the because 42 1999 no 100% backtracking 1999 \\u6771\\u4eac faster (parens) faster 42 the F# budget dog 1999 regex before\"}, {\"role\": \"user\", \"content\": \"no it \\ud83d\\ude42 mirrors https://example.com/a/b?c=d reservation C++ on budget \\u6771\\u4eac the for {braces} [brackets] and tiktoken's written 42 so body \\\"quotes\\\" involved C++ budget is written WON'T jumps It's {braces} counting reservation tokens brown piece hand before no It's gateway gateway [brackets] piece mirrors there's \\ud83d\\ude42 while a caf\\u00e9 \\u6771\\u4eac caf\\u00e9 counting counting it 3.14159 don't caf\\u00e9 so written for tiktoken's boundaries tokens 1999 fox keep quick that boundaries that no scanner Z\\u00fcrich budget it written that backtracking involved quick mirrors backtracking brown jumps the lazy They'RE and 42 backtracking 100% <tags> brown tokens gateway boundaries caf\\u00e9 reservation way https://example.com/a/b?c=d $1,234.56 100% regex \\u0645\\u0631\\u062d\\u0628\\u0627 lazy we'll \\u0645\\u0631\\u062d\\u0628\\u0627 involved jumps \\u0645\\u0631\\u062d\\u0628\\u0627 while node.js Z\\u00fcrich Z\\u00fcrich counting 100% (parens) that 100% on {braces} counting once user@example.com faster gateway \\u0645\\u0631\\u062d\\u0628\\u0627 that with\"}, {\"role\": \"assistant\", \"content\": \"faster on that boundaries on They'RE F# https://example.com/a/b?c=d that node.js quick for 100% the regex v1.2.3 <tags> don't with 42 C++ gateway is before keep is I'M the (parens) They'RE It's \\\"quotes\\\" so mirrors every backtracking tiktoken's v1.2.3 the 3.14159 They'RE scanner over no so that and WON'T that every the don't \\\"quotes\\\" 42 3.14159 node.js budget every 'single' caf\\u00e9 node.js before counting engine\"}, {\"role\": \"user\", \"content\": \"3.14159 piece tiktoken's with request regex on body [brackets] Z\\u00fcrich every gateway the that tiktoken's https://example.com/a/b?c=d no so budget node.js 1999 Z\\u00fcrich we'll They'RE keep and because piece every \\ud83d\\ude42 reservation faster written while request 3.14159 because {braces} fox WON'T written \\\"quotes\\\" (parens) over jumps mirrors body that jumps hand keep 3.14159 a the the it because so we'll gateway tiktoken's regex the scanned 1999 Z\\u00fcrich and don't and\"}, {\"role\": \"assistant\", \"content\": \"quick v1.2.3 100% node.js the na\\u00efve na\\u00efve involved once hand that \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors that request I'M tokens C++ don't na\\u00efve it mirrors there's with tokens https://example.com/a/b?c=d a there's so I'M mirrors $1,234.56 hand mirrors $1,234.56 admission C++ \\u0645\\u0631\\u062d\\u0628\\u0627 scanned user@example.com piece fox admission node.js https://example.com/a/b?c=d caf\\u00e9 It's \\ud83d\\ude42 scanned before https://example.com/a/b?c=d (parens) way https://example.com/a/b?c=d because F# I'M is the It's is reservation exactly user@example.com It's https://example.com/a/b?c=d lazy while the \\ud83d\\ude42 42 because for tiktoken's\"}, {\"role\": \"user\", \"content\": \"fox over {braces} is because caf\\u00e9 hand {braces} backtracking scanner F# engine engine user@example.com It's 42 quick jumps C++ \\\"quotes\\\" Z\\u00fcrich involved C++ na\\u00efve don't we'll admission exactly I'M a {braces} regex $1,234.56 exactly for [brackets] piece F# tokens \\\"quotes\\\" na\\u00efve dog lazy na\\u00efve there's on that with request \\u0645\\u0631\\u062d\\u0628\\u0627 quick a the gateway \\\"quotes\\\" and user@example.com 1999 (parens) over dog involved on engine over so hand over gateway Z\\u00fcrich counting keep that and $1,234.56 tokens scanned [brackets] reservation Z\\u00fcrich it node.js\"}, {\"role\": \"assistant\", \"content\": \"while on because fox \\u6771\\u4eac mirrors quick lazy I'M F# while a the because {braces} \\\"quotes\\\" once mirrors 100% a that on before body over request tokens we'll jumps that for 1999 mirrors hand lazy we'll over dog \\\"quotes\\\" because over <tags> way scanned that brown gateway over brown Z\\u00fcrich don't \\ud83d\\ude42 involved mirrors that once v1.2.3 \\ud83d\\ude42 v1.2.3 counting (parens) quick 'single' $1,234.56 scanner https://example.com/a/b?c=d no It's boundaries tokens hand caf\\u00e9 request body scanned 42 a counting with engine there's v1.2.3 fox gateway hand so counting scanned Z\\u00fcrich written https://example.com/a/b?c=d that {braces} v1.2.3 involved there's hand it there's is the exactly \\u0645\\u0631\\u062d\\u0628\\u0627 that scanner\"}, {\"role\": \"user\", \"content\": \"\\u0645\\u0631\\u062d\\u0628\\u0627 piece way scanned we'll hand written jumps fox https://example.com/a/b?c=d lazy $1,234.56 Z\\u00fcrich na\\u00efve WON'T scanner brown \\\"quotes\\\" mirrors It's caf\\u00e9 I'M \\\"quotes\\\" while admission fox engine brown tokens hand over while no scanner 3.14159 reservation budget \\\"quotes\\\" 100% hand while the It's faster tokens hand admission no and F# because \\u6771\\u4eac It's 'single' body that tiktoken's reservation tiktoken's is They'RE every (parens) Z\\u00fcrich scanner request the that F# caf\\u00e9 it They'RE way because\"}, {\"role\": \"assistant\", \"content\": \"brown \\\"quotes\\\" and don't regex [brackets] before on a that is every don't mirrors (parens) over lazy with F# on mirrors boundaries body jumps dog the It's \\u0645\\u0631\\u062d\\u0628\\u0627 so way before jumps WON'T request lazy v1.2.3 caf\\u00e9 it https://example.com/a/b?c=d $1,234.56 tiktoken's and {braces} admission \\u0645\\u0631\\u062d\\u0628\\u0627 fox on jumps jumps faster node.js user@example.com user@example.com so https://example.com/a/b?c=d counting It's \\\"quotes\\\" admission scanner on that while I'M piece written node.js way dog dog 100% before with \\u6771\\u4eac node.js hand mirrors involved 1999 a mirrors\"}, {\"role\": \"user\", \"content\": \"hand tiktoken's [brackets] 42 before 'single' F# F# for 'single' with body way every gateway {braces} brown keep scanner I'M the tiktoken's https://example.com/a/b?c=d for dog 100% tokens body counting over v1.2.3 https://example.com/a/b?c=d no 1999 They'RE {braces} tokens exactly scanner a for \\u0645\\u0631\\u062d\\u0628\\u0627 node.js way $1,234.56 gateway backtracking the brown a tiktoken's dog na\\u00efve I'M tokens for node.js boundaries a It's it C++ that tokens way C++\"}, {\"role\": \"assistant\", \"content\": \"a a counting don't WON'T no tokens quick we'll engine that written \\u0645\\u0631\\u062d\\u0628\\u0627 so 'single' every I'M Z\\u00fcrich there's v1.2.3 lazy there's caf\\u00e9 that scanned keep is fox 1999 100% tokens (parens) jumps 1999 v1.2.3 3.14159 WON'T {braces} for dog [brackets] the involved brown fox [brackets] (parens) They'RE (parens) gateway 1999 before a is scanned keep piece don't I'M exactly na\\u00efve we'll don't that 42 every gateway (parens) the na\\u00efve with Z\\u00fcrich backtracking lazy 100% is node.js faster while quick 42 engine tokens with \\u0645\\u0631\\u062d\\u0628\\u0627 C++ scanner\"}, {\"role\": \"user\", \"content\": \"that hand every exactly \\u6771\\u4eac $1,234.56 tokens {braces} body we'll engine quick once \\u6771\\u4eac on F# v1.2.3 \\u0645\\u0631\\u062d\\u0628\\u0627 I'M over over scanner tiktoken's tokens na\\u00efve that piece tiktoken's once and scanned scanned request with it jumps counting {braces} scanner 100% WON'T scanned exactly is piece 'single' request \\u6771\\u4eac regex for quick written 'single' every F# we'll way na\\u00efve and we'll tokens v1.2.3 regex piece v1.2.3 scanned is with counting with dog <tags> gateway admission 100% lazy because that \\ud83d\\ude42 3.14159 F# way hand exactly $1,234.56 while user@example.com It's jumps faster reservation It's don't it mirrors scanned $1,234.56 it while keep $1,234.56 fox $1,234.56 backtracking involved admission 3.14159 mirrors while with on over mirrors C++ for there's fox budget <tags> a keep\"}, {\"role\": \"assistant\", \"content\": \"100% scanner <tags> user@example.com backtracking every na\\u00efve quick hand jumps body tokens for v1.2.3 exactly \\u0645\\u0631\\u062d\\u0628\\u0627 that \\\"quotes\\\" \\ud83d\\ude42 gateway no caf\\u00e9 that written https://example.com/a/b?c=d the engine piece They'RE budget https://example.com/a/b?c=d involved the https://example.com/a/b?c=d the for involved once exactly every written exactly while 3.14159 user@example.com backtracking request fox is engine way budget counting 1999 piece so 3.14159 tokens F# involved brown a \\u6771\\u4eac scanned keep v1.2.3 <tags> for tiktoken's 1999 They'RE and on backtracking counting boundaries na\\u00efve regex\"}, {\"role\": \"user\", \"content\": \"fox is regex https://example.com/a/b?c=d is node.js mirrors user@example.com 100% involved request piece with \\u6771\\u4eac admission the on quick way \\u6771\\u4eac backtracking keep tiktoken's because F# lazy 100% <tags> <tags> WON'T tiktoken's Z\\u00fcrich involved quick reservation [brackets] written don't {braces} na\\u00efve caf\\u00e9 a $1,234.56 {braces} regex hand 100% 100% so reservation is there's engine \\u0645\\u0631\\u062d\\u0628\\u0627 is 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 backtracking v1.2.3 we'll so quick is before\"}, {\"role\": \"assistant\", \"content\": \"[brackets] request lazy C++ 100% scanned F# a because budget They'RE 1999 that is so \\u0645\\u0631\\u062d\\u0628\\u0627 I'M hand involved 3.14159 admission node.js faster once admission tiktoken's jumps is hand quick tokens mirrors lazy It's 42 fox gateway because request once $1,234.56 mirrors <tags> there's so backtracking a over engine we'll \\ud83d\\ude42 body engine fox {braces} {braces} counting hand we'll (parens) that 'single' \\\"quotes\\\" lazy budget na\\u00efve lazy WON'T <tags> body v1.2.3 the (parens) <tags>\"}, {\"role\": \"user\", \"content\": \"for before quick v1.2.3 scanner tokens faster is hand gateway lazy backtracking C++ budget \\u6771\\u4eac brown (parens) They'RE \\u6771\\u4eac It's \\ud83d\\ude42 3.14159 tokens na\\u00efve backtracking (parens) don't WON'T request WON'T that \\u6771\\u4eac piece v1.2.3 mirrors engine the over mirrors na\\u00efve gateway Z\\u00fcrich C++ written 3.14159 dog involved written \\\"quotes\\\" keep \\\"quotes\\\" They'RE fox written 'single' for backtracking gateway written 1999 the a for F# we'll F# brown faster once engine https://example.com/a/b?c=d it quick piece {braces} \\u0645\\u0631\\u062d\\u0628\\u0627 mirrors [brackets] boundaries $1,234.56 {braces} request keep piece involved <tags> body quick once for for They'RE that involved scanned on for 100% mirrors involved budget 3.14159 They'RE faster with \\u6771\\u4eac backtracking reservation the 1999 for \\u0645\\u0631\\u062d\\u0628\\u0627 \\u0645\\u0631\\u062d\\u0628\\u0627 42 \\ud83d\\ude42 keep no caf\\u00e9 engine\"}, {\"role\": \"assistant\", \"content\": \"that tokens dog exactly piece Z\\u00fcrich quick the request 100% every it user@example.com that https://example.com/a/b?c=d way the reservation 1999 <tags> F# while a that They'RE backtracking It's Z\\u00fcrich admission budget C++ They'RE we'll keep counting \\ud83d\\ude42 \\\"quotes\\\" that \\ud83d\\ude42 lazy the engine They'RE \\u6771\\u4eac quick involved while no jumps the https://example.com/a/b?c=d is that 3.14159 100% 42 the no while tiktoken's over while written I'M backtracking node.js tokens F# $1,234.56 caf\\u00e9 it while keep (parens) boundaries admission so over no that fox involved F# brown na\\u00efve $1,234.56 reservation lazy body mirrors every $1,234.56 v1.2.3 that scanned user@example.com <tags> before quick body with [brackets] brown tiktoken's v1.2.3 fox budget \\\"quotes\\\" 42 every tokens budget don't counting counting no tiktoken's request C++ It's I'M and \\\"quotes\\\" tiktoken's every (parens) user@example.com the the we'll no I'M boundaries F# over on over tokens\"}, {\"role\": \"user\", \"content\": \"tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 It's counting piece <tags> $1,234.56 42 once counting there's faster [brackets] 100% piece counting quick \\ud83d\\ude42 caf\\u00e9 exactly written node.js is way on lazy counting it 42 scanned lazy <tags> It's v1.2.3 dog dog and because tiktoken's lazy \\ud83d\\ude42 don't involved and once 3.14159 1999 reservation boundaries caf\\u00e9 written written reservation we'll regex {braces} it the https://example.com/a/b?c=d lazy a once body na\\u00efve 1999 tiktoken's caf\\u00e9 caf\\u00e9 for body WON'T \\ud83d\\ude42 no because regex lazy 3.14159 with dog request scanned and involved involved scanned keep that fox https://example.com/a/b?c=d on we'll we'll budget boundaries exactly exactly admission lazy backtracking that F# while fox 1999 boundaries request \\u6771\\u4eac mirrors brown brown 100% Z\\u00fcrich {braces} They'RE 3.14159 v1.2.3 there's v1.2.3 once 1999 faster and WON'T there's we'll on written C++ v1.2.3\"}, {\"role\": \"assistant\", \"content\": \"user@example.com \\u6771\\u4eac because before so keep written for WON'T the They'RE is hand \\ud83d\\ude42 tiktoken's on <tags> 42 F# we'll written body user@example.com \\u6771\\u4eac 1999 admission with reservation 42 and that before 3.14159 piece request exactly 1999 for node.js gateway 100% no hand hand it and admission body scanner https://example.com/a/b?c=d involved user@example.com dog boundaries on while 42 body written don't once keep that node.js on reservation \\u0645\\u0631\\u062d\\u0628\\u0627 lazy \\\"quotes\\\" They'RE that with regex while Z\\u00fcrich na\\u00efve that lazy caf\\u00e9 don't jumps before {braces} don't for https://example.com/a/b?c=d keep user@example.com once lazy because counting brown written that 'single' F# \\u6771\\u4eac regex tiktoken's admission I'M a that It's exactly while with so hand don't we'll on\"}, {\"role\": \"user\", \"content\": \"{braces} (parens) fox on over tiktoken's budget lazy for \\\"quotes\\\" 100% so because 100% boundaries Z\\u00fcrich gateway boundaries don't jumps faster don't F# the \\\"quotes\\\" {braces} tokens backtracking They'RE regex every tokens the \\\"quotes\\\" once user@example.com {braces} <tags> every \\\"quotes\\\" counting budget It's gateway there's exactly regex is node.js request for <tags> F# piece so don't quick 'single' is user@example.com once I'M because user@example.com before user@example.com it v1.2.3 piece a lazy scanned 100% lazy counting dog and we'll we'll for tiktoken's exactly no fox once 1999 \\u6771\\u4eac we'll every the because regex $1,234.56 100% scanner so \\u6771\\u4eac \\u0645\\u0631\\u062d\\u0628\\u0627 v1.2.3 on while that na\\u00efve body brown way 3.14159 scanner scanner on They'RE don't over because the 42 involved node.js that a They'RE caf\\u00e9 for \\ud83d\\ude42 user@example.com user@example.com I'M so faster\"}, {\"role\": \"assistant\", \"content\": \"a don't It's gateway fox for \\u6771\\u4eac exactly that exactly I'M piece https://example.com/a/b?c=d \\ud83d\\ude42 faster so once jumps reservation piece boundaries v1.2.3 scanned a while that user@example.com [brackets] keep no there's brown the 1999 backtracking They'RE brown node.js v1.2.3 tiktoken's with is v1.2.3 that hand so I'M and engine boundaries C++ user@example.com tokens keep na\\u00efve {braces} gateway because backtracking [brackets] gateway don't we'll for we'll 100% boundaries counting 3.14159 is the F# it fox node.js for is tiktoken's no backtracking engine and 'single' and involved before fox tokens It's https://example.com/a/b?c=d mirrors written boundaries (parens) reservation the tiktoken's (parens) fox hand body (parens) (parens) it is It's and way because {braces} dog tiktoken's the counting while \\ud83d\\ude42 42 scanned over the\"}, {\"role\": \"user\", \"content\": \"it brown brown tokens backtracking jumps over boundaries with quick counting faster gateway {braces} \\u6771\\u4eac 42 mirrors \\ud83d\\ude42 <tags> engine hand \\u6771\\u4eac reservation v1.2.3 quick no no that involved over the scanner faster every mirrors for admission I'M we'll and scanned node.js tokens brown budget 42 written gateway lazy 3.14159 engine it we'll it 3.14159 $1,234.56 the that it (parens) over <tags> \\u0645\\u0631\\u062d\\u0628\\u0627 node.js for that {braces} \\\"quotes\\\" way before that no quick tokens and scanner the WON'T boundaries dog C++ boundaries while F# once backtracking 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 a while counting node.js Z\\u00fcrich engine fox faster it F# 1999 gateway written It's 'single' na\\u00efve there's 3.14159 na\\u00efve Z\\u00fcrich brown 3.14159 \\u6771\\u4eac user@example.com WON'T exactly Z\\u00fcrich \\u0645\\u0631\\u062d\\u0628\\u0627 node.js 100% gateway regex while user@example.com and no quick lazy with\"}, {\"role\": \"assistant\", \"content\": \"1999 100% dog so for mirrors tiktoken's backtracking on that fox I'M every for involved involved \\\"quotes\\\" 100% so while 42 and it for F# node.js that gateway backtracking $1,234.56 fox boundaries on budget backtracking mirrors body Z\\u00fcrich for on 42 hand 1999 counting way body brown with scanned 42 [brackets] a jumps I'M written there's no They'RE faster backtracking I'M the don't once admission scanner 'single' \\ud83d\\ude42 way on\"}, {\"role\": \"user\", \"content\": \"every regex \\ud83d\\ude42 3.14159 we'll fox it tiktoken's Z\\u00fcrich \\\"quotes\\\" user@example.com na\\u00efve quick \\u0645\\u0631\\u062d\\u0628\\u0627 fox fox it C++ fox \\u0645\\u0631\\u062d\\u0628\\u0627 body gateway 3.14159 100% fox there's keep They'RE so reservation it lazy with lazy gateway request keep scanned hand every fox budget for quick $1,234.56 piece piece faster hand we'll 42 user@example.com written 1999 \\u6771\\u4eac every na\\u00efve request It's involved caf\\u00e9 [brackets] faster scanned keep 42 It's \\u6771\\u4eac every way is 3.14159 written mirrors brown WON'T once WON'T exactly the <tags> They'RE there's scanner because [brackets] gateway v1.2.3 fox tiktoken's 'single' Z\\u00fcrich {braces} jumps caf\\u00e9 I'M https://example.com/a/b?c=d C++ boundaries \\\"quotes\\\" with <tags> written we'll quick a with the every way involved scanned so scanner request scanner $1,234.56 exactly the caf\\u00e9 so there's is lazy that jumps user@example.com so with don't faster 1999 request admission They'RE while boundaries reservation\"}, {\"role\": \"assistant\", \"content\": \"jumps no that dog \\u0645\\u0631\\u062d\\u0628\\u0627 the lazy request user@example.com dog with lazy Z\\u00fcrich and tokens \\u6771\\u4eac boundaries engine keep boundaries 'single' so C++ \\ud83d\\ude42 gateway \\ud83d\\ude42 mirrors F# on {braces} once the before body user@example.com boundaries na\\u00efve <tags> <tags> and keep counting \\\"quotes\\\" while hand request body tiktoken's request we'll so I'M \\\"quotes\\\" on {braces} https://example.com/a/b?c=d They'RE is regex don't dog They'RE (parens) once caf\\u00e9 involved written faster keep before scanner while They'RE boundaries admission once gateway reservation every caf\\u00e9 dog tokens regex 'single' 3.14159 there's counting that tokens dog https://example.com/a/b?c=d piece F# before engine scanner exactly \\\"quotes\\\" don't while\"}, {\"role\": \"user\", \"content\": \"WON'T node.js v1.2.3 involved mirrors on brown keep every tiktoken's F# 100% 'single' They'RE \\u0645\\u0631\\u062d\\u0628\\u0627 na\\u00efve don't 3.14159 \\\"quotes\\\" there's <tags> once I'M $1,234.56 dog tokens that the Z\\u00fcrich \\\"quotes\\\" exactly C++ 3.14159 (parens) v1.2.3 no It's no keep user@example.com 42 Z\\u00fcrich a over written tiktoken's keep tiktoken's written with no WON'T $1,234.56 scanner keep keep that fox regex admission every [brackets] WON'T \\u6771\\u4eac 42 engine (parens) C++ we'll tokens a it while [brackets] counting involved the \\u0645\\u0631\\u062d\\u0628\\u0627 lazy 'single' WON'T 3.14159 1999 $1,234.56 regex that 3.14159 because caf\\u00e9 mirrors \\\"quotes\\\" counting 3.14159 with exactly admission every They'RE because 100% body piece na\\u00efve regex counting I'M that admission lazy \\ud83d\\ude42 scanner quick fox we'll brown admission C++\"}, {\"role\": \"assistant\", \"content\": \"\\ud83d\\ude42 <tags> the that \\u6771\\u4eac exactly while engine counting \\ud83d\\ude42 42 admission admission <tags> once caf\\u00e9 for tokens v1.2.3 jumps piece piece scanner caf\\u00e9 is \\\"quotes\\\" boundaries so jumps hand so while exactly involved written lazy (parens) quick F# with 1999 C++ jumps Z\\u00fcrich faster because quick the scanned C++ because because F# for no there's keep caf\\u00e9 jumps while is tokens quick lazy C++ boundaries <tags> 'single' exactly once tiktoken's node.js Z\\u00fcrich https://example.com/a/b?c=d before exactly {braces} boundaries written no caf\\u00e9 100% dog regex WON'T counting dog jumps F# for tokens no budget scanner that {braces} user@example.com C++ scanned \\u6771\\u4eac \\u0645\\u0631\\u062d\\u0628\\u0627 for every way and 'single' mirrors\"}, {\"role\": \"user\", \"content\": \"gateway because tokens jumps \\u6771\\u4eac exactly 3.14159 I'M 'single' It's WON'T body 42 and way is tiktoken's dog that admission on (parens) \\u6771\\u4eac C++ node.js over boundaries <tags> piece piece backtracking node.js dog hand on there's C++ 'single' so mirrors (parens) that (parens) the 1999 scanner hand node.js keep (parens) {braces} every [brackets] user@example.com that They'RE over tokens is with every so is quick request piece so reservation 42 brown on \\u6771\\u4eac fox They'RE $1,234.56 They'RE na\\u00efve boundaries jumps 42 quick exactly \\u0645\\u0631\\u062d\\u0628\\u0627 the 3.14159 over na\\u00efve is reservation mirrors it tokens no \\u6771\\u4eac on \\u6771\\u4eac mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 dog for engine before before node.js $1,234.56 100% every no 100% a budget backtracking jumps there's faster there's boundaries tokens every tiktoken's way F# $1,234.56 that every exactly <tags> piece\"}, {\"role\": \"assistant\", \"content\": \"over 3.14159 body 100% admission is F# tiktoken's user@example.com once with \\u0645\\u0631\\u062d\\u0628\\u0627 no with quick \\\"quotes\\\" the and $1,234.56 with faster exactly is involved keep exactly before 'single' there's <tags> body regex for involved counting https://example.com/a/b?c=d every over user@example.com C++ there's there's They'RE <tags> <tags> I'M scanned https://example.com/a/b?c=d scanned hand \\ud83d\\ude42 every counting don't fox 'single' WON'T na\\u00efve 100% gateway 'single' I'M no once involved node.js 1999 every admission caf\\u00e9 regex with regex written mirrors $1,234.56 tokens while backtracking we'll on it dog na\\u00efve that I'M every [brackets] a tokens I'M engine \\u0645\\u0631\\u062d\\u0628\\u0627 F# body don't request admission mirrors WON'T keep Z\\u00fcrich engine $1,234.56 request $1,234.56\"}, {\"role\": \"user\", \"content\": \"It's way body mirrors involved written 100% WON'T [brackets] no boundaries piece brown and while over before is there's we'll jumps scanned so \\ud83d\\ude42 backtracking keep don't dog and 42 that \\u0645\\u0631\\u062d\\u0628\\u0627 over and before and \\u6771\\u4eac on for (parens) https://example.com/a/b?c=d the request user@example.com I'M \\u0645\\u0631\\u062d\\u0628\\u0627 [brackets] 3.14159 so Z\\u00fcrich \\u0645\\u0631\\u062d\\u0628\\u0627 involved the hand once there's caf\\u00e9 jumps is body gateway v1.2.3 budget They'RE that it I'M 'single' gateway scanner that brown brown They'RE {braces} caf\\u00e9 hand admission budget scanner $1,234.56 mirrors hand 1999 scanned 3.14159 a It's\"}, {\"role\": \"assistant\", \"content\": \"regex Z\\u00fcrich https://example.com/a/b?c=d lazy engine keep regex admission with before body \\\"quotes\\\" boundaries once tiktoken's gateway 'single' and the way I'M $1,234.56 backtracking the engine dog Z\\u00fcrich 3.14159 Z\\u00fcrich user@example.com fox that keep while over once {braces} \\ud83d\\ude42 admission tokens regex tokens budget no I'M that on caf\\u00e9 faster I'M dog 'single' dog we'll with quick no because tiktoken's that counting tiktoken's we'll involved node.js involved with C++ body (parens) dog over before v1.2.3 100% na\\u00efve while request F# every jumps gateway over a that for it body exactly Z\\u00fcrich \\u6771\\u4eac a mirrors caf\\u00e9 I'M that Z\\u00fcrich brown that https://example.com/a/b?c=d no 'single' boundaries \\u0645\\u0631\\u062d\\u0628\\u0627 we'll They'RE exactly request once lazy It's 3.14159 before \\\"quotes\\\" \\u6771\\u4eac scanned scanned It's jumps C++ They'RE C++ and\"}, {\"role\": \"user\", \"content\": \"the fox They'RE budget faster with brown 3.14159 because backtracking \\ud83d\\ude42 that because reservation the so {braces} is WON'T request 3.14159 100% over a \\u0645\\u0631\\u062d\\u0628\\u0627 brown while admission because there's and once tokens [brackets] is no with a over there's over written scanned don't exactly I'M gateway is boundaries it tokens faster exactly tokens 42 lazy node.js https://example.com/a/b?c=d is engine with\"}, {\"role\": \"assistant\", \"content\": \"3.14159 I'M gateway scanner tokens C++ node.js 1999 engine for <tags> jumps user@example.com It's request (parens) <tags> so [brackets] \\ud83d\\ude42 that it admission 3.14159 budget WON'T caf\\u00e9 that involved budget v1.2.3 [brackets] node.js They'RE mirrors \\u0645\\u0631\\u062d\\u0628\\u0627 request with v1.2.3 WON'T we'll admission brown don't 1999 \\u6771\\u4eac \\u6771\\u4eac F# for the scanner is 'single' is it piece tokens body body Z\\u00fcrich tiktoken's we'll involved \\u6771\\u4eac on no tokens on {braces} It's mirrors I'M [brackets] \\u0645\\u0631\\u062d\\u0628\\u0627 lazy Z\\u00fcrich a while caf\\u00e9 involved request $1,234.56 tiktoken's once lazy\"}, {\"role\": \"user\", \"content\": \"3.14159 lazy piece fox on lazy v1.2.3 dog while piece 'single' involved written 100% jumps hand scanner v1.2.3 don't 'single' scanned with piece don't They'RE piece (parens) for with F# scanned don't no backtracking written 100% 100% lazy backtracking involved user@example.com scanner way we'll 42 'single' reservation 'single' lazy the written don't 'single' every and before reservation so it Z\\u00fcrich before a node.js before F# involved jumps counting involved that scanned regex so that user@example.com it with \\u0645\\u0631\\u062d\\u0628\\u0627 involved admission caf\\u00e9 the reservation [brackets] over mirrors that hand {braces} \\u0645\\u0631\\u062d\\u0628\\u0627 don't that we'll [brackets] hand faster I'M regex boundaries piece keep reservation WON'T hand backtracking counting piece $1,234.56 \\\"quotes\\\" Z\\u00fcrich tokens jumps it body before don't scanner {braces} body <tags> It's 42 caf\\u00e9 $1,234.56 scanner tokens\"}, {\"role\": \"assistant\", \"content\": \"v1.2.3 engine involved faster involved keep with $1,234.56 while piece F# Z\\u00fcrich 100% tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 is budget that tiktoken's admission scanned node.js 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 that on on body dog with regex admission 3.14159 piece na\\u00efve so 'single' mirrors boundaries boundaries keep on no while \\u0645\\u0631\\u062d\\u0628\\u0627 reservation the <tags> node.js F# 42 piece reservation It's tiktoken's reservation $1,234.56 hand tiktoken's that I'M it \\ud83d\\ude42 (parens) counting Z\\u00fcrich is [brackets] https://example.com/a/b?c=d reservation boundaries lazy (parens) that with over Z\\u00fcrich don't counting\"}, {\"role\": \"user\", \"content\": \"body dog backtracking that <tags> we'll don't \\u0645\\u0631\\u062d\\u0628\\u0627 user@example.com keep quick before scanned caf\\u00e9 It's body quick na\\u00efve 100% before quick jumps \\\"quotes\\\" once regex 42 I'M \\ud83d\\ude42 and keep a faster brown caf\\u00e9 regex \\\"quotes\\\" we'll engine exactly so 42 written They'RE every caf\\u00e9 the the once na\\u00efve piece no hand that boundaries scanned before there's there's reservation https://example.com/a/b?c=d admission I'M v1.2.3 dog They'RE dog scanned engine It's user@example.com no reservation \\u0645\\u0631\\u062d\\u0628\\u0627 regex scanned Z\\u00fcrich is it a and \\\"quotes\\\" involved exactly exactly way hand jumps \\ud83d\\ude42 reservation quick tokens mirrors over user@example.com boundaries 3.14159 I'M node.js piece F# https://example.com/a/b?c=d before tiktoken's I'M piece brown is na\\u00efve and {braces} WON'T It's don't it is {braces} on so so \\u6771\\u4eac it it user@example.com brown \\\"quotes\\\" I'M 100% scanned C++ body tokens \\u6771\\u4eac [brackets]\"}, {\"role\": \"assistant\", \"content\": \"mirrors F# $1,234.56 for dog (parens) keep that [brackets] (parens) 3.14159 v1.2.3 WON'T is don't the a It's https://example.com/a/b?c=d faster 'single' it user@example.com is dog dog counting so $1,234.56 v1.2.3 boundaries every on regex backtracking before quick brown quick C++ quick v1.2.3 scanner written \\ud83d\\ude42 user@example.com before is 42 3.14159 on engine dog dog once request https://example.com/a/b?c=d lazy on caf\\u00e9 faster don't before is exactly written brown C++ piece a 3.14159 no WON'T faster it https://example.com/a/b?c=d and boundaries \\ud83d\\ude42 reservation that engine we'll fox while the dog v1.2.3 because boundaries scanned <tags> It's \\u6771\\u4eac \\\"quotes\\\" scanned that so is tiktoken's scanned {braces} gateway exactly regex quick over is fox It's we'll {braces} faster\"}, {\"role\": \"user\", \"content\": \"$1,234.56 scanned node.js budget with na\\u00efve \\\"quotes\\\" hand because admission before F# [brackets] C++ v1.2.3 backtracking with 'single' hand on the for backtracking (parens) lazy is 1999 faster is [brackets] over v1.2.3 don't there's C++ na\\u00efve quick scanned lazy engine I'M scanned gateway They'RE gateway before there's scanned is v1.2.3 reservation once gateway (parens) It's so 'single' regex it It's brown counting 3.14159 lazy tokens engine <tags> backtracking with \\\"quotes\\\" there's [brackets] caf\\u00e9 reservation for scanned there's lazy mirrors WON'T (parens) so user@example.com It's It's {braces} {braces} 3.14159 42 that budget boundaries once no faster F# it WON'T admission because it that involved and every way C++ on jumps user@example.com request for engine keep engine regex It's node.js\"}, {\"role\": \"assistant\", \"content\": \"v1.2.3 brown piece counting backtracking no for budget C++ boundaries I'M tiktoken's tiktoken's {braces} jumps dog \\u6771\\u4eac while brown it with {braces} that counting tokens na\\u00efve because 100% na\\u00efve that I'M $1,234.56 with backtracking with keep reservation brown F# with v1.2.3 exactly jumps that exactly {braces} 1999 tokens $1,234.56 backtracking tokens once exactly \\u6771\\u4eac It's jumps user@example.com boundaries 'single' backtracking scanner scanned node.js 42 mirrors no backtracking caf\\u00e9 3.14159 {braces} It's WON'T dog I'M way that\"}, {\"role\": \"user\", \"content\": \"dog mirrors budget Z\\u00fcrich don't while request is a 1999 that jumps 3.14159 body caf\\u00e9 <tags> don't mirrors \\ud83d\\ude42 because Z\\u00fcrich way na\\u00efve tokens dog \\u0645\\u0631\\u062d\\u0628\\u0627 with reservation 100% with there's reservation request with 1999 scanned is faster that keep $1,234.56 I'M budget request because is counting the that and 3.14159 user@example.com scanner request WON'T [brackets] lazy \\ud83d\\ude42 because {braces} with on scanned the there's Z\\u00fcrich mirrors while jumps 'single' \\u6771\\u4eac keep so https://example.com/a/b?c=d mirrors don't $1,234.56 no there's engine (parens) mirrors regex scanned quick \\u6771\\u4eac They'RE WON'T (parens) $1,234.56 node.js \\ud83d\\ude42 don't counting They'RE (parens) because WON'T over request hand It's before a body quick brown <tags> caf\\u00e9 caf\\u00e9 $1,234.56 there's brown involved I'M we'll 42 lazy (parens) \\u0645\\u0631\\u062d\\u0628\\u0627 the involved quick over engine caf\\u00e9 v1.2.3 [brackets] reservation a F# counting we'll involved tiktoken's brown\"}, {\"role\": \"assistant\", \"content\": \"I'M backtracking no faster exactly 'single' the before on boundaries because with \\u0645\\u0631\\u062d\\u0628\\u0627 because that the every the involved na\\u00efve It's a jumps it it fox written WON'T and we'll reservation piece tiktoken's fox $1,234.56 v1.2.3 counting hand tokens budget jumps counting v1.2.3 budget budget that and \\u0645\\u0631\\u062d\\u0628\\u0627 dog every 100% that dog brown \\ud83d\\ude42 admission tiktoken's I'M is user@example.com admission while <tags> gateway because v1.2.3 for we'll and {braces} request reservation fox exactly no tokens jumps body because before faster once {braces} tokens hand https://example.com/a/b?c=d once jumps 3.14159 budget so C++ exactly lazy once tiktoken's 100% because on 1999 1999 tokens every \\ud83d\\ude42 body\"}, {\"role\": \"user\", \"content\": \"v1.2.3 \\u0645\\u0631\\u062d\\u0628\\u0627 They'RE we'll way fox scanner jumps node.js the user@example.com C++ regex scanned lazy exactly while v1.2.3 hand scanner piece there's involved 42 \\u6771\\u4eac 3.14159 C++ fox the hand reservation before <tags> 3.14159 gateway body the jumps na\\u00efve with regex the \\\"quotes\\\" the \\\"quotes\\\" scanned so dog no lazy \\\"quotes\\\" It's scanned \\ud83d\\ude42 mirrors <tags> regex body fox faster because engine that dog tiktoken's gateway 42 tiktoken's on body keep \\\"quotes\\\" They'RE is and written $1,234.56 every engine request caf\\u00e9 hand Z\\u00fcrich v1.2.3 mirrors the way piece the 1999 (parens) 42 $1,234.56 engine <tags> regex https://example.com/a/b?c=d F# 42 body 100% is caf\\u00e9 Z\\u00fcrich user@example.com with [brackets] mirrors keep over <tags> exactly C++ reservation it budget Z\\u00fcrich caf\\u00e9 fox way budget caf\\u00e9 budget boundaries (parens) fox 100% boundaries mirrors\"}, {\"role\": \"assistant\", \"content\": \"[brackets] over because a every boundaries keep tiktoken's the hand 42 backtracking written jumps hand before there's a with don't <tags> body [brackets] https://example.com/a/b?c=d request request reservation and 42 admission scanned node.js engine piece 100% reservation I'M https://example.com/a/b?c=d admission no involved F# fox [brackets] regex so They'RE 1999 budget admission no I'M node.js exactly scanner so tiktoken's node.js written \\\"quotes\\\" every brown body regex na\\u00efve that backtracking for 1999 brown brown <tags> while v1.2.3 <tags> $1,234.56 written hand node.js every scanner Z\\u00fcrich way [brackets] no is It's {braces} \\u6771\\u4eac regex dog user@example.com request for <tags> $1,234.56 quick node.js $1,234.56 the engine on <tags> admission that written https://example.com/a/b?c=d boundaries a It's once body budget exactly every the before 'single' F# because {braces} once fox no because involved once quick that 42 no reservation there's there's\"}, {\"role\": \"user\", \"content\": \"They'RE 3.14159 42 scanned mirrors jumps reservation we'll caf\\u00e9 counting mirrors {braces} quick a fox written no scanner body https://example.com/a/b?c=d 3.14159 \\\"quotes\\\" scanner mirrors no on with no budget WON'T \\ud83d\\ude42 over brown piece jumps It's counting hand https://example.com/a/b?c=d lazy involved 'single' (parens) with scanned \\u6771\\u4eac engine no request {braces} jumps with {braces} admission for It's keep \\u6771\\u4eac don't gateway because admission don't there's https://example.com/a/b?c=d for v1.2.3 Z\\u00fcrich [brackets] piece because no the engine mirrors 3.14159 42 1999 no scanner the don't mirrors node.js\"}, {\"role\": \"assistant\", \"content\": \"before while [brackets] involved involved https://example.com/a/b?c=d It's hand on keep way we'll quick every exactly <tags> They'RE mirrors way before the reservation 1999 body 'single' and quick WON'T C++ {braces} over caf\\u00e9 and brown 42 counting hand user@example.com that so (parens) hand hand hand a hand engine every that counting tiktoken's admission WON'T counting dog on https://example.com/a/b?c=d tiktoken's $1,234.56 https://example.com/a/b?c=d scanner gateway while lazy C++ na\\u00efve 3.14159 don't {braces} faster over body because is gateway backtracking\"}, {\"role\": \"user\", \"content\": \"we'll that once tokens before lazy Z\\u00fcrich no Z\\u00fcrich the scanned \\\"quotes\\\" way is we'll jumps [brackets] involved \\ud83d\\ude42 v1.2.3 <tags> while WON'T written F# there's (parens) admission way I'M node.js \\ud83d\\ude42 written budget (parens) {braces} 1999 mirrors so engine \\u0645\\u0631\\u062d\\u0628\\u0627 because 'single' WON'T {braces} body reservation caf\\u00e9 so mirrors once over fox on regex quick dog exactly WON'T every a <tags> I'M regex \\u0645\\u0631\\u062d\\u0628\\u0627 don't na\\u00efve way backtracking admission over budget (parens) exactly 3.14159 we'll jumps there's v1.2.3 for counting reservation budget exactly counting while Z\\u00fcrich is $1,234.56 don't mirrors 3.14159 we'll user@example.com {braces} so so [brackets] tokens the scanned user@example.com na\\u00efve that involved don't the there's fox 42 there's budget before scanned It's boundaries tokens piece It's \\u0645\\u0631\\u062d\\u0628\\u0627 for counting written <tags> boundaries {braces} jumps $1,234.56 over lazy F# written on\"}, {\"role\": \"assistant\", \"content\": \"on F# mirrors hand \\ud83d\\ude42 exactly Z\\u00fcrich every admission with hand $1,234.56 scanned hand \\u0645\\u0631\\u062d\\u0628\\u0627 node.js that counting piece is there's don't fox node.js for so admission quick faster every that that jumps because tiktoken's over caf\\u00e9 <tags> F# once [brackets] F# lazy I'M \\\"quotes\\\" caf\\u00e9 over a no that before v1.2.3 piece {braces} because quick \\u6771\\u4eac once tokens while https://example.com/a/b?c=d na\\u00efve every lazy WON'T don't F#\"}, {\"role\": \"user\", \"content\": \"a a 'single' \\u6771\\u4eac (parens) counting F# with quick the (parens) tiktoken's \\u0645\\u0631\\u062d\\u0628\\u0627 I'M quick because counting backtracking https://example.com/a/b?c=d written 'single' \\u0645\\u0631\\u062d\\u0628\\u0627 caf\\u00e9 caf\\u00e9 dog counting It's and keep caf\\u00e9 tiktoken's budget budget piece piece over piece tiktoken's scanned before over request brown that involved quick reservation the that scanner tiktoken's hand 42 'single' keep exactly it 100% on engine engine budget (parens) the regex written node.js \\u0645\\u0631\\u062d\\u0628\\u0627 user@example.com (parens) faster \\ud83d\\ude42 jumps 100% WON'T https://example.com/a/b?c=d a reservation there's so Z\\u00fcrich https://example.com/a/b?c=d every with It's Z\\u00fcrich tiktoken's\"}, {\"role\": \"assistant\", \"content\": \"don't a a faster 42 that 'single' backtracking before that over engine it hand don't it jumps budget 'single' $1,234.56 piece there's the with \\ud83d\\ude42 42 boundaries It's no that reservation backtracking dog https://example.com/a/b?c=d tokens don't piece on body once the once jumps while \\u6771\\u4eac fox $1,234.56 \\u0645\\u0631\\u062d\\u0628\\u0627 3.14159 we'll every hand v1.2.3 They'RE that a user@example.com https://example.com/a/b?c=d for budget quick hand 100% They'RE caf\\u00e9 while budget is request way They'RE tiktoken's once piece with They'RE gateway scanner hand engine C++ piece a exactly [brackets] we'll before for 42 \\u6771\\u4eac and reservation dog request \\u6771\\u4eac once Z\\u00fcrich v1.2.3 3.14159 \\u6771\\u4eac faster lazy regex user@example.com gateway tokens involved fox They'RE before that (parens) and C++ mirrors node.js once user@example.com over before 'single' there's 100% that faster the don't written scanner admission dog user@example.com\"}, {\"role\": \"user\", \"content\": \"na\\u00efve budget keep request C++ \\ud83d\\ude42 \\\"quotes\\\" involved that Z\\u00fcrich that https://example.com/a/b?c=d with before we'll user@example.com backtracking before while 'single' budget 100% fox They'RE keep {braces} mirrors quick Z\\u00fcrich before caf\\u00e9 way jumps na\\u00efve that hand [brackets] for and <tags> It's na\\u00efve Z\\u00fcrich it faster 'single' boundaries with scanned fox faster I'M engine na\\u00efve written node.js na\\u00efve a It's 42 $1,234.56 backtracking body scanner 1999 3.14159 quick scanned scanned tokens 'single' (parens) every 42 quick engine that tokens because admission node.js request backtracking https://example.com/a/b?c=d They'RE counting for we'll body is piece C++ \\ud83d\\ude42 we'll na\\u00efve 3.14159 3.14159 the \\\"quotes\\\" v1.2.3 that the [brackets] $1,234.56 scanner <tags> \\ud83d\\ude42 user@example.com v1.2.3 'single' v1.2.3 lazy don't request \\u6771\\u4eac scanned dog They'RE admission [brackets] there's piece It's involved so F#\"}, {\"role\": \"assistant\", \"content\": \"body once mirrors dog there's because that is quick reservation fox because with C++ every tokens node.js 100% 3.14159 no WON'T 1999 counting a no 100% every don't the boundaries engine 42 WON'T budget lazy 42 caf\\u00e9 budget scanner keep hand tiktoken's WON'T because the body regex because there's node.js written involved <tags> lazy counting exactly so with once 'single' dog because it before tokens once we'll 42 keep WON'T dog quick na\\u00efve it keep 42 quick\"}, {\"role\": \"user\", \"content\": \"node.js the backtracking scanner while \\u0645\\u0631\\u062d\\u0628\\u0627 while we'll Z\\u00fcrich It's C++ piece \\u0645\\u0631\\u062d\\u0628\\u0627 na\\u00efve counting over {braces} over admission <tags> it because and there's a <tags> mirrors tokens while keep body exactly WON'T written F# we'll I'M don't for request before with mirrors scanner boundaries (parens) counting that hand so on piece (parens) that before gateway boundaries request 'single' boundaries mirrors written a exactly C++ quick engine involved [brackets] for jumps gateway tiktoken's written piece so 100% engine v1.2.3 3.14159 It's 'single' \\u6771\\u4eac 1999 na\\u00efve is the\"}, {\"role\": \"assistant\", \"content\": \"so mirrors over the lazy and 3.14159 for brown <tags> dog engine \\\"quotes\\\" dog engine C++ It's F# user@example.com reservation piece that for caf\\u00e9 body gateway involved is body involved dog tokens involved reservation user@example.com (parens) [brackets] v1.2.3 caf\\u00e9 https://example.com/a/b?c=d quick written hand because lazy 42 42 3.14159 gateway keep I'M lazy counting It's caf\\u00e9 regex a scanned there's there's\"}, {\"role\": \"user\", \"content\": \"node.js lazy faster gateway budget we'll once \\u0645\\u0631\\u062d\\u0628\\u0627 admission tiktoken's that na\\u00efve boundaries budget user@example.com that Z\\u00fcrich gateway user@example.com way it 3.14159 {braces} for before that They'RE brown so for written counting body that 'single' na\\u00efve lazy there's body tokens <tags> it engine 3.14159 so mirrors written 3.14159 dog on counting request They'RE we'll admission na\\u00efve reservation jumps $1,234.56 a for every tiktoken's before caf\\u00e9\"}, {\"role\": \"assistant\", \"content\": \"piece the quick 1999 reservation way na\\u00efve F# every v1.2.3 (parens) Z\\u00fcrich counting once na\\u00efve Z\\u00fcrich admission \\u6771\\u4eac exactly [brackets] there's we'll budget we'll 1999 budget lazy \\\"quotes\\\" {braces} counting tokens boundaries keep tiktoken's dog piece mirrors keep exactly over caf\\u00e9 admission C++ quick F# lazy \\ud83d\\ude42 before keep jumps It's the involved so admission the C++ node.js tokens mirrors WON'T reservation once no\"}, {\"role\": \"user\", \"content\": \"Summarise the conversation so far in three sentences.\"}]}", "input_tokens": 50422}
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/o200k/texts.jsonl b/litellm-rust/crates/token-counter/tests/fixtures/o200k/texts.jsonl
new file mode 100644
index 00000000000..9d78131a456
--- /dev/null
+++ b/litellm-rust/crates/token-counter/tests/fixtures/o200k/texts.jsonl
@@ -0,0 +1,4053 @@
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Hello, how are you today?", "tokens": 7, "pieces": ["Hello", ",", " how", " are", " you", " today", "?"]}
+{"text": "I'm sure they're right, we'll see. WE'LL SEE, I'M SURE THEY'RE RIGHT, IT'S HERS AND IT'D BE 'D", "tokens": 32, "pieces": ["I'm", " sure", " they're", " right", ",", " we'll", " see", ".", " WE'LL", " SEE", ",", " I'M", " SURE", " THEY'RE", " RIGHT", ",", " IT'S", " HERS", " AND", " IT'D", " BE", " '", "D"]}
+{"text": "don't Don'T DON'T won'T i've I'VE i'Ve you'RE 'S 'T 'M 'D 'LL 'VE 'RE 'ſ 'x", "tokens": 33, "pieces": ["don't", " Don'T", " DON'T", " won'T", " i've", " I'VE", " i'Ve", " you'RE", " '", "S", " '", "T", " '", "M", " '", "D", " '", "LL", " '", "VE", " '", "RE", " '", "ſ", " '", "x"]}
+{"text": "1234567890 123 12 1 0000000 ٣٤٥٦٧٨ ३४५६ 1,234,567.89 2026-09-11T18:00:00Z", "tokens": 48, "pieces": ["123", "456", "789", "0", " ", "123", " ", "12", " ", "1", " ", "000", "000", "0", " ", "٣٤٥", "٦٧٨", " ", "३४५", "६", " ", "1", ",", "234", ",", "567", ".", "89", " ", "202", "6", "-", "09", "-", "11", "T", "18", ":", "00", ":", "00", "Z"]}
+{"text": "$abc %def &ghi @jkl _mno #pqr ~stu ^vwx |yz \\a /b :c ;d ?e !f (g )h [i ]j {k }l <m >n =o +p *q", "tokens": 56, "pieces": ["$abc", " %", "def", " &", "ghi", " @", "jkl", " _", "mno", " #", "pqr", " ~", "stu", " ^", "vwx", " |", "yz", " \\", "a", " /", "b", " :", "c", " ;", "d", " ?", "e", " !", "f", " (", "g", " )", "h", " [", "i", " ]", "j", " {", "k", " }", "l", " <", "m", " >", "n", " =", "o", " +", "p", " *", "q"]}
+{"text": "foo   bar  baz \t qux\t\tquux \n\nline\r\nline\r\n\r\n   \n\t\r\n  x  ", "tokens": 22, "pieces": ["foo", "  ", " bar", " ", " baz", " \t", " qux", "\t", "\tquux", " \n\n", "line", "\r\n", "line", "\r\n\r\n   \n\t\r\n", " ", " x", "  "]}
+{"text": "trailing spaces   ", "tokens": 4, "pieces": ["trailing", " spaces", "   "]}
+{"text": "trailing tabs\t\t", "tokens": 4, "pieces": ["trailing", " tabs", "\t\t"]}
+{"text": "trailing newline\n", "tokens": 4, "pieces": ["trailing", " newline", "\n"]}
+{"text": "\n\n\n", "tokens": 1, "pieces": ["\n\n\n"]}
+{"text": "\r\n\r\n\r\n", "tokens": 1, "pieces": ["\r\n\r\n\r\n"]}
+{"text": "   ", "tokens": 1, "pieces": ["   "]}
+{"text": "😀😃😄 👍🏽 🇺🇸 👨‍👩‍👧‍👦 ✈️ ❤️‍🔥 ٭ ※ ⌘ ⏎", "tokens": 38, "pieces": ["😀😃😄", " 👍🏽", " 🇺🇸", " 👨‍👩‍👧‍👦", " ✈️", " ❤️‍🔥", " ٭", " ※", " ⌘", " ⏎"]}
+{"text": "漢字かな交じり文、東京都千代田区。日本語のテキストです。中文测试。한국어 텍스트", "tokens": 30, "pieces": ["漢字かな交じり文", "、東京都千代田区", "。日本語のテキストです", "。中文测试", "。한국어", " 텍스트"]}
+{"text": "مرحبا بالعالم، هذا نص عربي مع أرقام ١٢٣٤٥٦٧ و علامات ترقيم!", "tokens": 24, "pieces": ["مرحبا", " بالعالم", "،", " هذا", " نص", " عربي", " مع", " أرقام", " ", "١٢٣", "٤٥٦", "٧", " و", " علامات", " ترقيم", "!"]}
+{"text": "Zürich, façade, naïve, Ærøskøbing, Ελληνικά, Русский текст, עברית, हिन्दी, ไทย", "tokens": 29, "pieces": ["Zürich", ",", " façade", ",", " naïve", ",", " Ærøskøbing", ",", " Ελληνικά", ",", " Русский", " текст", ",", " עברית", ",", " हिन्दी", ",", " ไทย"]}
+{"text": "é å ḍ̇ ́́ combining̈ markś!", "tokens": 16, "pieces": ["é", " å", " ḍ̇", " ́́", " combining̈", " markś", "!"]}
+{"text": "ΣΊΣΥΦΟΣ Džungla İstanbul file flow Ａｂｃ ㍿ ㋿ ꟲ 𐞁", "tokens": 40, "pieces": ["ΣΊΣΥΦΟΣ", " Džungla", " İstanbul", " file", " flow", " Ａｂｃ", " ㍿", " ㋿", " ꟲ", " 𐞁"]}
+{"text": "<|endoftext|> <|fim_prefix|>code<|fim_middle|>more<|fim_suffix|> <|endofprompt|> <|im_start|>", "tokens": 40, "pieces": ["<|", "endoftext", "|>", " <|", "fim", "_prefix", "|>", "code", "<|", "fim", "_middle", "|>", "more", "<|", "fim", "_suffix", "|>", " <|", "endofprompt", "|>", " <|", "im", "_start", "|>"]}
+{"text": "<EOT> <META_START> <s> </s> [INST] [/INST] <<SYS>>", "tokens": 22, "pieces": ["<EOT", ">", " <", "META", "_START", ">", " <", "s", ">", " </", "s", ">", " [", "INST", "]", " [/", "INST", "]", " <<", "SYS", ">>"]}
+{"text": "def f(x):\n    return {'a': x ** 2, \"b\": [1, 2, 3]}  # comment\n\nprint(f(10))\n", "tokens": 35, "pieces": ["def", " f", "(x", "):\n", "   ", " return", " {'", "a", "':", " x", " **", " ", "2", ",", " \"", "b", "\":", " [", "1", ",", " ", "2", ",", " ", "3", "]}", " ", " #", " comment", "\n\n", "print", "(f", "(", "10", "))\n"]}
+{"text": "{\"model\":\"gpt-4\",\"messages\":[{\"role\":\"user\",\"content\":\"hi\\n\"}],\"temperature\":0.7}", "tokens": 27, "pieces": ["{\"", "model", "\":\"", "gpt", "-", "4", "\",\"", "messages", "\":[{\"", "role", "\":\"", "user", "\",\"", "content", "\":\"", "hi", "\\n", "\"}],\"", "temperature", "\":", "0", ".", "7", "}"]}
+{"text": "https://example.com/path?query=1&other=two#fragment user@example.com 192.168.0.1", "tokens": 26, "pieces": ["https", "://", "example", ".com", "/path", "?query", "=", "1", "&other", "=two", "#fragment", " user", "@example", ".com", " ", "192", ".", "168", ".", "0", ".", "1"]}
+{"text": "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", "tokens": 375, "pieces": ["aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa"]}
+{"text": "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        ", "tokens": 24, "pieces": ["                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        "]}
+{"text": "........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................", "tokens": 48, "pieces": ["........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................"]}
+{"text": "abababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababab", "tokens": 750, "pieces": ["abababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababababab"]}
+{"text": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n", "tokens": 188, "pieces": ["\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n"]}
+{"text": "000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000", "tokens": 1000, "pieces": ["000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000", "000"]}
+{"text": "!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!", "tokens": 188, "pieces": ["!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!"]}
+{"text": "😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀", "tokens": 1000, "pieces": ["😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀😀"]}
+{"text": "漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢", "tokens": 1000, "pieces": ["漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢漢"]}
+{"text": " abc ! 
x 　y ​z ‍‍ q", "tokens": 15, "pieces": [" abc", " ", "!", " ", "
x", " ", "　y", " ​", "z", " ‍‍", " q"]}
+{"text": "x…y \u000b\f z", "tokens": 8, "pieces": ["x", "…y", " \u000b\f", " z"]}
+{"text": "\u0000\u0001\u0002  �", "tokens": 6, "pieces": ["\u0000\u0001\u0002", " ", " �"]}
+{"text": "tab\tseparated\tvalues\n1\t2\t3\n", "tokens": 11, "pieces": ["tab", "\tseparated", "\tvalues", "\n", "1", "\t", "2", "\t", "3", "\n"]}
+{"text": "MiXeD cAsE wOrDs AND ACRONYMS like NASA, HTTP/2, gRPC, iOS, macOS", "tokens": 29, "pieces": ["Mi", "Xe", "D", " c", "As", "E", " w", "Or", "Ds", " AND", " ACRONYMS", " like", " NASA", ",", " HTTP", "/", "2", ",", " g", "RPC", ",", " i", "OS", ",", " mac", "OS"]}
+{"text": "snake_case_identifier camelCaseIdentifier PascalCaseIdentifier SCREAMING_SNAKE_CASE kebab-case", "tokens": 19, "pieces": ["snake", "_case", "_identifier", " camel", "Case", "Identifier", " Pascal", "Case", "Identifier", " SCREAMING", "_SNAKE", "_CASE", " kebab", "-case"]}
+{"text": "x'sy x'ty x'rey x'vey x'my x'lly x'dy x'S x'T x'RE x'VE x'M x'LL x'D x'sS x'llL", "tokens": 44, "pieces": ["x's", "y", " x't", "y", " x're", "y", " x've", "y", " x'm", "y", " x'll", "y", " x'd", "y", " x'S", " x'T", " x'RE", " x'VE", " x'M", " x'LL", " x'D", " x's", "S", " x'll", "L"]}
+{"text": "IT'SOK it'Dbe x'Sy x'Ty x'My x'Dy x'LLy x'VEy x'REy x'Ly x'Vy x'Ry 'Sx'Tx'Mx'LLx'VEx'REx'Dx", "tokens": 57, "pieces": ["IT'S", "OK", " it'D", "be", " x'S", "y", " x'T", "y", " x'M", "y", " x'D", "y", " x'LL", "y", " x'VE", "y", " x'RE", "y", " x", "'Ly", " x", "'Vy", " x", "'Ry", " '", "Sx'T", "x'M", "x'LL", "x'VE", "x'RE", "x'D", "x"]}
+{"text": "'s't're've'm'll'd 'S'T'RE'VE'M'LL'D ''s '''s", "tokens": 22, "pieces": ["'s't", "'re've", "'m'll", "'d", " '", "S'T", "'RE'VE", "'M'LL", "'D", " ''", "s", " '''", "s"]}
+{"text": "9'9 9's a'9 '9 ' 's' ' 's", "tokens": 18, "pieces": ["9", "'", "9", " ", "9", "'s", " a", "'", "9", " '", "9", " '", " '", "s", "'", " '", " '", "s"]}
+{"text": "١٢٣٤ ½⅓¼ ⅣⅤ 𝟘𝟙𝟚𝟛𝟜𝟝𝟞𝟟𝟠𝟡 ①②③", "tokens": 48, "pieces": ["١٢٣", "٤", " ", "½⅓¼", " ", "ⅣⅤ", " ", "𝟘𝟙𝟚", "𝟛𝟜𝟝", "𝟞𝟟𝟠", "𝟡", " ", "①②③"]}
+{"text": "camelCase PascalCase ABCdef ABCdeF ABC aB Ab ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyzABC", "tokens": 21, "pieces": ["camel", "Case", " Pascal", "Case", " ABCdef", " ABCde", "F", " ABC", " a", "B", " Ab", " ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz", "ABC"]}
+{"text": "日本ABC ABC日本 日本語abc abc日本語 漢字Kanji kanji漢字 KANJI漢字kanji مرحباABC ABCمرحبا abcمرحبا", "tokens": 35, "pieces": ["日本", "ABC", " ABC日本", " 日本語abc", " abc日本語", " 漢字Kanji", " kanji漢字", " KANJI漢字kanji", " مرحبا", "ABC", " ABCمرحبا", " abcمرحبا"]}
+{"text": "́ABC ́abc ́́A Á́ ÉA aÉ !!́a  ́A ẍY Ẍy", "tokens": 31, "pieces": ["́", "ABC", " ́abc", " ́́", "A", " Á́", " É", "A", " a", "É", " !!́", "a", " ", " ́", "A", " ẍ", "Y", " Ẍy"]}
+{"text": "ᵃbc ᵃBC Aᵃbc Aᵃ ᵃ' ᵃ's Džungla aDžB ADžB ADžb DžDž Ljx İi ΣΊΣΥΦΟΣσ ΣσΣ", "tokens": 67, "pieces": ["ᵃbc", " ᵃ", "BC", " Aᵃbc", " Aᵃ", " ᵃ", "'", " ᵃ's", " Džungla", " a", "DžB", " ADžB", " ADžb", " DžDž", " Ljx", " İi", " ΣΊΣΥΦΟΣσ", " Σσ", "Σ"]}
+{"text": "don'tx ABC's abc'S abc'ſ ABC'ſx IT'SOK it'Dbe 'sabc x's 's 'Sx'Tx x’s X'LLx X'Ll", "tokens": 40, "pieces": ["don't", "x", " ABC's", " abc'S", " abc'ſ", " ABC'ſ", "x", " IT'S", "OK", " it'D", "be", " '", "sabc", " x's", " '", "s", " '", "Sx'T", "x", " x", "’s", " X'LL", "x", " X'Ll"]}
+{"text": "!ABC !AbC !!abc #camelCase (ABCdef)  ABC abc Abc \tABC\tabc", "tokens": 27, "pieces": ["!ABC", " !", "Ab", "C", " !!", "abc", " #", "camel", "Case", " (", "ABCdef", ")", " ", " ABC", " abc", " Abc", " ", "\tABC", "\tabc"]}
+{"text": "!!/\n/x a/b !!\n/x  /x  // path/to/file.rs http://x.y/z?a=b/c \\/\\/ //\r\n//\n", "tokens": 29, "pieces": ["!!/\n/", "x", " a", "/b", " !!\n/", "x", " ", " /", "x", " ", " //", " path", "/to", "/file", ".rs", " http", "://", "x", ".y", "/z", "?a", "=b", "/c", " \\/\\/", " //\r\n//\n"]}
+{"text": "x \n x \r\n \r\n y x \n  a  b   \n\n  c x\t\ty x\t\t end   \n \n", "tokens": 23, "pieces": ["x", " \n", " x", " \r\n \r\n", " y", " x", " \n", " ", " a", " ", " b", "   \n\n", " ", " c", " x", "\t", "\ty", " x", "\t\t", " end", "   \n \n"]}
+{"text": "12345 6 1abc abc1 ABC123abc 123ABC ١٢٣٤٥abc", "tokens": 22, "pieces": ["123", "45", " ", "6", " ", "1", "abc", " abc", "1", " ABC", "123", "abc", " ", "123", "ABC", " ", "١٢٣", "٤٥", "abc"]}
+{"text": "Ⅳ٣٤٥٦<|endoftext|>9
Dž#$%", "tokens": 19, "pieces": ["Ⅳ٣٤", "٥٦", "<|", "endoftext", "|>", "9", "
Dž", "#$%"]}
+{"text": "́!!ſİ'D​a'll 字0'MZſⅣ ḍ̇éfi㍿𐞁<|endoftext|>'reＡ'S#$%", "tokens": 40, "pieces": ["́", "!!", "ſ", "İ'D", "​a'll", " 字", "0", "'MZſ", "Ⅳ", " ḍ̇éfi", "㍿𐞁", "<|", "endoftext", "|>'", "re", "Ａ'S", "#$%"]}
+{"text": "ع字'T\r\ń½sꟲ㋿'VE<EOT>'S<😀🏽!!12345678 <EOT>٣٤٥٦Džſḍ̇\réEOT­'ſ<|endoftext|><|fim_prefix|>ś
\tm", "tokens": 65, "pieces": ["ع字'T", "\r\n", "́", "½", "sꟲ", "㋿'", "VE", "<EOT", ">'", "S", "<😀🏽!!", "123", "456", "78", " <", "EOT", ">", "٣٤٥", "٦", "Džſḍ̇", "\r", "é", "EOT", "­'", "ſ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "ś", "
", "\tm"]}
+{"text": "9<EOT>'Re\r\n'ſ　  'T'Re   \né#$%<½!!٣٤٥٦'ſ<<META_START>\"عßZt\u000bDž'T<|fim_prefix|>ſ㋿\"éſ", "tokens": 51, "pieces": ["9", "<EOT", ">'", "Re", "\r\n", "'ſ", "　 ", " '", "T'Re", "   \n", "é", "#$%<", "½", "!!", "٣٤٥", "٦", "'ſ", "<<", "META", "_START", ">\"", "عß", "Zt", "\u000bDž'T", "<|", "fim", "_prefix", "|>", "ſ", "㋿\"", "éſ"]}
+{"text": "<|endoftext|>12345678<META_START>#$%tعⅣ'T0'D<|endoftext|>é'M-<EOT>'ſ'sß12345678ꟲ0(>\r\n'MZ'Sa'M", "tokens": 55, "pieces": ["<|", "endoftext", "|>", "123", "456", "78", "<META", "_START", ">#$%", "tع", "Ⅳ", "'T", "0", "'D", "<|", "endoftext", "|>", "é'M", "-<", "EOT", ">'", "ſ's", "ß", "123", "456", "78", "ꟲ", "0", "(>\r\n", "'MZ'S", "a'M"]}
+{"text": "   \n'll\"‍  d   \nß㍿\u000baⅣ😀🏽́ſ\n   \n
'Reİ\tDž٣٤٥٦ع'llEOT.\nݽ٣٤٥٦>å\u000b<|fim_prefix|>\"𐞁", "tokens": 55, "pieces": ["   \n", "'ll", "\"‍", " ", " d", "   \n", "ß", "㍿", "\u000ba", "Ⅳ", "😀🏽́", "ſ", "\n   \n", "
", "'Re", "İ", "\tDž", "٣٤٥", "٦", "ع'll", "EOT", ".\n", "İ", "½٣٤", "٥٦", ">å", "\u000b", "<|", "fim", "_prefix", "|>\"", "𐞁"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "å'remfi㍿s", "tokens": 9, "pieces": ["å're", "mfi", "㍿s"]}
+{"text": "<|endoftext|>", "tokens": 7, "pieces": ["<|", "endoftext", "|>"]}
+{"text": "🙂३'M🙂  12345678'VÉ,\u000bİ<|fim_prefix|> <META_START>Ａ'TDž　's!!<t\"!d   \nm'M('ſ", "tokens": 42, "pieces": ["🙂", "३", "'M", "🙂", " ", " ", "123", "456", "78", "'VÉ", ",", "\u000bİ", "<|", "fim", "_prefix", "|>", " ", "<META", "_START", ">Ａ'T", "Dž", "　", "'s", "!!<", "t", "\"!", "d", "   \n", "m'M", "('", "ſ"]}
+{"text": "\t", "tokens": 1, "pieces": ["\t"]}
+{"text": "…<|fim_prefix|>\n.-åß<EOT>\r\n\r\nEOT'llå½-fi!é'VE12345678EOT字'VE!🙂<|fim_prefix|>'ſ'D  \r\r漢0…", "tokens": 52, "pieces": ["…", "<|", "fim", "_prefix", "|>\n", ".-", "åß", "<EOT", ">\r\n\r\n", "EOT'll", "å", "½", "-fi", "!é'VE", "123", "456", "78", "EOT字'VE", "!🙂<|", "fim", "_prefix", "|>'", "ſ'D", "  \r\r", "漢", "0", "…"]}
+{"text": "a'S'T👍🏽>   \n-s㍿.㍿#$%́\r\n\r\n", "tokens": 20, "pieces": ["a'S", "'T", "👍🏽>", "   \n", "-s", "㍿.㍿#$%́\r\n\r\n"]}
+{"text": " 漢#$%­…­ع­ß#$%\t0é", "tokens": 17, "pieces": [" 漢", "#$%­", "…", "­ع", "­ß", "#$%", "\t", "0", "é"]}
+{"text": "<META_START>,9'㍿-", "tokens": 10, "pieces": ["<META", "_START", ">,", "9", "'㍿-"]}
+{"text": "٣٤٥٦Ⅳ漢İ'sع", "tokens": 10, "pieces": ["٣٤٥", "٦Ⅳ", "漢", "İ's", "ع"]}
+{"text": ".éé'sZ>éEOTZ'0​e½  0#$%́fiⅣ", "tokens": 24, "pieces": [".éé's", "Z", ">é", "EOTZ", "'", "0", "​e", "½", " ", " ", "0", "#$%́", "fi", "Ⅳ"]}
+{"text": "t<Ⅳ…Dž'VE<EOT>  ꟲ٣٤٥٦éåع㍿'<META_START>s字👍🏽ع  ३EOTⅣ😀🏽e   \nＡ\"", "tokens": 51, "pieces": ["t", "<", "Ⅳ", "…Dž'VE", "<EOT", ">", " ", " ꟲ", "٣٤٥", "٦", "éåع", "㍿'<", "META", "_START", ">s字", "👍🏽", "ع", " ", " ", "३", "EOT", "Ⅳ", "😀🏽", "e", "   \n", "Ａ", "\""]}
+{"text": "' .    t\t<|fim_prefix|>㍿Dž३s<EOT>😀🏽\t㍿EOTå𐞁​EOT
\t-   \ns   \n#$%ḍ̇é\r\n　ee漢", "tokens": 55, "pieces": ["'", " .", "   ", " t", "\t", "<|", "fim", "_prefix", "|>㍿", "Dž", "३", "s", "<EOT", ">😀🏽", "\t", "㍿EOTå𐞁", "​EOT", "
", "\t", "-", "   \n", "s", "   \n", "#$%", "ḍ̇é", "\r\n", "　ee漢"]}
+{"text": "'ſEOTéⅣ\nİ'S!!!t<|endoftext|>éＡ<|fim_prefix|>Ⅳ'Z‍'Re'
<|endoftext|>\u000b<㋿　#$%漢Ａ\"ꟲ㍿'T'T", "tokens": 65, "pieces": ["'ſ", "EOTé", "Ⅳ", "\n", "İ'S", "!!!", "t", "<|", "endoftext", "|>", "é", "Ａ", "<|", "fim", "_prefix", "|>", "Ⅳ", "'Z", "‍'", "Re", "'", "
", "<|", "endoftext", "|>", "\u000b", "<㋿", "　", "#$%", "漢", "Ａ", "\"ꟲ", "㍿'", "T'T"]}
+{"text": "'Re😀🏽½(.>\u000bſa㍿<|fim_prefix|>>t!'ll३ꟲ   \né\n0e\r\n\r\n…😀🏽½́dḍ̇𐞁\r\n\r\n<|fim_prefix|>.<|endoftext|>9", "tokens": 63, "pieces": ["'Re", "😀🏽", "½", "(.>", "\u000bſa", "㍿<|", "fim", "_prefix", "|>>", "t", "!'", "ll", "३", "ꟲ", "   \n", "é", "\n", "0", "e", "\r\n\r\n", "…", "😀🏽", "½", "́dḍ̇𐞁", "\r\n\r\n", "<|", "fim", "_prefix", "|>.<|", "endoftext", "|>", "9"]}
+{"text": "\r\nå👍🏽!!é", "tokens": 9, "pieces": ["\r\n", "å", "👍🏽!!", "é"]}
+{"text": "dİ(.عع   \n字㍿\nå(Z'ſ<EOT>㍿\r\n\r\n,<|fim_prefix|>", "tokens": 29, "pieces": ["d", "İ", "(.", "عع", "   \n", "字", "㍿\n", "å", "(Z'ſ", "<EOT", ">㍿\r\n\r\n", ",<|", "fim", "_prefix", "|>"]}
+{"text": "!", "tokens": 1, "pieces": ["!"]}
+{"text": "   \n\r\n.s <|endoftext|>aꟲ'sꟲ३…\r\n\r\n\u000bDž‍\t9🙂ſ", "tokens": 30, "pieces": ["   \n\r\n", ".s", " <|", "endoftext", "|>", "aꟲ's", "ꟲ", "३", "…\r\n\r\n", "\u000bDž", "‍", "\t", "9", "🙂ſ"]}
+{"text": "'re𐞁é३  fi", "tokens": 10, "pieces": ["'re𐞁é", "३", " ", " fi"]}
+{"text": "12345678  #$%<|fim_prefix|>‍㍿'T😀🏽fi'll's'S12345678½é
,🙂<META_START>٣٤٥٦#$%👍🏽🙂12345678<Ⅳ!\"'VE
", "tokens": 59, "pieces": ["123", "456", "78", " ", " #$%<|", "fim", "_prefix", "|>‍㍿'", "T", "😀🏽", "fi'll", "'s'S", "123", "456", "78½", "é", "
", ",🙂<", "META", "_START", ">", "٣٤٥", "٦", "#$%👍🏽🙂", "123", "456", "78", "<", "Ⅳ", "!\"'", "VE", "
"]}
+{"text": "fi>İ𐞁…\u000b'D­\t<META_START>ß👍🏽  Ⅳß'Dé\r\n   \nß　👍🏽", "tokens": 36, "pieces": ["fi", ">İ𐞁", "…", "\u000b", "'D", "­", "\t", "<META", "_START", ">ß", "👍🏽", " ", " ", "Ⅳ", "ß'D", "é", "\r\n   \n", "ß", "　", "👍🏽"]}
+{"text": "#$%  ßع́'T<<e", "tokens": 10, "pieces": ["#$%", " ", " ßع́'T", "<<", "e"]}
+{"text": "👍🏽>Ａ012345678   \n<|fim_prefix|> <EOT>㍿👍🏽'<!Zß#$%é\t👍🏽😀🏽EOT'Re'ſＡZt
  ß🙂e 'T<|endoftext|>", "tokens": 62, "pieces": ["👍🏽>", "Ａ", "012", "345", "678", "   \n", "<|", "fim", "_prefix", "|>", " ", "<EOT", ">㍿👍🏽'<!", "Zß", "#$%", "é", "\t", "👍🏽😀🏽", "EOT'Re", "'ſ", "ＡZt", "
 ", " ß", "🙂e", " ", "'T", "<|", "endoftext", "|>"]}
+{"text": "ꟲ'll#$%(\r\n\r\nZ0\u000b👍🏽
'VE ,½'ll­EOT", "tokens": 23, "pieces": ["ꟲ'll", "#$%(\r\n\r\n", "Z", "0", "\u000b", "👍🏽", "
", "'VE", " ", ",", "½", "'ll", "­EOT"]}
+{"text": "İ#$%\n9sßEOTd-!!<|endoftext|>　'ReＡＡfiⅣ'ſéſ🙂étſ\ne'ſ㋿é'VE\"ꟲ漢", "tokens": 47, "pieces": ["İ", "#$%\n", "9", "sß", "EOTd", "-!!<|", "endoftext", "|>", "　", "'Re", "ＡＡfi", "Ⅳ", "'ſéſ", "🙂étſ", "\n", "e'ſ", "㋿é'VE", "\"ꟲ漢"]}
+{"text": "<३…😀🏽m>'s<|endoftext|>\r\n\r\n३'ſ'S<|endoftext|><|fim_prefix|>Dž🙂ſⅣＡ㋿-'re#$%!é\r<|fim_prefix|>å9…s'VE", "tokens": 63, "pieces": ["<", "३", "…", "😀🏽", "m", ">'", "s", "<|", "endoftext", "|>\r\n\r\n", "३", "'ſ'S", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "Dž", "🙂ſ", "Ⅳ", "Ａ", "㋿-'", "re", "#$%!", "é", "\r", "<|", "fim", "_prefix", "|>", "å", "9", "…s'VE"]}
+{"text": " <EOT><|endoftext|>\r\t<|endoftext|>…ßſ\n#$%🙂㋿ḍ̇\r\n\r\n", "tokens": 34, "pieces": [" ", "<EOT", "><|", "endoftext", "|>\r", "\t", "<|", "endoftext", "|>", "…ßſ", "\n", "#$%🙂㋿", "ḍ̇", "\r\n\r\n"]}
+{"text": "   \n(\u000b!!\u000b\r\n\t́'t漢३!\nß   \n㍿\t'T,-m-\u000b>ſ   \ns३
<|endoftext|>㋿   \n'S'VE>\u000b🙂\r\n", "tokens": 47, "pieces": ["   \n", "(", "\u000b", "!!", "\u000b\r\n", "\t́'t", "漢", "३", "!\n", "ß", "   \n", "㍿", "\t", "'T", ",-", "m", "-", "\u000b", ">ſ", "   \n", "s", "३", "
", "<|", "endoftext", "|>㋿", "   \n", "'S'VE", ">", "\u000b", "🙂\r\n"]}
+{"text": "d'Rea'0㍿İé👍🏽s.٣٤٥٦('S<EOT><META_START>\",​
12345678…ꟲ.\r\n\r\n<EOT><EOT>'T㋿ ½'D", "tokens": 51, "pieces": ["d'Re", "a", "'", "0", "㍿İé", "👍🏽", "s", ".", "٣٤٥", "٦", "('", "S", "<EOT", "><", "META", "_START", ">\",​", "
", "123", "456", "78", "…ꟲ", ".\r\n\r\n", "<EOT", "><", "EOT", ">'", "T", "㋿", " ", "½", "'D"]}
+{"text": "'ſ'S…\" 'll㍿. ! <META_START>(<EOT>s!!\r\nß字㋿ḍ̇Z'ſ<|fim_prefix|>'Tß㍿ſ\n9\r\n#$%
㍿'T", "tokens": 58, "pieces": ["'ſ'S", "…", "\"", " '", "ll", "㍿.", " !", " ", "<META", "_START", ">(<", "EOT", ">s", "!!\r\n", "ß字", "㋿ḍ̇", "Z'ſ", "<|", "fim", "_prefix", "|>'", "Tß", "㍿ſ", "\n", "9", "\r\n", "#$%", "
", "㍿'", "T"]}
+{"text": "İm#$%🙂é'll'VE'VEfi   \n\r\r0漢عt'llİd's\r'M­9", "tokens": 26, "pieces": ["İm", "#$%🙂", "é'll", "'VE'VE", "fi", "   \n\r\r", "0", "漢عt'll", "İd's", "\r", "'M", "­", "9"]}
+{"text": "́'T'ſ   \ne\u000bⅣ\ns9ḍ̇'S,\r\n\r\néed're<|fim_prefix|>  👍🏽\u000b½'Re", "tokens": 33, "pieces": ["́'T", "'ſ", "   \n", "e", "\u000b", "Ⅳ", "\n", "s", "9", "ḍ̇'S", ",\r\n\r\n", "éed're", "<|", "fim", "_prefix", "|>", " ", " 👍🏽", "\u000b", "½", "'Re"]}
+{"text": "🙂'VE‍<​<|endoftext|>ⅣEOTdſ‍Dž-'D(", "tokens": 25, "pieces": ["🙂'", "VE", "‍<​<|", "endoftext", "|>", "Ⅳ", "EOTdſ", "‍Dž", "-'", "D", "("]}
+{"text": "İ'Reİ𐞁'ſ\re", "tokens": 11, "pieces": ["İ'Re", "İ𐞁'ſ", "\r", "e"]}
+{"text": "…åt\r'VE\nع​<|fim_prefix|>Ⅳß<META_START>😀🏽s㍿<|fim_prefix|>,\r  ­ꟲ…İ're!!,'T< 9EOT", "tokens": 55, "pieces": ["…åt", "\r", "'VE", "\n", "ع", "​<|", "fim", "_prefix", "|>", "Ⅳ", "ß", "<META", "_START", ">😀🏽", "s", "㍿<|", "fim", "_prefix", "|>,\r", " ", " ­", "ꟲ", "…İ're", "!!,'", "T", "<", " ", "9", "EOT"]}
+{"text": "a‍\"mé,\rßꟲ'llé,t…#$% 'M!!t㍿'VE<|endoftext|>t('ſ", "tokens": 37, "pieces": ["a", "‍\"", "mé", ",\r", "ßꟲ'll", "é", ",t", "…", "#$%", " '", "M", "!!", "t", "㍿'", "VE", "<|", "endoftext", "|>", "t", "('", "ſ"]}
+{"text": "ع'S,", "tokens": 3, "pieces": ["ع'S", ","]}
+{"text": "漢 a字", "tokens": 4, "pieces": ["漢", " a字"]}
+{"text": "d'Reé're   \n,!!<|fim_prefix|>😀🏽   \n​12345678m   \n㍿　\r\n\r\nḍ̇'VE'S‍tZ>å#$%'S'D!,​,#$%\"٣٤٥٦Ａ<漢,", "tokens": 57, "pieces": ["d'Re", "é're", "   \n", ",!!<|", "fim", "_prefix", "|>😀🏽", "   \n", "​", "123", "456", "78", "m", "   \n", "㍿", "　\r\n\r\n", "ḍ̇'VE", "'S", "‍t", "Z", ">å", "#$%'", "S'D", "!,​,#$%\"", "٣٤٥", "٦", "Ａ", "<漢", ","]}
+{"text": "'Sefi're\t­<|fim_prefix|>‍'Re\u000b🙂!12345678!! \na𐞁'S12345678EOT­Ａ<|endoftext|>㍿'llİeé", "tokens": 51, "pieces": ["'Sefi're", "\t", "­<|", "fim", "_prefix", "|>‍'", "Re", "\u000b", "🙂!", "123", "456", "78", "!!", " \n", "a𐞁'S", "123", "456", "78", "EOT", "­Ａ", "<|", "endoftext", "|>㍿'", "ll", "İeé"]}
+{"text": " 𐞁‍३Dž́­!½\r\n\r\nZsＡ!'T", "tokens": 19, "pieces": [" 𐞁", "‍", "३", "Dž́", "­!", "½", "\r\n\r\n", "Zs", "Ａ", "!'", "T"]}
+{"text": "0‍'Re.٣٤٥٦'ſ 's\ta\r½\r\n>ée'Dع\u000b𐞁a'Dİ  0　🙂'D'så漢'D'D३é'M>", "tokens": 46, "pieces": ["0", "‍'", "Re", ".", "٣٤٥", "٦", "'ſ", " '", "s", "\ta", "\r", "½", "\r\n", ">ée'D", "ع", "\u000b𐞁a'D", "İ", " ", " ", "0", "　", "🙂'", "D's", "å漢'D", "'D", "३", "é'M", ">"]}
+{"text": "عⅣ,9!!s …ع<
🙂,0　å\tDž👍🏽\r\n\r\nḍ̇ !!३   \n\r\n\r\n𐞁éfi'M", "tokens": 42, "pieces": ["ع", "Ⅳ", ",", "9", "!!", "s", " ", "…ع", "<", "
", "🙂,", "0", "　å", "\tDž", "👍🏽\r\n\r\n", "ḍ̇", " ", "!!", "३", "   \n\r\n\r\n", "𐞁éfi'M"]}
+{"text": "!<|endoftext|>३t\"३,<META_START>😀🏽\t'D𐞁12345678'½", "tokens": 30, "pieces": ["!<|", "endoftext", "|>", "३", "t", "\"", "३", ",<", "META", "_START", ">😀🏽", "\t", "'D𐞁", "123", "456", "78", "'", "½"]}
+{"text": "Dž<|endoftext|>", "tokens": 9, "pieces": ["Dž", "<|", "endoftext", "|>"]}
+{"text": "#$%३>
\r\n\r\n<|endoftext|>字٣٤٥٦fifiå\r
ZEOT\r<EOT>å㋿‍#$%", "tokens": 37, "pieces": ["#$%", "३", ">", "
\r\n\r\n", "<|", "endoftext", "|>", "字", "٣٤٥", "٦", "fifiå", "\r", "
ZEOT", "\r", "<EOT", ">å", "㋿‍#$%"]}
+{"text": "𐞁㍿s9​…!ſḍ̇'Re.<META_START><|endoftext|>(ꟲs   \n'll0 …ḍ̇  'TDžfi<|fim_prefix|>0EOT​🙂½a0'sＡ\u000b", "tokens": 64, "pieces": ["𐞁", "㍿s", "9", "​", "…", "!ſḍ̇'Re", ".<", "META", "_START", "><|", "endoftext", "|>(", "ꟲs", "   \n", "'ll", "0", " ", "…ḍ̇", " ", " '", "TDžfi", "<|", "fim", "_prefix", "|>", "0", "EOT", "​🙂", "½", "a", "0", "'s", "Ａ", "\u000b"]}
+{"text": ">09(!!ſＡDž-  'Sfi​\u000b'D'VE0!!<EOT>\t'Se'VE<EOT>'s'D12345678''M", "tokens": 39, "pieces": [">", "09", "(!!", "ſ", "ＡDž", "-", " ", " '", "Sfi", "​", "\u000b", "'D'VE", "0", "!!<", "EOT", ">", "\t", "'Se'VE", "<EOT", ">'", "s'D", "123", "456", "78", "''", "M"]}
+{"text": "fi0m>-<EOT>'sé   \n\r‍<EOT>9fi,Z\r\n½é<META_START>9
㋿'re>'lĺéⅣ<EOT>", "tokens": 44, "pieces": ["fi", "0", "m", ">-<", "EOT", ">'", "sé", "   \n\r", "‍<", "EOT", ">", "9", "fi", ",Z", "\r\n", "½", "é", "<META", "_START", ">", "9", "
", "㋿'", "re", ">'", "lĺé", "Ⅳ", "<EOT", ">"]}
+{"text": "😀🏽½　\r-\rEOTét#$%é\r'Tع>é İ'D.㍿<|fim_prefix|>½é½ ‍a\"DžDžＡⅣ  Ａ<<EOT>'VE𐞁", "tokens": 59, "pieces": ["😀🏽", "½", "　\r", "-\r", "EOTét", "#$%", "é", "\r", "'Tع", ">é", " İ'D", ".㍿<|", "fim", "_prefix", "|>", "½", "é", "½", " ‍", "a", "\"DžDžＡ", "Ⅳ", " ", " Ａ", "<<", "EOT", ">'", "VE𐞁"]}
+{"text": "ꟲ<META_START>'M😀🏽🙂­", "tokens": 13, "pieces": ["ꟲ", "<META", "_START", ">'", "M", "😀🏽🙂­"]}
+{"text": "㍿Z㍿åfié'ſZ㋿>'VEdeع   \n   \nm 👍🏽<META_START>éå३é", "tokens": 37, "pieces": ["㍿Z", "㍿åfié'ſ", "Z", "㋿>'", "VEdeع", "   \n   \n", "m", " 👍🏽<", "META", "_START", ">éå", "३", "é"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "…''re　!m㋿   \n'T9\r\n\r\n<|fim_prefix|>m", "tokens": 21, "pieces": ["…", "''", "re", "　", "!m", "㋿", "   \n", "'T", "9", "\r\n\r\n", "<|", "fim", "_prefix", "|>", "m"]}
+{"text": "\t9EOT　 's9'reİåt\n'D#$%s字>ꟲ", "tokens": 23, "pieces": ["\t", "9", "EOT", "　", " '", "s", "9", "'re", "İåt", "\n", "'D", "#$%", "s字", ">ꟲ"]}
+{"text": "'D(mEOT½\u000bß\r\n\r\n,ḍ̇m's'T́>'ſ'D\r\na字0\t<META_START>(ß'VE\r\u000b 🙂.عs9(", "tokens": 40, "pieces": ["'D", "(m", "EOT", "½", "\u000bß", "\r\n\r\n", ",ḍ̇m's", "'T́", ">'", "ſ'D", "\r\n", "a字", "0", "\t", "<META", "_START", ">(", "ß'VE", "\r", "\u000b", " ", "🙂.", "عs", "9", "("]}
+{"text": "å're㋿ḍ̇'reZ㋿́'S漢!!
(Ａé'S३\r\n\r\n#$%    \n're
'VE#$%fi\n,\u000b", "tokens": 38, "pieces": ["å're", "㋿ḍ̇'re", "Z", "㋿́'S", "漢", "!!", "
", "(Ａé'S", "३", "\r\n\r\n", "#$%", "    \n", "'re", "
", "'VE", "#$%", "fi", "\n", ",", "\u000b"]}
+{"text": "!!é  åéİ'Re㋿((!㋿", "tokens": 16, "pieces": ["!!", "é", " ", " åé", "İ'Re", "㋿((!㋿"]}
+{"text": "'sDž\n字\r\n\r\nm#$%fi
漢'Ret½\u000bß'Tḍ̇9 ½  éEOT're'ſⅣ字३\tm", "tokens": 37, "pieces": ["'s", "Dž", "\n", "字", "\r\n\r\n", "m", "#$%", "fi", "
漢'Re", "t", "½", "\u000bß'T", "ḍ̇", "9", " ", "½", " ", " é", "EOT're", "'ſ", "Ⅳ", "字", "३", "\tm"]}
+{"text": "ع<META_START>'S\"", "tokens": 7, "pieces": ["ع", "<META", "_START", ">'", "S", "\""]}
+{"text": "   \nZsⅣ\"sⅣ0é12345678<|fim_prefix|>>", "tokens": 19, "pieces": ["   \n", "Zs", "Ⅳ", "\"s", "Ⅳ0", "é", "123", "456", "78", "<|", "fim", "_prefix", "|>>"]}
+{"text": "   \n
d㍿́12345678ſ<EOT>'Ａ㋿\"   \né#$%\rfi<\r\n\r\n'lle", "tokens": 29, "pieces": ["   \n", "
d", "㍿́", "123", "456", "78", "ſ", "<EOT", ">'", "Ａ", "㋿\"", "   \n", "é", "#$%\r", "fi", "<\r\n\r\n", "'lle"]}
+{"text": "'VEmDžd'Re\r\n'Re<  ㍿  é  ‍<EOT>
 漢…'TZ  t\r'Refi!", "tokens": 37, "pieces": ["'VEm", "Džd'Re", "\r\n", "'Re", "<", " ", " ㍿", " ", " é", " ", " ‍<", "EOT", ">", "
", " 漢", "…", "'TZ", " ", " t", "\r", "'Refi", "!"]}
+{"text": "\t\"३!½<META_START>字<EOT><META_START>#$%<META_START>\"'Sḍ̇𐞁ꟲ…   \nDž́ſéⅣ​👍🏽", "tokens": 49, "pieces": ["\t", "\"", "३", "!", "½", "<META", "_START", ">字", "<EOT", "><", "META", "_START", ">#$%<", "META", "_START", ">\"'", "Sḍ̇𐞁ꟲ", "…   \n", "Dž́ſé", "Ⅳ", "​👍🏽"]}
+{"text": "'S(ß-'ll'T!

½>'VE'Td漢ع'Sd漢'VEＡ'så\r<|endoftext|><META_START>ⅣEOT'S  漢  '<|fim_prefix|>\t", "tokens": 52, "pieces": ["'S", "(ß", "-'", "ll'T", "!", "
", "
", "½", ">'", "VE'T", "d漢ع'S", "d漢'VE", "Ａ's", "å", "\r", "<|", "endoftext", "|><", "META", "_START", ">", "Ⅳ", "EOT'S", " ", " 漢", " ", " '<|", "fim", "_prefix", "|>", "\t"]}
+{"text": "🙂́Ⅳ
éßZ字,­漢'ſ漢'T<|fim_prefix|>", "tokens": 23, "pieces": ["🙂́", "Ⅳ", "
éß", "Z字", ",­", "漢'ſ", "漢'T", "<|", "fim", "_prefix", "|>"]}
+{"text": "!!\tßß", "tokens": 4, "pieces": ["!!", "\tßß"]}
+{"text": "Z!ḍ̇'Sꟲ<#$%a#$%a's'edⅣ\teeſmeİ9'Dm", "tokens": 28, "pieces": ["Z", "!ḍ̇'S", "ꟲ", "<#$%", "a", "#$%", "a's", "'ed", "Ⅳ", "\teeſme", "İ", "9", "'Dm"]}
+{"text": "Dž\u000b12345678\"
tꟲ'Mt\"t½", "tokens": 17, "pieces": ["Dž", "\u000b", "123", "456", "78", "\"", "
tꟲ'M", "t", "\"t", "½"]}
+{"text": "٣٤٥٦'ſ'M\r0EOT<'re9½<​㍿'ll'lla-s‍<|endoftext|>​tm½a aa½,å\"'D", "tokens": 44, "pieces": ["٣٤٥", "٦", "'ſ'M", "\r", "0", "EOT", "<'", "re", "9½", "<​㍿'", "ll'll", "a", "-s", "‍<|", "endoftext", "|>​", "tm", "½", "a", " aa", "½", ",å", "\"'", "D"]}
+{"text": "<META_START>123456780Ａfi", "tokens": 9, "pieces": ["<META", "_START", ">", "123", "456", "780", "Ａfi"]}
+{"text": "İ‍d'll\nEOT'Dd<|endoftext|>'S\u000b", "tokens": 18, "pieces": ["İ", "‍d'll", "\n", "EOT'D", "d", "<|", "endoftext", "|>'", "S", "\u000b"]}
+{"text": "'M'ReeＡ12345678!😀🏽, Dž<|endoftext|>'s(\"ſ'\tſ0<|endoftext|>EOT  ꟲ#$%  \n😀🏽DžDž9عſe<'ReＡⅣé", "tokens": 63, "pieces": ["'M'Re", "e", "Ａ", "123", "456", "78", "!😀🏽,", " Dž", "<|", "endoftext", "|>'", "s", "(\"", "ſ", "'", "\tſ", "0", "<|", "endoftext", "|>", "EOT", " ", " ꟲ", "#$%", "  \n", "😀🏽", "DžDž", "9", "عſe", "<'", "Re", "Ａ", "Ⅳ", "é"]}
+{"text": "Ⅳ'<EOT>ḍ̇　👍🏽0ḍ̇12345678EOT<|fim_prefix|>\r\nⅣ😀🏽'VE\"é!!'S\nß  'T.𐞁é
>ḍ̇\u000b<|fim_prefix|>,́s", "tokens": 66, "pieces": ["Ⅳ", "'<", "EOT", ">ḍ̇", "　", "👍🏽", "0", "ḍ̇", "123", "456", "78", "EOT", "<|", "fim", "_prefix", "|>\r\n", "Ⅳ", "😀🏽'", "VE", "\"é", "!!'", "S", "\n", "ß", " ", " '", "T", ".𐞁é", "
", ">ḍ̇", "\u000b", "<|", "fim", "_prefix", "|>,́", "s"]}
+{"text": "!Z\r\n½\u000b\u000bsع\n<.<|fim_prefix|>
'VEsDž㋿d𐞁'     \n<|fim_prefix|>İ#$%'MZ३  Ⅳ  'VE\r\n\r\nm9　　\r\n", "tokens": 56, "pieces": ["!Z", "\r\n", "½", "\u000b", "\u000bsع", "\n", "<.<|", "fim", "_prefix", "|>", "
", "'VEs", "Dž", "㋿d𐞁", "'", "     \n", "<|", "fim", "_prefix", "|>", "İ", "#$%'", "MZ", "३", " ", " ", "Ⅳ", " ", " '", "VE", "\r\n\r\n", "m", "9", "　　\r\n"]}
+{"text": "!åİ㋿<META_START>('Re\r\n'VEḍ̇t<|endoftext|>\n0İ<9!0(", "tokens": 33, "pieces": ["!å", "İ", "㋿<", "META", "_START", ">('", "Re", "\r\n", "'VEḍ̇t", "<|", "endoftext", "|>\n", "0", "İ", "<", "9", "!", "0", "("]}
+{"text": "fi<''Tde,\t…   \n<😀🏽ḍ̇Dž👍🏽 é
\tſعḍ̇Ⅳ🙂t's\"㋿  mm<META_START>(", "tokens": 47, "pieces": ["fi", "<''", "Tde", ",", "\t…   \n", "<😀🏽", "ḍ̇", "Dž", "👍🏽", " é", "
", "\tſعḍ̇", "Ⅳ", "🙂t's", "\"㋿", " ", " mm", "<META", "_START", ">("]}
+{"text": "'re'Re're  ,ß
​㋿'reEOTＡ!!㋿tDž#$%>   \ne9🙂é…9å'red(s\r\n", "tokens": 40, "pieces": ["'re'Re", "'re", " ", " ,", "ß", "
", "​㋿'", "re", "EOTＡ", "!!㋿", "t", "Dž", "#$%>", "   \n", "e", "9", "🙂é", "…", "9", "å're", "d", "(s", "\r\n"]}
+{"text": "fia.9㍿.aꟲ  'llß", "tokens": 16, "pieces": ["fia", ".", "9", "㍿.", "aꟲ", " ", " '", "llß"]}
+{"text": "\nDžé <|endoftext|>…字 ­e\r\n…<|endoftext|><'s　ꟲ\t \t-!…<|fim_prefix|>𐞁 ſ\r\n\r\n'VEſḍ̇dع", "tokens": 59, "pieces": ["\n", "Džé", " <|", "endoftext", "|>", "…字", " ­", "e", "\r\n", "…", "<|", "endoftext", "|><'", "s", "　ꟲ", "\t ", "\t", "-!", "…", "<|", "fim", "_prefix", "|>", "𐞁", " ſ", "\r\n\r\n", "'VEſḍ̇dع"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "½,字å<|fim_prefix|>🙂字\u000bé\n'M<META_START>ß're.ſ½é'D<<d漢", "tokens": 31, "pieces": ["½", ",字å", "<|", "fim", "_prefix", "|>🙂", "字", "\u000bé", "\n", "'M", "<META", "_START", ">ß're", ".ſ", "½", "é'D", "<<", "d漢"]}
+{"text": "'S
　ḍ̇m㋿Ａe字́ḍ̇㋿'TŹ>mＡ<EOT>é
　 <|endoftext|>'VE,å   \n'ſ", "tokens": 47, "pieces": ["'S", "
", "　ḍ̇m", "㋿Ａe字́ḍ̇", "㋿'", "TŹ", ">m", "Ａ", "<EOT", ">é", "
　", " ", "<|", "endoftext", "|>'", "VE", ",å", "   \n", "'ſ"]}
+{"text": "9ZDž<字é字<Dž½d‍'T!sⅣEOT   \n‍\tEOTåa'ſＡå٣٤٥٦İ𐞁", "tokens": 43, "pieces": ["9", "ZDž", "<字é字", "<Dž", "½", "d", "‍'", "T", "!s", "Ⅳ", "EOT", "   \n", "‍", "\tEOTåa'ſ", "Ａå", "٣٤٥", "٦", "İ𐞁"]}
+{"text": "'ll>३   \n'12345678#$%\r!d‍́<META_START>,-t😀🏽\r\n\r\n'D>́👍🏽", "tokens": 31, "pieces": ["'ll", ">", "३", "   \n", "'", "123", "456", "78", "#$%\r", "!d", "‍́", "<META", "_START", ">,-", "t", "😀🏽\r\n\r\n", "'D", ">́", "👍🏽"]}
+{"text": "12345678'S as­<|fim_prefix|>Dž12345678>es!<|endoftext|>\t", "tokens": 28, "pieces": ["123", "456", "78", "'S", " as", "­<|", "fim", "_prefix", "|>", "Dž", "123", "456", "78", ">es", "!<|", "endoftext", "|>", "\t"]}
+{"text": "Z12345678e'S<EOT>\r\n<|fim_prefix|>é½-", "tokens": 19, "pieces": ["Z", "123", "456", "78", "e'S", "<EOT", ">\r\n", "<|", "fim", "_prefix", "|>", "é", "½", "-"]}
+{"text": "<|fim_prefix|>\r\nm𐞁\u000b漢߅'s'VE'Dß<EOT>åß ,  <META_START>'Re'D'MDž.'ll字'Sꟲ…ع", "tokens": 48, "pieces": ["<|", "fim", "_prefix", "|>\r\n", "m𐞁", "\u000b漢ß", "…", "'s'VE", "'Dß", "<EOT", ">åß", " ", ",", " ", " <", "META", "_START", ">'", "Re'D", "'MDž", ".'", "ll字'S", "ꟲ", "…ع"]}
+{"text": "'Dḍ̇'D\nfi!'s\r\n\r\nİ́t …,'re\t<META_START>ḍ̇<|endoftext|>", "tokens": 33, "pieces": ["'Dḍ̇'D", "\n", "fi", "!'", "s", "\r\n\r\n", "İ́t", " ", "…", ",'", "re", "\t", "<META", "_START", ">ḍ̇", "<|", "endoftext", "|>"]}
+{"text": "İ.,'VE'S
\r(  !­ßſ'Sꟲs\tꟲ\u000b-'ſع,Ａå", "tokens": 30, "pieces": ["İ", ".,'", "VE'S", "
\r", "(", " ", " !­", "ßſ'S", "ꟲs", "\tꟲ", "\u000b", "-'", "ſع", ",Ａå"]}
+{"text": "12345678­٣٤٥٦('Re0ſ<…ع🙂\u000b<META_START>t<EOT>éⅣa're're", "tokens": 33, "pieces": ["123", "456", "78", "­", "٣٤٥", "٦", "('", "Re", "0", "ſ", "<", "…ع", "🙂", "\u000b", "<META", "_START", ">t", "<EOT", ">é", "Ⅳ", "a're", "'re"]}
+{"text": "ꟲ字>t́<META_START>㋿\r\n\r\n字👍🏽ds'Tß<|fim_prefix|>🙂 字", "tokens": 30, "pieces": ["ꟲ字", ">t́", "<META", "_START", ">㋿\r\n\r\n", "字", "👍🏽", "ds'T", "ß", "<|", "fim", "_prefix", "|>🙂", " 字"]}
+{"text": " a  ​'sꟲ<EOT>dés!!\"'VE<|endoftext|>'re👍🏽EOT'sZ're' ́Ａ字é½𐞁's㋿9㍿ſ", "tokens": 54, "pieces": [" a", " ", " ", "​'", "sꟲ", "<EOT", ">dés", "!!\"'", "VE", "<|", "endoftext", "|>'", "re", "👍🏽", "EOT's", "Z're", "'", " ́Ａ字é", "½", "𐞁's", "㋿", "9", "㍿ſ"]}
+{"text": "‍\n'sm,fiع́t,'s!!٣٤٥٦'字😀🏽👍🏽‍'re३!
", "tokens": 30, "pieces": ["‍\n", "'sm", ",fiع́t", ",'", "s", "!!", "٣٤٥", "٦", "'字", "😀🏽👍🏽‍'", "re", "३", "!", "
"]}
+{"text": "　…𐞁­'D­Ⅳ0EOT\r🙂字\r\nß'VE३é<|endoftext|>Z👍🏽😀🏽ß٣٤٥٦d𐞁ꟲ㋿<|fim_prefix|>㍿<META_START>\n", "tokens": 69, "pieces": ["　", "…𐞁", "­'", "D", "­", "Ⅳ0", "EOT", "\r", "🙂字", "\r\n", "ß'VE", "३", "é", "<|", "endoftext", "|>", "Z", "👍🏽😀🏽", "ß", "٣٤٥", "٦", "d𐞁ꟲ", "㋿<|", "fim", "_prefix", "|>㍿<", "META", "_START", ">\n"]}
+{"text": "-\r\n\r\nß🙂<META_START>'re<|fim_prefix|>EOT…ésfi<'ll…ꟲ12345678㋿e>", "tokens": 37, "pieces": ["-\r\n\r\n", "ß", "🙂<", "META", "_START", ">'", "re", "<|", "fim", "_prefix", "|>", "EOT", "…ésfi", "<'", "ll", "…ꟲ", "123", "456", "78", "㋿e", ">"]}
+{"text": "字.EOTå   \n  ½ ‍'re'VE'llß
sſ漢'T'M'Då(#$%<|fim_prefix|><­'re\r\n\r\nZ½ß're<|fim_prefix|><META_START>'s　é", "tokens": 55, "pieces": ["字", ".EOTå", "   \n", " ", " ", "½", " ", "‍'", "re'VE", "'llß", "
sſ漢'T", "'M'D", "å", "(#$%<|", "fim", "_prefix", "|><­'", "re", "\r\n\r\n", "Z", "½", "ß're", "<|", "fim", "_prefix", "|><", "META", "_START", ">'", "s", "　é"]}
+{"text": "<EOT>Ⅳ", "tokens": 5, "pieces": ["<EOT", ">", "Ⅳ"]}
+{"text": "　9ß(😀🏽㋿漢< <|endoftext|>''Mfi𐞁'D\r\n\r\n 12345678\r\n漢å<ع're,\r\nZ", "tokens": 41, "pieces": ["　", "9", "ß", "(😀🏽㋿", "漢", "<", " <|", "endoftext", "|>''", "Mfi𐞁'D", "\r\n\r\n", " ", "123", "456", "78", "\r\n", "漢å", "<ع're", ",\r\n", "Z"]}
+{"text": "٣٤٥٦ß!!Ａ\t👍🏽!!e.ꟲ'VE", "tokens": 19, "pieces": ["٣٤٥", "٦", "ß", "!!", "Ａ", "\t", "👍🏽!!", "e", ".ꟲ'VE"]}
+{"text": "'D\r\n\r\n'sſ𐞁<|fim_prefix|><|endoftext|>12345678<|endoftext|>é́́İ<  ſDž'T   \nfiⅣſＡ><EOT>Zꟲ㋿ع\r(>ſ'   \n   \n12345678٣٤٥٦Ａ", "tokens": 73, "pieces": ["'D", "\r\n\r\n", "'sſ𐞁", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "123", "456", "78", "<|", "endoftext", "|>", "é́́", "İ", "<", " ", " ſ", "Dž'T", "   \n", "fi", "Ⅳ", "ſ", "Ａ", "><", "EOT", ">Zꟲ", "㋿ع", "\r", "(>", "ſ", "'", "   \n   \n", "123", "456", "78٣", "٤٥٦", "Ａ"]}
+{"text": "'sḍ̇-é३<|fim_prefix|>'T'sſ'Mé<|fim_prefix|>", "tokens": 25, "pieces": ["'sḍ̇", "-é", "३", "<|", "fim", "_prefix", "|>'", "T's", "ſ'M", "é", "<|", "fim", "_prefix", "|>"]}
+{"text": ">漢d\"\nZ're­'S'D,\n", "tokens": 11, "pieces": [">漢d", "\"\n", "Z're", "­'", "S'D", ",\n"]}
+{"text": "m 🙂'TＡtⅣ\rd'Reſ'VE٣٤٥٦Ａ३㍿'Reİ'Ss å😀🏽́!…\r(\n'M'S'ſ漢Ⅳ  漢…Ⅳ  ", "tokens": 55, "pieces": ["m", " ", "🙂'", "TＡt", "Ⅳ", "\r", "d'Re", "ſ'VE", "٣٤٥", "٦", "Ａ", "३", "㍿'", "Re", "İ'S", "s", " å", "😀🏽́!", "…\r", "(\n", "'M'S", "'ſ漢", "Ⅳ", " ", " 漢", "…", "Ⅳ", "  "]}
+{"text": "🙂́ 12345678<|endoftext|>'M(", "tokens": 15, "pieces": ["🙂́", " ", "123", "456", "78", "<|", "endoftext", "|>'", "M", "("]}
+{"text": "<'ſ½'ſ're½'VE\"\n
'S,ßꟲ\n!!ſ'ſ 
!'MßéZ", "tokens": 29, "pieces": ["<'", "ſ", "½", "'ſ're", "½", "'VE", "\"\n", "
", "'S", ",ßꟲ", "\n", "!!", "ſ'ſ", " ", "
", "!'", "Mßé", "Z"]}
+{"text": "
d́EOT漢!<|fim_prefix|>.½   ३…\"Ａ́'S<|endoftext|>", "tokens": 31, "pieces": ["
d́", "EOT漢", "!<|", "fim", "_prefix", "|>.", "½", "  ", " ", "३", "…", "\"Ａ́'S", "<|", "endoftext", "|>"]}
+{"text": "<|endoftext|>0ع👍🏽'Re字ع're🙂\r\n\r\n𐞁ḍ̇,", "tokens": 27, "pieces": ["<|", "endoftext", "|>", "0", "ع", "👍🏽'", "Re字ع're", "🙂\r\n\r\n", "𐞁ḍ̇", ","]}
+{"text": "'re\n㋿\u000bs३\r\nḍ̇ꟲ's'llå-ḍ̇Ａ   \n​㍿'!'Re'rem㋿\r\n   \nḍ̇㍿😀🏽½", "tokens": 49, "pieces": ["'re", "\n", "㋿", "\u000bs", "३", "\r\n", "ḍ̇ꟲ's", "'llå", "-ḍ̇", "Ａ", "   \n", "​㍿'!'", "Re're", "m", "㋿\r\n", "   \n", "ḍ̇", "㍿😀🏽", "½"]}
+{"text": "e🙂fi'S<|endoftext|>
met'M's½å🙂㋿👍🏽'M!, ß<|fim_prefix|>\r\n\r\n<|fim_prefix|>　m,", "tokens": 45, "pieces": ["e", "🙂fi'S", "<|", "endoftext", "|>", "
met'M", "'s", "½", "å", "🙂㋿👍🏽'", "M", "!,", " ß", "<|", "fim", "_prefix", "|>\r\n\r\n", "<|", "fim", "_prefix", "|>", "　m", ","]}
+{"text": "<Ａét<|fim_prefix|>İ<|fim_prefix|>,
", "tokens": 17, "pieces": ["<Ａét", "<|", "fim", "_prefix", "|>", "İ", "<|", "fim", "_prefix", "|>,", "
"]}
+{"text": "٣٤٥٦ß aＡİa<EOT> \t\r\n'Dꟲ🙂　", "tokens": 21, "pieces": ["٣٤٥", "٦", "ß", " a", "Ａİa", "<EOT", ">", " \t\r\n", "'Dꟲ", "🙂", "　"]}
+{"text": "½#$%​é字12345678ß½fi'llDž­Ⅳ㋿(,Dž   \n'S'VEd", "tokens": 31, "pieces": ["½", "#$%​", "é字", "123", "456", "78", "ß", "½", "fi'll", "Dž", "­", "Ⅳ", "㋿(,", "Dž", "   \n", "'S'VE", "d"]}
+{"text": ">'S(#$%'D…Z‍'M㋿\r\n>", "tokens": 17, "pieces": [">'", "S", "(#$%'", "D", "…Z", "‍'", "M", "㋿\r\n", ">"]}
+{"text": "aⅣ12345678<|fim_prefix|>>m🙂 !!…'Re< \r\nＡ​😀🏽#$%-Ａ'Re🙂​'Tt'Re(s٣٤٥٦Z­m", "tokens": 43, "pieces": ["a", "Ⅳ12", "345", "678", "<|", "fim", "_prefix", "|>>", "m", "🙂", " !!", "…", "'Re", "<", " \r\n", "Ａ", "​😀🏽#$%-", "Ａ'Re", "🙂​'", "Tt'Re", "(s", "٣٤٥", "٦", "Z", "­m"]}
+{"text": "å.'M'VE
\tEOT漢漢🙂.12345678ع
EOT!!Zß   dع9ſ.<'S漢\n,👍🏽9🙂\u000b", "tokens": 41, "pieces": ["å", ".'", "M'VE", "
", "\tEOT漢漢", "🙂.", "123", "456", "78", "ع", "
EOT", "!!", "Zß", "  ", " dع", "9", "ſ", ".<'", "S漢", "\n", ",👍🏽", "9", "🙂", "\u000b"]}
+{"text": "ḍ̇Ａ'ſ<", "tokens": 7, "pieces": ["ḍ̇", "Ａ'ſ", "<"]}
+{"text": "㍿\u000b>e㋿#$%'S\r<|endoftext|>fi   \ń(<|fim_prefix|>
.İDžs'M'Ret0
'S'MＡ12345678", "tokens": 46, "pieces": ["㍿", "\u000b", ">e", "㋿#$%'", "S", "\r", "<|", "endoftext", "|>", "fi", "   \n", "́", "(<|", "fim", "_prefix", "|>", "
", ".İDžs'M", "'Ret", "0", "
", "'S'M", "Ａ", "123", "456", "78"]}
+{"text": "å", "tokens": 2, "pieces": ["å"]}
+{"text": "  ḍ̇Dž", "tokens": 7, "pieces": [" ", " ḍ̇", "Dž"]}
+{"text": "'ſå३ß'MDž'M<|endoftext|>​12345678<META_START>٣٤٥٦😀🏽  'VE'T<META_START>'(ع\t(åⅣ", "tokens": 47, "pieces": ["'ſå", "३", "ß'M", "Dž'M", "<|", "endoftext", "|>​", "123", "456", "78", "<META", "_START", ">", "٣٤٥", "٦", "😀🏽", " ", " '", "VE'T", "<META", "_START", ">'(", "ع", "\t", "(å", "Ⅳ"]}
+{"text": "EOT𐞁d-<META_START>!!‍'D👍🏽ß'T漢0👍🏽字12345678'Re(…('T字　<EOT>å(Z½éḍ̇0#$%'S  ٣٤٥٦​", "tokens": 59, "pieces": ["EOT𐞁d", "-<", "META", "_START", ">!!‍'", "D", "👍🏽", "ß'T", "漢", "0", "👍🏽", "字", "123", "456", "78", "'Re", "(", "…", "('", "T字", "　", "<EOT", ">å", "(Z", "½", "éḍ̇", "0", "#$%'", "S", " ", " ", "٣٤٥", "٦", "​"]}
+{"text": "0'Re\r\n\r\n-mⅣ½a½́ ꟲ…", "tokens": 15, "pieces": ["0", "'Re", "\r\n\r\n", "-m", "Ⅳ½", "a", "½", "́", " ꟲ", "…"]}
+{"text": "9EOT٣٤٥٦'ſe'VE٣٤٥٦字é\"'ll", "tokens": 21, "pieces": ["9", "EOT", "٣٤٥", "٦", "'ſe'VE", "٣٤٥", "٦", "字é", "\"'", "ll"]}
+{"text": "　EOT'ſfi'S-12345678.ꟲfi🙂<EOT>🙂 'D½12345678\tEOTdm'll\n'!åå-'D", "tokens": 41, "pieces": ["　EOT'ſ", "fi'S", "-", "123", "456", "78", ".ꟲfi", "🙂<", "EOT", ">🙂", " '", "D", "½12", "345", "678", "\tEOTdm'll", "\n", "'!", "åå", "-'", "D"]}
+{"text": "'VE EOT'M<EOT>ḍ̇<EOT>'ſ're𐞁İ'ſ\"'re<EOT>ß   \n­0­<|endoftext|>漢sDž 'Re­'VEع𐞁.\n३㍿Zdé'M", "tokens": 63, "pieces": ["'VE", " EOT'M", "<EOT", ">ḍ̇", "<EOT", ">'", "ſ're", "𐞁", "İ'ſ", "\"'", "re", "<EOT", ">ß", "   \n", "­", "0", "­<|", "endoftext", "|>", "漢s", "Dž", " ", "'Re", "­'", "VEع𐞁", ".\n", "३", "㍿Zdé'M"]}
+{"text": "!!½!!s12345678!!.", "tokens": 8, "pieces": ["!!", "½", "!!", "s", "123", "456", "78", "!!."]}
+{"text": "fi㍿t३…Dž12345678é३Z\u000bfi,0­<EOT>d'ſ<META_START>‍\r\n\r\n<EOT>Ⅳ…fi ", "tokens": 42, "pieces": ["fi", "㍿t", "३", "…Dž", "123", "456", "78", "é", "३", "Z", "\u000bfi", ",", "0", "­<", "EOT", ">d'ſ", "<META", "_START", ">‍\r\n\r\n", "<EOT", ">", "Ⅳ", "…fi", " "]}
+{"text": "dع'Rem\r'M>'S​'ſＡdéDž́ſİ9ḍ̇,\nå-字­- 'Ms'M!!٣٤٥٦12345678३Ａé́\t", "tokens": 46, "pieces": ["dع'Re", "m", "\r", "'M", ">'", "S", "​'", "ſ", "Ａdé", "Dž́ſ", "İ", "9", "ḍ̇", ",\n", "å", "-字", "­-", " '", "Ms'M", "!!", "٣٤٥", "٦12", "345", "678", "३", "Ａé́", "\t"]}
+{"text": "é🙂\t\n,Ａsé　🙂'lĺ'D<EOT>dß\"字 !!'S'D\u000b'll<   \n(DžＡå<|endoftext|>0<META_START>!'re", "tokens": 48, "pieces": ["é", "🙂", "\t\n", ",Ａsé", "　", "🙂'", "lĺ'D", "<EOT", ">dß", "\"字", " ", "!!'", "S'D", "\u000b", "'ll", "<", "   \n", "(DžＡå", "<|", "endoftext", "|>", "0", "<META", "_START", ">!'", "re"]}
+{"text": "é", "tokens": 2, "pieces": ["é"]}
+{"text": " '​🙂-字'ſ<|endoftext|>'M㋿\"tt㍿d-ſ'Tꟲ'M½٣٤٥٦\r\n\r\n'ſ   \n'llt'reZ٣٤٥٦0d", "tokens": 50, "pieces": [" '​🙂-", "字'ſ", "<|", "endoftext", "|>'", "M", "㋿\"", "tt", "㍿d", "-ſ'T", "ꟲ'M", "½٣٤", "٥٦", "\r\n\r\n", "'ſ", "   \n", "'llt're", "Z", "٣٤٥", "٦0", "d"]}
+{"text": "\"\nt '<META_START>ꟲß", "tokens": 11, "pieces": ["\"\n", "t", " ", "'<", "META", "_START", ">ꟲß"]}
+{"text": "12345678'll\t​12345678<EOT>.\r\n\r\nſ!tßfi‍\"'s< \r!!0é½\"('Dḍ̇et'S.", "tokens": 38, "pieces": ["123", "456", "78", "'ll", "\t", "​", "123", "456", "78", "<EOT", ">.\r\n\r\n", "ſ", "!tßfi", "‍\"'", "s", "<", " \r", "!!", "0", "é", "½", "\"('", "Dḍ̇et'S", "."]}
+{"text": "-m𐞁å<EOT>", "tokens": 10, "pieces": ["-m𐞁å", "<EOT", ">"]}
+{"text": "\r\nZ🙂👍🏽­　\u000b", "tokens": 9, "pieces": ["\r\n", "Z", "🙂👍🏽­", "　\u000b"]}
+{"text": "\t👍🏽e12345678m'Sé>㋿'MEOT's\t<EOT>㍿\né́'S\"!!0  ßå!d ,Ａ٣٤٥٦   \n‍\n'Re", "tokens": 51, "pieces": ["\t", "👍🏽", "e", "123", "456", "78", "m'S", "é", ">㋿'", "MEOT's", "\t", "<EOT", ">㍿\n", "é́'S", "\"!!", "0", " ", " ßå", "!d", " ", ",Ａ", "٣٤٥", "٦", "   \n", "‍\n", "'Re"]}
+{"text": "𐞁( 😀🏽\n\r\n\r\n", "tokens": 11, "pieces": ["𐞁", "(", " ", "😀🏽\n\r\n\r\n"]}
+{"text": "9tm,­ع-字३.  漢‍  　Ⅳ'Re'Re\u000b9Z", "tokens": 22, "pieces": ["9", "tm", ",­", "ع", "-字", "३", ".", " ", " 漢", "‍", "  ", "　", "Ⅳ", "'Re'Re", "\u000b", "9", "Z"]}
+{"text": "‍👍🏽'M­́İḍ̇  🙂(mDžＡ㋿\r\n  9'll ><|endoftext|>ſ\n!!🙂ét9🙂>'VE-9<EOT> ", "tokens": 51, "pieces": ["‍👍🏽'", "M", "­́İḍ̇", " ", " 🙂(", "m", "DžＡ", "㋿\r\n", " ", " ", "9", "'ll", " ><|", "endoftext", "|>", "ſ", "\n", "!!🙂", "ét", "9", "🙂>'", "VE", "-", "9", "<EOT", ">", " "]}
+{"text": "-0 ḍ̇", "tokens": 6, "pieces": ["-", "0", " ḍ̇"]}
+{"text": "é字fifi!!é's👍🏽ſm<|fim_prefix|>(漢s\r\n\r\n
İ३
ݽ's9İaſs'sé'ſ   \néİ😀🏽\t", "tokens": 47, "pieces": ["é字fifi", "!!", "é's", "👍🏽", "ſm", "<|", "fim", "_prefix", "|>(", "漢s", "\r\n\r\n", "
İ", "३", "
İ", "½", "'s", "9", "İaſs's", "é'ſ", "   \n", "é", "İ", "😀🏽", "\t"]}
+{"text": "عs", "tokens": 2, "pieces": ["عs"]}
+{"text": "İ's\refi　Ａt's­9😀🏽åⅣ\r\n'd‍", "tokens": 21, "pieces": ["İ's", "\r", "efi", "　Ａt's", "­", "9", "😀🏽", "å", "Ⅳ", "\r\n", "'d", "‍"]}
+{"text": "<\r漢\u000ba\"½t'T𐞁字0㋿\t३😀🏽'Re'T", "tokens": 26, "pieces": ["<\r", "漢", "\u000ba", "\"", "½", "t'T", "𐞁字", "0", "㋿", "\t", "३", "😀🏽'", "Re'T"]}
+{"text": "👍🏽", "tokens": 3, "pieces": ["👍🏽"]}
+{"text": "　å👍🏽𐞁\r\n'' 0e!!'D🙂
", "tokens": 20, "pieces": ["　å", "👍🏽", "𐞁", "\r\n", "''", " ", "0", "e", "!!'", "D", "🙂", "
"]}
+{"text": "12345678Z", "tokens": 4, "pieces": ["123", "456", "78", "Z"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "fi…123456780Z0'M", "tokens": 9, "pieces": ["fi", "…", "123", "456", "780", "Z", "0", "'M"]}
+{"text": "'ſ  'VE,\t३Ⅳ😀🏽", "tokens": 13, "pieces": ["'ſ", " ", " '", "VE", ",", "\t", "३Ⅳ", "😀🏽"]}
+{"text": "字­'漢ꟲ\r\n­‍'S('S\"́sa\u000b<EOT>ßßt#$% <|fim_prefix|><EOT>👍🏽 ḍ̇t𐞁ḍ̇  …!ß𐞁㍿", "tokens": 61, "pieces": ["字", "­'", "漢ꟲ", "\r\n", "­‍'", "S", "('", "S", "\"́sa", "\u000b", "<EOT", ">ßßt", "#$%", " <|", "fim", "_prefix", "|><", "EOT", ">👍🏽", " ḍ̇t𐞁ḍ̇", "  ", "…", "!ß𐞁", "㍿"]}
+{"text": "ſ́😀🏽㋿0'T­漢<EOT>ع‍\t d12345678'VE\tⅣſ🙂㋿dDž't!!", "tokens": 37, "pieces": ["ſ́", "😀🏽㋿", "0", "'T", "­漢", "<EOT", ">ع", "‍", "\t", " d", "123", "456", "78", "'VE", "\t", "Ⅳ", "ſ", "🙂㋿", "d", "Dž't", "!!"]}
+{"text": "t…عꟲß́
👍🏽\u000b'MＡdſ'VE'D", "tokens": 21, "pieces": ["t", "…عꟲß́", "
", "👍🏽", "\u000b", "'MＡdſ'VE", "'D"]}
+{"text": "İß漢e㋿  ३…<|endoftext|>9Ａ́", "tokens": 22, "pieces": ["İß漢e", "㋿", " ", " ", "३", "…", "<|", "endoftext", "|>", "9", "Ａ́"]}
+{"text": "ß'ret(ßt'Re👍🏽0,\u000b!!s\rＡ<META_START>'​𐞁​字ꟲع<META_START>\u000b", "tokens": 36, "pieces": ["ß're", "t", "(ßt'Re", "👍🏽", "0", ",", "\u000b", "!!", "s", "\r", "Ａ", "<META", "_START", ">'​", "𐞁", "​字ꟲع", "<META", "_START", ">", "\u000b"]}
+{"text": "٣٤٥٦Ａ'T\t  mꟲ9<EOT> >'T𐞁ＡaＡ\r\n>👍🏽'S'Dm
​<EOT>", "tokens": 41, "pieces": ["٣٤٥", "٦", "Ａ'T", "\t ", " mꟲ", "9", "<EOT", ">", " >'", "T𐞁Ａa", "Ａ", "\r\n", ">👍🏽'", "S'D", "m", "
", "​<", "EOT", ">"]}
+{"text": "Džḍ̇㍿(<|fim_prefix|>ḍ̇½!!\n('Re<EOT><|fim_prefix|>👍🏽   \n…字\n12345678Ａ㋿ḍ̇d éİEOTt.…ſ\u000bå're​9", "tokens": 64, "pieces": ["Džḍ̇", "㍿(<|", "fim", "_prefix", "|>", "ḍ̇", "½", "!!\n", "('", "Re", "<EOT", "><|", "fim", "_prefix", "|>👍🏽", "   \n", "…字", "\n", "123", "456", "78", "Ａ", "㋿ḍ̇d", " é", "İEOTt", ".", "…ſ", "\u000bå're", "​", "9"]}
+{"text": "\r\n\r\nⅣſ'redé,é     \n<|endoftext|>ßſ\rꟲＡ,\n\r👍🏽(👍🏽😀🏽<|endoftext|>\"-\n𐞁…9", "tokens": 51, "pieces": ["\r\n\r\n", "Ⅳ", "ſ're", "dé", ",é", "     \n", "<|", "endoftext", "|>", "ßſ", "\r", "ꟲ", "Ａ", ",\n\r", "👍🏽(👍🏽😀🏽<|", "endoftext", "|>\"-\n", "𐞁", "…", "9"]}
+{"text": "Ａ0's", "tokens": 3, "pieces": ["Ａ", "0", "'s"]}
+{"text": "😀🏽Z\n'Tſfi\r\n'll>.'SßéEOT0　漢…😀🏽́Ⅳ́𐞁ＡéEOT\u000bt", "tokens": 39, "pieces": ["😀🏽", "Z", "\n", "'Tſfi", "\r\n", "'ll", ">.'", "Sßé", "EOT", "0", "　漢", "…", "😀🏽́", "Ⅳ", "́𐞁Ａé", "EOT", "\u000bt"]}
+{"text": "🙂漢!!İ🙂٣٤٥٦EOTß\r\n\t
#$%å0>-👍🏽\ŕ𐞁𐞁३İ", "tokens": 36, "pieces": ["🙂漢", "!!", "İ", "🙂", "٣٤٥", "٦", "EOTß", "\r\n", "\t", "
", "#$%", "å", "0", ">-👍🏽\r", "́𐞁𐞁", "३", "İ"]}
+{"text": "Z'T're ㋿​½­‍å   \n<　<'T   \nmm<EOT>½", "tokens": 24, "pieces": ["Z'T", "'re", " ", "㋿​", "½", "­‍", "å", "   \n", "<", "　", "<'", "T", "   \n", "mm", "<EOT", ">", "½"]}
+{"text": "'VE​㍿­<META_START>½<|endoftext|>", "tokens": 19, "pieces": ["'VE", "​㍿­<", "META", "_START", ">", "½", "<|", "endoftext", "|>"]}
+{"text": "\r\nå\r  ٣٤٥٦!!'ll\ns<EOT>ß're'ſ'S9sZ🙂\r\nß­s", "tokens": 30, "pieces": ["\r\n", "å", "\r", " ", " ", "٣٤٥", "٦", "!!'", "ll", "\n", "s", "<EOT", ">ß're", "'ſ'S", "9", "s", "Z", "🙂\r\n", "ß", "­s"]}
+{"text": "'VE🙂", "tokens": 3, "pieces": ["'VE", "🙂"]}
+{"text": "é\u000bDž‍s­!", "tokens": 9, "pieces": ["é", "\u000bDž", "‍s", "­!"]}
+{"text": "'SZ#$%Z½m🙂ſ字ع字\råeſ'll😀🏽å", "tokens": 23, "pieces": ["'SZ", "#$%", "Z", "½", "m", "🙂ſ字ع字", "\r", "åeſ'll", "😀🏽", "å"]}
+{"text": "ḍ̇'T<|endoftext|>
9<|fim_prefix|>漢㋿‍0ß🙂　a\u000bＡ३", "tokens": 32, "pieces": ["ḍ̇'T", "<|", "endoftext", "|>", "
", "9", "<|", "fim", "_prefix", "|>", "漢", "㋿‍", "0", "ß", "🙂", "　a", "\u000bＡ", "३"]}
+{"text": "'ll-'ll0'Re字ZꟲⅣ漢👍🏽\r\n\r\n😀🏽\u000bZ字,dß", "tokens": 25, "pieces": ["'ll", "-'", "ll", "0", "'Re字", "Zꟲ", "Ⅳ", "漢", "👍🏽\r\n\r\n", "😀🏽", "\u000bZ字", ",dß"]}
+{"text": "\r\n\r\nſDžZ're  \nⅣ9Ａ'ſ\r\n\r\n'VÉé٣٤٥٦𐞁ém!<'Re #$%EOT!!", "tokens": 39, "pieces": ["\r\n\r\n", "ſ", "DžZ're", "  \n", "Ⅳ9", "Ａ'ſ", "\r\n\r\n", "'VÉé", "٣٤٥", "٦", "𐞁ém", "!<'", "Re", " #$%", "EOT", "!!"]}
+{"text": "'S<EOT><|fim_prefix|>ꟲ<EOT>😀🏽s　d'VE漢<|endoftext|>'llDžſ😀🏽", "tokens": 38, "pieces": ["'S", "<EOT", "><|", "fim", "_prefix", "|>", "ꟲ", "<EOT", ">😀🏽", "s", "　d'VE", "漢", "<|", "endoftext", "|>'", "ll", "Džſ", "😀🏽"]}
+{"text": "'Sde㍿漢>🙂Dž!!<👍🏽   \n½ḍ̇'ll­fi12345678\"é<|fim_prefix|>", "tokens": 34, "pieces": ["'Sde", "㍿漢", ">🙂", "Dž", "!!<👍🏽", "   \n", "½", "ḍ̇'ll", "­fi", "123", "456", "78", "\"é", "<|", "fim", "_prefix", "|>"]}
+{"text": "\"\r\n'VE<|fim_prefix|>🙂\"", "tokens": 11, "pieces": ["\"\r\n", "'VE", "<|", "fim", "_prefix", "|>🙂\""]}
+{"text": " ,<​ß'T<\r\n\r\nåeß' é<|endoftext|>>'ll-ß's㋿'VEß‍<|fim_prefix|>İt…-12345678'>٣٤٥٦　ß", "tokens": 54, "pieces": [" ,<​", "ß'T", "<\r\n\r\n", "åeß", "'", " é", "<|", "endoftext", "|>>'", "ll", "-ß's", "㋿'", "VEß", "‍<|", "fim", "_prefix", "|>", "İt", "…", "-", "123", "456", "78", "'>", "٣٤٥", "٦", "　ß"]}
+{"text": "t​!12345678'll😀🏽\r\n", "tokens": 11, "pieces": ["t", "​!", "123", "456", "78", "'ll", "😀🏽\r\n"]}
+{"text": ".é　,<|fim_prefix|>ḍ̇\rEOT'Ret​åé\t'ſt㋿ſⅣ🙂漢e\r\n\r\n'SＡa12345678　!­", "tokens": 45, "pieces": [".é", "　", ",<|", "fim", "_prefix", "|>", "ḍ̇", "\r", "EOT'Re", "t", "​åé", "\t", "'ſt", "㋿ſ", "Ⅳ", "🙂漢e", "\r\n\r\n", "'SＡa", "123", "456", "78", "　", "!­"]}
+{"text": "　́    're12345678dm", "tokens": 9, "pieces": ["　́", "   ", " ", "'re", "123", "456", "78", "dm"]}
+{"text": "ſéſ9́EOTEOT!!\"  ßİ!!fia é!…s字e", "tokens": 26, "pieces": ["ſéſ", "9", "́", "EOTEOT", "!!\"", " ", " ß", "İ", "!!", "fia", " é", "!", "…s字e"]}
+{"text": "३'s\r'M
㍿,\r\n\r\nعEOT 'll,'re\r\n'M'ſİ!<EOT>", "tokens": 26, "pieces": ["३", "'s", "\r", "'M", "
", "㍿,\r\n\r\n", "ع", "EOT", " ", "'ll", ",'", "re", "\r\n", "'M'ſ", "İ", "!<", "EOT", ">"]}
+{"text": "'ſm'S'llſ'Re漢é<EOT>ꟲ9", "tokens": 16, "pieces": ["'ſm'S", "'llſ'Re", "漢é", "<EOT", ">ꟲ", "9"]}
+{"text": "-.ꟲſ'\r'll'VE
å", "tokens": 13, "pieces": ["-.", "ꟲſ", "'\r", "'ll'VE", "
å"]}
+{"text": "'S٣٤٥٦é0Ａ🙂é<|endoftext|><EOT>s\r\n\r\n", "tokens": 23, "pieces": ["'S", "٣٤٥", "٦", "é", "0", "Ａ", "🙂é", "<|", "endoftext", "|><", "EOT", ">s", "\r\n\r\n"]}
+{"text": "\u000b", "tokens": 1, "pieces": ["\u000b"]}
+{"text": ".\"-ßⅣEOT🙂aⅣé
", "tokens": 14, "pieces": [".\"-", "ß", "Ⅳ", "EOT", "🙂a", "Ⅳ", "é", "
"]}
+{"text": "½\u000b🙂‍0!a ३9\r\n😀🏽߅.'S", "tokens": 19, "pieces": ["½", "\u000b", "🙂‍", "0", "!a", " ", "३9", "\r\n", "😀🏽", "ß", "…", ".'", "S"]}
+{"text": "漢Ⅳḍ̇Ａ((\r\r\n .<|endoftext|>
ſ'Re३٣٤٥٦ꟲm", "tokens": 29, "pieces": ["漢", "Ⅳ", "ḍ̇", "Ａ", "((\r\r\n", " ", ".<|", "endoftext", "|>", "
ſ'Re", "३٣٤", "٥٦", "ꟲm"]}
+{"text": "!!٣٤٥٦\r\n\n", "tokens": 6, "pieces": ["!!", "٣٤٥", "٦", "\r\n\n"]}
+{"text": "٣٤٥٦字İ!!m'T…eé<META_START>", "tokens": 17, "pieces": ["٣٤٥", "٦", "字", "İ", "!!", "m'T", "…eé", "<META", "_START", ">"]}
+{"text": ".　😀🏽d(Ａ́Z   \nＡ🙂ß'Dİd   \n½㍿é‍", "tokens": 24, "pieces": [".", "　", "😀🏽", "d", "(Ａ́", "Z", "   \n", "Ａ", "🙂ß'D", "İd", "   \n", "½", "㍿é", "‍"]}
+{"text": "\r\n\r\n​Dž😀🏽s<|endoftext|>½0<META_START>½½'re…", "tokens": 26, "pieces": ["\r\n\r\n", "​Dž", "😀🏽", "s", "<|", "endoftext", "|>", "½0", "<META", "_START", ">", "½½", "'re", "…"]}
+{"text": "Z'D<EOT>ꟲ‍åéḍ̇mع\r", "tokens": 18, "pieces": ["Z'D", "<EOT", ">ꟲ", "‍åéḍ̇mع", "\r"]}
+{"text": "­>'S'ſ!!étß'll字𐞁m>ꟲ漢\nEOT٣٤٥٦'ll12345678(fi​9å0'D🙂́    Ａm", "tokens": 47, "pieces": ["­>'", "S'ſ", "!!", "étß'll", "字𐞁m", ">ꟲ漢", "\n", "EOT", "٣٤٥", "٦", "'ll", "123", "456", "78", "(fi", "​", "9", "å", "0", "'D", "🙂́", "   ", " Ａm"]}
+{"text": "s,'ll
…0's9é㍿é३🙂́Džſ0\r\n\r\n's<META_START>ع'M 
Z!!ḍ̇", "tokens": 38, "pieces": ["s", ",'", "ll", "
", "…", "0", "'s", "9", "é", "㍿é", "३", "🙂́Džſ", "0", "\r\n\r\n", "'s", "<META", "_START", ">ع'M", " ", "
Z", "!!", "ḍ̇"]}
+{"text": "é ,İ<|endoftext|>عéé𐞁👍🏽​ſa👍🏽ZZ𐞁\u000ba0 ­9½0\t​\u000bfi''re'Re<|fim_prefix|>​\u000bå‍(<", "tokens": 60, "pieces": ["é", " ", ",İ", "<|", "endoftext", "|>", "عéé𐞁", "👍🏽​", "ſa", "👍🏽", "ZZ𐞁", "\u000ba", "0", " ", "­", "9½0", "\t", "​", "\u000bfi", "''", "re'Re", "<|", "fim", "_prefix", "|>​", "\u000bå", "‍(<"]}
+{"text": "'Tḍ̇½   \n''Re<'re‍½.e12345678'D́é  𐞁fi🙂12345678\t٣٤٥٦fi漢'ſḍ̇<META_START>12345678'D𐞁　漢é٣٤٥٦", "tokens": 63, "pieces": ["'Tḍ̇", "½", "   \n", "''", "Re", "<'", "re", "‍", "½", ".e", "123", "456", "78", "'D́é", " ", " 𐞁fi", "🙂", "123", "456", "78", "\t", "٣٤٥", "٦", "fi漢'ſ", "ḍ̇", "<META", "_START", ">", "123", "456", "78", "'D𐞁", "　漢é", "٣٤٥", "٦"]}
+{"text": "  s, ­
fi're   \nEOT　ꟲ३字<EOT>é漢\"\"!😀🏽ع
s‍méݽ  12345678‍㍿ſ.", "tokens": 46, "pieces": [" ", " s", ",", " ", "­", "
fi're", "   \n", "EOT", "　ꟲ", "३", "字", "<EOT", ">é漢", "\"\"!😀🏽", "ع", "
s", "‍mé", "İ", "½", " ", " ", "123", "456", "78", "‍㍿", "ſ", "."]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "  s's…å,ſa\"t½𐞁're\r<EOT>EOT½'llⅣfi\">\"Ａ½İ-<META_START>३t", "tokens": 40, "pieces": [" ", " s's", "…å", ",ſa", "\"t", "½", "𐞁're", "\r", "<EOT", ">EOT", "½", "'ll", "Ⅳ", "fi", "\">\"", "Ａ", "½", "İ", "-<", "META", "_START", ">", "३", "t"]}
+{"text": "\r\n\r\n<,9Ⅳ३'Re'Re0\n12345678३ḍ̇\u000b\r\n t.\t<|endoftext|>Ａ\r\n\r\n   \n\ŕfi'Ss<|fim_prefix|>\r\n\r\n\n!!‍", "tokens": 47, "pieces": ["\r\n\r\n", "<,", "9Ⅳ३", "'Re'Re", "0", "\n", "123", "456", "78३", "ḍ̇", "\u000b\r\n", " t", ".", "\t", "<|", "endoftext", "|>", "Ａ", "\r\n\r\n   \n\r", "́fi'S", "s", "<|", "fim", "_prefix", "|>\r\n\r\n\n", "!!‍"]}
+{"text": "Ⅳ́é   \n​Ⅳع́ ", "tokens": 11, "pieces": ["Ⅳ", "́é", "   \n", "​", "Ⅳ", "ع́", " "]}
+{"text": ">ꟲ\r\n👍🏽٣٤٥٦\"!é​<META_START>
's#$%½'Re𐞁\r\n\r\né,", "tokens": 32, "pieces": [">ꟲ", "\r\n", "👍🏽", "٣٤٥", "٦", "\"!", "é", "​<", "META", "_START", ">", "
", "'s", "#$%", "½", "'Re𐞁", "\r\n\r\n", "é", ","]}
+{"text": "İ's👍🏽<|fim_prefix|><|fim_prefix|>'ll#$%'saḍ̇
ſ12345678 'S'VE\n", "tokens": 33, "pieces": ["İ's", "👍🏽<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>'", "ll", "#$%'", "saḍ̇", "
ſ", "123", "456", "78", " '", "S'VE", "\n"]}
+{"text": "३\r\nꟲåéDž
(㋿éfiꟲEOT-a'VE \"'DéⅣ\n<EOT>'\n
.Ａ!!\"   \n👍🏽 🙂…é\r\n\r\n\n<|endoftext|>", "tokens": 57, "pieces": ["३", "\r\n", "ꟲåé", "Dž", "
", "(㋿", "éfiꟲ", "EOT", "-a'VE", " ", "\"'", "Dé", "Ⅳ", "\n", "<EOT", ">'\n", "
", ".Ａ", "!!\"", "   \n", "👍🏽", " 🙂", "…é", "\r\n\r\n\n", "<|", "endoftext", "|>"]}
+{"text": "ß𐞁½,!!­½-😀🏽\r\n\r\n'ſ　‍#$%(<META_START><EOT>,Z,\r\n,tt\u000b'ſ#$%", "tokens": 37, "pieces": ["ß𐞁", "½", ",!!­", "½", "-😀🏽\r\n\r\n", "'ſ", "　", "‍#$%(<", "META", "_START", "><", "EOT", ">,", "Z", ",\r\n", ",tt", "\u000b", "'ſ", "#$%"]}
+{"text": "🙂३'ſ\rꟲ", "tokens": 8, "pieces": ["🙂", "३", "'ſ", "\r", "ꟲ"]}
+{"text": "ع,'S", "tokens": 3, "pieces": ["ع", ",'", "S"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'VE'VE٣٤٥٦㋿İ'Re‍İ\r\n'VE'ss", "tokens": 20, "pieces": ["'VE'VE", "٣٤٥", "٦", "㋿İ'Re", "‍İ", "\r\n", "'VE's", "s"]}
+{"text": " 'M", "tokens": 2, "pieces": [" '", "M"]}
+{"text": "👍🏽   \nع><|fim_prefix|>(㍿", "tokens": 14, "pieces": ["👍🏽", "   \n", "ع", "><|", "fim", "_prefix", "|>(㍿"]}
+{"text": "½Z", "tokens": 2, "pieces": ["½", "Z"]}
+{"text": "'s\r'T\r\nfi\tésEOT   \nEOT​Z　12345678ع   \né👍🏽…!!'llZ㋿́٣٤٥٦", "tokens": 39, "pieces": ["'s", "\r", "'T", "\r\n", "fi", "\tés", "EOT", "   \n", "EOT", "​Z", "　", "123", "456", "78", "ع", "   \n", "é", "👍🏽", "…", "!!'", "ll", "Z", "㋿́", "٣٤٥", "٦"]}
+{"text": "(字'reſd", "tokens": 5, "pieces": ["(字're", "ſd"]}
+{"text": "'s…EOT\r\nع　\nſås(m#$%㍿'D", "tokens": 20, "pieces": ["'s", "…EOT", "\r\n", "ع", "　\n", "ſås", "(m", "#$%㍿'", "D"]}
+{"text": "
('VEꟲ㋿12345678   \n😀🏽'Rea\u000b   \nⅣ\u000b漢'S \u000bß٣٤٥٦…३m'VE<|fim_prefix|>", "tokens": 45, "pieces": ["
", "('", "VEꟲ", "㋿", "123", "456", "78", "   \n", "😀🏽'", "Rea", "\u000b   \n", "Ⅳ", "\u000b漢'S", " ", "\u000bß", "٣٤٥", "٦", "…", "३", "m'VE", "<|", "fim", "_prefix", "|>"]}
+{"text": "ع\t½0fiß<META_START><|endoftext|>-'D٣٤٥٦!", "tokens": 23, "pieces": ["ع", "\t", "½0", "fiß", "<META", "_START", "><|", "endoftext", "|>-'", "D", "٣٤٥", "٦", "!"]}
+{"text": "㍿字tꟲ　'D 'ſéea\n३tDžع字'12345678漢0'S\"", "tokens": 31, "pieces": ["㍿字tꟲ", "　", "'D", " ", "'ſéea", "\n", "३", "t", "Džع字", "'", "123", "456", "78", "漢", "0", "'S", "\""]}
+{"text": "ſ字'sⅣsⅣZ  12345678're½0'T>👍🏽­t'Séé́३,Ａ㍿\r\n>é  EOT   \n…'VE'\r\n\r\n‍😀🏽", "tokens": 53, "pieces": ["ſ字's", "Ⅳ", "s", "Ⅳ", "Z", " ", " ", "123", "456", "78", "'re", "½0", "'T", ">👍🏽­", "t'S", "éé́", "३", ",Ａ", "㍿\r\n", ">é", " ", " EOT", "   \n", "…", "'VE", "'\r\n\r\n", "‍😀🏽"]}
+{"text": "३!!   \n\r\n   \n🙂'D-😀🏽fi\rع12345678'.<META_START>👍🏽३‍\té👍🏽0ꟲ㋿ſå", "tokens": 43, "pieces": ["३", "!!", "   \n\r\n   \n", "🙂'", "D", "-😀🏽", "fi", "\r", "ع", "123", "456", "78", "'.<", "META", "_START", ">👍🏽", "३", "‍", "\té", "👍🏽", "0", "ꟲ", "㋿ſå"]}
+{"text": "漢𐞁é", "tokens": 6, "pieces": ["漢𐞁é"]}
+{"text": "ſ'Mfi  fi'ré'Reß'Re!", "tokens": 11, "pieces": ["ſ'M", "fi", " ", " fi're", "́'Re", "ß'Re", "!"]}
+{"text": "'T\rfi­
\r\n\u000bEOTDžfi    \n　fis\r½'Re,
٣٤٥٦'T​(ꟲfi　½…  ", "tokens": 37, "pieces": ["'T", "\r", "fi", "­", "
\r\n", "\u000bEOTDžfi", "    \n", "　fis", "\r", "½", "'Re", ",", "
", "٣٤٥", "٦", "'T", "​(", "ꟲfi", "　", "½", "…  "]}
+{"text": "㍿👍🏽d!\t\t́12345678", "tokens": 14, "pieces": ["㍿👍🏽", "d", "!", "\t", "\t́", "123", "456", "78"]}
+{"text": "'D😀🏽'M𐞁Ａ<ꟲꟲع'T,.㍿<META_START>'T\n'll<|fim_prefix|>'D<|fim_prefix|>12345678e's\tꟲ'\u000b😀🏽İ(\"", "tokens": 60, "pieces": ["'D", "😀🏽'", "M𐞁", "Ａ", "<ꟲꟲع'T", ",.㍿<", "META", "_START", ">'", "T", "\n", "'ll", "<|", "fim", "_prefix", "|>'", "D", "<|", "fim", "_prefix", "|>", "123", "456", "78", "e's", "\tꟲ", "'", "\u000b", "😀🏽", "İ", "(\""]}
+{"text": "9'D'ſ𐞁\r\n\r\n'M字㋿å👍🏽sm'll\rfi(😀🏽'ſ𐞁#$%", "tokens": 35, "pieces": ["9", "'D'ſ", "𐞁", "\r\n\r\n", "'M字", "㋿å", "👍🏽", "sm'll", "\r", "fi", "(😀🏽'", "ſ𐞁", "#$%"]}
+{"text": " ­'ll's!", "tokens": 5, "pieces": [" ­'", "ll's", "!"]}
+{"text": "Džİ 'SＡ​0  …dꟲ'VE9'Re\r\n\r\nEOTꟲḍ̇ mmå<EOT>-\"‍字ⅣＡ", "tokens": 39, "pieces": ["Džİ", " ", "'SＡ", "​", "0", "  ", "…dꟲ'VE", "9", "'Re", "\r\n\r\n", "EOTꟲḍ̇", " mmå", "<EOT", ">-\"‍", "字", "Ⅳ", "Ａ"]}
+{"text": "-'M.d(", "tokens": 4, "pieces": ["-'", "M", ".d", "("]}
+{"text": "\t", "tokens": 1, "pieces": ["\t"]}
+{"text": "\n👍🏽'Rem<|fim_prefix|>'M字e'Reée'D!!'Re-", "tokens": 22, "pieces": ["\n", "👍🏽'", "Rem", "<|", "fim", "_prefix", "|>'", "M字e'Re", "ée'D", "!!'", "Re", "-"]}
+{"text": "\t#$%Ⅳ'M\r\n İſ ​'ll\u000b'reDžḍ̇e're(ßZ字㍿ſ<㋿<META_START><|fim_prefix|><|endoftext|>㋿ß12345678'", "tokens": 58, "pieces": ["\t", "#$%", "Ⅳ", "'M", "\r\n", " İſ", " ", "​'", "ll", "\u000b", "'re", "Džḍ̇e're", "(ß", "Z字", "㍿ſ", "<㋿<", "META", "_START", "><|", "fim", "_prefix", "|><|", "endoftext", "|>㋿", "ß", "123", "456", "78", "'"]}
+{"text": "'ſ'D<|endoftext|>sfi'T<é \r\n\r\ndm\"½Dž́'T<META_START>\t㋿EOTDž fi", "tokens": 36, "pieces": ["'ſ'D", "<|", "endoftext", "|>", "sfi'T", "<é", " \r\n\r\n", "dm", "\"", "½", "Dž́'T", "<META", "_START", ">", "\t", "㋿EOTDž", " fi"]}
+{"text": "'ReⅣs'VE🙂'D", "tokens": 9, "pieces": ["'Re", "Ⅳ", "s'VE", "🙂'", "D"]}
+{"text": "  å\u000bع\"><'VEé👍🏽 ", "tokens": 13, "pieces": [" ", " å", "\u000bع", "\"><'", "VEé", "👍🏽", " "]}
+{"text": "t!!<EOT>'ſ!!!\td½ſ,<|fim_prefix|>'s'D12345678>Z…́Džſ\u000bé𐞁\"'T<META_START>'Re​'D", "tokens": 45, "pieces": ["t", "!!<", "EOT", ">'", "ſ", "!!!", "\td", "½", "ſ", ",<|", "fim", "_prefix", "|>'", "s'D", "123", "456", "78", ">Z", "…́Džſ", "\u000bé𐞁", "\"'", "T", "<META", "_START", ">'", "Re", "​'", "D"]}
+{"text": "Ⅳ…eé,'ſ'Re\r\nd😀🏽-\n<EOT>ß0Z(👍🏽'S12345678m½\"㍿㍿å٣٤٥٦​<|endoftext|>\te   \nZ", "tokens": 56, "pieces": ["Ⅳ", "…eé", ",'", "ſ'Re", "\r\n", "d", "😀🏽-\n", "<EOT", ">ß", "0", "Z", "(👍🏽'", "S", "123", "456", "78", "m", "½", "\"㍿㍿", "å", "٣٤٥", "٦", "​<|", "endoftext", "|>", "\te", "   \n", "Z"]}
+{"text": "'ll\r\nꟲd", "tokens": 6, "pieces": ["'ll", "\r\n", "ꟲd"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿‍s#$%\t\r\n\r\na<|endoftext|>٣٤٥٦åع\n  0㋿\r\n<​Ⅳ,​9!!'<😀🏽   \n", "tokens": 44, "pieces": ["㍿‍", "s", "#$%", "\t\r\n\r\n", "a", "<|", "endoftext", "|>", "٣٤٥", "٦", "åع", "\n", " ", " ", "0", "㋿\r\n", "<​", "Ⅳ", ",​", "9", "!!'<😀🏽", "   \n"]}
+{"text": "''Re　12345678漢\ntḍ̇0'DEOTEOT'VEꟲ-ꟲ­", "tokens": 27, "pieces": ["''", "Re", "　", "123", "456", "78", "漢", "\n", "tḍ̇", "0", "'DEOTEOT'VE", "ꟲ", "-ꟲ", "­"]}
+{"text": "<EOT>0", "tokens": 4, "pieces": ["<EOT", ">", "0"]}
+{"text": "<ß're'S🙂'Reſ𐞁　0 ㋿㍿0\r\n𐞁\u000bé>👍🏽　
   \nſfi\t\t́Z'Re'D", "tokens": 45, "pieces": ["<ß're", "'S", "🙂'", "Reſ𐞁", "　", "0", " ㋿㍿", "0", "\r\n", "𐞁", "\u000bé", ">👍🏽", "　
   \n", "ſfi", "\t", "\t́", "Z'Re", "'D"]}
+{"text": "'Re\t#$%<|endoftext|>é\u000b'ḍ̇,tＡ‍éＡß'T9're  're,㍿'D​𐞁a'D\"fi३", "tokens": 45, "pieces": ["'Re", "\t", "#$%<|", "endoftext", "|>", "é", "\u000b", "'ḍ̇", ",t", "Ａ", "‍é", "Ａß'T", "9", "'re", " ", " '", "re", ",㍿'", "D", "​𐞁a'D", "\"fi", "३"]}
+{"text": "'S\r\nZ\rd!!  ​\t　", "tokens": 11, "pieces": ["'S", "\r\n", "Z", "\r", "d", "!!", " ", " ", "​", "\t　"]}
+{"text": "𐞁'ſt'Re", "tokens": 8, "pieces": ["𐞁'ſ", "t'Re"]}
+{"text": "éd0   \n'ſ   \nⅣİ12345678e,Dž漢me字😀🏽", "tokens": 24, "pieces": ["éd", "0", "   \n", "'ſ", "   \n", "Ⅳ", "İ", "123", "456", "78", "e", ",Dž漢me字", "😀🏽"]}
+{"text": "　!!<|endoftext|>'VE<META_START>'T<META_START>　字'<META_START>", "tokens": 25, "pieces": ["　", "!!<|", "endoftext", "|>'", "VE", "<META", "_START", ">'", "T", "<META", "_START", ">", "　字", "'<", "META", "_START", ">"]}
+{"text": "'s", "tokens": 1, "pieces": ["'s"]}
+{"text": "漢!!'VE\t<|fim_prefix|>'Reem㍿\r\n🙂<META_START>Ａ'Me٣٤٥٦ꟲ\u000bİ👍🏽३  👍🏽 'T", "tokens": 44, "pieces": ["漢", "!!'", "VE", "\t", "<|", "fim", "_prefix", "|>'", "Reem", "㍿\r\n", "🙂<", "META", "_START", ">Ａ'M", "e", "٣٤٥", "٦", "ꟲ", "\u000bİ", "👍🏽", "३", " ", " 👍🏽", " ", "'T"]}
+{"text": "'s!!‍'Re'llt-‍​-s12345678  9<META_START>ḍ̇", "tokens": 25, "pieces": ["'s", "!!‍'", "Re'll", "t", "-‍​-", "s", "123", "456", "78", " ", " ", "9", "<META", "_START", ">ḍ̇"]}
+{"text": "é'VE!<EOT><META_START>s\"Dž字s𐞁e\r\n\r\nZé's", "tokens": 26, "pieces": ["é'VE", "!<", "EOT", "><", "META", "_START", ">s", "\"Dž字s𐞁e", "\r\n\r\n", "Zé's"]}
+{"text": "　\tⅣ<|fim_prefix|>\n12345678🙂<|fim_prefix|>'Sé'Re<|fim_prefix|>　ع\r\nfi𐞁'T'D𐞁́ꟲ…Ａd fi's<9s<|endoftext|>😀🏽Ⅳ٣٤٥٦12345678", "tokens": 76, "pieces": ["　", "\t", "Ⅳ", "<|", "fim", "_prefix", "|>\n", "123", "456", "78", "🙂<|", "fim", "_prefix", "|>'", "Sé'Re", "<|", "fim", "_prefix", "|>", "　ع", "\r\n", "fi𐞁'T", "'D𐞁́ꟲ", "…Ａd", " fi's", "<", "9", "s", "<|", "endoftext", "|>😀🏽", "Ⅳ٣٤", "٥٦1", "234", "567", "8"]}
+{"text": " 9👍🏽\r㋿>d㍿!\u000b㋿\n'VEdét\u000b>éé👍🏽३ ३😀🏽㍿aＡéİ…m‍", "tokens": 50, "pieces": [" ", "9", "👍🏽\r", "㋿>", "d", "㍿!", "\u000b", "㋿\n", "'VEdét", "\u000b", ">éé", "👍🏽", "३", " ", "३", "😀🏽㍿", "a", "Ａé", "İ", "…m", "‍"]}
+{"text": "s(.<|endoftext|> !<META_START>ḍ̇'Mꟲ'VEDž", "tokens": 26, "pieces": ["s", "(.<|", "endoftext", "|>", " ", "!<", "META", "_START", ">ḍ̇'M", "ꟲ'VE", "Dž"]}
+{"text": "​'TDž  \n…㍿\u000b  ſt<META_START>㍿åé½😀🏽é­9👍🏽<|endoftext|>ḍ̇'reⅣ#$%…ſＡ<META_START>", "tokens": 59, "pieces": ["​'", "TDž", "  \n", "…", "㍿", "\u000b ", " ſt", "<META", "_START", ">㍿", "åé", "½", "😀🏽", "é", "­", "9", "👍🏽<|", "endoftext", "|>", "ḍ̇'re", "Ⅳ", "#$%", "…ſ", "Ａ", "<META", "_START", ">"]}
+{"text": "!!!\tß'ſ漢s'Re9<|endoftext|>d'S -'!!​   字t½\n‍<EOT>  ḍ̇½३", "tokens": 39, "pieces": ["!!!", "\tß'ſ", "漢s'Re", "9", "<|", "endoftext", "|>", "d'S", " -'!!​", "  ", " 字t", "½", "\n", "‍<", "EOT", ">", " ", " ḍ̇", "½३"]}
+{"text": "'llＡ -​\u000b'VÉ字'ſß३Ⅳſ٣٤٥٦<META_START>'😀🏽é<.Dž'VE.0<|fim_prefix|>ع…<|endoftext|>", "tokens": 52, "pieces": ["'ll", "Ａ", " ", "-​", "\u000b", "'VÉ字'ſ", "ß", "३Ⅳ", "ſ", "٣٤٥", "٦", "<META", "_START", ">'😀🏽", "é", "<.", "Dž'VE", ".", "0", "<|", "fim", "_prefix", "|>", "ع", "…", "<|", "endoftext", "|>"]}
+{"text": "'reꟲd٣٤٥٦EOT9'D\n  字😀🏽<EOT>㋿字m'VE😀🏽-0 -㍿😀🏽's　!!", "tokens": 46, "pieces": ["'reꟲd", "٣٤٥", "٦", "EOT", "9", "'D", "\n", " ", " 字", "😀🏽<", "EOT", ">㋿", "字m'VE", "😀🏽-", "0", " -㍿😀🏽'", "s", "　", "!!"]}
+{"text": "mt'S.Ａ   \n‍३!!<|fim_prefix|>🙂'sZ<|endoftext|>Ａḍ̇.Dž㍿12345678s- 'ś12345678ß<EOT>　Ⅳ㍿ꟲåＡ#$%字å½m", "tokens": 69, "pieces": ["mt'S", ".Ａ", "   \n", "‍", "३", "!!<|", "fim", "_prefix", "|>🙂'", "s", "Z", "<|", "endoftext", "|>", "Ａḍ̇", ".Dž", "㍿", "123", "456", "78", "s", "-", " '", "ś", "123", "456", "78", "ß", "<EOT", ">", "　", "Ⅳ", "㍿ꟲå", "Ａ", "#$%", "字å", "½", "m"]}
+{"text": "👍🏽Ⅳ漢<|endoftext|>EOT́\t㋿\r\nع㍿", "tokens": 25, "pieces": ["👍🏽", "Ⅳ", "漢", "<|", "endoftext", "|>", "EOT́", "\t", "㋿\r\n", "ع", "㍿"]}
+{"text": "　, é12345678Ａfi​0
t\r\n\r\nİDž😀🏽<|endoftext|><META_START>'ll\u000b'S'll  <EOT>  ㋿­EOT­­\r", "tokens": 48, "pieces": ["　", ",", " é", "123", "456", "78", "Ａfi", "​", "0", "
t", "\r\n\r\n", "İDž", "😀🏽<|", "endoftext", "|><", "META", "_START", ">'", "ll", "\u000b", "'S'll", " ", " <", "EOT", ">", " ", " ㋿­", "EOT", "­­\r"]}
+{"text": "\"\r\n\r\n>́ß  ", "tokens": 5, "pieces": ["\"\r\n\r\n", ">́ß", "  "]}
+{"text": "字t'SEOTعZ㋿''ll'sEOTfi", "tokens": 16, "pieces": ["字t'S", "EOTع", "Z", "㋿''", "ll's", "EOTfi"]}
+{"text": "!!​👍🏽漢aꟲa\r\n🙂́\tⅣḍ̇Ⅳßd🙂Ⅳé'VEEOT…​㍿㍿\r\n\r\n!!…🙂  tfiⅣ🙂'Reé", "tokens": 56, "pieces": ["!!​👍🏽", "漢aꟲa", "\r\n", "🙂́", "\t", "Ⅳ", "ḍ̇", "Ⅳ", "ßd", "🙂", "Ⅳ", "é'VE", "EOT", "…", "​㍿㍿\r\n\r\n", "!!", "…", "🙂", " ", " tfi", "Ⅳ", "🙂'", "Reé"]}
+{"text": "
…\tfiḍ̇'Re0'é\u000b", "tokens": 13, "pieces": ["
…", "\tfiḍ̇'Re", "0", "'é", "\u000b"]}
+{"text": "Džs㍿-ſ", "tokens": 8, "pieces": ["Džs", "㍿-", "ſ"]}
+{"text": "'VEé <|fim_prefix|>é\r'M", "tokens": 15, "pieces": ["'VEé", " ", "<|", "fim", "_prefix", "|>", "é", "\r", "'M"]}
+{"text": "ßfi'ſ'ſ𐞁d", "tokens": 11, "pieces": ["ßfi'ſ", "'ſ𐞁d"]}
+{"text": "'ſ　t\t  <EOT>fi\tEOT<|fim_prefix|>åafi\n!!m'\r\nع…'ſ  ३ع'll…é👍🏽漢t'VEé \u000b­…漢<|endoftext|>", "tokens": 61, "pieces": ["'ſ", "　t", "\t ", " <", "EOT", ">fi", "\tEOT", "<|", "fim", "_prefix", "|>", "åafi", "\n", "!!", "m", "'\r\n", "ع", "…", "'ſ", " ", " ", "३", "ع'll", "…é", "👍🏽", "漢t'VE", "é", " ", "\u000b", "­", "…漢", "<|", "endoftext", "|>"]}
+{"text": "😀🏽\r\n12345678   \nⅣ's,\t.9'é­'M😀🏽\rs㍿'M‍å㍿'Msa…ß'ſ9t'Re\tꟲZ 'S're", "tokens": 55, "pieces": ["😀🏽\r\n", "123", "456", "78", "   \n", "Ⅳ", "'s", ",", "\t", ".", "9", "'é", "­'", "M", "😀🏽\r", "s", "㍿'", "M", "‍å", "㍿'", "Msa", "…ß'ſ", "9", "t'Re", "\tꟲ", "Z", " '", "S're"]}
+{"text": "EOT", "tokens": 2, "pieces": ["EOT"]}
+{"text": "'S'D　!9 ­३é,　'ReＡßs", "tokens": 16, "pieces": ["'S'D", "　", "!", "9", " ", "­", "३", "é", ",", "　", "'Re", "Ａßs"]}
+{"text": "  'ſ're#$%<EOT>0'De'عDž'Dعfi😀🏽Ⅳmå'sd\r\n\r\n'll\r'S\r\n\r\n", "tokens": 34, "pieces": [" ", " '", "ſ're", "#$%<", "EOT", ">", "0", "'De", "'ع", "Dž'D", "عfi", "😀🏽", "Ⅳ", "må's", "d", "\r\n\r\n", "'ll", "\r", "'S", "\r\n\r\n"]}
+{"text": "\n\r\n\r\n<㍿½\"é's​­…<META_START>㍿ꟲ<EOT>३(𐞁㋿\r\n\r\n  é
字å9\"aå\"", "tokens": 50, "pieces": ["\n\r\n\r\n", "<㍿", "½", "\"é's", "​­", "…", "<META", "_START", ">㍿", "ꟲ", "<EOT", ">", "३", "(𐞁", "㋿\r\n\r\n", " ", " é", "
字å", "9", "\"aå", "\""]}
+{"text": ".'ſ'ſZt­  'M-İḍ̇'S12345678#$%0'D㋿İfi\rEOTm'DZßع", "tokens": 36, "pieces": [".'", "ſ'ſ", "Zt", "­", " ", " '", "M", "-İḍ̇'S", "123", "456", "78", "#$%", "0", "'D", "㋿İfi", "\r", "EOTm'D", "Zßع"]}
+{"text": "9½Dž\r\n\r\nZ!!‍Ａ!\t㋿-åꟲ…<EOT>fiém  'M'sa­㍿,😀🏽🙂 é\r\n👍🏽's'", "tokens": 50, "pieces": ["9½", "Dž", "\r\n\r\n", "Z", "!!‍", "Ａ", "!", "\t", "㋿-", "åꟲ", "…", "<EOT", ">fiém", " ", " '", "M's", "a", "­㍿,😀🏽🙂", " é", "\r\n", "👍🏽'", "s", "'"]}
+{"text": "­'Tİ   \n'ß\"…'VE'Mé​-<|endoftext|>\r\n\r\n​३'ſ.-a\"", "tokens": 31, "pieces": ["­'", "Tİ", "   \n", "'ß", "\"", "…", "'VE'M", "é", "​-<|", "endoftext", "|>\r\n\r\n", "​", "३", "'ſ", ".-", "a", "\""]}
+{"text": "\r\n12345678ßm'D
٣٤٥٦<EOT>ḍ̇​ß<EOT>,عs9<|fim_prefix|><|fim_prefix|><12345678'S­Ze9", "tokens": 44, "pieces": ["\r\n", "123", "456", "78", "ßm'D", "
", "٣٤٥", "٦", "<EOT", ">ḍ̇", "​ß", "<EOT", ">,", "عs", "9", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|><", "123", "456", "78", "'S", "­Ze", "9"]}
+{"text": "'T\r\n'S\r\n\r\nꟲ,-  　å12345678EOT㋿   \r\n\r\nⅣ<|endoftext|>t#$%👍🏽ßaé   \n㋿", "tokens": 44, "pieces": ["'T", "\r\n", "'S", "\r\n\r\n", "ꟲ", ",-", "  ", "　å", "123", "456", "78", "EOT", "㋿", "   \r\n\r\n", "Ⅳ", "<|", "endoftext", "|>", "t", "#$%👍🏽", "ßaé", "   \n", "㋿"]}
+{"text": "'s", "tokens": 1, "pieces": ["'s"]}
+{"text": "ß字ع#$%e.ee\r<EOT>\u000bm\n​字\u000bß\r\n", "tokens": 19, "pieces": ["ß字ع", "#$%", "e", ".ee", "\r", "<EOT", ">", "\u000bm", "\n", "​字", "\u000bß", "\r\n"]}
+{"text": "­
m'lle-Ａ'MＡ😀🏽!!٣٤٥٦🙂-<|endoftext|>'Re'ſ'S12345678'D\t'll'safi ", "tokens": 40, "pieces": ["­", "
m'll", "e", "-Ａ'M", "Ａ", "😀🏽!!", "٣٤٥", "٦", "🙂-<|", "endoftext", "|>'", "Re'ſ", "'S", "123", "456", "78", "'D", "\t", "'ll's", "afi", " "]}
+{"text": "aDž　e'Sİ
d½s'VE　…<META_START>m'S…\nꟲ
ꟲ'Re'T…‍#$%å𐞁 'Re<|endoftext|>'VEEOT'Tꟲeé", "tokens": 63, "pieces": ["a", "Dž", "　e'S", "İ", "
d", "½", "s'VE", "　", "…", "<META", "_START", ">m'S", "…\n", "ꟲ", "
ꟲ'Re", "'T", "…", "‍#$%", "å𐞁", " '", "Re", "<|", "endoftext", "|>'", "VEEOT'T", "ꟲeé"]}
+{"text": "å🙂\t'S\t𐞁ⅣdaEOT\t<|fim_prefix|>Ⅳ½(12345678fi're漢­㍿#$%\n  ,>\n<|endoftext|>å(ꟲ're   \nḍ̇", "tokens": 59, "pieces": ["å", "🙂", "\t", "'S", "\t𐞁", "Ⅳ", "da", "EOT", "\t", "<|", "fim", "_prefix", "|>", "Ⅳ½", "(", "123", "456", "78", "fi're", "漢", "­㍿#$%\n", " ", " ,>\n", "<|", "endoftext", "|>", "å", "(ꟲ're", "   \n", "ḍ̇"]}
+{"text": "\r\n", "tokens": 1, "pieces": ["\r\n"]}
+{"text": "😀🏽
　.\n👍🏽'‍\n12345678t   \n'VE\"<META_START>", "tokens": 23, "pieces": ["😀🏽", "
", "　", ".\n", "👍🏽'‍\n", "123", "456", "78", "t", "   \n", "'VE", "\"<", "META", "_START", ">"]}
+{"text": "​👍🏽😀🏽.<|endoftext|>", "tokens": 14, "pieces": ["​👍🏽😀🏽.<|", "endoftext", "|>"]}
+{"text": "9'D…é<EOT>.㍿!dm 'Rem's漢Džd​9s\r　\r\n字Ａ'DⅣ㋿𐞁<EOT>㋿<|endoftext|>'M漢a12345678<", "tokens": 59, "pieces": ["9", "'D", "…é", "<EOT", ">.㍿!", "dm", " ", "'Rem's", "漢Džd", "​", "9", "s", "\r　\r\n", "字", "Ａ'D", "Ⅳ", "㋿𐞁", "<EOT", ">㋿<|", "endoftext", "|>'", "M漢a", "123", "456", "78", "<"]}
+{"text": "½'m", "tokens": 2, "pieces": ["½", "'m"]}
+{"text": "'Re　
<'D
  t<ß   \n'VEé',e<|fim_prefix|>३‍<|fim_prefix|>fi\t\r\n🙂9\"<|fim_prefix|>\r\n<EOT>  s…ع", "tokens": 48, "pieces": ["'Re", "　", "
", "<'", "D", "
 ", " t", "<ß", "   \n", "'VEé", "',", "e", "<|", "fim", "_prefix", "|>", "३", "‍<|", "fim", "_prefix", "|>", "fi", "\t\r\n", "🙂", "9", "\"<|", "fim", "_prefix", "|>\r\n", "<EOT", ">", " ", " s", "…ع"]}
+{"text": "'s\r\n\t!!s'VEs'Dßå\nd😀🏽EOT   \n　   \n<META_START>漢eé<EOT>​🙂\">Z\t  >", "tokens": 38, "pieces": ["'s", "\r\n", "\t", "!!", "s'VE", "s'D", "ßå", "\n", "d", "😀🏽", "EOT", "   \n　   \n", "<META", "_START", ">漢eé", "<EOT", ">​🙂\">", "Z", "\t ", " >"]}
+{"text": "‍sİé́<|fim_prefix|>🙂'ſfi'Mعt<EOT>٣٤٥٦ ſDž🙂👍🏽‍-mⅣ
́ 'S'漢", "tokens": 45, "pieces": ["‍s", "İé́", "<|", "fim", "_prefix", "|>🙂'", "ſfi'M", "عt", "<EOT", ">", "٣٤٥", "٦", " ſ", "Dž", "🙂👍🏽‍-", "m", "Ⅳ", "
́", " '", "S", "'漢"]}
+{"text": "'MⅣfiḍ̇eſ㍿漢0٣٤٥٦-m's\r\n'Dع　ꟲ字字", "tokens": 29, "pieces": ["'M", "Ⅳ", "fiḍ̇eſ", "㍿漢", "0٣٤", "٥٦", "-m's", "\r\n", "'Dع", "　ꟲ字字"]}
+{"text": "ḍ̇ḍ̇‍٣٤٥٦e's!", "tokens": 14, "pieces": ["ḍ̇ḍ̇", "‍", "٣٤٥", "٦", "e's", "!"]}
+{"text": " 're'ſ.‍ꟲ'llå'ſ'ſİDž>­　(<META_START>Ａt<", "tokens": 29, "pieces": [" '", "re'ſ", ".‍", "ꟲ'll", "å'ſ", "'ſ", "İDž", ">­", "　", "(<", "META", "_START", ">Ａt", "<"]}
+{"text": "　-''D<META_START>字9", "tokens": 10, "pieces": ["　", "-''", "D", "<META", "_START", ">字", "9"]}
+{"text": "(\r 's👍🏽é>\t…'Tعḍ̇'T<ꟲ'reDž½- 'ſ(t㍿\r   \n-́", "tokens": 39, "pieces": ["(\r", " ", "'s", "👍🏽", "é", ">", "\t", "…", "'Tعḍ̇'T", "<ꟲ're", "Dž", "½", "-", " ", "'ſ", "(t", "㍿\r", "   \n", "-́"]}
+{"text": "­åEOT<　<META_START>ßå😀🏽t'ſt३\r\n\r\n'Reع \r
ꟲs<|fim_prefix|> ­", "tokens": 38, "pieces": ["­å", "EOT", "<", "　", "<META", "_START", ">ßå", "😀🏽", "t'ſ", "t", "३", "\r\n\r\n", "'Reع", " \r", "
ꟲs", "<|", "fim", "_prefix", "|>", " ­"]}
+{"text": "m\nEOT\u000b'VE,'D३㋿t३<|endoftext|>fi㍿ꟲmEOT漢㍿Z\"\rfi\r\nＡ\r漢İ👍🏽३,", "tokens": 50, "pieces": ["m", "\n", "EOT", "\u000b", "'VE", ",'", "D", "३", "㋿t", "३", "<|", "endoftext", "|>", "fi", "㍿ꟲm", "EOT漢", "㍿Z", "\"\r", "fi", "\r\n", "Ａ", "\r", "漢", "İ", "👍🏽", "३", ","]}
+{"text": "  👍🏽\u000b-<EOT>\r\"\r\nsＡ  Dž'VE", "tokens": 20, "pieces": [" ", " 👍🏽", "\u000b", "-<", "EOT", ">\r", "\"\r\n", "s", "Ａ", " ", " Dž'VE"]}
+{"text": "ꟲ--,eع㍿…ḍ̇\nZ   \n\"sع \r\nſ'D
Z'M(", "tokens": 27, "pieces": ["ꟲ", "--,", "eع", "㍿", "…ḍ̇", "\n", "Z", "   \n", "\"sع", " \r\n", "ſ'D", "
Z'M", "("]}
+{"text": "'M'Re  Ａ𐞁ḍ̇,é\r𐞁…　Z.\na٣٤٥٦12345678é'T", "tokens": 35, "pieces": ["'M'Re", " ", " Ａ𐞁ḍ̇", ",é", "\r", "𐞁", "…", "　Z", ".\n", "a", "٣٤٥", "٦12", "345", "678", "é'T"]}
+{"text": "'S'T́", "tokens": 3, "pieces": ["'S'T", "́"]}
+{"text": "0😀🏽­𐞁sſé  'MⅣEOT\u000b", "tokens": 20, "pieces": ["0", "😀🏽­", "𐞁sſé", " ", " '", "M", "Ⅳ", "EOT", "\u000b"]}
+{"text": "Z<fi're9…fi\n!!\r!å9\r\n\r\nZEOTß\"12345678…㍿", "tokens": 28, "pieces": ["Z", "<fi're", "9", "…fi", "\n", "!!\r", "!å", "9", "\r\n\r\n", "ZEOTß", "\"", "123", "456", "78", "…", "㍿"]}
+{"text": "\t\r\n\r\n　Ⅳ \u000bꟲt'Sſ<META_START>ꟲ'ſ\r\n
 ㋿'M\u000bfi㍿\né0!!㍿", "tokens": 42, "pieces": ["\t\r\n\r\n", "　", "Ⅳ", " ", "\u000bꟲt'S", "ſ", "<META", "_START", ">ꟲ'ſ", "\r\n", "
", " ㋿'", "M", "\u000bfi", "㍿\n", "é", "0", "!!㍿"]}
+{"text": "́Ａ👍🏽   \n'Tع!　're'reİ'Dß,ß\u000b🙂㍿!!㍿
'T½t'M'll<|fim_prefix|>s'<META_START>!t㋿🙂‍é\r\n\r\n㍿", "tokens": 55, "pieces": ["́", "Ａ", "👍🏽", "   \n", "'Tع", "!", "　", "'re're", "İ'D", "ß", ",ß", "\u000b", "🙂㍿!!㍿", "
", "'T", "½", "t'M", "'ll", "<|", "fim", "_prefix", "|>", "s", "'<", "META", "_START", ">!", "t", "㋿🙂‍", "é", "\r\n\r\n", "㍿"]}
+{"text": "#$%ßEOT…½Dž　٣٤٥٦   \n'M,𐞁㋿s　", "tokens": 27, "pieces": ["#$%", "ß", "EOT", "…", "½", "Dž", "　", "٣٤٥", "٦", "   \n", "'M", ",𐞁", "㋿s", "　"]}
+{"text": "0'   \nḍ̇ßꟲ<\"
<|endoftext|><META_START>漢́amEOT‍Dž  🙂👍🏽 a", "tokens": 37, "pieces": ["0", "'", "   \n", "ḍ̇ßꟲ", "<\"", "
", "<|", "endoftext", "|><", "META", "_START", ">漢́am", "EOT", "‍Dž", " ", " 🙂👍🏽", " a"]}
+{"text": "½'ſå\t­'Daꟲ👍🏽fi㋿!!EOTé𐞁m👍🏽
 's'Mß're's   \n  's\"\u000b'T\r\n", "tokens": 47, "pieces": ["½", "'ſå", "\t", "­'", "Daꟲ", "👍🏽", "fi", "㋿!!", "EOTé𐞁m", "👍🏽", "
", " ", "'s'M", "ß're", "'s", "   \n", " ", " '", "s", "\"", "\u000b", "'T", "\r\n"]}
+{"text": "­ع́ ٣٤٥٦'Sſ 9٣٤٥٦'T 漢٣٤٥٦-'T!!EOT<EOT>​<|endoftext|>Ⅳ0\" ꟲ㋿
'ſ<'Mع", "tokens": 56, "pieces": ["­ع́", " ", "٣٤٥", "٦", "'Sſ", " ", "9٣٤", "٥٦", "'T", " 漢", "٣٤٥", "٦", "-'", "T", "!!", "EOT", "<EOT", ">​<|", "endoftext", "|>", "Ⅳ0", "\"", " ꟲ", "㋿", "
", "'ſ", "<'", "Mع"]}
+{"text": "'Re", "tokens": 1, "pieces": ["'Re"]}
+{"text": "-!,'ll
́　　.,.İ'\t#$%s<META_START>'re'VE(­\u000b!<EOT>​<|endoftext|>'VE'D\r\n\u000bＡ'SDž", "tokens": 47, "pieces": ["-!,'", "ll", "
́", "　", "　", ".,.", "İ", "'", "\t", "#$%", "s", "<META", "_START", ">'", "re'VE", "(­", "\u000b", "!<", "EOT", ">​<|", "endoftext", "|>'", "VE'D", "\r\n", "\u000bＡ'S", "Dž"]}
+{"text": "
\u000b\tß(<|fim_prefix|>-　 ㍿😀🏽'll'ſ", "tokens": 22, "pieces": ["
\u000b", "\tß", "(<|", "fim", "_prefix", "|>-", "　", " ㍿😀🏽'", "ll'ſ"]}
+{"text": "½'३😀🏽((…'Ts>å", "tokens": 13, "pieces": ["½", "'", "३", "😀🏽((", "…", "'Ts", ">å"]}
+{"text": "e½Z👍🏽ḍ̇<EOT>12345678<|fim_prefix|>३\"s>\t!!'re'llDž<|endoftext|>ſ́'ll㋿0d😀🏽Dž", "tokens": 51, "pieces": ["e", "½", "Z", "👍🏽", "ḍ̇", "<EOT", ">", "123", "456", "78", "<|", "fim", "_prefix", "|>", "३", "\"s", ">", "\t", "!!'", "re'll", "Dž", "<|", "endoftext", "|>", "ſ́'ll", "㋿", "0", "d", "😀🏽", "Dž"]}
+{"text": "ḍ̇字'ſ<|fim_prefix|>字t'S#$%ßa'M　'T\u000b'M­ＡⅣ'<  eé!!fi'reéé !<EOT>ꟲ!!", "tokens": 48, "pieces": ["ḍ̇字'ſ", "<|", "fim", "_prefix", "|>", "字t'S", "#$%", "ßa'M", "　", "'T", "\u000b", "'M", "­Ａ", "Ⅳ", "'<", " ", " eé", "!!", "fi're", "éé", " ", "!<", "EOT", ">ꟲ", "!!"]}
+{"text": "İ㋿🙂\r٣٤٥٦عfi३Ⅳ'Re\u000b'VE‍🙂'D ३\t'ſ½🙂9'll٣٤٥٦ſ­å'S字.eéEOT\n'T  !é字", "tokens": 52, "pieces": ["İ", "㋿🙂\r", "٣٤٥", "٦", "عfi", "३Ⅳ", "'Re", "\u000b", "'VE", "‍🙂'", "D", " ", "३", "\t", "'ſ", "½", "🙂", "9", "'ll", "٣٤٥", "٦", "ſ", "­å'S", "字", ".eé", "EOT", "\n", "'T", " ", " !", "é字"]}
+{"text": "́fi.'S\t'VEDž㍿  \"<ꟲt-𐞁", "tokens": 23, "pieces": ["́fi", ".'", "S", "\t", "'VEDž", "㍿", " ", " \"<", "ꟲt", "-𐞁"]}
+{"text": "9Ａ\u000bZＡé<EOT>ſſ<EOT>\r\n\r\nꟲe !!\r\n\r\nİ", "tokens": 23, "pieces": ["9", "Ａ", "\u000bZＡé", "<EOT", ">ſſ", "<EOT", ">\r\n\r\n", "ꟲe", " ", "!!\r\n\r\n", "İ"]}
+{"text": "fi½", "tokens": 2, "pieces": ["fi", "½"]}
+{"text": "'s  　…㋿<é​,>'D'Re<META_START>　'S\r\n's  9's­!İsEOTs12345678İ's'S😀🏽　fié", "tokens": 48, "pieces": ["'s", "  　", "…", "㋿<", "é", "​,>'", "D'Re", "<META", "_START", ">", "　", "'S", "\r\n", "'s", " ", " ", "9", "'s", "­!", "İs", "EOTs", "123", "456", "78", "İ's", "'S", "😀🏽", "　fié"]}
+{"text": "!!\r\n\r\n'　ß
>…<|endoftext|>'D<|endoftext|>字!!.😀🏽'sß­'Re'VE's\t 字'ſ.(", "tokens": 43, "pieces": ["!!\r\n\r\n", "'", "　ß", "
", ">", "…", "<|", "endoftext", "|>'", "D", "<|", "endoftext", "|>", "字", "!!.😀🏽'", "sß", "­'", "Re'VE", "'s", "\t", " 字'ſ", ".("]}
+{"text": "  ع(", "tokens": 3, "pieces": [" ", " ع", "("]}
+{"text": "字EOT.\r\nfi!ꟲ>.\r", "tokens": 11, "pieces": ["字", "EOT", ".\r\n", "fi", "!ꟲ", ">.\r"]}
+{"text": " <'M0'VE <EOT>㍿…👍🏽é>9  漢12345678900EOT\r", "tokens": 31, "pieces": [" ", "<'", "M", "0", "'VE", " ", "<EOT", ">㍿", "…", "👍🏽", "é", ">", "9", " ", " 漢", "123", "456", "789", "00", "EOT", "\r"]}
+{"text": "'S,'ſ.<|fim_prefix|><|endoftext|>'ſ'sß0Ａ\r9", "tokens": 22, "pieces": ["'S", ",'", "ſ", ".<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "ſ's", "ß", "0", "Ａ", "\r", "9"]}
+{"text": "عDžEOT!(👍🏽", "tokens": 9, "pieces": ["ع", "DžEOT", "!(👍🏽"]}
+{"text": "<😀🏽'Ａfi  \r\n0Dž-'MDž‍<META_START>0ſ<META_START>'ll''re\n­   \nع٣٤٥٦👍🏽s
ßfi0　३12345678<META_START>​𐞁å\r\n\r\n", "tokens": 62, "pieces": ["<😀🏽'", "Ａfi", "  \r\n", "0", "Dž", "-'", "MDž", "‍<", "META", "_START", ">", "0", "ſ", "<META", "_START", ">'", "ll", "''", "re", "\n", "­", "   \n", "ع", "٣٤٥", "٦", "👍🏽", "s", "
ßfi", "0", "　", "३12", "345", "678", "<META", "_START", ">​", "𐞁å", "\r\n\r\n"]}
+{"text": "'S-a​'reéß𐞁½ 'SZ漢fi　", "tokens": 17, "pieces": ["'S", "-a", "​'", "reéß𐞁", "½", " '", "SZ漢fi", "　"]}
+{"text": "\t㋿'VE<|endoftext|>", "tokens": 13, "pieces": ["\t", "㋿'", "VE", "<|", "endoftext", "|>"]}
+{"text": "<#$%#$% a9EOT𐞁a  \r\n\r\nt<'s　   \n-ḍ̇fi٣٤٥٦å<EOT>aådfi  0…-", "tokens": 44, "pieces": ["<#$%#$%", " a", "9", "EOT𐞁a", "  \r\n\r\n", "t", "<'", "s", "　   \n", "-ḍ̇fi", "٣٤٥", "٦", "å", "<EOT", ">aådfi", " ", " ", "0", "…", "-"]}
+{"text": "­😀🏽\"'<EOT>ع👍🏽12345678's  'll🙂12345678<|fim_prefix|>😀🏽<.'M", "tokens": 36, "pieces": ["­😀🏽\"'<", "EOT", ">ع", "👍🏽", "123", "456", "78", "'s", " ", " '", "ll", "🙂", "123", "456", "78", "<|", "fim", "_prefix", "|>😀🏽<.'", "M"]}
+{"text": ". ½.\u000b㍿d𐞁　12345678‍\n'DＡ", "tokens": 21, "pieces": [".", " ", "½", ".", "\u000b", "㍿d𐞁", "　", "123", "456", "78", "‍\n", "'DＡ"]}
+{"text": "½a…😀🏽EOT'll-", "tokens": 11, "pieces": ["½", "a", "…", "😀🏽", "EOT'll", "-"]}
+{"text": "\t<META_START>Ａ‍(😀🏽   \nعꟲ㍿(a!!㍿", "tokens": 25, "pieces": ["\t", "<META", "_START", ">Ａ", "‍(😀🏽", "   \n", "عꟲ", "㍿(", "a", "!!㍿"]}
+{"text": "́🙂'T\u000b!!a𐞁\te　\",!!", "tokens": 15, "pieces": ["́", "🙂'", "T", "\u000b", "!!", "a𐞁", "\te", "　", "\",!!"]}
+{"text": "<META_START>\r\n\r\n'll👍🏽ts㋿m#$%.tＡ😀🏽㍿  'ſعſ12345678‍<EOT>ſfi>३é's'Ms\t\r\n\r\nDžع", "tokens": 49, "pieces": ["<META", "_START", ">\r\n\r\n", "'ll", "👍🏽", "ts", "㋿m", "#$%.", "t", "Ａ", "😀🏽㍿", " ", " '", "ſعſ", "123", "456", "78", "‍<", "EOT", ">ſfi", ">", "३", "é's", "'Ms", "\t\r\n\r\n", "Džع"]}
+{"text": "!<|fim_prefix|>㍿", "tokens": 10, "pieces": ["!<|", "fim", "_prefix", "|>㍿"]}
+{"text": "-漢é tm
,åß,'S", "tokens": 11, "pieces": ["-漢é", " tm", "
", ",åß", ",'", "S"]}
+{"text": "\r\n\r\n३㍿!!", "tokens": 6, "pieces": ["\r\n\r\n", "३", "㍿!!"]}
+{"text": "'D<EOT>'smⅣé𐞁ꟲ'12345678EOTå'ſ12345678   \n'S㋿   \néⅣع👍🏽́fi
å é'Dſ-Z<é\r\n   \nt‍9", "tokens": 60, "pieces": ["'D", "<EOT", ">'", "sm", "Ⅳ", "é𐞁ꟲ", "'", "123", "456", "78", "EOTå'ſ", "123", "456", "78", "   \n", "'S", "㋿", "   \n", "é", "Ⅳ", "ع", "👍🏽́", "fi", "
å", " é'D", "ſ", "-Z", "<é", "\r\n   \n", "t", "‍", "9"]}
+{"text": "etſ9're㋿\r\n½0३<EOT><|endoftext|>s½,ꟲ\u000b9", "tokens": 28, "pieces": ["etſ", "9", "'re", "㋿\r\n", "½0३", "<EOT", "><|", "endoftext", "|>", "s", "½", ",ꟲ", "\u000b", "9"]}
+{"text": "å\r\nsſ字Ⅳ​Ａ­٣٤٥٦𐞁!EOTⅣfi\nßt's­'ll…d", "tokens": 34, "pieces": ["å", "\r\n", "sſ字", "Ⅳ", "​Ａ", "­", "٣٤٥", "٦", "𐞁", "!EOT", "Ⅳ", "fi", "\n", "ßt's", "­'", "ll", "…d"]}
+{"text": "  ḍ̇\r\n>\r\n'll\r\n½Ⅳ㋿,Dž'MDž㋿Ａ'VE\"\t'så…㋿é", "tokens": 38, "pieces": [" ", " ḍ̇", "\r\n", ">\r\n", "'ll", "\r\n", "½Ⅳ", "㋿,", "Dž'M", "Dž", "㋿Ａ'VE", "\"", "\t", "'så", "…", "㋿é"]}
+{"text": "
‍ésⅣ👍🏽s\r\n\r\n'VE\nḍ̇EOTd.   !!'T", "tokens": 26, "pieces": ["
", "‍és", "Ⅳ", "👍🏽", "s", "\r\n\r\n", "'VE", "\n", "ḍ̇", "EOTd", ".", "  ", " !!'", "T"]}
+{"text": "'Sḍ̇.\r\n\r\n­३　­!㍿", "tokens": 13, "pieces": ["'Sḍ̇", ".\r\n\r\n", "­", "३", "　", "­!㍿"]}
+{"text": "'VE‍㍿\naå'S.", "tokens": 11, "pieces": ["'VE", "‍㍿\n", "aå'S", "."]}
+{"text": "åDžſ'T😀🏽\r\n\r\n\n'SEOT\r\n\r\nḍ̇İ9 ㋿'Re㋿Dž''re'Ma㋿'T!a,\"\r\n\r\n\na'VE0'Reé", "tokens": 51, "pieces": ["å", "Džſ'T", "😀🏽\r\n\r\n\n", "'SEOT", "\r\n\r\n", "ḍ̇", "İ", "9", " ", "㋿'", "Re", "㋿Dž", "''", "re'M", "a", "㋿'", "T", "!a", ",\"\r\n\r\n\n", "a'VE", "0", "'Reé"]}
+{"text": "tt\r\nDžm'<EOT>a,<🙂\u000b­.‍9EOT<\rع\r
9! \tİع<EOT>٣٤٥٦👍🏽Z'ſꟲåİ", "tokens": 48, "pieces": ["tt", "\r\n", "Džm", "'<", "EOT", ">a", ",<🙂", "\u000b", "­.‍", "9", "EOT", "<\r", "ع", "\r", "
", "9", "!", " ", "\tİع", "<EOT", ">", "٣٤٥", "٦", "👍🏽", "Z'ſ", "ꟲå", "İ"]}
+{"text": "\n\u000bfi<META_START><|fim_prefix|>,  t'M-a\r\n\r\néⅣ'reＡfi　\r\n", "tokens": 25, "pieces": ["\n", "\u000bfi", "<META", "_START", "><|", "fim", "_prefix", "|>,", " ", " t'M", "-a", "\r\n\r\n", "é", "Ⅳ", "'re", "Ａfi", "　\r\n"]}
+{"text": "'sع!!   \nعm👍🏽fiß ́Ａ(<㋿'ſ'D!\t漢's<EOT>­🙂,", "tokens": 31, "pieces": ["'sع", "!!", "   \n", "عm", "👍🏽", "fiß", " ́", "Ａ", "(<㋿'", "ſ'D", "!", "\t漢's", "<EOT", ">­🙂,"]}
+{"text": "́<|fim_prefix|>å12345678>½'S‍ع😀🏽'T‍<EOT>12345678\nfi", "tokens": 32, "pieces": ["́", "<|", "fim", "_prefix", "|>", "å", "123", "456", "78", ">", "½", "'S", "‍ع", "😀🏽'", "T", "‍<", "EOT", ">", "123", "456", "78", "\n", "fi"]}
+{"text": "\r\n\r\n<META_START> DžZfi'ſ<|endoftext|>   \n漢09\r'VE😀🏽Z.ß'ſ, \n𐞁\u000b'Re<|endoftext|>éß", "tokens": 51, "pieces": ["\r\n\r\n", "<META", "_START", ">", " DžZfi'ſ", "<|", "endoftext", "|>", "   \n", "漢", "09", "\r", "'VE", "😀🏽", "Z", ".ß'ſ", ",", " \n", "𐞁", "\u000b", "'Re", "<|", "endoftext", "|>", "éß"]}
+{"text": "'D㍿'re'ſ's\naé<META_START>​d>\ré३Ａt​   \n-½   \nfiİfi字㍿'VE'D!Z\r\n\u000b'ſ", "tokens": 46, "pieces": ["'D", "㍿'", "re'ſ", "'s", "\n", "aé", "<META", "_START", ">​", "d", ">\r", "é", "३", "Ａt", "​", "   \n", "-", "½", "   \n", "fi", "İfi字", "㍿'", "VE'D", "!Z", "\r\n", "\u000b", "'ſ"]}
+{"text": "🙂'VEſ👍🏽İ're­字(   \n", "tokens": 13, "pieces": ["🙂'", "VEſ", "👍🏽", "İ're", "­字", "(", "   \n"]}
+{"text": "a!عDža​ 😀🏽…åع'M­d‍\"", "tokens": 19, "pieces": ["a", "!عDža", "​", " 😀🏽", "…åع'M", "­d", "‍\""]}
+{"text": "9\r\n\"<<EOT>>   \n…(Ⅳ'M'S
'VE㋿>­٣٤٥٦'M0…字…", "tokens": 33, "pieces": ["9", "\r\n", "\"<<", "EOT", ">>", "   \n", "…", "(", "Ⅳ", "'M'S", "
", "'VE", "㋿>­", "٣٤٥", "٦", "'M", "0", "…字", "…"]}
+{"text": "'Re!­'३　d​-\u000b", "tokens": 10, "pieces": ["'Re", "!­'", "३", "　d", "​-", "\u000b"]}
+{"text": "½'re'VE…Z9ꟲ", "tokens": 11, "pieces": ["½", "'re'VE", "…Z", "9", "ꟲ"]}
+{"text": "åⅣd👍🏽Ⅳ㍿dd,३́'Re<|fim_prefix|>\u000b<EOT>   \n>.", "tokens": 30, "pieces": ["å", "Ⅳ", "d", "👍🏽", "Ⅳ", "㍿dd", ",", "३", "́'Re", "<|", "fim", "_prefix", "|>", "\u000b", "<EOT", ">", "   \n", ">."]}
+{"text": "𐞁İ㋿\u000b'Ḿ   \nZ‍é't0éZＡ9३字fi", "tokens": 26, "pieces": ["𐞁", "İ", "㋿", "\u000b", "'Ḿ", "   \n", "Z", "‍é't", "0", "é", "ZＡ", "9३", "字fi"]}
+{"text": "'ll'S<META_START>İ(́s­字\r\n\r\nEOT'👍🏽'İ…>é'll  𐞁ݽ字'T'D🙂…sⅣé٣٤٥٦\" e\n", "tokens": 51, "pieces": ["'ll'S", "<META", "_START", ">İ", "(́s", "­字", "\r\n\r\n", "EOT", "'👍🏽'", "İ", "…", ">é'll", " ", " 𐞁", "İ", "½", "字'T", "'D", "🙂", "…s", "Ⅳ", "é", "٣٤٥", "٦", "\"", " e", "\n"]}
+{"text": "  字a(\r\nعⅣfi'M!d😀🏽12345678", "tokens": 17, "pieces": [" ", " 字a", "(\r\n", "ع", "Ⅳ", "fi'M", "!d", "😀🏽", "123", "456", "78"]}
+{"text": "㍿<ß'VE>d's३'llm…​(ꟲ!'reé漢12345678're\u000b're'M'D", "tokens": 31, "pieces": ["㍿<", "ß'VE", ">d's", "३", "'llm", "…", "​(", "ꟲ", "!'", "reé漢", "123", "456", "78", "'re", "\u000b", "'re'M", "'D"]}
+{"text": "e<EOT>​a<META_START>e!<ع", "tokens": 14, "pieces": ["e", "<EOT", ">​", "a", "<META", "_START", ">e", "!<", "ع"]}
+{"text": "​字e𐞁EOTaſḍ̇#$%　\"0\u000bſßm<META_START>字…   \n<|fim_prefix|>åEOT", "tokens": 41, "pieces": ["​字e𐞁", "EOTaſḍ̇", "#$%", "　", "\"", "0", "\u000bſßm", "<META", "_START", ">字", "…   \n", "<|", "fim", "_prefix", "|>", "å", "EOT"]}
+{"text": "#$%!!Dž½३'VE.!e's <META_START>Dž#$%Z'D​-🙂३'VEs'S,", "tokens": 32, "pieces": ["#$%!!", "Dž", "½३", "'VE", ".!", "e's", " ", "<META", "_START", ">Dž", "#$%", "Z'D", "​-🙂", "३", "'VEs'S", ","]}
+{"text": "-'VE<|fim_prefix|>'<ꟲfi'T٣٤٥٦عſ字字fi\t́字", "tokens": 26, "pieces": ["-'", "VE", "<|", "fim", "_prefix", "|>'<", "ꟲfi'T", "٣٤٥", "٦", "عſ字字fi", "\t́字"]}
+{"text": "<'M's<|endoftext|>d(👍🏽٣٤٥٦字𐞁.t<漢'ſ\n​é<|endoftext|>'re9𐞁", "tokens": 46, "pieces": ["<'", "M's", "<|", "endoftext", "|>", "d", "(👍🏽", "٣٤٥", "٦", "字𐞁", ".t", "<漢'ſ", "\n", "​é", "<|", "endoftext", "|>'", "re", "9", "𐞁"]}
+{"text": "\"ع३EOT", "tokens": 5, "pieces": ["\"ع", "३", "EOT"]}
+{"text": "'ś\r!.,'M", "tokens": 7, "pieces": ["'ś", "\r", "!.,'", "M"]}
+{"text": ">,<|endoftext|>9!!㋿½Ⅳ\r\n\r\nd'T9𐞁İİ\n­㍿​EOT‍\"'M><|endoftext|>   \n\r", "tokens": 46, "pieces": [">,<|", "endoftext", "|>", "9", "!!㋿", "½Ⅳ", "\r\n\r\n", "d'T", "9", "𐞁", "İİ", "\n", "­㍿​", "EOT", "‍\"'", "M", "><|", "endoftext", "|>", "   \n\r"]}
+{"text": "s漢漢　٣٤٥٦", "tokens": 8, "pieces": ["s漢漢", "　", "٣٤٥", "٦"]}
+{"text": "'ſ   \n字‍\rḍ̇Dž\"EOT'ſⅣ\"<EOT>'M'S\u000b!!‍ßm's.fi­'ReⅣ", "tokens": 36, "pieces": ["'ſ", "   \n", "字", "‍\r", "ḍ̇", "Dž", "\"EOT'ſ", "Ⅳ", "\"<", "EOT", ">'", "M'S", "\u000b", "!!‍", "ßm's", ".fi", "­'", "Re", "Ⅳ"]}
+{"text": "t#$%#$%''s\r\n\r\nſZ\"<|endoftext|><٣٤٥٦<|fim_prefix|>!!-'Sé😀🏽٣٤٥٦d字#$%0s'Re漢é<META_START>'Reeḍ̇s㋿ع", "tokens": 61, "pieces": ["t", "#$%#$%''", "s", "\r\n\r\n", "ſ", "Z", "\"<|", "endoftext", "|><", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>!!-'", "Sé", "😀🏽", "٣٤٥", "٦", "d字", "#$%", "0", "s'Re", "漢é", "<META", "_START", ">'", "Reeḍ̇s", "㋿ع"]}
+{"text": "\ta #$%,a\u000bt,Dža'll'Re-efi𐞁ſ٣٤٥٦
,éa㍿12345678👍🏽\r\n'D12345678<META_START>d㋿12345678åEOT", "tokens": 56, "pieces": ["\ta", " #$%,", "a", "\u000bt", ",Dža'll", "'Re", "-efi𐞁ſ", "٣٤٥", "٦", "
", ",éa", "㍿", "123", "456", "78", "👍🏽\r\n", "'D", "123", "456", "78", "<META", "_START", ">d", "㋿", "123", "456", "78", "å", "EOT"]}
+{"text": "éḍ̇'T👍🏽　‍  Ⅳ'ReZ…\"Ⅳİ!12345678ſd,   \n 漢s\r\n\r\nDžå<|endoftext|>t(😀🏽   \n'Re!eé'red", "tokens": 57, "pieces": ["éḍ̇'T", "👍🏽", "　", "‍", " ", " ", "Ⅳ", "'Re", "Z", "…", "\"", "Ⅳ", "İ", "!", "123", "456", "78", "ſd", ",", "   \n", " 漢s", "\r\n\r\n", "Džå", "<|", "endoftext", "|>", "t", "(😀🏽", "   \n", "'Re", "!eé're", "d"]}
+{"text": "İ
‍ḍ̇ꟲfi…", "tokens": 12, "pieces": ["İ", "
", "‍ḍ̇ꟲfi", "…"]}
+{"text": "!!㍿́'ll𐞁㋿\r", "tokens": 15, "pieces": ["!!㍿́'", "ll𐞁", "㋿\r"]}
+{"text": "  0<|fim_prefix|>'ll㋿'så­t😀🏽३'Taå\r\nZ㍿12345678𐞁​
ꟲİ ꟲ\r\n", "tokens": 46, "pieces": [" ", " ", "0", "<|", "fim", "_prefix", "|>'", "ll", "㋿'", "så", "­t", "😀🏽", "३", "'Taå", "\r\n", "Z", "㍿", "123", "456", "78", "𐞁", "​", "
ꟲ", "İ", " ꟲ", "\r\n"]}
+{"text": "e𐞁㍿<META_START>é 12345678'sß　12345678meZ㋿字0'Re!'MZ-ſ'T𐞁", "tokens": 41, "pieces": ["e𐞁", "㍿<", "META", "_START", ">é", " ", "123", "456", "78", "'sß", "　", "123", "456", "78", "me", "Z", "㋿字", "0", "'Re", "!'", "MZ", "-ſ'T", "𐞁"]}
+{"text": " 0𐞁Z…#$%<|endoftext|>'D …👍🏽12345678á<|fim_prefix|>'re!!'Sfi   \n😀🏽's٣٤٥٦'s'T<(", "tokens": 54, "pieces": [" ", "0", "𐞁", "Z", "…", "#$%<|", "endoftext", "|>'", "D", " ", "…", "👍🏽", "123", "456", "78", "á", "<|", "fim", "_prefix", "|>'", "re", "!!'", "Sfi", "   \n", "😀🏽'", "s", "٣٤٥", "٦", "'s'T", "<("]}
+{"text": "👍🏽Ａ'reé'reİ\n३字<EOT>字,åZt३ꟲ<|endoftext|> 'Mꟲ", "tokens": 36, "pieces": ["👍🏽", "Ａ're", "é're", "İ", "\n", "३", "字", "<EOT", ">字", ",å", "Zt", "३", "ꟲ", "<|", "endoftext", "|>", " ", "'Mꟲ"]}
+{"text": "  　‍…\r漢ع're­ع   \né'S👍🏽", "tokens": 17, "pieces": ["  ", "　", "‍", "…\r", "漢ع're", "­ع", "   \n", "é'S", "👍🏽"]}
+{"text": "\r#$%<|endoftext|>\u000b𐞁'T𐞁#$%e's  \u000b…!'T́漢㍿>\r>👍🏽\r
å9,fi'VE‍\r㍿ <  𐞁<|fim_prefix|>漢ſ", "tokens": 71, "pieces": ["\r", "#$%<|", "endoftext", "|>", "\u000b𐞁'T", "𐞁", "#$%", "e's", "  \u000b", "…", "!'", "T́漢", "㍿>\r", ">👍🏽\r", "
å", "9", ",fi'VE", "‍\r", "㍿", " ", "<", " ", " 𐞁", "<|", "fim", "_prefix", "|>", "漢ſ"]}
+{"text": "ſ9ع'Reé३'reſ'll\t'ſ㋿Ⅳ'Retfi­'re'VE​", "tokens": 26, "pieces": ["ſ", "9", "ع'Re", "é", "३", "'reſ'll", "\t", "'ſ", "㋿", "Ⅳ", "'Retfi", "­'", "re'VE", "​"]}
+{"text": "EOTd90'llＡ.'ll\" ", "tokens": 10, "pieces": ["EOTd", "90", "'ll", "Ａ", ".'", "ll", "\"", " "]}
+{"text": "dＡ٣٤٥٦½td<­३å'Té12345678㍿字>\t'D <|fim_prefix|>ꟲ\n'MＡ'reå　'Dß🙂å 9", "tokens": 49, "pieces": ["d", "Ａ", "٣٤٥", "٦½", "td", "<­", "३", "å'T", "é", "123", "456", "78", "㍿字", ">", "\t", "'D", " ", "<|", "fim", "_prefix", "|>", "ꟲ", "\n", "'MＡ're", "å", "　", "'Dß", "🙂å", " ", "9"]}
+{"text": "'İDž\t½(漢", "tokens": 8, "pieces": ["'İDž", "\t", "½", "(漢"]}
+{"text": "<EOT>.ß𐞁<META_START>‍İ \r\n", "tokens": 16, "pieces": ["<EOT", ">.", "ß𐞁", "<META", "_START", ">‍", "İ", " \r\n"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'ſ ㋿ée👍🏽9\rEOT'\n<|endoftext|> ꟲ'S<d👍🏽a🙂\r\nع…३
d!!!𐞁ع", "tokens": 48, "pieces": ["'ſ", " ", "㋿ée", "👍🏽", "9", "\r", "EOT", "'\n", "<|", "endoftext", "|>", " ꟲ'S", "<d", "👍🏽", "a", "🙂\r\n", "ع", "…", "३", "
d", "!!!", "𐞁ع"]}
+{"text": "'re🙂ḍ̇9​\n㋿'S­9éd漢
eİ<META_START>    \n​😀🏽   \nſDžſ'VE٣٤٥٦<META_START><META_START>t\t<>", "tokens": 49, "pieces": ["'re", "🙂ḍ̇", "9", "​\n", "㋿'", "S", "­", "9", "éd漢", "
e", "İ", "<META", "_START", ">", "    \n", "​😀🏽", "   \n", "ſ", "Džſ'VE", "٣٤٥", "٦", "<META", "_START", "><", "META", "_START", ">t", "\t", "<>"]}
+{"text": " #$%'D🙂9,…'re", "tokens": 10, "pieces": [" ", "#$%'", "D", "🙂", "9", ",", "…", "'re"]}
+{"text": "ſß!<", "tokens": 4, "pieces": ["ſß", "!<"]}
+{"text": "ßd'Re", "tokens": 3, "pieces": ["ßd'Re"]}
+{"text": "fi( 'M\t''ReEOTéa\r\n㍿𐞁½ ३ é😀🏽\u000b>😀🏽'Dع'Dé\"İ  ", "tokens": 42, "pieces": ["fi", "(", " ", "'M", "\t", "''", "Re", "EOTéa", "\r\n", "㍿𐞁", "½", " ", "३", " é", "😀🏽", "\u000b", ">😀🏽'", "Dع'D", "é", "\"İ", "  "]}
+{"text": "㋿́!!-😀🏽'0ع<META_START>\t'ſ'D!!<åå  'D<EOT>#$%<é漢fi<­", "tokens": 40, "pieces": ["㋿́", "!!-😀🏽'", "0", "ع", "<META", "_START", ">", "\t", "'ſ'D", "!!<", "åå", " ", " '", "D", "<EOT", ">#$%<", "é漢fi", "<­"]}
+{"text": ".'Re­>", "tokens": 4, "pieces": [".'", "Re", "­>"]}
+{"text": " <|endoftext|>​   \n-", "tokens": 10, "pieces": [" <|", "endoftext", "|>​", "   \n", "-"]}
+{"text": "'ſ!m漢😀🏽m㋿ſ9(   \n𐞁Zꟲ'llé'M‍'s#$%(åḍ̇㍿٣٤٥٦'Re   \n\r\nZ", "tokens": 49, "pieces": ["'ſ", "!m漢", "😀🏽", "m", "㋿ſ", "9", "(", "   \n", "𐞁Zꟲ'll", "é'M", "‍'", "s", "#$%(", "åḍ̇", "㍿", "٣٤٥", "٦", "'Re", "   \n\r\n", "Z"]}
+{"text": "t'ReEOTdＡ<EOT>'M\r\n'D'VE\r\n'ſſ𐞁㋿'M'ſt>字", "tokens": 32, "pieces": ["t'Re", "EOTd", "Ａ", "<EOT", ">'", "M", "\r\n", "'D'VE", "\r\n", "'ſſ𐞁", "㋿'", "M'ſ", "t", ">字"]}
+{"text": "'Mſ'T३d​\r\n<|fim_prefix|>'ſḍ̇'VE-Z-'Sİ㋿\r­ⅣEOT㋿\r\n\né😀🏽㍿'D>'M", "tokens": 47, "pieces": ["'Mſ'T", "३", "d", "​\r\n", "<|", "fim", "_prefix", "|>'", "ſḍ̇'VE", "-Z", "-'", "Sİ", "㋿\r", "­", "Ⅳ", "EOT", "㋿\r\n\n", "é", "😀🏽㍿'", "D", ">'", "M"]}
+{"text": "漢　\r
   
'll½字Ⅳm\r\n\r\n,<EOT>eémDž<|fim_prefix|>!  0​'S're-!!'D<META_START>'D
ꟲ\"𐞁ḍ̇\u000b‍", "tokens": 59, "pieces": ["漢", "　\r", "
   ", "
", "'ll", "½", "字", "Ⅳ", "m", "\r\n\r\n", ",<", "EOT", ">eém", "Dž", "<|", "fim", "_prefix", "|>!", " ", " ", "0", "​'", "S're", "-!!'", "D", "<META", "_START", ">'", "D", "
ꟲ", "\"𐞁ḍ̇", "\u000b", "‍"]}
+{"text": "\t12345678ßd\r\nm'Re​", "tokens": 10, "pieces": ["\t", "123", "456", "78", "ßd", "\r\n", "m'Re", "​"]}
+{"text": ".!!㋿ḍ̇éⅣ'red<EOT>३'Dåt", "tokens": 22, "pieces": [".!!㋿", "ḍ̇é", "Ⅳ", "'red", "<EOT", ">", "३", "'Dåt"]}
+{"text": "-‍\",
", "tokens": 4, "pieces": ["-‍\",", "
"]}
+{"text": "'s'T DžEOT12345678'S", "tokens": 11, "pieces": ["'s'T", " DžEOT", "123", "456", "78", "'S"]}
+{"text": "­㋿<META_START>\r字\r\n\r\n㍿ (​é\r\n", "tokens": 20, "pieces": ["­㋿<", "META", "_START", ">\r", "字", "\r\n\r\n", "㍿", " ", "(​", "é", "\r\n"]}
+{"text": "字!9", "tokens": 3, "pieces": ["字", "!", "9"]}
+{"text": "e\nḍ̇字Ａ-٣٤٥٦\"<EOT>​
\"'DZ<EOT>Ⅳ𐞁'S<|endoftext|>>  (İ   \nm,<META_START>><漢", "tokens": 48, "pieces": ["e", "\n", "ḍ̇字", "Ａ", "-", "٣٤٥", "٦", "\"<", "EOT", ">​", "
", "\"'", "DZ", "<EOT", ">", "Ⅳ", "𐞁'S", "<|", "endoftext", "|>>", " ", " (", "İ", "   \n", "m", ",<", "META", "_START", ">><", "漢"]}
+{"text": "é<‍㍿漢…\u000b​9'M字漢  \r\n㍿ꟲ<'s<!!t​'ſع
éꟲeİ'S'Då३<", "tokens": 45, "pieces": ["é", "<‍㍿", "漢", "…", "\u000b", "​", "9", "'M字漢", "  \r\n", "㍿ꟲ", "<'", "s", "<!!", "t", "​'", "ſع", "
éꟲe", "İ'S", "'Då", "३", "<"]}
+{"text": "éⅣ…!!m(d'VE漢>å\rm漢fi‍!!㋿\"٣٤٥٦ſ", "tokens": 28, "pieces": ["é", "Ⅳ", "…", "!!", "m", "(d'VE", "漢", ">å", "\r", "m漢fi", "‍!!㋿\"", "٣٤٥", "٦", "ſ"]}
+{"text": "…   \nßⅣ12345678
ḍ̇mعßＡ​İ-é12345678🙂'M‍  'M9EOT\r\n'll\r\n\r\n٣٤٥٦ſ　", "tokens": 43, "pieces": ["…   \n", "ß", "Ⅳ12", "345", "678", "
ḍ̇mعß", "Ａ", "​İ", "-é", "123", "456", "78", "🙂'", "M", "‍", " ", " '", "M", "9", "EOT", "\r\n", "'ll", "\r\n\r\n", "٣٤٥", "٦", "ſ", "　"]}
+{"text": "'ll🙂\rꟲ #$%, 'Re½​㋿…'D漢ꟲ'SＡＡ  e\t\tḍ̇'reİ👍🏽e😀🏽<EOT>fi🙂s,  'VEt!", "tokens": 55, "pieces": ["'ll", "🙂\r", "ꟲ", " ", "#$%,", " '", "Re", "½", "​㋿", "…", "'D漢ꟲ'S", "ＡＡ", " ", " e", "\t", "\tḍ̇'re", "İ", "👍🏽", "e", "😀🏽<", "EOT", ">fi", "🙂s", ",", " ", " '", "VEt", "!"]}
+{"text": "漢ß\t​", "tokens": 4, "pieces": ["漢ß", "\t", "​"]}
+{"text": "<EOT>　​må12345678#$%<|fim_prefix|>½<META_START><META_START>Ⅳ㋿字'D字­!é\rꟲ'T", "tokens": 43, "pieces": ["<EOT", ">", "　", "​må", "123", "456", "78", "#$%<|", "fim", "_prefix", "|>", "½", "<META", "_START", "><", "META", "_START", ">", "Ⅳ", "㋿字'D", "字", "­!", "é", "\r", "ꟲ'T"]}
+{"text": "㍿
'D9𐞁½dß\r\n\r\n\u000bEOTd<META_START>'sDžså'M<|endoftext|>ZDž 
.é'Re'TZ   \n𐞁<META_START>Ⅳ\t", "tokens": 57, "pieces": ["㍿", "
", "'D", "9", "𐞁", "½", "dß", "\r\n\r\n", "\u000bEOTd", "<META", "_START", ">'", "s", "Džså'M", "<|", "endoftext", "|>", "ZDž", " ", "
", ".é'Re", "'TZ", "   \n", "𐞁", "<META", "_START", ">", "Ⅳ", "\t"]}
+{"text": "EOTm'll're'reé ­　m字,<|fim_prefix|>'Re'tfi‍'VE🙂0é'M'VEt' ㋿-\n
'ſ'ſ‍9EOT𐞁'S", "tokens": 50, "pieces": ["EOTm'll", "'re're", "é", " ­", "　m字", ",<|", "fim", "_prefix", "|>'", "Re't", "fi", "‍'", "VE", "🙂", "0", "é'M", "'VEt", "'", " ㋿-\n", "
", "'ſ'ſ", "‍", "9", "EOT𐞁'S"]}
+{"text": "Ⅳ#$%ååß 'VE0fi㋿½'T'Re0-.12345678'>'s.🙂>ꟲ…", "tokens": 36, "pieces": ["Ⅳ", "#$%", "ååß", " ", "'VE", "0", "fi", "㋿", "½", "'T'Re", "0", "-.", "123", "456", "78", "'>'", "s", ".🙂>", "ꟲ", "…"]}
+{"text": "<|endoftext|>fi-㍿'T​", "tokens": 15, "pieces": ["<|", "endoftext", "|>", "fi", "-㍿'", "T", "​"]}
+{"text": "İſ٣٤٥٦09字'­#$%\t'VE's'­e\"३\r    \n<|fim_prefix|>s㋿Dž'T  ", "tokens": 37, "pieces": ["İſ", "٣٤٥", "٦09", "字", "'­#$%", "\t", "'VE's", "'­", "e", "\"", "३", "\r    \n", "<|", "fim", "_prefix", "|>", "s", "㋿Dž'T", "  "]}
+{"text": "Ａ​Ａ<EOT>ſſé-12345678.\u000b-　३½s'Tḍ̇#$%(ع 
ß\nDž'D'MDž 'seß", "tokens": 41, "pieces": ["Ａ", "​Ａ", "<EOT", ">ſſé", "-", "123", "456", "78", ".", "\u000b", "-", "　", "३½", "s'T", "ḍ̇", "#$%(", "ع", " ", "
ß", "\n", "Dž'D", "'MDž", " ", "'seß"]}
+{"text": "-   \né'Sa'VEſ漢عſ𐞁..EOT<字,'s'ſ<\r\n\r\nt٣٤٥٦ꟲ\r\n\r\n👍🏽é­字9<EOT>", "tokens": 47, "pieces": ["-", "   \n", "é'S", "a'VE", "ſ漢عſ𐞁", "..", "EOT", "<字", ",'", "s'ſ", "<\r\n\r\n", "t", "٣٤٥", "٦", "ꟲ", "\r\n\r\n", "👍🏽", "é", "­字", "9", "<EOT", ">"]}
+{"text": "9\n   \n　'D,Dž'ع<<|fim_prefix|><|fim_prefix|><EOT>​EOT>İ'!ع字éée字('ll‍👍🏽\t'VEḍ̇字🙂a字 ,", "tokens": 54, "pieces": ["9", "\n   \n", "　", "'D", ",Dž", "'ع", "<<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|><", "EOT", ">​", "EOT", ">İ", "'!", "ع字éée字", "('", "ll", "‍👍🏽", "\t", "'VEḍ̇字", "🙂a字", " ", ","]}
+{"text": "å<'re<|endoftext|>½   \n<|endoftext|>\r\n\r\n٣٤٥٦fi  ​\r0'reZ   \nEOTDž. ㍿­\r\n#$%İ,  9   \n\"'M'TＡ", "tokens": 55, "pieces": ["å", "<'", "re", "<|", "endoftext", "|>", "½", "   \n", "<|", "endoftext", "|>\r\n\r\n", "٣٤٥", "٦", "fi", " ", " ​\r", "0", "'re", "Z", "   \n", "EOTDž", ".", " ", "㍿­\r\n", "#$%", "İ", ",", " ", " ", "9", "   \n", "\"'", "M'T", "Ａ"]}
+{"text": "\u000b<|endoftext|>\u000b㋿'s३ſ‍.'VE
\u000ba<META_START>㍿Ⅳt​'Re\r ꟲ<META_START>", "tokens": 43, "pieces": ["\u000b", "<|", "endoftext", "|>", "\u000b", "㋿'", "s", "३", "ſ", "‍.'", "VE", "
", "\u000ba", "<META", "_START", ">㍿", "Ⅳ", "t", "​'", "Re", "\r", " ꟲ", "<META", "_START", ">"]}
+{"text": "EOT#$%😀🏽9㋿'T'D
<|endoftext|>'M,", "tokens": 24, "pieces": ["EOT", "#$%😀🏽", "9", "㋿'", "T'D", "
", "<|", "endoftext", "|>'", "M", ","]}
+{"text": "'ſ<EOT>  ", "tokens": 6, "pieces": ["'ſ", "<EOT", ">", "  "]}
+{"text": "éå'M字
>­​dé\r\n\r\n½\r\n, \u000bmfi.'llſ👍🏽   \n ع​t …é'T12345678fi('t\n½", "tokens": 42, "pieces": ["éå'M", "字", "
", ">­​", "dé", "\r\n\r\n", "½", "\r\n", ",", " ", "\u000bmfi", ".'", "llſ", "👍🏽", "   \n", " ع", "​t", " ", "…é'T", "123", "456", "78", "fi", "('", "t", "\n", "½"]}
+{"text": "٣٤٥٦å👍🏽t'M'!'ſm'Ś12345678…(ſ<EOT>\u000b👍🏽漢's'Re'T!", "tokens": 36, "pieces": ["٣٤٥", "٦", "å", "👍🏽", "t'M", "'!'", "ſm'S", "́", "123", "456", "78", "…", "(ſ", "<EOT", ">", "\u000b", "👍🏽", "漢's", "'Re'T", "!"]}
+{"text": "'s­'S\r", "tokens": 5, "pieces": ["'s", "­'", "S", "\r"]}
+{"text": "́㋿ 
Ⅳ字!  ‍Dž'T\rß(Ａß漢字🙂.'M'VEDže'VE'ét٣٤٥٦…(9\r\n\r\n'VE\r\n\r\n
Ａ", "tokens": 49, "pieces": ["́", "㋿", " ", "
", "Ⅳ", "字", "!", " ", " ‍", "Dž'T", "\r", "ß", "(Ａß漢字", "🙂.'", "M'VE", "Dže'VE", "'ét", "٣٤٥", "٦", "…", "(", "9", "\r\n\r\n", "'VE", "\r\n\r\n", "
Ａ"]}
+{"text": "DžéaＡ㋿ .,é
٣٤٥٦ßⅣ12345678", "tokens": 22, "pieces": ["Džéa", "Ａ", "㋿", " .,", "é", "
", "٣٤٥", "٦", "ß", "Ⅳ12", "345", "678"]}
+{"text": "  👍🏽!!'M\t!!>½s३<|fim_prefix|>åＡ३'D\tZ\r\n\r\n'Re<EOT>>#$%ḍ̇Ⅳd<EOT>\r\n\r\n\t<EOT>dt<META_START>!!< t  \"ع", "tokens": 57, "pieces": [" ", " 👍🏽!!'", "M", "\t", "!!>", "½", "s", "३", "<|", "fim", "_prefix", "|>", "å", "Ａ", "३", "'D", "\tZ", "\r\n\r\n", "'Re", "<EOT", ">>#$%", "ḍ̇", "Ⅳ", "d", "<EOT", ">\r\n\r\n", "\t", "<EOT", ">dt", "<META", "_START", ">!!<", " t", " ", " \"", "ع"]}
+{"text": "㍿३عＡ<EOT>ſ,>#$%!!'ll12345678'", "tokens": 21, "pieces": ["㍿", "३", "ع", "Ａ", "<EOT", ">ſ", ",>#$%!!'", "ll", "123", "456", "78", "'"]}
+{"text": "<META_START><EOT>'S-　!!\"😀🏽 aåé　'S
", "tokens": 21, "pieces": ["<META", "_START", "><", "EOT", ">'", "S", "-", "　", "!!\"😀🏽", " aåé", "　", "'S", "
"]}
+{"text": "Dž(   \n12345678sé#$%(12345678e😀🏽", "tokens": 17, "pieces": ["Dž", "(", "   \n", "123", "456", "78", "sé", "#$%(", "123", "456", "78", "e", "😀🏽"]}
+{"text": "'ReéDž<EOT>é 😀🏽­㍿　'lle<EOT>", "tokens": 23, "pieces": ["'Reé", "Dž", "<EOT", ">é", " 😀🏽­㍿", "　", "'lle", "<EOT", ">"]}
+{"text": "३!㋿m<META_START>\t'D㍿\r\n\r\n.'llDž　'lls'é<", "tokens": 25, "pieces": ["३", "!㋿", "m", "<META", "_START", ">", "\t", "'D", "㍿\r\n\r\n", ".'", "ll", "Dž", "　", "'lls", "'é", "<"]}
+{"text": "   \n'VE'Sd­　ع'Må\r\n\r\n'ree  'ReeZ's‍　('re🙂<META_START> (\r\u000bꟲ", "tokens": 36, "pieces": ["   \n", "'VE'S", "d", "­", "　ع'M", "å", "\r\n\r\n", "'ree", " ", " '", "Ree", "Z's", "‍", "　", "('", "re", "🙂<", "META", "_START", ">", " ", "(\r", "\u000bꟲ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'sZ", "tokens": 2, "pieces": ["'s", "Z"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n'S!!‍字\r\n\r\ns漢Ａ‍漢0!!‍dém0<EOT>漢-́Dž \r\n\r\n<漢're‍'M12345678ḍ̇", "tokens": 40, "pieces": ["\r\n", "'S", "!!‍", "字", "\r\n\r\n", "s漢", "Ａ", "‍漢", "0", "!!‍", "dém", "0", "<EOT", ">漢", "-́", "Dž", " \r\n\r\n", "<漢're", "‍'", "M", "123", "456", "78", "ḍ̇"]}
+{"text": "<|endoftext|>𐞁३'S,ſ́!!e\t­<META_START>\r\n'Reḍ̇'s'Ss३ ㍿#$%Z'ſa½<(!9", "tokens": 46, "pieces": ["<|", "endoftext", "|>", "𐞁", "३", "'S", ",ſ́", "!!", "e", "\t", "­<", "META", "_START", ">\r\n", "'Reḍ̇'s", "'Ss", "३", " ", "㍿#$%", "Z'ſ", "a", "½", "<(!", "9"]}
+{"text": "méꟲé\n漢's<|fim_prefix|>
9<EOT>३ éa   Ａ'VE३!!漢   \na'VE>éEOT<|endoftext|>ḍ̇ Ａ,字'll#$%ſ", "tokens": 58, "pieces": ["méꟲé", "\n", "漢's", "<|", "fim", "_prefix", "|>", "
", "9", "<EOT", ">", "३", " éa", "  ", " Ａ'VE", "३", "!!", "漢", "   \n", "a'VE", ">é", "EOT", "<|", "endoftext", "|>", "ḍ̇", " Ａ", ",字'll", "#$%", "ſ"]}
+{"text": "EOT३('ll㍿e😀🏽Ａ'ſ­é<12345678
漢\u000b ́12345678", "tokens": 29, "pieces": ["EOT", "३", "('", "ll", "㍿e", "😀🏽", "Ａ'ſ", "­é", "<", "123", "456", "78", "
漢", "\u000b", " ́", "123", "456", "78"]}
+{"text": "!👍🏽'S'ſ  \r\n'VE‍'!!'ḍ̇>Dž\r\n'ſ٣٤٥٦md é字ع!!<|endoftext|>0!!!'S
𐞁d", "tokens": 51, "pieces": ["!👍🏽'", "S'ſ", "  \r\n", "'VE", "‍'!!'", "ḍ̇", ">Dž", "\r\n", "'ſ", "٣٤٥", "٦", "md", " é字ع", "!!<|", "endoftext", "|>", "0", "!!!'", "S", "
𐞁d"]}
+{"text": "é'ſtＡ'ſ\r\n<|fim_prefix|>\t'ſ३漢\r\n\u000b\nét!'s\r\n\r\n-Dž<|fim_prefix|>ع>9'VEİé㍿", "tokens": 47, "pieces": ["é'ſ", "t", "Ａ'ſ", "\r\n", "<|", "fim", "_prefix", "|>", "\t", "'ſ", "३", "漢", "\r\n\u000b\n", "ét", "!'", "s", "\r\n\r\n", "-Dž", "<|", "fim", "_prefix", "|>", "ع", ">", "9", "'VEİé", "㍿"]}
+{"text": "<12345678👍🏽\r­‍", "tokens": 10, "pieces": ["<", "123", "456", "78", "👍🏽\r", "­‍"]}
+{"text": "'s <'s!!ع\n-​\u000b Dž👍🏽Ⅳ's're<‍<|endoftext|>😀🏽\"'M 'll>٣٤٥٦ \tEOTm  ", "tokens": 45, "pieces": ["'s", " ", "<'", "s", "!!", "ع", "\n", "-​", "\u000b", " Dž", "👍🏽", "Ⅳ", "'s're", "<‍<|", "endoftext", "|>😀🏽\"'", "M", " ", "'ll", ">", "٣٤٥", "٦", " ", "\tEOTm", "  "]}
+{"text": "\r\n\"🙂fi  é‍٣٤٥٦ḍ̇å<|endoftext|>
!å​　'Mé'T9!!!३㍿.d12345678'VE'D<(", "tokens": 48, "pieces": ["\r\n", "\"🙂", "fi", " ", " é", "‍", "٣٤٥", "٦", "ḍ̇å", "<|", "endoftext", "|>", "
", "!å", "​", "　", "'Mé'T", "9", "!!!", "३", "㍿.", "d", "123", "456", "78", "'VE'D", "<("]}
+{"text": "́ ḍ̇\"㍿'VEsⅣſ(#$%ß 　
\rＡعt\t𐞁!!👍🏽­sfi!'Reå-fiEOT", "tokens": 45, "pieces": ["́", " ḍ̇", "\"㍿'", "VEs", "Ⅳ", "ſ", "(#$%", "ß", " 　
\r", "Ａعt", "\t𐞁", "!!👍🏽­", "sfi", "!'", "Reå", "-fi", "EOT"]}
+{"text": "'T‍३Ⅳ", "tokens": 5, "pieces": ["'T", "‍", "३Ⅳ"]}
+{"text": "!!tＡ'reꟲ½ع­३a!s'll\r\n<<|fim_prefix|>'S're<|endoftext|>👍🏽 Ａ   \n,fi\r\n,İ'ſ👍🏽d#$%t-", "tokens": 52, "pieces": ["!!", "t", "Ａ're", "ꟲ", "½", "ع", "­", "३", "a", "!s'll", "\r\n", "<<|", "fim", "_prefix", "|>'", "S're", "<|", "endoftext", "|>👍🏽", " Ａ", "   \n", ",fi", "\r\n", ",İ'ſ", "👍🏽", "d", "#$%", "t", "-"]}
+{"text": ">'s'll‍ꟲ\u000b​'s#$%'Td👍🏽", "tokens": 17, "pieces": [">'", "s'll", "‍ꟲ", "\u000b", "​'", "s", "#$%'", "Td", "👍🏽"]}
+{"text": "<EOT>\r\n\"​'ſ漢\u000bⅣ-٣٤٥٦t.", "tokens": 18, "pieces": ["<EOT", ">\r\n", "\"​'", "ſ漢", "\u000b", "Ⅳ", "-", "٣٤٥", "٦", "t", "."]}
+{"text": "9​å\r\n\r\n''VE३d,​́és're'T'ſmḍ̇<t­👍🏽 \r\n👍🏽!ꟲ<-<META_START>,   \n é
\"mſİ", "tokens": 48, "pieces": ["9", "​å", "\r\n\r\n", "''", "VE", "३", "d", ",​́", "és're", "'T'ſ", "mḍ̇", "<t", "­👍🏽", " \r\n", "👍🏽!", "ꟲ", "<-<", "META", "_START", ">,", "   \n", " é", "
", "\"mſ", "İ"]}
+{"text": "‍<EOT>\r\n㍿Zİ9é.>fi'VEEOT ٣٤٥٦å😀🏽'D    \n#$%‍'re߅\r\n\r\n\u000b\"a　12345678", "tokens": 48, "pieces": ["‍<", "EOT", ">\r\n", "㍿Zİ", "9", "é", ".>", "fi'VE", "EOT", " ", "٣٤٥", "٦", "å", "😀🏽'", "D", "    \n", "#$%‍'", "reß", "…\r\n\r\n", "\u000b", "\"a", "　", "123", "456", "78"]}
+{"text": "Ａ.३<EOT>-\u000b9字ꟲZ'll㋿(a!𐞁s<EOT>EOT'll.'å!! ḍ̇", "tokens": 38, "pieces": ["Ａ", ".", "३", "<EOT", ">-", "\u000b", "9", "字ꟲ", "Z'll", "㋿(", "a", "!𐞁s", "<EOT", ">EOT'll", ".'", "å", "!!", " ḍ̇"]}
+{"text": "!!s'fifi👍🏽m…\u000ba\"Ⅳ're½.9İEOTꟲſe字ꟲ'ſ", "tokens": 34, "pieces": ["!!", "s", "'fifi", "👍🏽", "m", "…", "\u000ba", "\"", "Ⅳ", "'re", "½", ".", "9", "İEOTꟲſe字ꟲ'ſ"]}
+{"text": "𐞁'Sß​<|fim_prefix|>ſ   \n>㋿9ꟲＡ9  a", "tokens": 27, "pieces": ["𐞁'S", "ß", "​<|", "fim", "_prefix", "|>", "ſ", "   \n", ">㋿", "9", "ꟲ", "Ａ", "9", " ", " a"]}
+{"text": "fi३\u000b're'VEع", "tokens": 7, "pieces": ["fi", "३", "\u000b", "'re'VE", "ع"]}
+{"text": "👍🏽'séd<­Ａ㋿
'Mm'M½
", "tokens": 19, "pieces": ["👍🏽'", "séd", "<­", "Ａ", "㋿", "
", "'Mm'M", "½", "
"]}
+{"text": "'VEs-漢>Z'", "tokens": 7, "pieces": ["'VEs", "-漢", ">Z", "'"]}
+{"text": "İḍ̇t're½e0😀🏽'\"d", "tokens": 14, "pieces": ["İḍ̇t're", "½", "e", "0", "😀🏽'\"", "d"]}
+{"text": "efi're🙂\r㋿(字
…", "tokens": 13, "pieces": ["efi're", "🙂\r", "㋿(", "字", "
…"]}
+{"text": "<EOT>9<EOT>​é", "tokens": 9, "pieces": ["<EOT", ">", "9", "<EOT", ">​", "é"]}
+{"text": "ß😀🏽å's", "tokens": 7, "pieces": ["ß", "😀🏽", "å's"]}
+{"text": "‍Z<|fim_prefix|>३!!\n­", "tokens": 11, "pieces": ["‍Z", "<|", "fim", "_prefix", "|>", "३", "!!\n", "­"]}
+{"text": "漢é.…<EOT>", "tokens": 9, "pieces": ["漢é", ".", "…", "<EOT", ">"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "9.9  ㋿<EOT>é(\r\nİ,s
", "tokens": 17, "pieces": ["9", ".", "9", " ", " ㋿<", "EOT", ">é", "(\r\n", "İ", ",s", "
"]}
+{"text": "\u000b　#$%Ａ   \n'VE'ſ🙂<META_START>́'Tsé'ſt ", "tokens": 23, "pieces": ["\u000b", "　", "#$%", "Ａ", "   \n", "'VE'ſ", "🙂<", "META", "_START", ">́'T", "sé'ſ", "t", " "]}
+{"text": "𐞁३   \n٣٤٥٦'ll­‍'ReꟲEOT'D👍🏽'M'll<'ll.d\"'Md'T<EOT>漢(", "tokens": 38, "pieces": ["𐞁", "३", "   \n", "٣٤٥", "٦", "'ll", "­‍'", "Reꟲ", "EOT'D", "👍🏽'", "M'll", "<'", "ll", ".d", "\"'", "Md'T", "<EOT", ">漢", "("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "0fiß.'re\"\u000b<META_START>   'ſfiß!!'ll\r\n'S​'D㋿\r\n\r\n…", "tokens": 30, "pieces": ["0", "fiß", ".'", "re", "\"", "\u000b", "<META", "_START", ">", "  ", " '", "ſfiß", "!!'", "ll", "\r\n", "'S", "​'", "D", "㋿\r\n\r\n", "…"]}
+{"text": "ß३'VEع<|endoftext|>Ⅳ👍🏽ß,", "tokens": 19, "pieces": ["ß", "३", "'VEع", "<|", "endoftext", "|>", "Ⅳ", "👍🏽", "ß", ","]}
+{"text": "t\r'T9­Ａ'S🙂　#$%!'T<EOT>\tt½'VE㋿
-m👍🏽\n
   \n", "tokens": 31, "pieces": ["t", "\r", "'T", "9", "­Ａ'S", "🙂", "　", "#$%!'", "T", "<EOT", ">", "\tt", "½", "'VE", "㋿", "
", "-m", "👍🏽\n", "
   \n"]}
+{"text": "0ḍ̇Zdé<META_START>.\r\n\r\nZ­<|endoftext|>as…'ll'M12345678<|fim_prefix|><\n‍  'S👍🏽9!e'Re'Re", "tokens": 47, "pieces": ["0", "ḍ̇", "Zdé", "<META", "_START", ">.\r\n\r\n", "Z", "­<|", "endoftext", "|>", "as", "…", "'ll'M", "123", "456", "78", "<|", "fim", "_prefix", "|><\n", "‍", " ", " '", "S", "👍🏽", "9", "!e'Re", "'Re"]}
+{"text": "é漢ḍ̇", "tokens": 5, "pieces": ["é漢ḍ̇"]}
+{"text": "<META_START>ß٣٤٥٦'TZt३<|endoftext|>å.漢a\tm'TＡ Ａ½e‍​ ㋿㋿'M
   \n<'Re   \n٣٤٥٦́", "tokens": 53, "pieces": ["<META", "_START", ">ß", "٣٤٥", "٦", "'TZt", "३", "<|", "endoftext", "|>", "å", ".漢a", "\tm'T", "Ａ", " Ａ", "½", "e", "‍​", " ", "㋿㋿'", "M", "
   \n", "<'", "Re", "   \n", "٣٤٥", "٦", "́"]}
+{"text": "  ㍿ 'll Ａ字<|fim_prefix|>'Re　<|fim_prefix|>٣٤٥٦'M'Mꟲ\r\nå>Ⅳ.𐞁<EOT>EOT‍'ll\n\rt!\nm<|fim_prefix|>", "tokens": 62, "pieces": [" ", " ㍿", " ", "'ll", " Ａ字", "<|", "fim", "_prefix", "|>'", "Re", "　", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "'M'M", "ꟲ", "\r\n", "å", ">", "Ⅳ", ".𐞁", "<EOT", ">EOT", "‍'", "ll", "\n\r", "t", "!\n", "m", "<|", "fim", "_prefix", "|>"]}
+{"text": "d\nḍ̇fiß\r'M😀🏽'S'T㋿  \r\n\r\n㍿<­漢٣٤٥٦'ReDž\n<|endoftext|>a--!!漢fi…\u000bé\r३­", "tokens": 52, "pieces": ["d", "\n", "ḍ̇fiß", "\r", "'M", "😀🏽'", "S'T", "㋿", "  \r\n\r\n", "㍿<­", "漢", "٣٤٥", "٦", "'Re", "Dž", "\n", "<|", "endoftext", "|>", "a", "--!!", "漢fi", "…", "\u000bé", "\r", "३", "­"]}
+{"text": "́a!!", "tokens": 3, "pieces": ["́a", "!!"]}
+{"text": "a<|endoftext|>𐞁\nꟲ'S\r\nfiEOT12345678🙂", "tokens": 25, "pieces": ["a", "<|", "endoftext", "|>", "𐞁", "\n", "ꟲ'S", "\r\n", "fi", "EOT", "123", "456", "78", "🙂"]}
+{"text": "👍🏽'reé㍿ 🙂0\t㋿\r#$%　
m!!é#$%🙂's㍿s'VEeſ'M#$%'ll漢Z,a( ", "tokens": 45, "pieces": ["👍🏽'", "reé", "㍿", " 🙂", "0", "\t", "㋿\r", "#$%", "　", "
m", "!!", "é", "#$%🙂'", "s", "㍿s'VE", "eſ'M", "#$%'", "ll漢", "Z", ",a", "(", " "]}
+{"text": "👍🏽…㋿İd ", "tokens": 11, "pieces": ["👍🏽", "…", "㋿İd", " "]}
+{"text": " 字　\u000bmEOT​ḍ̇ İ٣٤٥٦👍🏽'ſDža'T\r>'TDžDž!!٣٤٥٦\"<EOT>'VE", "tokens": 43, "pieces": [" 字", "　", "\u000bm", "EOT", "​ḍ̇", " İ", "٣٤٥", "٦", "👍🏽'", "ſ", "Dža'T", "\r", ">'", "TDžDž", "!!", "٣٤٥", "٦", "\"<", "EOT", ">'", "VE"]}
+{"text": "ḍ̇    \n é<|endoftext|>'ll<|endoftext|>é…\t   \né\r\nm.'Dé<EOT>Ａ#$%\u000bⅣ­", "tokens": 42, "pieces": ["ḍ̇", "    \n", " é", "<|", "endoftext", "|>'", "ll", "<|", "endoftext", "|>", "é", "…\t   \n", "é", "\r\n", "m", ".'", "Dé", "<EOT", ">Ａ", "#$%", "\u000b", "Ⅳ", "­"]}
+{"text": "'­ßع<|endoftext|>'llss\"٣٤٥٦é", "tokens": 19, "pieces": ["'­", "ßع", "<|", "endoftext", "|>'", "llss", "\"", "٣٤٥", "٦", "é"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Ⅳ!!éé<|endoftext|>m
Dž'D ḍ̇\"३<|endoftext|>'👍🏽́'́'VEa!\n'll㋿́EOT<|endoftext|>!!‍9ḍ̇", "tokens": 60, "pieces": ["Ⅳ", "!!", "éé", "<|", "endoftext", "|>", "m", "
Dž'D", " ḍ̇", "\"", "३", "<|", "endoftext", "|>'👍🏽́'́'", "VEa", "!\n", "'ll", "㋿́", "EOT", "<|", "endoftext", "|>!!‍", "9", "ḍ̇"]}
+{"text": "  ٣٤٥٦ſ!!ع𐞁-漢å漢३İ‍'M\"ع!Ａ#$%EOTe9\u000b<|endoftext|>‍'VE ٣٤٥٦12345678 ée9>\r\n\r\n\r\n\r\n<EOT><EOT>'S", "tokens": 65, "pieces": [" ", " ", "٣٤٥", "٦", "ſ", "!!", "ع𐞁", "-漢å漢", "३", "İ", "‍'", "M", "\"ع", "!Ａ", "#$%", "EOTe", "9", "\u000b", "<|", "endoftext", "|>‍'", "VE", " ", "٣٤٥", "٦12", "345", "678", " ée", "9", ">\r\n\r\n\r\n\r\n", "<EOT", "><", "EOT", ">'", "S"]}
+{"text": "'D½!é0- \r\n\r\nd😀🏽  9­#$%Z…éꟲ　e'Reé>漢'S9", "tokens": 34, "pieces": ["'D", "½", "!é", "0", "-", " \r\n\r\n", "d", "😀🏽", " ", " ", "9", "­#$%", "Z", "…éꟲ", "　e'Re", "é", ">漢'S", "9"]}
+{"text": "　\r\né t! '  #$%12345678!e12345678! \r", "tokens": 24, "pieces": ["　\r\n", "é", " t", "!", " ", "'", " ", " #$%", "123", "456", "78", "!e", "123", "456", "78", "!", " \r"]}
+{"text": "EOT!'ſ­\r\nع", "tokens": 7, "pieces": ["EOT", "!'", "ſ", "­\r\n", "ع"]}
+{"text": "㍿9#$%(d!!Ａ́
ع<META_START>٣٤٥٦\"\"eß\u000b   \n!!𐞁<META_START>𐞁٣٤٥٦​👍🏽'll　
", "tokens": 50, "pieces": ["㍿", "9", "#$%(", "d", "!!", "Ａ́", "
ع", "<META", "_START", ">", "٣٤٥", "٦", "\"\"", "eß", "\u000b   \n", "!!", "𐞁", "<META", "_START", ">𐞁", "٣٤٥", "٦", "​👍🏽'", "ll", "　
"]}
+{"text": ", EOT\n<|endoftext|>'ReEOT
ſ'ſ㍿İſ\r\n\r\n㍿½🙂<|endoftext|>'\r\n\r\nⅣꟲ<META_START>m", "tokens": 47, "pieces": [",", " EOT", "\n", "<|", "endoftext", "|>'", "Re", "EOT", "
ſ'ſ", "㍿İſ", "\r\n\r\n", "㍿", "½", "🙂<|", "endoftext", "|>'\r\n\r\n", "Ⅳ", "ꟲ", "<META", "_START", ">m"]}
+{"text": "ß \n<|endoftext|>Ａ'llEOT \r åé9é👍🏽㍿㍿'Ḿm\"ꟲḍ̇漢'ſ12345678'T३   \n're'('D\u000b", "tokens": 57, "pieces": ["ß", " \n", "<|", "endoftext", "|>", "Ａ'll", "EOT", " \r", " åé", "9", "é", "👍🏽㍿㍿'", "Ḿm", "\"ꟲḍ̇漢'ſ", "123", "456", "78", "'T", "३", "   \n", "'re", "'('", "D", "\u000b"]}
+{"text": "\n're😀🏽‍éḍ̇9㋿", "tokens": 15, "pieces": ["\n", "'re", "😀🏽‍", "éḍ̇", "9", "㋿"]}
+{"text": "漢\u000b\r\n\r\n
 漢'redİ\r\n", "tokens": 10, "pieces": ["漢", "\u000b\r\n\r\n", "
", " 漢're", "d", "İ", "\r\n"]}
+{"text": "½!e", "tokens": 3, "pieces": ["½", "!e"]}
+{"text": "　'VE​t३", "tokens": 6, "pieces": ["　", "'VE", "​t", "३"]}
+{"text": "'M,d㋿\r>as>!'re\tſ́<|fim_prefix|>#$%-fi𐞁½㋿́\ré", "tokens": 34, "pieces": ["'M", ",d", "㋿\r", ">as", ">!'", "re", "\tſ́", "<|", "fim", "_prefix", "|>#$%-", "fi𐞁", "½", "㋿́", "\r", "é"]}
+{"text": "e,😀🏽9\r\n#$%'Dt👍🏽s'ReⅣ<META_START>", "tokens": 21, "pieces": ["e", ",😀🏽", "9", "\r\n", "#$%'", "Dt", "👍🏽", "s'Re", "Ⅳ", "<META", "_START", ">"]}
+{"text": "…\"\"½#$%😀🏽's!!\"ea<   \n", "tokens": 16, "pieces": ["…", "\"\"", "½", "#$%😀🏽'", "s", "!!\"", "ea", "<", "   \n"]}
+{"text": "'TⅣ're㋿\r\n\r\n🙂<META_START>'Re<|endoftext|>　'reꟲ  ḍ̇m😀🏽字'S'ReåＡ", "tokens": 41, "pieces": ["'T", "Ⅳ", "'re", "㋿\r\n\r\n", "🙂<", "META", "_START", ">'", "Re", "<|", "endoftext", "|>", "　", "'reꟲ", " ", " ḍ̇m", "😀🏽", "字'S", "'Reå", "Ａ"]}
+{"text": "'<漢…🙂<META_START><|endoftext|> ßé\r\n\r\nḍ̇Dž", "tokens": 24, "pieces": ["'<", "漢", "…", "🙂<", "META", "_START", "><|", "endoftext", "|>", " ßé", "\r\n\r\n", "ḍ̇", "Dž"]}
+{"text": "a'fi.EOT( 'T-\r\n\r\n12345678….", "tokens": 16, "pieces": ["a", "'fi", ".EOT", "(", " '", "T", "-\r\n\r\n", "123", "456", "78", "…", "."]}
+{"text": "­'Re<㋿", "tokens": 7, "pieces": ["­'", "Re", "<㋿"]}
+{"text": "   \n<EOT>><META_START>😀🏽 -ع'S३
🙂ß,!'s<-'re'Mmm'TdEOT-­\r\n\r\n", "tokens": 33, "pieces": ["   \n", "<EOT", ">><", "META", "_START", ">😀🏽", " -", "ع'S", "३", "
", "🙂ß", ",!'", "s", "<-'", "re'M", "mm'T", "d", "EOT", "-­\r\n\r\n"]}
+{"text": "å'Refie　<|fim_prefix|>'TEOT a३d'sſ'   \n!'reDž(߅(Ⅳeع", "tokens": 35, "pieces": ["å'Re", "fie", "　", "<|", "fim", "_prefix", "|>'", "TEOT", " a", "३", "d's", "ſ", "'", "   \n", "!'", "re", "Dž", "(ß", "…", "(", "Ⅳ", "eع"]}
+{"text": "ع‍'ſDž12345678😀🏽   \n  #$%(s<|endoftext|>'VE", "tokens": 26, "pieces": ["ع", "‍'", "ſ", "Dž", "123", "456", "78", "😀🏽", "   \n", " ", " #$%(", "s", "<|", "endoftext", "|>'", "VE"]}
+{"text": "‍👍🏽", "tokens": 4, "pieces": ["‍👍🏽"]}
+{"text": "å　字­👍🏽ésm٣٤٥٦Dže12345678\r\n,9İ'Re
Ａ", "tokens": 27, "pieces": ["å", "　字", "­👍🏽", "ésm", "٣٤٥", "٦", "Dže", "123", "456", "78", "\r\n", ",", "9", "İ'Re", "
Ａ"]}
+{"text": "#$%Zd (\r\n,'ſ漢\r\nDž#$%‍Ａ𐞁", "tokens": 19, "pieces": ["#$%", "Zd", " ", "(\r\n", ",'", "ſ漢", "\r\n", "Dž", "#$%‍", "Ａ𐞁"]}
+{"text": "(a'D's<|fim_prefix|>(Z  åt😀🏽EOTe!\r\na'TEOT…!", "tokens": 28, "pieces": ["(a'D", "'s", "<|", "fim", "_prefix", "|>(", "Z", " ", " åt", "😀🏽", "EOTe", "!\r\n", "a'T", "EOT", "…", "!"]}
+{"text": "\u000b'De\ns", "tokens": 5, "pieces": ["\u000b", "'De", "\n", "s"]}
+{"text": "s", "tokens": 1, "pieces": ["s"]}
+{"text": "'Refi  EOTſ  𐞁\u000b字!'ReⅣ'ſ", "tokens": 20, "pieces": ["'Refi", " ", " EOTſ", " ", " 𐞁", "\u000b字", "!'", "Re", "Ⅳ", "'ſ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "- 'llＡſ <EOT>İ.\r\n\r\n𐞁<META_START>#$%½9\u000b㋿\u000b　​m'St‍å0ſ… ", "tokens": 41, "pieces": ["-", " '", "ll", "Ａſ", " <", "EOT", ">İ", ".\r\n\r\n", "𐞁", "<META", "_START", ">#$%", "½9", "\u000b", "㋿", "\u000b", "　", "​m'S", "t", "‍å", "0", "ſ", "… "]}
+{"text": "\r\n'Rete\u000bfi'M\rꟲ9'll㍿ḍ̇  és'9Dž‍'T!​", "tokens": 30, "pieces": ["\r\n", "'Rete", "\u000bfi'M", "\r", "ꟲ", "9", "'ll", "㍿ḍ̇", " ", " és", "'", "9", "Dž", "‍'", "T", "!​"]}
+{"text": "‍Ａ'\r\n…\u000b#$%.9'T12345678
\u000b m<META_START>ſ\r\n\r\n", "tokens": 23, "pieces": ["‍Ａ", "'\r\n", "…", "\u000b", "#$%.", "9", "'T", "123", "456", "78", "
\u000b", " m", "<META", "_START", ">ſ", "\r\n\r\n"]}
+{"text": "🙂Ａ, 12345678…㋿­३٣٤٥٦12345678Ａ३<META_START>\r#$%<​­å", "tokens": 36, "pieces": ["🙂Ａ", ",", " ", "123", "456", "78", "…", "㋿­", "३٣٤", "٥٦1", "234", "567", "8", "Ａ", "३", "<META", "_START", ">\r", "#$%<​­", "å"]}
+{"text": "㍿é'M\t'S!!s\n,aİZé12345678‍­('M\"å😀🏽'M<|endoftext|>fiḍ̇d   \n𐞁", "tokens": 46, "pieces": ["㍿é'M", "\t", "'S", "!!", "s", "\n", ",a", "İZé", "123", "456", "78", "‍­('", "M", "\"å", "😀🏽'", "M", "<|", "endoftext", "|>", "fiḍ̇d", "   \n", "𐞁"]}
+{"text": "  '😀🏽ḍ̇<|endoftext|><|endoftext|>Ⅳ\"  'ḍ̇🙂'S'S'll m'VE Ⅳ   \n'🙂字'ſ'VE\rEOT\r‍‍!!\r9", "tokens": 58, "pieces": [" ", " '😀🏽", "ḍ̇", "<|", "endoftext", "|><|", "endoftext", "|>", "Ⅳ", "\"", " ", " '", "ḍ̇", "🙂'", "S'S", "'ll", " m'VE", " ", "Ⅳ", "   \n", "'🙂", "字'ſ", "'VE", "\r", "EOT", "\r", "‍‍!!\r", "9"]}
+{"text": "0<|fim_prefix|>(Dž   \n㍿\u000bDž<…​漢Ａ(,.12345678٣٤٥٦\"字​'Re㍿\r\n\r\n‍㍿", "tokens": 44, "pieces": ["0", "<|", "fim", "_prefix", "|>(", "Dž", "   \n", "㍿", "\u000bDž", "<", "…", "​漢", "Ａ", "(,.", "123", "456", "78٣", "٤٥٦", "\"字", "​'", "Re", "㍿\r\n\r\n", "‍㍿"]}
+{"text": "漢३DžⅣ\n<EOT>'ſ३fi   \n  'Re'MＡ<|fim_prefix|>\r\n\r\n\r\n-ꟲ½!!<|endoftext|>½   's½\r\n३ḍ̇\r\n\r\nſ
𐞁Ⅳa　‍٣٤٥٦", "tokens": 64, "pieces": ["漢", "३", "Dž", "Ⅳ", "\n", "<EOT", ">'", "ſ", "३", "fi", "   \n", " ", " '", "Re'M", "Ａ", "<|", "fim", "_prefix", "|>\r\n\r\n\r\n", "-ꟲ", "½", "!!<|", "endoftext", "|>", "½", "  ", " '", "s", "½", "\r\n", "३", "ḍ̇", "\r\n\r\n", "ſ", "
𐞁", "Ⅳ", "a", "　", "‍", "٣٤٥", "٦"]}
+{"text": "\t<EOT>\r\n<<META_START>am
>('S're\n㋿'Re\u000b‍\"́   \n<ß0
t 're''½>­\"'S'reDž-", "tokens": 41, "pieces": ["\t", "<EOT", ">\r\n", "<<", "META", "_START", ">am", "
", ">('", "S're", "\n", "㋿'", "Re", "\u000b", "‍\"́", "   \n", "<ß", "0", "
t", " ", "'re", "''", "½", ">­\"'", "S're", "Dž", "-"]}
+{"text": "\r\n<𐞁9'M​ß🙂'D", "tokens": 13, "pieces": ["\r\n", "<𐞁", "9", "'M", "​ß", "🙂'", "D"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "…ꟲ 𐞁'Té​Z(é\u000bＡ\n\u000b!\"!!#$%   ſ\r0're 'T(٣٤٥٦<|fim_prefix|>\r<META_START>'re<|endoftext|>12345678Ⅳ㍿\r 😀🏽", "tokens": 69, "pieces": ["…ꟲ", " 𐞁'T", "é", "​Z", "(é", "\u000bＡ", "\n", "\u000b", "!\"!!#$%", "  ", " ſ", "\r", "0", "'re", " ", "'T", "(", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>\r", "<META", "_START", ">'", "re", "<|", "endoftext", "|>", "123", "456", "78Ⅳ", "㍿\r", " 😀🏽"]}
+{"text": "#$%eİ\nḍ̇", "tokens": 8, "pieces": ["#$%", "e", "İ", "\n", "ḍ̇"]}
+{"text": "
-­😀🏽", "tokens": 6, "pieces": ["
", "-­😀🏽"]}
+{"text": "(Ⅳß　'ſ-<|endoftext|>", "tokens": 15, "pieces": ["(", "Ⅳ", "ß", "　", "'ſ", "-<|", "endoftext", "|>"]}
+{"text": "mt0#$%sＡ<EOT>\n<EOT>ع 'T\r\n\r\nfiå(<EOT>Džḍ̇İ   \n\r", "tokens": 31, "pieces": ["mt", "0", "#$%", "s", "Ａ", "<EOT", ">\n", "<EOT", ">ع", " ", "'T", "\r\n\r\n", "fiå", "(<", "EOT", ">Džḍ̇", "İ", "   \n\r"]}
+{"text": "İ㋿#$%EOT𐞁३­#$%­-ꟲåḍ̇ⅣⅣḍ̇t's漢漢ꟲs'M'VEs\r\n½ İEOT٣٤٥٦Ａ'll'M12345678", "tokens": 61, "pieces": ["İ", "㋿#$%", "EOT𐞁", "३", "­#$%­-", "ꟲåḍ̇", "ⅣⅣ", "ḍ̇t's", "漢漢ꟲs'M", "'VEs", "\r\n", "½", " İEOT", "٣٤٥", "٦", "Ａ'll", "'M", "123", "456", "78"]}
+{"text": "ſd\r\n\r\ne!!12345678'a'Dſ漢  EOT<|endoftext|>t!!  -',\n🙂<|endoftext|> <|endoftext|>", "tokens": 44, "pieces": ["ſd", "\r\n\r\n", "e", "!!", "123", "456", "78", "'a'D", "ſ漢", " ", " EOT", "<|", "endoftext", "|>", "t", "!!", " ", " -',\n", "🙂<|", "endoftext", "|>", " ", "<|", "endoftext", "|>"]}
+{"text": "!.Z'Dfié", "tokens": 6, "pieces": ["!.", "Z'D", "fié"]}
+{"text": "​Zé<#$%12345678d
EOT३́\r\n\r\né­!EOTå'T'T३
\r\n12345678
", "tokens": 33, "pieces": ["​Zé", "<#$%", "123", "456", "78", "d", "
EOT", "३", "́", "\r\n\r\n", "é", "­!", "EOTå'T", "'T", "३", "
\r\n", "123", "456", "78", "
"]}
+{"text": "<EOT>ſ<META_START>🙂'lléع́>😀🏽'VEe#$%😀🏽\tfiDžé'Re‍🙂ß'<Ⅳ9​'M㋿\r\nd'S　<META_START>\t>\n", "tokens": 55, "pieces": ["<EOT", ">ſ", "<META", "_START", ">🙂'", "lléع́", ">😀🏽'", "VEe", "#$%😀🏽", "\tfi", "Džé'Re", "‍🙂", "ß", "'<", "Ⅳ9", "​'", "M", "㋿\r\n", "d'S", "　", "<META", "_START", ">", "\t", ">\n"]}
+{"text": "İ<EOT>as👍🏽'ſé'll<META_START>ع\tDžé12345678!é!<İ\r\nfi　'VE", "tokens": 37, "pieces": ["İ", "<EOT", ">as", "👍🏽'", "ſé'll", "<META", "_START", ">ع", "\tDžé", "123", "456", "78", "!é", "!<", "İ", "\r\n", "fi", "　", "'VE"]}
+{"text": "Zdꟲ(EOT'T\n", "tokens": 8, "pieces": ["Zdꟲ", "(EOT'T", "\n"]}
+{"text": "字'D­'M

'll>İ(½'s३!㍿‍İ's#$%ééaß're.'T   \n\"\r\nß­٣٤٥٦ꟲfi😀🏽", "tokens": 46, "pieces": ["字'D", "­'", "M", "
", "
", "'ll", ">İ", "(", "½", "'s", "३", "!㍿‍", "İ's", "#$%", "ééaß're", ".'", "T", "   \n", "\"\r\n", "ß", "­", "٣٤٥", "٦", "ꟲfi", "😀🏽"]}
+{"text": "9('VEß<EOT​\n  'ſ,> <META_START>'T<|fim_prefix|><|endoftext|>🙂\t३>!!å'D㋿(", "tokens": 42, "pieces": ["9", "('", "VEß", "<EOT", "​\n", " ", " '", "ſ", ",>", " ", "<META", "_START", ">'", "T", "<|", "fim", "_prefix", "|><|", "endoftext", "|>🙂", "\t", "३", ">!!", "å'D", "㋿("]}
+{"text": "½<EOT>'D́e'sßEOT >'ReDžt", "tokens": 17, "pieces": ["½", "<EOT", ">'", "D́e's", "ß", "EOT", " ", ">'", "Re", "Džt"]}
+{"text": "‍­", "tokens": 2, "pieces": ["‍­"]}
+{"text": "<|endoftext|> 'M㋿ß\r\n<META_START>Ⅳ㋿​'Re\ne\n  12345678　'Reḍ̇'VE\"ḍ̇", "tokens": 45, "pieces": ["<|", "endoftext", "|>", " '", "M", "㋿ß", "\r\n", "<META", "_START", ">", "Ⅳ", "㋿​'", "Re", "\n", "e", "\n", " ", " ", "123", "456", "78", "　", "'Reḍ̇'VE", "\"ḍ̇"]}
+{"text": "é<META_START>'SZß\r\n\r\n\u000b<|endoftext|>!! 　\u000b  >(ḍ̇Džds😀🏽'll<!!'ll٣٤٥٦ßعＡ㋿Ⅳ9a\r\n\r\n'…", "tokens": 55, "pieces": ["é", "<META", "_START", ">'", "SZß", "\r\n\r\n", "\u000b", "<|", "endoftext", "|>!!", " 　\u000b ", " >(", "ḍ̇", "Džds", "😀🏽'", "ll", "<!!'", "ll", "٣٤٥", "٦", "ßع", "Ａ", "㋿", "Ⅳ9", "a", "\r\n\r\n", "'", "…"]}
+{"text": "३\"<|endoftext|>३#$%a'ſ'S­
's字m", "tokens": 20, "pieces": ["३", "\"<|", "endoftext", "|>", "३", "#$%", "a'ſ", "'S", "­", "
", "'s字m"]}
+{"text": "'re٣٤٥٦‍ḍ̇'S'ſ漢m…३ſꟲ‍½   'ſ<|fim_prefix|>́'Re'Reع\té,ḍ̇.ß   \n字'ſ<EOT>", "tokens": 53, "pieces": ["'re", "٣٤٥", "٦", "‍ḍ̇'S", "'ſ漢m", "…", "३", "ſꟲ", "‍", "½", "  ", " ", "'ſ", "<|", "fim", "_prefix", "|>́'", "Re'Re", "ع", "\té", ",ḍ̇", ".ß", "   \n", "字'ſ", "<EOT", ">"]}
+{"text": "-d(\u000b\"३fi३   \n🙂\r'T'M", "tokens": 12, "pieces": ["-d", "(", "\u000b", "\"", "३", "fi", "३", "   \n", "🙂\r", "'T'M"]}
+{"text": "\r\n字<EOT>!\n0٣٤٥٦👍🏽㍿ⅣZ𐞁ß㍿\" é,Z  
३'M", "tokens": 35, "pieces": ["\r\n", "字", "<EOT", ">!\n", "0٣٤", "٥٦", "👍🏽㍿", "Ⅳ", "Z𐞁ß", "㍿\"", " é", ",Z", "  ", "
", "३", "'M"]}
+{"text": "><EOT>'d12345678\"…ßⅣ\n12345678Džع𐞁<|endoftext|><|endoftext|>\r'llEOTd½  'T😀🏽0'​EOT\"٣٤٥٦㋿'ll12345678'll'll,'D", "tokens": 72, "pieces": ["><", "EOT", ">'", "d", "123", "456", "78", "\"", "…ß", "Ⅳ", "\n", "123", "456", "78", "Džع𐞁", "<|", "endoftext", "|><|", "endoftext", "|>\r", "'ll", "EOTd", "½", " ", " '", "T", "😀🏽", "0", "'​", "EOT", "\"", "٣٤٥", "٦", "㋿'", "ll", "123", "456", "78", "'ll'll", ",'", "D"]}
+{"text": "­", "tokens": 1, "pieces": ["­"]}
+{"text": "Džå\u000b'Re🙂é>'re", "tokens": 11, "pieces": ["Džå", "\u000b", "'Re", "🙂é", ">'", "re"]}
+{"text": "٣٤٥٦d,\n'll'sعfi \r\n!!é!\t'Sfi😀🏽(­", "tokens": 23, "pieces": ["٣٤٥", "٦", "d", ",\n", "'ll's", "عfi", " \r\n", "!!", "é", "!", "\t", "'Sfi", "😀🏽(­"]}
+{"text": "🙂'sＡå  \ts漢Z'll-éع", "tokens": 14, "pieces": ["🙂'", "s", "Ａå", "  ", "\ts漢", "Z'll", "-éع"]}
+{"text": "'Re½\r\nm", "tokens": 4, "pieces": ["'Re", "½", "\r\n", "m"]}
+{"text": ">'s!!<META_START>　漢३<|endoftext|>Ａعa>!!<|endoftext|>\r!s\r\n‍  Dž   \nⅣ's#$% \r\né٣٤٥٦<|endoftext|>'D0Z\t", "tokens": 63, "pieces": [">'", "s", "!!<", "META", "_START", ">", "　漢", "३", "<|", "endoftext", "|>", "Ａعa", ">!!<|", "endoftext", "|>\r", "!s", "\r\n", "‍", " ", " Dž", "   \n", "Ⅳ", "'s", "#$%", " \r\n", "é", "٣٤٥", "٦", "<|", "endoftext", "|>'", "D", "0", "Z", "\t"]}
+{"text": "'s,ßDž'Re'!!!e9'Då\r\nİ   \n-㍿d\u000b'T", "tokens": 23, "pieces": ["'s", ",ß", "Dž'Re", "'!!!", "e", "9", "'Då", "\r\n", "İ", "   \n", "-㍿", "d", "\u000b", "'T"]}
+{"text": "\u000b'T9　😀🏽'Té\n're\t́ß!'M　<…
­😀🏽Ⅳa", "tokens": 29, "pieces": ["\u000b", "'T", "9", "　", "😀🏽'", "Té", "\n", "'re", "\t́ß", "!'", "M", "　", "<", "…", "
", "­😀🏽", "Ⅳ", "a"]}
+{"text": "ḍ̇ꟲ‍m  ­　'Re㋿,'M  ㍿-EOT‍́   \nع\n'ḾDž   \n\"é'Red½éEOT'S", "tokens": 44, "pieces": ["ḍ̇ꟲ", "‍m", " ", " ­", "　", "'Re", "㋿,'", "M", " ", " ㍿-", "EOT", "‍́", "   \n", "ع", "\n", "'Ḿ", "Dž", "   \n", "\"é'Re", "d", "½", "é", "EOT'S"]}
+{"text": "'Re   \n's­ع㋿字é   \nEOT'Re\" 'M😀🏽EOTḍ̇0<|fim_prefix|>漢-!३½Ⅳ<META_START>𐞁ꟲ's", "tokens": 52, "pieces": ["'Re", "   \n", "'s", "­ع", "㋿字é", "   \n", "EOT'Re", "\"", " ", "'M", "😀🏽", "EOTḍ̇", "0", "<|", "fim", "_prefix", "|>", "漢", "-!", "३½Ⅳ", "<META", "_START", ">𐞁ꟲ's"]}
+{"text": "fi!fi<‍Ａ‍́😀🏽\r\n\r\n'll\"Ａ漢'Re<|fim_prefix|><|fim_prefix|><‍㍿", "tokens": 32, "pieces": ["fi", "!fi", "<‍", "Ａ", "‍́", "😀🏽\r\n\r\n", "'ll", "\"Ａ漢'Re", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|><‍㍿"]}
+{"text": "👍🏽'VE'Re<EOT>é👍🏽d\"   \n-\"𐞁<META_START>d<|endoftext|>\r\n<META_START>­EOT(12345678३'reＡ㋿", "tokens": 49, "pieces": ["👍🏽'", "VE'Re", "<EOT", ">é", "👍🏽", "d", "\"", "   \n", "-\"", "𐞁", "<META", "_START", ">d", "<|", "endoftext", "|>\r\n", "<META", "_START", ">­", "EOT", "(", "123", "456", "78३", "'re", "Ａ", "㋿"]}
+{"text": "Ａå🙂.Ａ㋿<META_START>½EOTꟲ12345678İ'M's", "tokens": 25, "pieces": ["Ａå", "🙂.", "Ａ", "㋿<", "META", "_START", ">", "½", "EOTꟲ", "123", "456", "78", "İ'M", "'s"]}
+{"text": "-Džt,#$%EOT's0ꟲ
👍🏽mé३ꟲ'S.<META_START>  ع字ß\"''re
å'S　\u000bé ", "tokens": 44, "pieces": ["-Džt", ",#$%", "EOT's", "0", "ꟲ", "
", "👍🏽", "mé", "३", "ꟲ'S", ".<", "META", "_START", ">", " ", " ع字ß", "\"''", "re", "
å'S", "　", "\u000bé", " "]}
+{"text": "<EOT>३  <META_START>dDž", "tokens": 11, "pieces": ["<EOT", ">", "३", " ", " <", "META", "_START", ">d", "Dž"]}
+{"text": "‍'ReDžfiİé'ſ\r'ſꟲＡ٣٤٥٦👍🏽e½\r\né.'M'", "tokens": 32, "pieces": ["‍'", "Re", "Džfi", "İé'ſ", "\r", "'ſꟲ", "Ａ", "٣٤٥", "٦", "👍🏽", "e", "½", "\r\n", "é", ".'", "M", "'"]}
+{"text": "<META_START>Ⅳ　́0   \n>a

a½'<|fim_prefix|>𐞁ع(t\"<|fim_prefix|>'ſDžt", "tokens": 37, "pieces": ["<META", "_START", ">", "Ⅳ", "　́", "0", "   \n", ">a", "
", "
a", "½", "'<|", "fim", "_prefix", "|>", "𐞁ع", "(t", "\"<|", "fim", "_prefix", "|>'", "ſ", "Džt"]}
+{"text": "\r\n\r\n​३<|endoftext|>­'ll\u000b　s㋿a
", "tokens": 21, "pieces": ["\r\n\r\n", "​", "३", "<|", "endoftext", "|>­'", "ll", "\u000b", "　s", "㋿a", "
"]}
+{"text": "\u000b<|endoftext|>0\n9𐞁fi'Så\u000b‍>㍿é𐞁m　İ<EOT>téé (12345678", "tokens": 44, "pieces": ["\u000b", "<|", "endoftext", "|>", "0", "\n", "9", "𐞁fi'S", "å", "\u000b", "‍>㍿", "é𐞁m", "　İ", "<EOT", ">téé", " ", "(", "123", "456", "78"]}
+{"text": "<META_START>½'ſfi👍🏽‍\u000b\r\nEOT \r\n\r\nfi'M12345678\u000bdＡ9 \"٣٤٥٦<<|fim_prefix|> ", "tokens": 39, "pieces": ["<META", "_START", ">", "½", "'ſfi", "👍🏽‍", "\u000b\r\n", "EOT", " \r\n\r\n", "fi'M", "123", "456", "78", "\u000bd", "Ａ", "9", " \"", "٣٤٥", "٦", "<<|", "fim", "_prefix", "|>", " "]}
+{"text": "(\n漢EOT😀🏽", "tokens": 7, "pieces": ["(\n", "漢", "EOT", "😀🏽"]}
+{"text": "ſ㍿aZ ß'Re'é…​ＡعⅣéfi12345678½", "tokens": 24, "pieces": ["ſ", "㍿a", "Z", " ß'Re", "'é", "…", "​Ａع", "Ⅳ", "éfi", "123", "456", "78½"]}
+{"text": "İ'D㍿   \n字é‍ßd😀🏽ḍ̇a>'ſ漢 >12345678ß<>'ll fi'😀🏽<|fim_prefix|>", "tokens": 42, "pieces": ["İ'D", "㍿", "   \n", "字é", "‍ßd", "😀🏽", "ḍ̇a", ">'", "ſ漢", " >", "123", "456", "78", "ß", "<>'", "ll", " fi", "'😀🏽<|", "fim", "_prefix", "|>"]}
+{"text": "\"'M\t\r\ns12345678.éé\"\tß‍<åZ,\ta 'Re're9å''Re㋿EOTⅣＡ🙂\nḍ̇½ 🙂", "tokens": 44, "pieces": ["\"'", "M", "\t\r\n", "s", "123", "456", "78", ".éé", "\"", "\tß", "‍<", "å", "Z", ",", "\ta", " ", "'Re're", "9", "å", "''", "Re", "㋿EOT", "Ⅳ", "Ａ", "🙂\n", "ḍ̇", "½", " 🙂"]}
+{"text": "'Re½👍🏽½'ſſ!<|endoftext|>\"!!é-　
a#$%ß　   \n  'VE", "tokens": 31, "pieces": ["'Re", "½", "👍🏽", "½", "'ſſ", "!<|", "endoftext", "|>\"!!", "é", "-", "　", "
a", "#$%", "ß", "　   \n", " ", " '", "VE"]}
+{"text": "㍿!Ａ字Dž", "tokens": 8, "pieces": ["㍿!", "Ａ字", "Dž"]}
+{"text": "٣٤٥٦'Sꟲ\r\n\r\n😀🏽é(!>'re字é㋿e
-́<EOT>​😀🏽́\r\néDž<|fim_prefix|>𐞁​​'llå\"😀🏽", "tokens": 57, "pieces": ["٣٤٥", "٦", "'Sꟲ", "\r\n\r\n", "😀🏽", "é", "(!>'", "re字é", "㋿e", "
", "-́", "<EOT", ">​😀🏽́\r\n", "é", "Dž", "<|", "fim", "_prefix", "|>", "𐞁", "​​'", "llå", "\"😀🏽"]}
+{"text": "…

…‍Ⅳ'D'ſ'll.½fi\r\n\r\n-9<|endoftext|>  漢!!", "tokens": 30, "pieces": ["…

", "…", "‍", "Ⅳ", "'D'ſ", "'ll", ".", "½", "fi", "\r\n\r\n", "-", "9", "<|", "endoftext", "|>", " ", " 漢", "!!"]}
+{"text": "'D́
's​EOT٣٤٥٦İꟲ\r\n\r\nＡ  9d<a'VE 're½ſ<|fim_prefix|>ß'Sm<|endoftext|>😀🏽
's", "tokens": 49, "pieces": ["'D́", "
", "'s", "​EOT", "٣٤٥", "٦", "İꟲ", "\r\n\r\n", "Ａ", " ", " ", "9", "d", "<a'VE", " ", "'re", "½", "ſ", "<|", "fim", "_prefix", "|>", "ß'S", "m", "<|", "endoftext", "|>😀🏽", "
", "'s"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ع\n'D(ß㍿‍-'D😀🏽ß½Z<EOT>'ll\u000b'reİ", "tokens": 24, "pieces": ["ع", "\n", "'D", "(ß", "㍿‍-'", "D", "😀🏽", "ß", "½", "Z", "<EOT", ">'", "ll", "\u000b", "'re", "İ"]}
+{"text": "Ⅳ!!👍🏽Ⅳ🙂ſ <EOT>㋿!>½\rß<EOT>½  ''D<fi'ſ", "tokens": 33, "pieces": ["Ⅳ", "!!👍🏽", "Ⅳ", "🙂ſ", " ", "<EOT", ">㋿!>", "½", "\r", "ß", "<EOT", ">", "½", " ", " ''", "D", "<fi'ſ"]}
+{"text": "́EOT'D<‍!'S9字🙂\nå<|fim_prefix|>.a\t\r\né!!0<|endoftext|>Ⅳİ'll!\" 0", "tokens": 40, "pieces": ["́", "EOT'D", "<‍!'", "S", "9", "字", "🙂\n", "å", "<|", "fim", "_prefix", "|>.", "a", "\t\r\n", "é", "!!", "0", "<|", "endoftext", "|>", "Ⅳ", "İ'll", "!\"", " ", "0"]}
+{"text": "<9\u000b'ſmⅣ'MßtＡ😀🏽ꟲ'reع ع'M<,ſİé'ſ-\r\n9Ａ­漢　9👍🏽<EOT>.३mt", "tokens": 46, "pieces": ["<", "9", "\u000b", "'ſm", "Ⅳ", "'Mßt", "Ａ", "😀🏽", "ꟲ're", "ع", " ع'M", "<,", "ſ", "İé'ſ", "-\r\n", "9", "Ａ", "­漢", "　", "9", "👍🏽<", "EOT", ">.", "३", "mt"]}
+{"text": "0'M", "tokens": 2, "pieces": ["0", "'M"]}
+{"text": "åe𐞁
\r,ß'VEa12345678ḍ̇a'Re<META_START>e.> 
́😀🏽'T㋿Z,'ſ\r\n  𐞁åé\t", "tokens": 54, "pieces": ["åe𐞁", "
\r", ",ß'VE", "a", "123", "456", "78", "ḍ̇a'Re", "<META", "_START", ">e", ".>", " ", "
́", "😀🏽'", "T", "㋿Z", ",'", "ſ", "\r\n", " ", " 𐞁åé", "\t"]}
+{"text": "'ſ́é   \n½\n's𐞁>a​ꟲfi-Z'ſ\r\n㋿ é   \n
Dž…́'M…­éⅣ😀🏽字ſ're'Re­d'VE", "tokens": 52, "pieces": ["'ſ́é", "   \n", "½", "\n", "'s𐞁", ">a", "​ꟲfi", "-Z'ſ", "\r\n", "㋿", " é", "   \n", "
Dž", "…́'M", "…", "­é", "Ⅳ", "😀🏽", "字ſ're", "'Re", "­d'VE"]}
+{"text": "\r\n\r\nt 😀🏽ßfi'reé'ſe\u000b漢!ß　'Reſ'Mع<|endoftext|>ſ  Ａfi-s字㋿", "tokens": 40, "pieces": ["\r\n\r\n", "t", " ", "😀🏽", "ßfi're", "é'ſ", "e", "\u000b漢", "!ß", "　", "'Reſ'M", "ع", "<|", "endoftext", "|>", "ſ", " ", " Ａfi", "-s字", "㋿"]}
+{"text": "\n👍🏽!!9'Re😀🏽", "tokens": 10, "pieces": ["\n", "👍🏽!!", "9", "'Re", "😀🏽"]}
+{"text": "<|fim_prefix|>½'½　<EOT>'D", "tokens": 14, "pieces": ["<|", "fim", "_prefix", "|>", "½", "'", "½", "　", "<EOT", ">'", "D"]}
+{"text": "٣٤٥٦Ⅳ", "tokens": 6, "pieces": ["٣٤٥", "٦Ⅳ"]}
+{"text": "#$%   \nꟲ\"Ａ.😀🏽  9're( ٣٤٥٦ ㍿😀🏽", "tokens": 29, "pieces": ["#$%", "   \n", "ꟲ", "\"Ａ", ".😀🏽", " ", " ", "9", "'re", "(", " ", "٣٤٥", "٦", " ", "㍿😀🏽"]}
+{"text": "'re'T 😀🏽½EOTſ\r\n\r\n㋿912345678<|endoftext|>'ReeＡ   \n12345678Z,\n'reḍ̇ḍ̇\n", "tokens": 41, "pieces": ["'re'T", " ", "😀🏽", "½", "EOTſ", "\r\n\r\n", "㋿", "912", "345", "678", "<|", "endoftext", "|>'", "Ree", "Ａ", "   \n", "123", "456", "78", "Z", ",\n", "'reḍ̇ḍ̇", "\n"]}
+{"text": "​.ſ", "tokens": 2, "pieces": ["​.", "ſ"]}
+{"text": "㍿Ⅳ\téfia\t́,''M>  İ३", "tokens": 17, "pieces": ["㍿", "Ⅳ", "\téfia", "\t́", ",''", "M", ">", " ", " İ", "३"]}
+{"text": ">👍🏽e<EOT>㋿\né​ ३('D", "tokens": 19, "pieces": [">👍🏽", "e", "<EOT", ">㋿\n", "é", "​", " ", "३", "('", "D"]}
+{"text": "\n'>'Ddé🙂12345678å'Mع0  9  ३㍿!!", "tokens": 25, "pieces": ["\n", "'>'", "Ddé", "🙂", "123", "456", "78", "å'M", "ع", "0", " ", " ", "9", " ", " ", "३", "㍿!!"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "İåfiå   \n­\r\n\r\nt​.ꟲ­-'llꟲ\r\né!!DžＡ!d🙂\"　a'D     \né‍ßde(fi　\n🙂", "tokens": 44, "pieces": ["İåfiå", "   \n", "­\r\n\r\n", "t", "​.", "ꟲ", "­-'", "llꟲ", "\r\n", "é", "!!", "DžＡ", "!d", "🙂\"", "　a'D", "     \n", "é", "‍ßde", "(fi", "　\n", "🙂"]}
+{"text": "\n­\nꟲ½e\n😀🏽…عİ   \n㍿!\"'Re", "tokens": 22, "pieces": ["\n", "­\n", "ꟲ", "½", "e", "\n", "😀🏽", "…ع", "İ", "   \n", "㍿!\"'", "Re"]}
+{"text": "e><<|fim_prefix|>å'Dع9<'VEé'D…½३!　'S😀🏽's👍🏽", "tokens": 33, "pieces": ["e", "><<|", "fim", "_prefix", "|>", "å'D", "ع", "9", "<'", "VEé'D", "…", "½३", "!", "　", "'S", "😀🏽'", "s", "👍🏽"]}
+{"text": "　", "tokens": 1, "pieces": ["　"]}
+{"text": "  \u000b'M\nEOT　   \n<|fim_prefix|>'SEOTſ'll'VE‍Dž'll字<EOT>'\r9.'reع　", "tokens": 34, "pieces": ["  ", "\u000b", "'M", "\n", "EOT", "　   \n", "<|", "fim", "_prefix", "|>'", "SEOTſ'll", "'VE", "‍Dž'll", "字", "<EOT", ">'\r", "9", ".'", "reع", "　"]}
+{"text": "t (12345678😀🏽字½ع'DⅣ👍🏽㍿\"👍🏽<EOT><|endoftext|>İfiꟲⅣ(", "tokens": 43, "pieces": ["t", " ", "(", "123", "456", "78", "😀🏽", "字", "½", "ع'D", "Ⅳ", "👍🏽㍿\"👍🏽<", "EOT", "><|", "endoftext", "|>", "İfiꟲ", "Ⅳ", "("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\n   \n12345678👍🏽İ'llZ!!ſ\u000b<META_START>\"<㋿Dž<META_START>tİ'ReİＡa👍🏽'Så\t<½,. d<EOT>'T", "tokens": 49, "pieces": ["\n   \n", "123", "456", "78", "👍🏽", "İ'll", "Z", "!!", "ſ", "\u000b", "<META", "_START", ">\"<㋿", "Dž", "<META", "_START", ">t", "İ'Re", "İＡa", "👍🏽'", "Så", "\t", "<", "½", ",.", " d", "<EOT", ">'", "T"]}
+{"text": "ḍ̇㍿ḍ̇", "tokens": 9, "pieces": ["ḍ̇", "㍿ḍ̇"]}
+{"text": "'VE㍿EOT\nİ", "tokens": 9, "pieces": ["'VE", "㍿EOT", "\n", "İ"]}
+{"text": "Ⅳ́ 's   \n", "tokens": 6, "pieces": ["Ⅳ", "́", " '", "s", "   \n"]}
+{"text": "<!!\r\n…", "tokens": 5, "pieces": ["<!!\r\n", "…"]}
+{"text": "å<|endoftext|>(", "tokens": 9, "pieces": ["å", "<|", "endoftext", "|>("]}
+{"text": "!‍   \n'Tſ9<𐞁Ⅳ\rt'sfi!!", "tokens": 18, "pieces": ["!‍", "   \n", "'Tſ", "9", "<𐞁", "Ⅳ", "\r", "t's", "fi", "!!"]}
+{"text": "ḍ̇‍Ａ'Mſİع́<EOT>İ0fi", "tokens": 16, "pieces": ["ḍ̇", "‍Ａ'M", "ſ", "İع́", "<EOT", ">İ", "0", "fi"]}
+{"text": "ß👍🏽 ꟲ.'D­字\"😀🏽'll<EOT>>ع< ſ \r\n\r\n
𐞁😀🏽Z‍٣٤٥٦e", "tokens": 42, "pieces": ["ß", "👍🏽", " ꟲ", ".'", "D", "­字", "\"😀🏽'", "ll", "<EOT", ">>", "ع", "<", " ſ", " \r\n\r\n", "
𐞁", "😀🏽", "Z", "‍", "٣٤٥", "٦", "e"]}
+{"text": "㋿\"'sꟲ. åéé(😀🏽", "tokens": 17, "pieces": ["㋿\"'", "sꟲ", ".", " åéé", "(😀🏽"]}
+{"text": "!", "tokens": 1, "pieces": ["!"]}
+{"text": "<ḍ̇\"　'Re<META_START>!!#$%​!
😀🏽'T", "tokens": 22, "pieces": ["<ḍ̇", "\"", "　", "'Re", "<META", "_START", ">!!#$%​!", "
", "😀🏽'", "T"]}
+{"text": "'VE'T­​Ａ #$%t​　\r\n\r\nꟲm0å'३!\tfit<|fim_prefix|>\r12345678'D.'VE<|fim_prefix|>'re", "tokens": 46, "pieces": ["'VE'T", "­​", "Ａ", " ", "#$%", "t", "​", "　\r\n\r\n", "ꟲm", "0", "å", "'", "३", "!", "\tfit", "<|", "fim", "_prefix", "|>\r", "123", "456", "78", "'D", ".'", "VE", "<|", "fim", "_prefix", "|>'", "re"]}
+{"text": "ZZ<EOT>ß👍🏽٣٤٥٦d'D漢𐞁\r\n'll'ſ…😀🏽!!\"㍿", "tokens": 33, "pieces": ["ZZ", "<EOT", ">ß", "👍🏽", "٣٤٥", "٦", "d'D", "漢𐞁", "\r\n", "'ll'ſ", "…", "😀🏽!!\"㍿"]}
+{"text": "½'Mdꟲ　\"9Ａfi<EOT>'s'D'ſåé
\r\n\n!ḍ̇\"\r\n'T0ḍ̇👍🏽漢 漢12345678👍🏽ع!\"", "tokens": 47, "pieces": ["½", "'Mdꟲ", "　", "\"", "9", "Ａfi", "<EOT", ">'", "s'D", "'ſåé", "
\r\n\n", "!ḍ̇", "\"\r\n", "'T", "0", "ḍ̇", "👍🏽", "漢", " 漢", "123", "456", "78", "👍🏽", "ع", "!\""]}
+{"text": "EOT\r\n\r\n<EOT>'MZ'D<|endoftext|>ḍ̇'T\"'ſ<|endoftext|>", "tokens": 29, "pieces": ["EOT", "\r\n\r\n", "<EOT", ">'", "MZ'D", "<|", "endoftext", "|>", "ḍ̇'T", "\"'", "ſ", "<|", "endoftext", "|>"]}
+{"text": "İ\rß>t٣٤٥٦éfi", "tokens": 12, "pieces": ["İ", "\r", "ß", ">t", "٣٤٥", "٦", "éfi"]}
+{"text": " ſ!!!\r\n\r\n㍿'TDž३é!'S<META_START>́'ll9३ḍ̇", "tokens": 27, "pieces": [" ſ", "!!!\r\n\r\n", "㍿'", "TDž", "३", "é", "!'", "S", "<META", "_START", ">́'ll", "9३", "ḍ̇"]}
+{"text": "\"#$%é🙂fi", "tokens": 6, "pieces": ["\"#$%", "é", "🙂fi"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "(٣٤٥٦३𐞁\r-'D́'漢'ſعEOT.ſt\u000b'…-<|fim_prefix|>😀🏽٣٤٥٦\"12345678ꟲs𐞁<EOT>\u000b<|fim_prefix|>ḍ̇EOT-,", "tokens": 70, "pieces": ["(", "٣٤٥", "٦३", "𐞁", "\r", "-'", "D́", "'漢'ſ", "ع", "EOT", ".ſt", "\u000b", "'", "…", "-<|", "fim", "_prefix", "|>😀🏽", "٣٤٥", "٦", "\"", "123", "456", "78", "ꟲs𐞁", "<EOT", ">", "\u000b", "<|", "fim", "_prefix", "|>", "ḍ̇", "EOT", "-,"]}
+{"text": "-­(Ⅳe>Z<META_START>ع,", "tokens": 13, "pieces": ["-­(", "Ⅳ", "e", ">Z", "<META", "_START", ">ع", ","]}
+{"text": "㋿\u000b㍿\r\nİ'\r😀🏽'ſ😀🏽a!!'ſ\t>.漢٣٤٥٦  <META_START>'s㋿9.ås   \n\r\n\r\n0   \n'll\"㋿<|endoftext|>m", "tokens": 60, "pieces": ["㋿", "\u000b", "㍿\r\n", "İ", "'\r", "😀🏽'", "ſ", "😀🏽", "a", "!!'", "ſ", "\t", ">.", "漢", "٣٤٥", "٦", " ", " <", "META", "_START", ">'", "s", "㋿", "9", ".ås", "   \n\r\n\r\n", "0", "   \n", "'ll", "\"㋿<|", "endoftext", "|>", "m"]}
+{"text": "ſ　eⅣt're漢<ḍ̇'Dd<EOT>'D<META_START>EOT're​", "tokens": 25, "pieces": ["ſ", "　e", "Ⅳ", "t're", "漢", "<ḍ̇'D", "d", "<EOT", ">'", "D", "<META", "_START", ">EOT're", "​"]}
+{"text": "\u000bEOT00<|endoftext|>‍Z,<EOT>ḍ̇12345678<|fim_prefix|>sEOTs­am  <|fim_prefix|>å👍🏽sＡ漢", "tokens": 50, "pieces": ["\u000bEOT", "00", "<|", "endoftext", "|>‍", "Z", ",<", "EOT", ">ḍ̇", "123", "456", "78", "<|", "fim", "_prefix", "|>", "s", "EOTs", "­am", " ", " <|", "fim", "_prefix", "|>", "å", "👍🏽", "s", "Ａ漢"]}
+{"text": "<|endoftext|>9<ꟲEOTⅣfi!tⅣ  ß\r\n\r\n​-३'Re", "tokens": 29, "pieces": ["<|", "endoftext", "|>", "9", "<ꟲ", "EOT", "Ⅳ", "fi", "!t", "Ⅳ", " ", " ß", "\r\n\r\n", "​-", "३", "'Re"]}
+{"text": "'D😀🏽 'D0٣٤٥٦\r9m🙂\r   \n‍", "tokens": 18, "pieces": ["'D", "😀🏽", " '", "D", "0٣٤", "٥٦", "\r", "9", "m", "🙂\r", "   \n", "‍"]}
+{"text": "é'M🙂<META_START>Dž
,<㍿'ll\"\t字aḍ̇字<|fim_prefix|>'ſ!!d🙂<|fim_prefix|>İ'VE  .‍'s㍿'VE\t12345678<META_START>İ\u000bⅣé", "tokens": 67, "pieces": ["é'M", "🙂<", "META", "_START", ">Dž", "
", ",<㍿'", "ll", "\"", "\t字aḍ̇字", "<|", "fim", "_prefix", "|>'", "ſ", "!!", "d", "🙂<|", "fim", "_prefix", "|>", "İ'VE", " ", " .‍'", "s", "㍿'", "VE", "\t", "123", "456", "78", "<META", "_START", ">İ", "\u000b", "Ⅳ", "é"]}
+{"text": "0,　å漢  ſ", "tokens": 9, "pieces": ["0", ",", "　å漢", " ", " ſ"]}
+{"text": "'s<META_START><‍\n're‍🙂   \n#$%　'Re'Ms😀🏽s\r'll<EOT>t…fiḍ̇'ll​ßİ0…\"<ß‍", "tokens": 43, "pieces": ["'s", "<META", "_START", "><‍\n", "'re", "‍🙂", "   \n", "#$%", "　", "'Re'M", "s", "😀🏽", "s", "\r", "'ll", "<EOT", ">t", "…fiḍ̇'ll", "​ß", "İ", "0", "…", "\"<", "ß", "‍"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "9'SDž<|fim_prefix|> 𐞁<|endoftext|>'ll  !>㍿\u000b", "tokens": 30, "pieces": ["9", "'SDž", "<|", "fim", "_prefix", "|>", " 𐞁", "<|", "endoftext", "|>'", "ll", " ", " !>㍿", "\u000b"]}
+{"text": "㍿EOT'ſ㋿\u000b\r\n\r\n　's   \nd   \nع🙂0!!ſDž'T>éd३é,Ⅳt<​<EOT>‍İ12345678\r\n\r\n'S\r<EOT>", "tokens": 51, "pieces": ["㍿EOT'ſ", "㋿", "\u000b\r\n\r\n", "　", "'s", "   \n", "d", "   \n", "ع", "🙂", "0", "!!", "ſ", "Dž'T", ">éd", "३", "é", ",", "Ⅳ", "t", "<​<", "EOT", ">‍", "İ", "123", "456", "78", "\r\n\r\n", "'S", "\r", "<EOT", ">"]}
+{"text": "㍿-㋿٣٤٥٦d🙂>t 's\r\n\r\nZ.'VEé\r\nDž  å👍🏽‍ ", "tokens": 33, "pieces": ["㍿-㋿", "٣٤٥", "٦", "d", "🙂>", "t", " '", "s", "\r\n\r\n", "Z", ".'", "VEé", "\r\n", "Dž", " ", " å", "👍🏽‍", " "]}
+{"text": "́('D…😀🏽ß\r\n 'll'Re'sⅣ\r\n", "tokens": 17, "pieces": ["́", "('", "D", "…", "😀🏽", "ß", "\r\n", " '", "ll'Re", "'s", "Ⅳ", "\r\n"]}
+{"text": "  ", "tokens": 1, "pieces": ["  "]}
+{"text": "<EOT>½‍😀🏽'll'Mfiå<　12345678­👍🏽å
ḍ̇\r\ń㍿'Reå​ḍ̇", "tokens": 42, "pieces": ["<EOT", ">", "½", "‍😀🏽'", "ll'M", "fiå", "<", "　", "123", "456", "78", "­👍🏽", "å", "
ḍ̇", "\r\n", "́", "㍿'", "Reå", "​ḍ̇"]}
+{"text": ",ß\r\n'S<ſée‍tt", "tokens": 9, "pieces": [",ß", "\r\n", "'S", "<ſée", "‍tt"]}
+{"text": "ſEOT<|fim_prefix|>\u000b0  ꟲ<|fim_prefix|>İ\t  <|endoftext|>​<|endoftext|>t,9", "tokens": 41, "pieces": ["ſ", "EOT", "<|", "fim", "_prefix", "|>", "\u000b", "0", " ", " ꟲ", "<|", "fim", "_prefix", "|>", "İ", "\t ", " <|", "endoftext", "|>​<|", "endoftext", "|>", "t", ",", "9"]}
+{"text": "\r\n\r\nع३", "tokens": 3, "pieces": ["\r\n\r\n", "ع", "३"]}
+{"text": "#$%\r‍­Džḍ̇'T\nḍ̇🙂>!!é'VEé.-𐞁­­Ａ🙂ſ'Sſ<META_START>\t<EOT>'ſع字>", "tokens": 47, "pieces": ["#$%\r", "‍­", "Džḍ̇'T", "\n", "ḍ̇", "🙂>!!", "é'VE", "é", ".-", "𐞁", "­­", "Ａ", "🙂ſ'S", "ſ", "<META", "_START", ">", "\t", "<EOT", ">'", "ſع字", ">"]}
+{"text": "𐞁\r\n½d   \n'Reséé'ſſ\"­'llⅣİ😀🏽<|endoftext|>fi", "tokens": 34, "pieces": ["𐞁", "\r\n", "½", "d", "   \n", "'Reséé'ſ", "ſ", "\"­'", "ll", "Ⅳ", "İ", "😀🏽<|", "endoftext", "|>", "fi"]}
+{"text": "å<|fim_prefix|>'T<\n\na👍🏽\rſ#$%'ll\r<|endoftext|>-'T(\u000b'm0‍ß<META_START>'ReDž", "tokens": 43, "pieces": ["å", "<|", "fim", "_prefix", "|>'", "T", "<\n\n", "a", "👍🏽\r", "ſ", "#$%'", "ll", "\r", "<|", "endoftext", "|>-'", "T", "(", "\u000b", "'m", "0", "‍ß", "<META", "_START", ">'", "Re", "Dž"]}
+{"text": "ßع👍🏽m-'ſ'('M", "tokens": 11, "pieces": ["ßع", "👍🏽", "m", "-'", "ſ", "'('", "M"]}
+{"text": "‍EOTꟲ٣٤٥٦", "tokens": 10, "pieces": ["‍EOTꟲ", "٣٤٥", "٦"]}
+{"text": "'M½!!\n​   \nⅣꟲ́  ㋿३Ⅳꟲ<|fim_prefix|>'　  stfi<|fim_prefix|>'VEm då\n​", "tokens": 43, "pieces": ["'M", "½", "!!\n", "​", "   \n", "Ⅳ", "ꟲ́", " ", " ㋿", "३Ⅳ", "ꟲ", "<|", "fim", "_prefix", "|>'", "　 ", " stfi", "<|", "fim", "_prefix", "|>'", "VEm", " då", "\n", "​"]}
+{"text": "👍🏽‍<EOT>½t", "tokens": 10, "pieces": ["👍🏽‍<", "EOT", ">", "½", "t"]}
+{"text": "\r\n,s!!(　'M ꟲ\"‍😀🏽　​😀🏽EOT'reé", "tokens": 24, "pieces": ["\r\n", ",s", "!!(", "　", "'M", " ꟲ", "\"‍😀🏽", "　", "​😀🏽", "EOT're", "é"]}
+{"text": "'M- é   \n字Dž'll9…EOTḍ̇eİaⅣ\nfi'llＡ'S漢.٣٤٥٦½​<EOT>9.…\n", "tokens": 44, "pieces": ["'M", "-", " é", "   \n", "字", "Dž'll", "9", "…EOTḍ̇e", "İa", "Ⅳ", "\n", "fi'll", "Ａ'S", "漢", ".", "٣٤٥", "٦½", "​<", "EOT", ">", "9", ".", "…\n"]}
+{"text": "e!🙂'Reſ<ſ́👍🏽㍿'sm👍🏽　0eＡm", "tokens": 25, "pieces": ["e", "!🙂'", "Reſ", "<ſ́", "👍🏽㍿'", "sm", "👍🏽", "　", "0", "e", "Ａm"]}
+{"text": "\n0'<|endoftext|>'ll\u000b­(Ａd́", "tokens": 16, "pieces": ["\n", "0", "'<|", "endoftext", "|>'", "ll", "\u000b", "­(", "Ａd́"]}
+{"text": "ſ\t", "tokens": 2, "pieces": ["ſ", "\t"]}
+{"text": "‍½m ́​Dž", "tokens": 8, "pieces": ["‍", "½", "m", " ́", "​Dž"]}
+{"text": "ḍ̇　fi<META_START>EOT", "tokens": 10, "pieces": ["ḍ̇", "　fi", "<META", "_START", ">EOT"]}
+{"text": ".a(İ
d'D…ع're字㍿😀🏽…'ll字😀🏽>#$%\r\n\r\nm<|fim_prefix|><|endoftext|>!'Mfi,-.é>­'S9dİ", "tokens": 55, "pieces": [".a", "(İ", "
d'D", "…ع're", "字", "㍿😀🏽", "…", "'ll字", "😀🏽>#$%\r\n\r\n", "m", "<|", "fim", "_prefix", "|><|", "endoftext", "|>!'", "Mfi", ",-.", "é", ">­'", "S", "9", "d", "İ"]}
+{"text": "ß🙂ع('s'Da👍🏽å'T'M ́عfiZİ'M", "tokens": 21, "pieces": ["ß", "🙂ع", "('", "s'D", "a", "👍🏽", "å'T", "'M", " ́عfi", "Zİ'M"]}
+{"text": "ع'VE'sZ'\t<META_START>İ​　😀🏽", "tokens": 17, "pieces": ["ع'VE", "'s", "Z", "'", "\t", "<META", "_START", ">İ", "​", "　", "😀🏽"]}
+{"text": "\r३'s'VEfiꟲ>", "tokens": 10, "pieces": ["\r", "३", "'s'VE", "fiꟲ", ">"]}
+{"text": "👍🏽\tEOT漢'Re  <META_START> .　tEOT\u000bß​\n\t!Ⅳ👍🏽\r\nع.a<META_START>𐞁'VEZ
漢字é'ſ", "tokens": 48, "pieces": ["👍🏽", "\tEOT漢'Re", " ", " <", "META", "_START", ">", " .", "　t", "EOT", "\u000bß", "​\n", "\t", "!", "Ⅳ", "👍🏽\r\n", "ع", ".a", "<META", "_START", ">𐞁'VE", "Z", "
漢字é'ſ"]}
+{"text": "d<|fim_prefix|>\r\n\r\n漢'Re\"t　عéå-0　字''ſ'D́9
　 EOT", "tokens": 29, "pieces": ["d", "<|", "fim", "_prefix", "|>\r\n\r\n", "漢'Re", "\"t", "　عéå", "-", "0", "　字", "''", "ſ'D", "́", "9", "
　", " EOT"]}
+{"text": "  t  !", "tokens": 4, "pieces": [" ", " t", " ", " !"]}
+{"text": "   👍🏽 Ⅳ\n", "tokens": 8, "pieces": ["  ", " 👍🏽", " ", "Ⅳ", "\n"]}
+{"text": "<|fim_prefix|>漢s'Me'T'll<|endoftext|><|endoftext|>e!!9㋿,'reⅣ'VEee‍'T>dfi<META_START>ḍ̇İ<META_START>'lld३", "tokens": 57, "pieces": ["<|", "fim", "_prefix", "|>", "漢s'M", "e'T", "'ll", "<|", "endoftext", "|><|", "endoftext", "|>", "e", "!!", "9", "㋿,'", "re", "Ⅳ", "'VEee", "‍'", "T", ">dfi", "<META", "_START", ">ḍ̇", "İ", "<META", "_START", ">'", "lld", "३"]}
+{"text": "½a\"\t😀🏽ſé٣٤٥٦漢\u000b,\t9<EOT>Ⅳ'T\r\n", "tokens": 26, "pieces": ["½", "a", "\"", "\t", "😀🏽", "ſé", "٣٤٥", "٦", "漢", "\u000b", ",", "\t", "9", "<EOT", ">", "Ⅳ", "'T", "\r\n"]}
+{"text": "t! 😀🏽ſⅣ   \n    ꟲ　  m'll漢㍿'漢!!12345678<META_START>ſd́\t🙂ꟲ\"'Re<|endoftext|>", "tokens": 47, "pieces": ["t", "!", " 😀🏽", "ſ", "Ⅳ", "   \n", "   ", " ꟲ", "　 ", " m'll", "漢", "㍿'", "漢", "!!", "123", "456", "78", "<META", "_START", ">ſd́", "\t", "🙂ꟲ", "\"'", "Re", "<|", "endoftext", "|>"]}
+{"text": "e\né'T<😀🏽ꟲ.\u000ba   \nＡ'llfi'll\r\n\r\n'll,\rDžeع<|fim_prefix|>👍🏽ét'(t'Re<EOT>'ſ#$%Z👍🏽​'reZ", "tokens": 54, "pieces": ["e", "\n", "é'T", "<😀🏽", "ꟲ", ".", "\u000ba", "   \n", "Ａ'll", "fi'll", "\r\n\r\n", "'ll", ",\r", "Džeع", "<|", "fim", "_prefix", "|>👍🏽", "ét", "'(", "t'Re", "<EOT", ">'", "ſ", "#$%", "Z", "👍🏽​'", "re", "Z"]}
+{"text": "́!!ⅣmEOT", "tokens": 7, "pieces": ["́", "!!", "Ⅳ", "m", "EOT"]}
+{"text": "!👍🏽 İ\nß>", "tokens": 9, "pieces": ["!👍🏽", " İ", "\n", "ß", ">"]}
+{"text": "ſ\r\n\r\n'll(𐞁're㋿'M", "tokens": 14, "pieces": ["ſ", "\r\n\r\n", "'ll", "(𐞁're", "㋿'", "M"]}
+{"text": "-(½'Rea!\r\n('Re", "tokens": 7, "pieces": ["-(", "½", "'Rea", "!\r\n", "('", "Re"]}
+{"text": "!Zع\r\n­'Da漢ZİDž'　#$%\r\n", "tokens": 16, "pieces": ["!Zع", "\r\n", "­'", "Da漢", "ZİDž", "'", "　", "#$%\r\n"]}
+{"text": "ſع   \n'ſ#$%!é­s\u000b​ß<字m字𐞁éⅣ'T.<<|endoftext|>'ſ́½9­-(🙂'reſ\n12345678🙂", "tokens": 48, "pieces": ["ſع", "   \n", "'ſ", "#$%!", "é", "­s", "\u000b", "​ß", "<字m字𐞁é", "Ⅳ", "'T", ".<<|", "endoftext", "|>'", "ſ́", "½9", "­-(🙂'", "reſ", "\n", "123", "456", "78", "🙂"]}
+{"text": "åEOT   \nＡ", "tokens": 6, "pieces": ["å", "EOT", "   \n", "Ａ"]}
+{"text": "'sd'T　   \n漢<>'llas(ḍ̇漢​㍿३字­<<|endoftext|>,…ß㍿㍿<META_START>", "tokens": 41, "pieces": ["'sd'T", "　   \n", "漢", "<>'", "llas", "(ḍ̇漢", "​㍿", "३", "字", "­<<|", "endoftext", "|>,", "…ß", "㍿㍿<", "META", "_START", ">"]}
+{"text": "#$%\t½㍿tßEOT\u000b\r\nZ.'llé३>", "tokens": 19, "pieces": ["#$%", "\t", "½", "㍿tß", "EOT", "\u000b\r\n", "Z", ".'", "llé", "३", ">"]}
+{"text": "!!👍🏽👍🏽eİ
­é'll𐞁'll!!<|fim_prefix|>0'Mé \r\n\r\ń㍿<|fim_prefix|>́'ſ'SⅣ-ZＡt", "tokens": 50, "pieces": ["!!👍🏽👍🏽", "e", "İ", "
", "­é'll", "𐞁'll", "!!<|", "fim", "_prefix", "|>", "0", "'Mé", " \r\n\r\n", "́", "㍿<|", "fim", "_prefix", "|>́'", "ſ'S", "Ⅳ", "-ZＡt"]}
+{"text": "  Dž𐞁   \n字EOT​ḍ̇é𐞁t'Re\u000bm<META_START>  \r\n\r\n'M12345678(<|endoftext|>fiZ.'VE,ꟲ㍿\r\n\r\n🙂'll", "tokens": 57, "pieces": [" ", " Dž𐞁", "   \n", "字", "EOT", "​ḍ̇é𐞁t'Re", "\u000bm", "<META", "_START", ">", "  \r\n\r\n", "'M", "123", "456", "78", "(<|", "endoftext", "|>", "fi", "Z", ".'", "VE", ",ꟲ", "㍿\r\n\r\n", "🙂'", "ll"]}
+{"text": "<EOT>12345678
عEOTİ,'VE👍🏽Džfi,'VE'👍🏽Ⅳ", "tokens": 27, "pieces": ["<EOT", ">", "123", "456", "78", "
ع", "EOTİ", ",'", "VE", "👍🏽", "Džfi", ",'", "VE", "'👍🏽", "Ⅳ"]}
+{"text": "< 0s", "tokens": 4, "pieces": ["<", " ", "0", "s"]}
+{"text": "ꟲ", "tokens": 3, "pieces": ["ꟲ"]}
+{"text": "é'S漢.d'Z!!\ta\u000bＡ<Ⅳ­<META_START>😀🏽 é'T<META_START>\t㋿\"0'ſDž< ", "tokens": 40, "pieces": ["é'S", "漢", ".d", "'Z", "!!", "\ta", "\u000bＡ", "<", "Ⅳ", "­<", "META", "_START", ">😀🏽", " é'T", "<META", "_START", ">", "\t", "㋿\"", "0", "'ſ", "Dž", "<", " "]}
+{"text": "'re𐞁åm'D    \n12345678漢ع<😀🏽\r\n\r\n٣٤٥٦'Seꟲ\r\n\r\n!!<|endoftext|>\t‍'VE<漢٣٤٥٦­ꟲ e'M", "tokens": 55, "pieces": ["'re𐞁åm'D", "    \n", "123", "456", "78", "漢ع", "<😀🏽\r\n\r\n", "٣٤٥", "٦", "'Seꟲ", "\r\n\r\n", "!!<|", "endoftext", "|>", "\t", "‍'", "VE", "<漢", "٣٤٥", "٦", "­ꟲ", " e'M"]}
+{"text": ",🙂\r\n\r\nعİ ßḍ̇<EOT>😀🏽12345678 'ſ'", "tokens": 22, "pieces": [",🙂\r\n\r\n", "ع", "İ", " ßḍ̇", "<EOT", ">😀🏽", "123", "456", "78", " '", "ſ", "'"]}
+{"text": "s\n ­👍🏽90'Re𐞁Ａ>", "tokens": 14, "pieces": ["s", "\n", " ­👍🏽", "90", "'Re𐞁", "Ａ", ">"]}
+{"text": "ꟲ(<|endoftext|>", "tokens": 10, "pieces": ["ꟲ", "(<|", "endoftext", "|>"]}
+{"text": "‍eEOT12345678'Dꟲ👍🏽ꟲ漢e　İ!'Ⅳ­.e٣٤٥٦字\u000b🙂0'Sع'ſ  e'Dꟲte", "tokens": 46, "pieces": ["‍e", "EOT", "123", "456", "78", "'Dꟲ", "👍🏽", "ꟲ漢e", "　İ", "!'", "Ⅳ", "­.", "e", "٣٤٥", "٦", "字", "\u000b", "🙂", "0", "'Sع'ſ", " ", " e'D", "ꟲte"]}
+{"text": "Ａ<|endoftext|>\rEOTé!!é>ḍ̇åé
\nmfi \r\n", "tokens": 27, "pieces": ["Ａ", "<|", "endoftext", "|>\r", "EOTé", "!!", "é", ">ḍ̇åé", "
\n", "mfi", " \r\n"]}
+{"text": "'sḍ̇<|fim_prefix|>'٣٤٥٦'re
…ꟲe　٣٤٥٦'VE's\u000b <Zݽ\t(㋿Ａ!ß\"३EOT!!🙂\r\n'reİ   \n  !'T", "tokens": 57, "pieces": ["'sḍ̇", "<|", "fim", "_prefix", "|>'", "٣٤٥", "٦", "'re", "
", "…ꟲe", "　", "٣٤٥", "٦", "'VE's", "\u000b", " <", "Zİ", "½", "\t", "(㋿", "Ａ", "!ß", "\"", "३", "EOT", "!!🙂\r\n", "'re", "İ", "   \n", " ", " !'", "T"]}
+{"text": "!! 😀🏽- ​s​Ａ\r\nع‍ß\t字'Re'　ſ<'Re\"👍🏽\t>\n<|endoftext|>😀🏽ß\u000b", "tokens": 40, "pieces": ["!!", " ", "😀🏽-", " ​", "s", "​Ａ", "\r\n", "ع", "‍ß", "\t字'Re", "'", "　ſ", "<'", "Re", "\"👍🏽", "\t", ">\n", "<|", "endoftext", "|>😀🏽", "ß", "\u000b"]}
+{"text": "🙂-<|endoftext|>‍𐞁(", "tokens": 15, "pieces": ["🙂-<|", "endoftext", "|>‍", "𐞁", "("]}
+{"text": "0\n字\ré!👍🏽'ſ'llEOT0<|endoftext|>.😀🏽\rꟲⅣⅣⅣ㍿'T9🙂٣٤٥٦'VEꟲé­​Ⅳ
", "tokens": 58, "pieces": ["0", "\n", "字", "\r", "é", "!👍🏽'", "ſ'll", "EOT", "0", "<|", "endoftext", "|>.😀🏽\r", "ꟲ", "ⅣⅣⅣ", "㍿'", "T", "9", "🙂", "٣٤٥", "٦", "'VEꟲé", "­​", "Ⅳ", "
"]}
+{"text": "Ａ…fi٣٤٥٦     \r\n\r\n🙂!'s…'Red\r\nZ字#$%🙂12345678ꟲm!!漢'T½𐞁#$%<EOT>", "tokens": 44, "pieces": ["Ａ", "…fi", "٣٤٥", "٦", "     \r\n\r\n", "🙂!'", "s", "…", "'Red", "\r\n", "Z字", "#$%🙂", "123", "456", "78", "ꟲm", "!!", "漢'T", "½", "𐞁", "#$%<", "EOT", ">"]}
+{"text": "0!a.字9'M<META_START>'llḍ̇𐞁9漢'ſ>fi\t'T", "tokens": 27, "pieces": ["0", "!a", ".字", "9", "'M", "<META", "_START", ">'", "llḍ̇𐞁", "9", "漢'ſ", ">fi", "\t", "'T"]}
+{"text": "👍🏽Ⅳ\"!İ0,aİ'D字Ⅳ<ꟲ\t½<META_START><EOT>\u000b 😀🏽", "tokens": 32, "pieces": ["👍🏽", "Ⅳ", "\"!", "İ", "0", ",a", "İ'D", "字", "Ⅳ", "<ꟲ", "\t", "½", "<META", "_START", "><", "EOT", ">", "\u000b", " ", "😀🏽"]}
+{"text": "s\"mＡ12345678å ́🙂'T<META_START>ع👍🏽'M…(漢ꟲ- 'M\n9", "tokens": 36, "pieces": ["s", "\"m", "Ａ", "123", "456", "78", "å", " ́", "🙂'", "T", "<META", "_START", ">ع", "👍🏽'", "M", "…", "(漢ꟲ", "-", " ", "'M", "\n", "9"]}
+{"text": ">ꟲ٣٤٥٦\n漢.ß漢Ⅳ0عå  'ſ'ReEOT'T
​-(12345678,  's🙂stꟲ", "tokens": 41, "pieces": [">ꟲ", "٣٤٥", "٦", "\n", "漢", ".ß漢", "Ⅳ0", "عå", " ", " '", "ſ'Re", "EOT'T", "
", "​-(", "123", "456", "78", ",", " ", " '", "s", "🙂stꟲ"]}
+{"text": "ß>12345678🙂<|fim_prefix|>\"<|endoftext|>ع  <|fim_prefix|>>0'SEOT  <|endoftext|><|fim_prefix|>漢३,é字é‍\r\n're漢e(d(#$%ßå\u000b<EOT>", "tokens": 68, "pieces": ["ß", ">", "123", "456", "78", "🙂<|", "fim", "_prefix", "|>\"<|", "endoftext", "|>", "ع", " ", " <|", "fim", "_prefix", "|>>", "0", "'SEOT", " ", " ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "漢", "३", ",é字é", "‍\r\n", "'re漢e", "(d", "(#$%", "ßå", "\u000b", "<EOT", ">"]}
+{"text": "fi   İDž\r\n
0<META_START>.'T'VE'Dḍ̇\r\n\r\nt a­𐞁#$%🙂<dé(𐞁½s\r\n\r\ns", "tokens": 43, "pieces": ["fi", "  ", " İDž", "\r\n", "
", "0", "<META", "_START", ">.'", "T'VE", "'Dḍ̇", "\r\n\r\n", "t", " a", "­𐞁", "#$%🙂<", "dé", "(𐞁", "½", "s", "\r\n\r\n", "s"]}
+{"text": "!!<'ſå  \r\n𐞁fiZ 12345678'reİ(   \nḍ̇३#$%'S'ſ\r,m­㍿.\n\r\n​\n'VE   \n'ſ", "tokens": 43, "pieces": ["!!<'", "ſå", "  \r\n", "𐞁fi", "Z", " ", "123", "456", "78", "'re", "İ", "(", "   \n", "ḍ̇", "३", "#$%'", "S'ſ", "\r", ",m", "­㍿.\n\r\n", "​\n", "'VE", "   \n", "'ſ"]}
+{"text": "å\r'VE\u000b\u000b0>m'sa字a0٣٤٥٦.'S0\t", "tokens": 23, "pieces": ["å", "\r", "'VE", "\u000b", "\u000b", "0", ">m's", "a字a", "0٣٤", "٥٦", ".'", "S", "0", "\t"]}
+{"text": " Z<META_START>!!'D<|fim_prefix|>­ å('VÉ", "tokens": 21, "pieces": [" Z", "<META", "_START", ">!!'", "D", "<|", "fim", "_prefix", "|>­", " å", "('", "VÉ"]}
+{"text": "…  'T'VE👍🏽!‍", "tokens": 12, "pieces": ["… ", " '", "T'VE", "👍🏽!‍"]}
+{"text": "\r\n\r\n(𐞁ꟲ \u000b'VE㋿👍🏽", "tokens": 19, "pieces": ["\r\n\r\n", "(𐞁ꟲ", " ", "\u000b", "'VE", "㋿👍🏽"]}
+{"text": "​s'llé<META_START>", "tokens": 9, "pieces": ["​s'll", "é", "<META", "_START", ">"]}
+{"text": " \u000b 'VE‍<EOT>m!!!éå. 're'M", "tokens": 19, "pieces": [" \u000b", " '", "VE", "‍<", "EOT", ">m", "!!!", "éå", ".", " '", "re'M"]}
+{"text": "३Ⅳ0\n\r\n\r\n,å<EOT>", "tokens": 11, "pieces": ["३Ⅳ0", "\n\r\n\r\n", ",å", "<EOT", ">"]}
+{"text": "ms's\r\nd\r\n\r\n12345678'S''Té(Ａ字'VE\tet(
 a
é12345678'D𐞁\r\r\né", "tokens": 37, "pieces": ["ms's", "\r\n", "d", "\r\n\r\n", "123", "456", "78", "'S", "''", "Té", "(Ａ字'VE", "\tet", "(", "
", " a", "
é", "123", "456", "78", "'D𐞁", "\r\r\n", "é"]}
+{"text": "<EOT>  fi👍🏽 'll
<　'
'ſ'S   \ne👍🏽𐞁‍'sꟲḍ̇", "tokens": 36, "pieces": ["<EOT", ">", " ", " fi", "👍🏽", " ", "'ll", "
", "<", "　", "'", "
", "'ſ'S", "   \n", "e", "👍🏽", "𐞁", "‍'", "sꟲḍ̇"]}
+{"text": "'re-㍿\nå-㍿\r\"𐞁!!½🙂
Dž𐞁#$%ſꟲ,\n!!😀🏽'll'Re𐞁\r\n…e👍🏽", "tokens": 53, "pieces": ["'re", "-㍿\n", "å", "-㍿\r", "\"𐞁", "!!", "½", "🙂", "
Dž𐞁", "#$%", "ſꟲ", ",\n", "!!😀🏽'", "ll'Re", "𐞁", "\r\n", "…e", "👍🏽"]}
+{"text": "½Ａ><|endoftext|>½'M<META_START>>Ⅳع\t>字é🙂   \n!　d\u000b  ,​t㋿漢>\r\n", "tokens": 38, "pieces": ["½", "Ａ", "><|", "endoftext", "|>", "½", "'M", "<META", "_START", ">>", "Ⅳ", "ع", "\t", ">字é", "🙂", "   \n", "!", "　d", "\u000b ", " ,​", "t", "㋿漢", ">\r\n"]}
+{"text": "'٣٤٥٦ßꟲ漢 'Re​   \n  … ​'VE\"0İ12345678　…0'T𐞁", "tokens": 35, "pieces": ["'", "٣٤٥", "٦", "ßꟲ漢", " '", "Re", "​", "   \n", "  …", " ​'", "VE", "\"", "0", "İ", "123", "456", "78", "　", "…", "0", "'T𐞁"]}
+{"text": "e漢'S  ", "tokens": 4, "pieces": ["e漢'S", "  "]}
+{"text": "<META_START>ḍ̇ß  
\n", "tokens": 11, "pieces": ["<META", "_START", ">ḍ̇ß", "  
\n"]}
+{"text": "ſＡ", "tokens": 2, "pieces": ["ſ", "Ａ"]}
+{"text": "\n­Dž٣٤٥٦,.
'D'ſ s'EOT'字e😀🏽0aEOT'M㍿'S\"㋿'VE<EOT>ع", "tokens": 42, "pieces": ["\n", "­Dž", "٣٤٥", "٦", ",.", "
", "'D'ſ", " s", "'EOT", "'字e", "😀🏽", "0", "a", "EOT'M", "㍿'", "S", "\"㋿'", "VE", "<EOT", ">ع"]}
+{"text": "字😀🏽9ḍ̇EOTZ'll\t३३'T
s­İ­12345678'VE漢(\r\n\r\n漢İ<META_START>'re㋿ع'VEİ漢👍🏽<META_START>Ａa", "tokens": 53, "pieces": ["字", "😀🏽", "9", "ḍ̇", "EOTZ'll", "\t", "३३", "'T", "
s", "­İ", "­", "123", "456", "78", "'VE漢", "(\r\n\r\n", "漢", "İ", "<META", "_START", ">'", "re", "㋿ع'VE", "İ漢", "👍🏽<", "META", "_START", ">Ａa"]}
+{"text": "­\"…‍.
d#$%'ſ'S'll'VE.ſ12345678𐞁's<|fim_prefix|>  'ſ12345678d<|endoftext|>\"<EOT><META_START>!!​  å𐞁DžⅣ\r", "tokens": 65, "pieces": ["­\"", "…", "‍.", "
d", "#$%'", "ſ'S", "'ll'VE", ".ſ", "123", "456", "78", "𐞁's", "<|", "fim", "_prefix", "|>", " ", " '", "ſ", "123", "456", "78", "d", "<|", "endoftext", "|>\"<", "EOT", "><", "META", "_START", ">!!​", " ", " å𐞁", "Dž", "Ⅳ", "\r"]}
+{"text": "å'S<EOT>éꟲDžⅣ३㍿m\r\n😀🏽Ⅳ'Reḍ̇㍿ ٣٤٥٦", "tokens": 37, "pieces": ["å'S", "<EOT", ">éꟲ", "Dž", "Ⅳ३", "㍿m", "\r\n", "😀🏽", "Ⅳ", "'Reḍ̇", "㍿", " ", "٣٤٥", "٦"]}
+{"text": "\r\n>ée'S<|endoftext|>ḍ̇Ａ字<|fim_prefix|>fi", "tokens": 25, "pieces": ["\r\n", ">ée'S", "<|", "endoftext", "|>", "ḍ̇", "Ａ字", "<|", "fim", "_prefix", "|>", "fi"]}
+{"text": "\n'VE…\"ſß's'ſ<|fim_prefix|>\r", "tokens": 18, "pieces": ["\n", "'VE", "…", "\"ſß's", "'ſ", "<|", "fim", "_prefix", "|>\r"]}
+{"text": "'Dm​'VEåع12345678!!　👍🏽\n   \né", "tokens": 19, "pieces": ["'Dm", "​'", "VEåع", "123", "456", "78", "!!", "　", "👍🏽\n", "   \n", "é"]}
+{"text": "<META_START>字-0'VE,­ع#$%'D'T\r\n-fi", "tokens": 19, "pieces": ["<META", "_START", ">字", "-", "0", "'VE", ",­", "ع", "#$%'", "D'T", "\r\n", "-fi"]}
+{"text": "'ll>🙂漢eḍ̇'M\n\r\n‍ 👍🏽", "tokens": 15, "pieces": ["'ll", ">🙂", "漢eḍ̇'M", "\n\r\n", "‍", " ", "👍🏽"]}
+{"text": "12345678éſ漢!\n9­'ſ>ḍ̇'́  ", "tokens": 19, "pieces": ["123", "456", "78", "éſ漢", "!\n", "9", "­'", "ſ", ">ḍ̇", "'́", "  "]}
+{"text": "\t,漢>'　dDž>\rDžZꟲ­'ll   \n Ⅳ  d's0'Re'D​", "tokens": 30, "pieces": ["\t", ",漢", ">'", "　d", "Dž", ">\r", "DžZꟲ", "­'", "ll", "   \n", " ", "Ⅳ", " ", " d's", "0", "'Re'D", "​"]}
+{"text": "\r\n\r\n-'S  !!-\u000b‍", "tokens": 8, "pieces": ["\r\n\r\n", "-'", "S", " ", " !!-", "\u000b", "‍"]}
+{"text": "é​ꟲ'll‍'re…\rع😀🏽tꟲ\t\"a🙂m,\r\n\r\n
३½   \nt,'ſDžع👍🏽𐞁EOTfiß#$%Dž'll'M ", "tokens": 53, "pieces": ["é", "​ꟲ'll", "‍'", "re", "…\r", "ع", "😀🏽", "tꟲ", "\t", "\"a", "🙂m", ",\r\n\r\n", "
", "३½", "   \n", "t", ",'", "ſ", "Džع", "👍🏽", "𐞁EOTfiß", "#$%", "Dž'll", "'M", " "]}
+{"text": "́㍿'llt'll\"'S　字", "tokens": 11, "pieces": ["́", "㍿'", "llt'll", "\"'", "S", "　字"]}
+{"text": "'M\t　é>'D㋿İ", "tokens": 10, "pieces": ["'M", "\t", "　é", ">'", "D", "㋿İ"]}
+{"text": "\"é>t'D<|endoftext|>", "tokens": 12, "pieces": ["\"é", ">t'D", "<|", "endoftext", "|>"]}
+{"text": "Ａ😀🏽'ſ#$%'re<EOT>'ll#$%​ ㍿　 ", "tokens": 22, "pieces": ["Ａ", "😀🏽'", "ſ", "#$%'", "re", "<EOT", ">'", "ll", "#$%​", " ㍿", "　 "]}
+{"text": "ꟲꟲfi<<EOT> m漢9EOTs𐞁
'll㋿𐞁.a.Ⅳ…   \n<|fim_prefix|>٣٤٥٦🙂½é<META_START>'Reſ", "tokens": 57, "pieces": ["ꟲꟲfi", "<<", "EOT", ">", " m漢", "9", "EOTs𐞁", "
", "'ll", "㋿𐞁", ".a", ".", "Ⅳ", "…   \n", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "🙂", "½", "é", "<META", "_START", ">'", "Reſ"]}
+{"text": "'S'D'se'ſ9Ⅳſ🙂㍿Z\r\n­\u000b", "tokens": 18, "pieces": ["'S'D", "'se'ſ", "9Ⅳ", "ſ", "🙂㍿", "Z", "\r\n", "­", "\u000b"]}
+{"text": "!\n,(a…aEOT𐞁<EOT>'VE0<t\u000b\n'S,😀🏽e", "tokens": 26, "pieces": ["!\n", ",(", "a", "…a", "EOT𐞁", "<EOT", ">'", "VE", "0", "<t", "\u000b\n", "'S", ",😀🏽", "e"]}
+{"text": "'llſ\r12345678d<|endoftext|>#$%\"", "tokens": 16, "pieces": ["'llſ", "\r", "123", "456", "78", "d", "<|", "endoftext", "|>#$%\""]}
+{"text": "'", "tokens": 1, "pieces": ["'"]}
+{"text": "㋿Ａ漢s'Tع
'Mꟲḍ̇é(-　åaſ​Džt\tＡ'S!漢  -漢  ‍<|endoftext|>😀🏽'D", "tokens": 50, "pieces": ["㋿Ａ漢s'T", "ع", "
", "'Mꟲḍ̇é", "(-", "　åaſ", "​Džt", "\tＡ'S", "!漢", " ", " -", "漢", " ", " ‍<|", "endoftext", "|>😀🏽'", "D"]}
+{"text": "'ll'VE३ß 0字­  'ReİeEOTⅣ\nZ​", "tokens": 21, "pieces": ["'ll'VE", "३", "ß", " ", "0", "字", "­", " ", " '", "Re", "İe", "EOT", "Ⅳ", "\n", "Z", "​"]}
+{"text": "İＡſ　#$%㋿'M", "tokens": 11, "pieces": ["İＡſ", "　", "#$%㋿'", "M"]}
+{"text": "\"", "tokens": 1, "pieces": ["\""]}
+{"text": "m#$%>'Mm.ZZ👍🏽<META_START>㋿'T
㍿e\"㋿٣٤٥٦9\tḍ̇0½", "tokens": 39, "pieces": ["m", "#$%>'", "Mm", ".ZZ", "👍🏽<", "META", "_START", ">㋿'", "T", "
", "㍿e", "\"㋿", "٣٤٥", "٦9", "\tḍ̇", "0½"]}
+{"text": "   \n\t(½EOTßt漢\t㋿EOTß\r\n\r\n㍿'𐞁\u000ba½🙂", "tokens": 28, "pieces": ["   \n", "\t", "(", "½", "EOTßt漢", "\t", "㋿EOTß", "\r\n\r\n", "㍿'", "𐞁", "\u000ba", "½", "🙂"]}
+{"text": "9漢'SDž𐞁㍿ع'ſ३Ⅳ(é½👍🏽\t\r\n,", "tokens": 26, "pieces": ["9", "漢'S", "Dž𐞁", "㍿ع'ſ", "३Ⅳ", "(é", "½", "👍🏽", "\t\r\n", ","]}
+{"text": "'ſ😀🏽#$%\r\n­<|fim_prefix|><>  EOT>​éⅣ<META_START>'D\r'D\tt­'s  'Re>\"‍EOT#$%\r\nḍ̇fi  d\r\n\r\n😀🏽", "tokens": 54, "pieces": ["'ſ", "😀🏽#$%\r\n", "­<|", "fim", "_prefix", "|><>", " ", " EOT", ">​", "é", "Ⅳ", "<META", "_START", ">'", "D", "\r", "'D", "\tt", "­'", "s", " ", " '", "Re", ">\"‍", "EOT", "#$%\r\n", "ḍ̇fi", " ", " d", "\r\n\r\n", "😀🏽"]}
+{"text": "'Ree'sé(#$%Dž🙂́'ſ‍", "tokens": 14, "pieces": ["'Ree's", "é", "(#$%", "Dž", "🙂́'ſ", "‍"]}
+{"text": "ع𐞁eＡ\r\n\r\nfi‍\"　'ſ<EOT>'VE'sſ'Re.Dž𐞁å'll<|endoftext|>,😀🏽㋿👍🏽ḍ̇<|endoftext|>t  <META_START>.㍿<<🙂
", "tokens": 69, "pieces": ["ع𐞁e", "Ａ", "\r\n\r\n", "fi", "‍\"", "　", "'ſ", "<EOT", ">'", "VE's", "ſ'Re", ".Dž𐞁å'll", "<|", "endoftext", "|>,😀🏽㋿👍🏽", "ḍ̇", "<|", "endoftext", "|>", "t", " ", " <", "META", "_START", ">.㍿<<🙂", "
"]}
+{"text": "'ll>'s<META_START>
\r,𐞁<|fim_prefix|>Z  afi9字're字 ḍ̇<|endoftext|>字\r\n\r\n'sＡ0  d\n#$%12345678‍s'VEm字…", "tokens": 60, "pieces": ["'ll", ">'", "s", "<META", "_START", ">", "
\r", ",𐞁", "<|", "fim", "_prefix", "|>", "Z", " ", " afi", "9", "字're", "字", " ḍ̇", "<|", "endoftext", "|>", "字", "\r\n\r\n", "'s", "Ａ", "0", " ", " d", "\n", "#$%", "123", "456", "78", "‍s'VE", "m字", "…"]}
+{"text": "Ａ\n-漢Dž👍🏽٣٤٥٦'ſ'D३ 漢　é", "tokens": 22, "pieces": ["Ａ", "\n", "-漢", "Dž", "👍🏽", "٣٤٥", "٦", "'ſ'D", "३", " 漢", "　é"]}
+{"text": "'S#$%'ß(😀🏽,é½EOTꟲ'VE\r'SⅣ12345678<(ßt'D‍　'M'Ret'VE", "tokens": 36, "pieces": ["'S", "#$%'", "ß", "(😀🏽,", "é", "½", "EOTꟲ'VE", "\r", "'S", "Ⅳ12", "345", "678", "<(", "ßt'D", "‍", "　", "'M'Re", "t'VE"]}
+{"text": "'re字'M(\u000b're<EOT>𐞁'Ś9Dž\r\n\r\nDž   \n('reꟲḍ̇
\rs   \n", "tokens": 34, "pieces": ["'re字'M", "(", "\u000b", "'re", "<EOT", ">𐞁'S", "́", "9", "Dž", "\r\n\r\n", "Dž", "   \n", "('", "reꟲḍ̇", "
\r", "s", "   \n"]}
+{"text": "​!!İＡ'M!!'sfimⅣ　ꟲ👍🏽t👍🏽…é0é's>å　'ſ<|endoftext|>٣٤٥٦éＡ　Dž(  Dž㍿́ḍ̇😀🏽", "tokens": 66, "pieces": ["​!!", "İＡ'M", "!!'", "sfim", "Ⅳ", "　ꟲ", "👍🏽", "t", "👍🏽", "…é", "0", "é's", ">å", "　", "'ſ", "<|", "endoftext", "|>", "٣٤٥", "٦", "é", "Ａ", "　Dž", "(", " ", " Dž", "㍿́ḍ̇", "😀🏽"]}
+{"text": "🙂\t😀🏽dＡ-😀🏽éⅣ́\r\n\r\n👍🏽 ſ́   \n-  m\" 'Sd", "tokens": 31, "pieces": ["🙂", "\t", "😀🏽", "d", "Ａ", "-😀🏽", "é", "Ⅳ", "́", "\r\n\r\n", "👍🏽", " ſ́", "   \n", "-", " ", " m", "\"", " ", "'Sd"]}
+{"text": "😀🏽!!éꟲEOT́ꟲ😀🏽'T𐞁½…👍🏽'EOT.ßa𐞁a", "tokens": 40, "pieces": ["😀🏽!!", "éꟲ", "EOT́ꟲ", "😀🏽'", "T𐞁", "½", "…", "👍🏽'", "EOT", ".ßa𐞁a"]}
+{"text": "!!t.99٣٤٥٦Ⅳع,漢字\u000bİ9\u000b", "tokens": 18, "pieces": ["!!", "t", ".", "99٣", "٤٥٦", "Ⅳ", "ع", ",漢字", "\u000bİ", "9", "\u000b"]}
+{"text": ".\"Ａ\r>\u000bte<|endoftext|>#$%<|fim_prefix|>,eeå'Re👍🏽 s'Re  'Reſ\n>12345678#$%漢…   \n<|fim_prefix|>\t", "tokens": 52, "pieces": [".\"", "Ａ", "\r", ">", "\u000bte", "<|", "endoftext", "|>#$%<|", "fim", "_prefix", "|>,", "eeå'Re", "👍🏽", " s'Re", " ", " '", "Reſ", "\n", ">", "123", "456", "78", "#$%", "漢", "…   \n", "<|", "fim", "_prefix", "|>", "\t"]}
+{"text": "'VE're​​\u000b\n\n'> 'll\u000b𐞁 ß'  t<EOT>㍿m٣٤٥٦‍t0­  İ👍🏽Dž‍t\r", "tokens": 44, "pieces": ["'VE're", "​​", "\u000b\n\n", "'>", " '", "ll", "\u000b𐞁", " ß", "'", " ", " t", "<EOT", ">㍿", "m", "٣٤٥", "٦", "‍t", "0", "­", " ", " İ", "👍🏽", "Dž", "‍t", "\r"]}
+{"text": " ㍿㍿\nſ‍!'0👍🏽", "tokens": 15, "pieces": [" ", "㍿㍿\n", "ſ", "‍!'", "0", "👍🏽"]}
+{"text": "ḍ̇ḍ̇'M字sḍ̇\t#$%t,'VEéß३0'Sé'll‍👍🏽,s", "tokens": 33, "pieces": ["ḍ̇ḍ̇'M", "字sḍ̇", "\t", "#$%", "t", ",'", "VEéß", "३0", "'Sé'll", "‍👍🏽,", "s"]}
+{"text": "㍿sfi३Z<EOT>
…😀🏽!!\"漢12345678'sfiZd字Dž𐞁Zå0.d9aß\"<|fim_prefix|>'12345678㋿字Z's're", "tokens": 55, "pieces": ["㍿sfi", "३", "Z", "<EOT", ">", "
", "…", "😀🏽!!\"", "漢", "123", "456", "78", "'sfi", "Zd字", "Dž𐞁Zå", "0", ".d", "9", "aß", "\"<|", "fim", "_prefix", "|>'", "123", "456", "78", "㋿字", "Z's", "'re"]}
+{"text": "  \"'VE're 9ḍ̇éeⅣ'VE!!㍿\t.", "tokens": 22, "pieces": [" ", " \"'", "VE're", " ", "9", "ḍ̇ée", "Ⅳ", "'VE", "!!㍿", "\t", "."]}
+{"text": "½å㋿🙂𐞁\r\n12345678's…", "tokens": 18, "pieces": ["½", "å", "㋿🙂", "𐞁", "\r\n", "123", "456", "78", "'s", "…"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "
ع…
séİ\r\n\r\n,dſéZ   \n 'DEOT'Re", "tokens": 18, "pieces": ["
ع", "…", "
sé", "İ", "\r\n\r\n", ",dſé", "Z", "   \n", " '", "DEOT'Re"]}
+{"text": "9dZ<EOT>\rZ<EOT>Ａ<META_START>'ll  \t!!(\t​\u000bfi0　sİe­#$%'ſm\u000bm", "tokens": 37, "pieces": ["9", "d", "Z", "<EOT", ">\r", "Z", "<EOT", ">Ａ", "<META", "_START", ">'", "ll", "  ", "\t", "!!(", "\t", "​", "\u000bfi", "0", "　s", "İe", "­#$%'", "ſm", "\u000bm"]}
+{"text": "<0‍ZEOTm'D
'll12345678.Z'llZé<ſfiſ0Ⅳ>", "tokens": 24, "pieces": ["<", "0", "‍ZEOTm'D", "
", "'ll", "123", "456", "78", ".Z'll", "Zé", "<ſfiſ", "0Ⅳ", ">"]}
+{"text": "  å👍🏽12345678٣٤٥٦㍿ ३𐞁s \t\"३'lle'T'‍''VE 漢Ⅳ<|endoftext|>   \n.👍🏽漢fí٣٤٥٦ſ12345678<META_START>'VE", "tokens": 66, "pieces": [" ", " å", "👍🏽", "123", "456", "78٣", "٤٥٦", "㍿", " ", "३", "𐞁s", " ", "\t", "\"", "३", "'lle'T", "'‍''", "VE", " 漢", "Ⅳ", "<|", "endoftext", "|>", "   \n", ".👍🏽", "漢fí", "٣٤٥", "٦", "ſ", "123", "456", "78", "<META", "_START", ">'", "VE"]}
+{"text": "Ⅳ    \nḍ̇t<|endoftext|>Ａt　!,㍿!!٣٤٥٦🙂ⅣEOT#$%Ａ\r\n\r\n<EOTEOT\u000b…'ſtéⅣ", "tokens": 47, "pieces": ["Ⅳ", "    \n", "ḍ̇t", "<|", "endoftext", "|>", "Ａt", "　", "!,㍿!!", "٣٤٥", "٦", "🙂", "Ⅳ", "EOT", "#$%", "Ａ", "\r\n\r\n", "<EOTEOT", "\u000b", "…", "'ſté", "Ⅳ"]}
+{"text": "　Ａ(\t\r\n字\r…\t", "tokens": 9, "pieces": ["　Ａ", "(", "\t\r\n", "字", "\r", "…\t"]}
+{"text": "漢​\u000b🙂٣٤٥٦", "tokens": 8, "pieces": ["漢", "​", "\u000b", "🙂", "٣٤٥", "٦"]}
+{"text": "<|fim_prefix|>,½\"\té'reİ\t(漢#$%\r\n\r\nå'!!٣٤٥٦\r'M
Zé٣٤٥٦<EOT>́İ  ́­'३😀🏽å'<|fim_prefix|>", "tokens": 57, "pieces": ["<|", "fim", "_prefix", "|>,", "½", "\"", "\té're", "İ", "\t", "(漢", "#$%\r\n\r\n", "å", "'!!", "٣٤٥", "٦", "\r", "'M", "
Zé", "٣٤٥", "٦", "<EOT", ">́", "İ", " ", " ́", "­'", "३", "😀🏽", "å", "'<|", "fim", "_prefix", "|>"]}
+{"text": "\r\n…\u000b𐞁é-mſ…\r\n\r\nß<|endoftext|>d0 (字३½s字́'T\r\t'ſ'sⅣ́\tDž\r\n", "tokens": 44, "pieces": ["\r\n", "…", "\u000b𐞁é", "-mſ", "…\r\n\r\n", "ß", "<|", "endoftext", "|>", "d", "0", " (", "字", "३½", "s字́'T", "\r", "\t", "'ſ's", "Ⅳ", "́", "\tDž", "\r\n"]}
+{"text": "#$%!EOTdé'S\u000b<META_START>ß   \n३<|endoftext|>ß<EOT>­s‍'ll0‍", "tokens": 33, "pieces": ["#$%!", "EOTdé'S", "\u000b", "<META", "_START", ">ß", "   \n", "३", "<|", "endoftext", "|>", "ß", "<EOT", ">­", "s", "‍'", "ll", "0", "‍"]}
+{"text": "İꟲ12345678", "tokens": 7, "pieces": ["İꟲ", "123", "456", "78"]}
+{"text": "Dž(!!Zİ<­  'Ree,
", "tokens": 14, "pieces": ["Dž", "(!!", "Zİ", "<­", " ", " '", "Ree", ",", "
"]}
+{"text": "字 🙂s…Dž\r\n\r\n<m
é'Reḍ̇a​漢eꟲZ s   \n­ ", "tokens": 28, "pieces": ["字", " 🙂", "s", "…Dž", "\r\n\r\n", "<m", "
é'Re", "ḍ̇a", "​漢eꟲ", "Z", " s", "   \n", "­", " "]}
+{"text": "(s!!ع​d<META_START>'ſ\tsİ𐞁\r'T\rm'VE-a9,e0!漢eİ'VE's s'Re字#$%‍<|endoftext|>", "tokens": 47, "pieces": ["(s", "!!", "ع", "​d", "<META", "_START", ">'", "ſ", "\ts", "İ𐞁", "\r", "'T", "\r", "m'VE", "-a", "9", ",e", "0", "!漢e", "İ'VE", "'s", " s'Re", "字", "#$%‍<|", "endoftext", "|>"]}
+{"text": "٣٤٥٦٣٤٥٦EOTé\u000b<|fim_prefix|>𐞁!9漢(字é…😀🏽eİ\"e \t!!Ａ'reḍ̇'saZ\r\ntḍ̇­㍿\r\n\r\n𐞁", "tokens": 63, "pieces": ["٣٤٥", "٦٣٤", "٥٦", "EOTé", "\u000b", "<|", "fim", "_prefix", "|>", "𐞁", "!", "9", "漢", "(字é", "…", "😀🏽", "e", "İ", "\"e", " ", "\t", "!!", "Ａ're", "ḍ̇'s", "a", "Z", "\r\n", "tḍ̇", "­㍿\r\n\r\n", "𐞁"]}
+{"text": "<META_START>éع(Ａ>३#$%!
\n\t'llع\r\n\r\nⅣd'VEs(\n'Re", "tokens": 26, "pieces": ["<META", "_START", ">éع", "(Ａ", ">", "३", "#$%!", "
\n", "\t", "'llع", "\r\n\r\n", "Ⅳ", "d'VE", "s", "(\n", "'Re"]}
+{"text": "عＡZ٣٤٥٦<META_START>#$%", "tokens": 13, "pieces": ["ع", "ＡZ", "٣٤٥", "٦", "<META", "_START", ">#$%"]}
+{"text": "\u000bd😀🏽DžＡ३٣٤٥٦\u000bs#$%\t㍿'S,عé‍m\u000b-s!!­Z'#$%", "tokens": 37, "pieces": ["\u000bd", "😀🏽", "DžＡ", "३٣٤", "٥٦", "\u000bs", "#$%", "\t", "㍿'", "S", ",عé", "‍m", "\u000b", "-s", "!!­", "Z", "'#$%"]}
+{"text": "eé
<|fim_prefix|>'re'D<!\r\n\"!!‍Džſ🙂   ‍'D٣٤٥٦\"\r\n\r\n字(　", "tokens": 32, "pieces": ["eé", "
", "<|", "fim", "_prefix", "|>'", "re'D", "<!\r\n", "\"!!‍", "Džſ", "🙂", "  ", " ‍'", "D", "٣٤٥", "٦", "\"\r\n\r\n", "字", "(", "　"]}
+{"text": "Ⅳ'VE字'VE<META_START>'T㋿!   \n…!\"'s٣٤٥٦٣٤٥٦'re　", "tokens": 32, "pieces": ["Ⅳ", "'VE字'VE", "<META", "_START", ">'", "T", "㋿!", "   \n", "…", "!\"'", "s", "٣٤٥", "٦٣٤", "٥٦", "'re", "　"]}
+{"text": "-🙂d<é٣٤٥٦#$%", "tokens": 12, "pieces": ["-🙂", "d", "<é", "٣٤٥", "٦", "#$%"]}
+{"text": "<EOT>𐞁🙂 <\r\n㍿t<EOT>­#$%'T å<|endoftext|>🙂'lls", "tokens": 36, "pieces": ["<EOT", ">𐞁", "🙂", " ", "<\r\n", "㍿t", "<EOT", ">­#$%'", "T", " å", "<|", "endoftext", "|>🙂'", "lls"]}
+{"text": "'ſ !㍿,\r\n\r\n<|fim_prefix|>ßefi,㍿'Dİ🙂\t\r\n<|endoftext|>.ß9🙂😀🏽", "tokens": 37, "pieces": ["'ſ", " !㍿,\r\n\r\n", "<|", "fim", "_prefix", "|>", "ßefi", ",㍿'", "Dİ", "🙂", "\t\r\n", "<|", "endoftext", "|>.", "ß", "9", "🙂😀🏽"]}
+{"text": "漢漢eعés\rDž'VE　Z", "tokens": 12, "pieces": ["漢漢eعés", "\r", "Dž'VE", "　Z"]}
+{"text": "!fit#$%‍Džfi İ🙂🙂 ㍿‍́'ſ<|fim_prefix|>", "tokens": 27, "pieces": ["!fit", "#$%‍", "Džfi", " İ", "🙂🙂", " ", "㍿‍́'", "ſ", "<|", "fim", "_prefix", "|>"]}
+{"text": "Z👍🏽s#$%<|fim_prefix|>ḍ̇", "tokens": 16, "pieces": ["Z", "👍🏽", "s", "#$%<|", "fim", "_prefix", "|>", "ḍ̇"]}
+{"text": "\n'VEZé'll,…😀🏽d<|endoftext|>㋿ß!<|endoftext|>½é\r'lléＡt👍🏽.'VE'!!Ⅳ", "tokens": 49, "pieces": ["\n", "'VEZé'll", ",", "…", "😀🏽", "d", "<|", "endoftext", "|>㋿", "ß", "!<|", "endoftext", "|>", "½", "é", "\r", "'llé", "Ａt", "👍🏽.'", "VE", "'!!", "Ⅳ"]}
+{"text": "ſ½​­😀🏽½\n'VE('عⅣ…'reé'reee12345678😀🏽- <'ꟲ'ReDž12345678<  　'VEt!! é\r漢's", "tokens": 53, "pieces": ["ſ", "½", "​­😀🏽", "½", "\n", "'VE", "('", "ع", "Ⅳ", "…", "'reé're", "ee", "123", "456", "78", "😀🏽-", " <'", "ꟲ'Re", "Dž", "123", "456", "78", "<", "  ", "　", "'VEt", "!!", " é", "\r", "漢's"]}
+{"text": "Ａ­ꟲ<'ll
", "tokens": 8, "pieces": ["Ａ", "­ꟲ", "<'", "ll", "
"]}
+{"text": "Dž　#$%㋿字㍿٣٤٥٦d\t…   \n🙂's,-", "tokens": 25, "pieces": ["Dž", "　", "#$%㋿", "字", "㍿", "٣٤٥", "٦", "d", "\t…   \n", "🙂'", "s", ",-"]}
+{"text": "🙂'VE\r­<EOT>'ſⅣꟲfié<|fim_prefix|>,(", "tokens": 24, "pieces": ["🙂'", "VE", "\r", "­<", "EOT", ">'", "ſ", "Ⅳ", "ꟲfié", "<|", "fim", "_prefix", "|>,("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "12345678Z<|endoftext|><EOT>\".\t> ½\u000b'M 12345678#$%㋿\u000bå漢at\u000bd<|endoftext|>!t👍🏽  > …s\tſ", "tokens": 56, "pieces": ["123", "456", "78", "Z", "<|", "endoftext", "|><", "EOT", ">\".", "\t", ">", " ", "½", "\u000b", "'M", " ", "123", "456", "78", "#$%㋿", "\u000bå漢at", "\u000bd", "<|", "endoftext", "|>!", "t", "👍🏽", " ", " >", " ", "…s", "\tſ"]}
+{"text": "٣٤٥٦<EOT> Z漢́ 'VE‍'VEعع🙂३té\t\r\n\r\n><EOT>🙂'Sé 'S\r½　", "tokens": 37, "pieces": ["٣٤٥", "٦", "<EOT", ">", " Z漢́", " ", "'VE", "‍'", "VEعع", "🙂", "३", "té", "\t\r\n\r\n", "><", "EOT", ">🙂'", "Sé", " '", "S", "\r", "½", "　"]}
+{"text": " <|endoftext|><|endoftext|>..t<|fim_prefix|>'T#$%Dž<'D👍🏽ås'll'fi​'llꟲ'Sd", "tokens": 46, "pieces": [" ", "<|", "endoftext", "|><|", "endoftext", "|>..", "t", "<|", "fim", "_prefix", "|>'", "T", "#$%", "Dž", "<'", "D", "👍🏽", "ås'll", "'fi", "​'", "llꟲ'S", "d"]}
+{"text": "(.Ⅳ
Dž9", "tokens": 7, "pieces": ["(.", "Ⅳ", "
Dž", "9"]}
+{"text": "…  -,-Ａtfi.عſ'VE'VE㋿㋿'\r>   \n'字  ㋿<|fim_prefix|>'ll
'S㋿ 漢9e漢Z", "tokens": 50, "pieces": ["… ", " -,-", "Ａtfi", ".عſ'VE", "'VE", "㋿㋿'\r", ">", "   \n", "'字", " ", " ㋿<|", "fim", "_prefix", "|>'", "ll", "
", "'S", "㋿", " 漢", "9", "e漢", "Z"]}
+{"text": "́㋿<|fim_prefix|>🙂\r\n\r\nＡ
e
\"d12345678fiDž　's'Re <|endoftext|><|fim_prefix|>fi𐞁å㋿ع…🙂­३'(ß<m", "tokens": 58, "pieces": ["́", "㋿<|", "fim", "_prefix", "|>🙂\r\n\r\n", "Ａ", "
e", "
", "\"d", "123", "456", "78", "fi", "Dž", "　", "'s'Re", " ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "fi𐞁å", "㋿ع", "…", "🙂­", "३", "'(", "ß", "<m"]}
+{"text": "!'T٣٤٥٦m12345678é　👍🏽é   \n…é,'S(­İ'S\n<|endoftext|>é>#$% '", "tokens": 40, "pieces": ["!'", "T", "٣٤٥", "٦", "m", "123", "456", "78", "é", "　", "👍🏽", "é", "   \n", "…é", ",'", "S", "(­", "İ'S", "\n", "<|", "endoftext", "|>", "é", ">#$%", " '"]}
+{"text": "<META_START>!👍🏽
é12345678'll'Re🙂…Ａ#$%!🙂're\rİ><EOT>", "tokens": 31, "pieces": ["<META", "_START", ">!👍🏽", "
é", "123", "456", "78", "'ll'Re", "🙂", "…Ａ", "#$%!🙂'", "re", "\r", "İ", "><", "EOT", ">"]}
+{"text": "DžⅣ   \nſ  're…'-t<META_START>fi'reⅣ   \ń.dma<EOT>", "tokens": 28, "pieces": ["Dž", "Ⅳ", "   \n", "ſ", " ", " '", "re", "…", "'-", "t", "<META", "_START", ">fi're", "Ⅳ", "   \n", "́", ".dma", "<EOT", ">"]}
+{"text": "'(👍🏽e#$%'S😀🏽\tß-​Ａa㍿\r\n\r\n  <META_START>eå<|fim_prefix|>\u000b!\n\t😀🏽🙂\tt'llZ㍿　", "tokens": 47, "pieces": ["'(👍🏽", "e", "#$%'", "S", "😀🏽", "\tß", "-​", "Ａa", "㍿\r\n\r\n", " ", " <", "META", "_START", ">eå", "<|", "fim", "_prefix", "|>", "\u000b", "!\n", "\t", "😀🏽🙂", "\tt'll", "Z", "㍿", "　"]}
+{"text": "字ꟲ fi​t12345678<'llEOT ­👍🏽\r\n
<|fim_prefix|>a㍿́-<|fim_prefix|>\t <́#$%Z,\nİ   \n\r\n", "tokens": 48, "pieces": ["字ꟲ", " fi", "​t", "123", "456", "78", "<'", "ll", "EOT", " ­👍🏽\r\n", "
", "<|", "fim", "_prefix", "|>", "a", "㍿́", "-<|", "fim", "_prefix", "|>", "\t", " <́#$%", "Z", ",\n", "İ", "   \n\r\n"]}
+{"text": "㋿", "tokens": 3, "pieces": ["㋿"]}
+{"text": "<|fim_prefix|>d字\r\n\r\n-('Reé'VEع　👍🏽٣٤٥٦\r\n\r\nſ𐞁\n٣٤٥٦İ!!>\r​😀🏽9", "tokens": 45, "pieces": ["<|", "fim", "_prefix", "|>", "d字", "\r\n\r\n", "-('", "Reé'VE", "ع", "　", "👍🏽", "٣٤٥", "٦", "\r\n\r\n", "ſ𐞁", "\n", "٣٤٥", "٦", "İ", "!!>\r", "​😀🏽", "9"]}
+{"text": "
a'Dß,!'S<|endoftext|>\tⅣ'D'S½å😀🏽ع　­ß<META_START>tع!\u000b!!   \n­漢9㋿‍!", "tokens": 47, "pieces": ["
a'D", "ß", ",!'", "S", "<|", "endoftext", "|>", "\t", "Ⅳ", "'D'S", "½", "å", "😀🏽", "ع", "　", "­ß", "<META", "_START", ">tع", "!", "\u000b", "!!", "   \n", "­漢", "9", "㋿‍!"]}
+{"text": "३  ß😀🏽<|endoftext|>½​́'S\"!!Ａ𐞁漢😀🏽\r٣٤٥٦'VE　😀🏽\u000b​\n
Z\r\n\r\n!!㍿EOT<|fim_prefix|>Ａ‍Z‍ (", "tokens": 62, "pieces": ["३", " ", " ß", "😀🏽<|", "endoftext", "|>", "½", "​́'S", "\"!!", "Ａ𐞁漢", "😀🏽\r", "٣٤٥", "٦", "'VE", "　", "😀🏽", "\u000b", "​\n", "
Z", "\r\n\r\n", "!!㍿", "EOT", "<|", "fim", "_prefix", "|>", "Ａ", "‍Z", "‍", " ("]}
+{"text": ".a12345678å  'll  's!!𐞁   \n.t'Re३٣٤٥٦ⅣEOTEOT𐞁", "tokens": 34, "pieces": [".a", "123", "456", "78", "å", " ", " '", "ll", " ", " '", "s", "!!", "𐞁", "   \n", ".t'Re", "३٣٤", "٥٦Ⅳ", "EOTEOT𐞁"]}
+{"text": "   \n٣٤٥٦", "tokens": 5, "pieces": ["   \n", "٣٤٥", "٦"]}
+{"text": ">ſ9!!İ,عß½te\"​é'Té漢m\u000b  \t­  #$%9<İ\r's09a\r👍🏽", "tokens": 38, "pieces": [">ſ", "9", "!!", "İ", ",عß", "½", "te", "\"​", "é'T", "é漢m", "\u000b  ", "\t", "­", " ", " #$%", "9", "<İ", "\r", "'s", "09", "a", "\r", "👍🏽"]}
+{"text": "½​-<EOT>  ३𐞁𐞁éع字's9t'D🙂😀🏽#$%ß字٣٤٥٦s'M", "tokens": 40, "pieces": ["½", "​-<", "EOT", ">", " ", " ", "३", "𐞁𐞁éع字's", "9", "t'D", "🙂😀🏽#$%", "ß字", "٣٤٥", "٦", "s'M"]}
+{"text": "३é.'Re-٣٤٥٦Dž#$%𐞁​́é<|fim_prefix|>ꟲ\".😀🏽<𐞁t12345678dd\t\t(ḍ̇-　", "tokens": 52, "pieces": ["३", "é", ".'", "Re", "-", "٣٤٥", "٦", "Dž", "#$%", "𐞁", "​́é", "<|", "fim", "_prefix", "|>", "ꟲ", "\".😀🏽<", "𐞁t", "123", "456", "78", "dd", "\t", "\t", "(ḍ̇", "-", "　"]}
+{"text": "9…३Ⅳ漢EOTe👍🏽𐞁s漢EOTå9fi'll", "tokens": 26, "pieces": ["9", "…", "३Ⅳ", "漢EOTe", "👍🏽", "𐞁s漢", "EOTå", "9", "fi'll"]}
+{"text": "㋿\r…'VEEOTß12345678å'lléfi​<EOT>
å'T㍿'s'M　\r'TåDžd>漢  d　㍿", "tokens": 50, "pieces": ["㋿\r", "…", "'VEEOTß", "123", "456", "78", "å'll", "éfi", "​<", "EOT", ">", "
å'T", "㍿'", "s'M", "　\r", "'Tå", "Džd", ">漢", " ", " d", "　", "㍿"]}
+{"text": "ꟲ<META_START>'s'ſ…Zt\r\n\r\n<🙂ꟲ\teß'T'Dꟲ'll.𐞁dZdtDžEOT<EOT>", "tokens": 43, "pieces": ["ꟲ", "<META", "_START", ">'", "s'ſ", "…Zt", "\r\n\r\n", "<🙂", "ꟲ", "\teß'T", "'Dꟲ'll", ".𐞁d", "Zdt", "DžEOT", "<EOT", ">"]}
+{"text": "s<|fim_prefix|>​ſ\u000b-d<漢're\"👍🏽(…\r'ſ#$%\"'S<|fim_prefix|>a
'D\n\té-åİ'<EOT>Ⅳd<|endoftext|>字\r<|fim_prefix|>", "tokens": 65, "pieces": ["s", "<|", "fim", "_prefix", "|>​", "ſ", "\u000b", "-d", "<漢're", "\"👍🏽(", "…\r", "'ſ", "#$%\"'", "S", "<|", "fim", "_prefix", "|>", "a", "
", "'D", "\n", "\té", "-å", "İ", "'<", "EOT", ">", "Ⅳ", "d", "<|", "endoftext", "|>", "字", "\r", "<|", "fim", "_prefix", "|>"]}
+{"text": "́'re9\r\n\r\n>٣٤٥٦asß>​ع'ſ'VEe\t'S9, Z'Re­<META_START>𐞁'Re", "tokens": 36, "pieces": ["́'re", "9", "\r\n\r\n", ">", "٣٤٥", "٦", "asß", ">​", "ع'ſ", "'VEe", "\t", "'S", "9", ",", " Z'Re", "­<", "META", "_START", ">𐞁'Re"]}
+{"text": "😀🏽👍🏽\t", "tokens": 7, "pieces": ["😀🏽👍🏽", "\t"]}
+{"text": "a㋿'ll!!\r\n\r\né\"! ' -9'reＡ३ß <#$%'VE\"0!#$%Dž漢'T\r\n", "tokens": 33, "pieces": ["a", "㋿'", "ll", "!!\r\n\r\n", "é", "\"!", " '", " ", "-", "9", "'re", "Ａ", "३", "ß", " ", "<#$%'", "VE", "\"", "0", "!#$%", "Dž漢'T", "\r\n"]}
+{"text": "   \nßDž😀🏽<EOT>'s,m-'ſEOT𐞁𐞁", "tokens": 25, "pieces": ["   \n", "ß", "Dž", "😀🏽<", "EOT", ">'", "s", ",m", "-'", "ſ", "EOT𐞁𐞁"]}
+{"text": "
\r㍿<|endoftext|>'ll(<|fim_prefix|>　fi​eⅣ٣٤٥٦", "tokens": 29, "pieces": ["
\r", "㍿<|", "endoftext", "|>'", "ll", "(<|", "fim", "_prefix", "|>", "　fi", "​e", "Ⅳ٣٤", "٥٦"]}
+{"text": "İZ    \n12345678fi'Re'sſ
字,　<|fim_prefix|>'D,12345678\"a ,㋿", "tokens": 30, "pieces": ["İZ", "    \n", "123", "456", "78", "fi'Re", "'sſ", "
字", ",", "　", "<|", "fim", "_prefix", "|>'", "D", ",", "123", "456", "78", "\"a", " ,㋿"]}
+{"text": "<EOT>EOT漢!fi,İ'se'Re㍿३'VE#$%<EOT>t0Z\u000bⅣZ", "tokens": 31, "pieces": ["<EOT", ">EOT漢", "!fi", ",İ's", "e'Re", "㍿", "३", "'VE", "#$%<", "EOT", ">t", "0", "Z", "\u000b", "Ⅳ", "Z"]}
+{"text": " \u000b🙂<|fim_prefix|>　
12345678'TtⅣꟲ>fi३…㍿sⅣEOT'VE½étİé", "tokens": 42, "pieces": [" ", "\u000b", "🙂<|", "fim", "_prefix", "|>", "　", "
", "123", "456", "78", "'Tt", "Ⅳ", "ꟲ", ">fi", "३", "…", "㍿s", "Ⅳ", "EOT'VE", "½", "ét", "İé"]}
+{"text": "٣٤٥٦0\r\n12345678<|endoftext|>m'D   \n٣٤٥٦'S<EOT>३ſ\t漢'Re३'M12345678Ⅳ'VE're.字　.<|fim_prefix|>\u000b<|fim_prefix|>m", "tokens": 59, "pieces": ["٣٤٥", "٦0", "\r\n", "123", "456", "78", "<|", "endoftext", "|>", "m'D", "   \n", "٣٤٥", "٦", "'S", "<EOT", ">", "३", "ſ", "\t漢'Re", "३", "'M", "123", "456", "78Ⅳ", "'VE're", ".字", "　", ".<|", "fim", "_prefix", "|>", "\u000b", "<|", "fim", "_prefix", "|>", "m"]}
+{"text": "㋿ß(12345678\tmع'S", "tokens": 11, "pieces": ["㋿ß", "(", "123", "456", "78", "\tmع'S"]}
+{"text": "ꟲ​½s\u000b㋿#$%Ａ\"​ Dž!!ḍ̇Z字>fi'S\r\n\rå!e漢.ßa.👍🏽>'", "tokens": 42, "pieces": ["ꟲ", "​", "½", "s", "\u000b", "㋿#$%", "Ａ", "\"​", " Dž", "!!", "ḍ̇", "Z字", ">fi'S", "\r\n\r", "å", "!e漢", ".ßa", ".👍🏽>'"]}
+{"text": "‍\t\t'DéＡ   \n   <|fim_prefix|>", "tokens": 15, "pieces": ["‍", "\t", "\t", "'Dé", "Ａ", "   \n", "  ", " <|", "fim", "_prefix", "|>"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "  Dž#$%'T'T'M漢🙂<|fim_prefix|><'Té'D㋿<EOT>👍🏽…fi<META_START>🙂0Dž9👍🏽're😀🏽
éع\téa-.", "tokens": 59, "pieces": [" ", " Dž", "#$%'", "T'T", "'M漢", "🙂<|", "fim", "_prefix", "|><'", "Té'D", "㋿<", "EOT", ">👍🏽", "…fi", "<META", "_START", ">🙂", "0", "Dž", "9", "👍🏽'", "re", "😀🏽", "
éع", "\téa", "-."]}
+{"text": "​\r!,ad字t…𐞁>🙂'VE\r\n\r\nſ Dž,  'ſ'Re   \n're're㍿'S0<漢'D,", "tokens": 39, "pieces": ["​\r", "!,", "ad字t", "…𐞁", ">🙂'", "VE", "\r\n\r\n", "ſ", " Dž", ",", " ", " '", "ſ'Re", "   \n", "'re're", "㍿'", "S", "0", "<漢'D", ","]}
+{"text": "Z12345678.\"३\u000bİ字fi!!​\r\n\r\n🙂!!<EOT>'ſ​<EOT>㍿
'D!!t😀🏽½ſ٣٤٥٦
fi", "tokens": 43, "pieces": ["Z", "123", "456", "78", ".\"", "३", "\u000bİ字fi", "!!​\r\n\r\n", "🙂!!<", "EOT", ">'", "ſ", "​<", "EOT", ">㍿", "
", "'D", "!!", "t", "😀🏽", "½", "ſ", "٣٤٥", "٦", "
fi"]}
+{"text": "\r\n\r\ns\t>\"étfiém'VEa're字\"Z\u000b m#$%İ\r<|endoftext|>s🙂ꟲ\te>", "tokens": 37, "pieces": ["\r\n\r\n", "s", "\t", ">\"", "étfiém'VE", "a're", "字", "\"Z", "\u000b", " m", "#$%", "İ", "\r", "<|", "endoftext", "|>", "s", "🙂ꟲ", "\te", ">"]}
+{"text": "'VE#$%ꟲ'll٣٤٥٦ſꟲ åⅣ.…<|fim_prefix|>٣٤٥٦ea'M!!३Ⅳå'D<META_START>\r\n​\r\n'S㋿½'ll½ع'MZEOT'", "tokens": 61, "pieces": ["'VE", "#$%", "ꟲ'll", "٣٤٥", "٦", "ſꟲ", " å", "Ⅳ", ".", "…", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "ea'M", "!!", "३Ⅳ", "å'D", "<META", "_START", ">\r\n", "​\r\n", "'S", "㋿", "½", "'ll", "½", "ع'M", "ZEOT", "'"]}
+{"text": "​Ⅳ EOT<|endoftext|>as!㋿éſd'DDž  é,㍿(d<META_START>​
\r\né  a🙂ſ", "tokens": 46, "pieces": ["​", "Ⅳ", " EOT", "<|", "endoftext", "|>", "as", "!㋿", "éſd'D", "Dž", " ", " é", ",㍿(", "d", "<META", "_START", ">​", "
\r\n", "é", " ", " a", "🙂ſ"]}
+{"text": "<META_START>㍿<|endoftext|>fitZ  𐞁'VE'll'D…\t🙂<Dž>Ａ!!'VEEOT'sع字's \"(…😀🏽'T!!'ſ​Z", "tokens": 59, "pieces": ["<META", "_START", ">㍿<|", "endoftext", "|>", "fit", "Z", " ", " 𐞁'VE", "'ll'D", "…", "\t", "🙂<", "Dž", ">Ａ", "!!'", "VEEOT's", "ع字's", " ", "\"(", "…", "😀🏽'", "T", "!!'", "ſ", "​Z"]}
+{"text": "ḍ̇½'Sa'́9<META_START>Ⅳfi
   \n\u000bfi  e,d…", "tokens": 25, "pieces": ["ḍ̇", "½", "'Sa", "'́", "9", "<META", "_START", ">", "Ⅳ", "fi", "
   \n", "\u000bfi", " ", " e", ",d", "…"]}
+{"text": "漢 éå🙂é   \n(ſs#$%'s  e( ,㋿🙂ꟲ\n㍿<EOT>
", "tokens": 35, "pieces": ["漢", " éå", "🙂é", "   \n", "(ſs", "#$%'", "s", " ", " e", "(", " ", ",㋿🙂", "ꟲ", "\n", "㍿<", "EOT", ">", "
"]}
+{"text": "s'VE<EOTam'D\t́३\r\n>ß𐞁ſ9  mfi!!㍿<|fim_prefix|>s<EOT>9  　", "tokens": 39, "pieces": ["s'VE", "<EOTam'D", "\t́", "३", "\r\n", ">ß𐞁ſ", "9", " ", " mfi", "!!㍿<|", "fim", "_prefix", "|>", "s", "<EOT", ">", "9", "  　"]}
+{"text": ">-ſEOT'T<<|endoftext|>\r<META_START>　fi漢👍🏽  a\"å㍿  ​EOT\n're-Z   \n<|endoftext|>sm٣٤٥٦字", "tokens": 51, "pieces": [">-", "ſ", "EOT'T", "<<|", "endoftext", "|>\r", "<META", "_START", ">", "　fi漢", "👍🏽", " ", " a", "\"å", "㍿", " ", " ​", "EOT", "\n", "'re", "-Z", "   \n", "<|", "endoftext", "|>", "sm", "٣٤٥", "٦", "字"]}
+{"text": "\"𐞁ſ-٣٤٥٦ßémİ!३٣٤٥٦á>‍\r\n\r\n<|fim_prefix|>#$%ß're
🙂a<|fim_prefix|><|endoftext|>12345678d\",", "tokens": 55, "pieces": ["\"𐞁ſ", "-", "٣٤٥", "٦", "ßém", "İ", "!", "३٣٤", "٥٦", "á", ">‍\r\n\r\n", "<|", "fim", "_prefix", "|>#$%", "ß're", "
", "🙂a", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "123", "456", "78", "d", "\","]}
+{"text": "😀🏽…,‍('T𐞁#$%
Ⅳع\t'字's're\r\n\r\n'll👍🏽ع  .½<  😀🏽é३'VE漢漢'S\nⅣع…Ａ#$%", "tokens": 54, "pieces": ["😀🏽", "…", ",‍('", "T𐞁", "#$%", "
", "Ⅳ", "ع", "\t", "'字's", "'re", "\r\n\r\n", "'ll", "👍🏽", "ع", " ", " .", "½", "<", " ", " 😀🏽", "é", "३", "'VE漢漢'S", "\n", "Ⅳ", "ع", "…Ａ", "#$%"]}
+{"text": "Z   \n>३d'S<|endoftext|>12345678👍🏽😀🏽'lĺ(­…㍿\t㋿㋿字fie0'Ａ'll漢s's🙂👍🏽😀🏽'VE<🙂fi", "tokens": 61, "pieces": ["Z", "   \n", ">", "३", "d'S", "<|", "endoftext", "|>", "123", "456", "78", "👍🏽😀🏽'", "lĺ", "(­", "…", "㍿", "\t", "㋿㋿", "字fie", "0", "'Ａ'll", "漢s's", "🙂👍🏽😀🏽'", "VE", "<🙂", "fi"]}
+{"text": "é>EOT'VE'VE　'VEⅣ
 'll३0d12345678<META_START>👍🏽Ⅳ字å字Ａḍ̇½<|fim_prefix|>Ⅳ<　<|endoftext|>å<!!漢!<(", "tokens": 64, "pieces": ["é", ">EOT'VE", "'VE", "　", "'VE", "Ⅳ", "
", " '", "ll", "३0", "d", "123", "456", "78", "<META", "_START", ">👍🏽", "Ⅳ", "字å字", "Ａḍ̇", "½", "<|", "fim", "_prefix", "|>", "Ⅳ", "<", "　", "<|", "endoftext", "|>", "å", "<!!", "漢", "!<("]}
+{"text": "٣٤٥٦ fi<META_START>!<META_START>字<|fim_prefix|>#$%عté12345678😀🏽İ३d­>ꟲ-'sa३<EOT>½­…é", "tokens": 53, "pieces": ["٣٤٥", "٦", " fi", "<META", "_START", ">!<", "META", "_START", ">字", "<|", "fim", "_prefix", "|>#$%", "عté", "123", "456", "78", "😀🏽", "İ", "३", "d", "­>", "ꟲ", "-'", "sa", "३", "<EOT", ">", "½", "­", "…é"]}
+{"text": "éEOT<EOT>e.(　٣٤٥٦<|fim_prefix|>e😀🏽🙂 😀🏽><|endoftext|>é٣٤٥٦Z   \n><META_START>　'llfié<|fim_prefix|>👍🏽漢ꟲ  .'M", "tokens": 66, "pieces": ["é", "EOT", "<EOT", ">e", ".(", "　", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "e", "😀🏽🙂", " 😀🏽><|", "endoftext", "|>", "é", "٣٤٥", "٦", "Z", "   \n", "><", "META", "_START", ">", "　", "'llfié", "<|", "fim", "_prefix", "|>👍🏽", "漢ꟲ", " ", " .'", "M"]}
+{"text": "ßꟲs𐞁🙂<META_START><|fim_prefix|>e\"\r\n\r\n   \n", "tokens": 22, "pieces": ["ßꟲs𐞁", "🙂<", "META", "_START", "><|", "fim", "_prefix", "|>", "e", "\"\r\n\r\n", "   \n"]}
+{"text": "<|fim_prefix|>'T　#$%‍'ll<|fim_prefix|>'T \t0字ꟲé😀🏽é\n'🙂( m½é'M\u000b<|fim_prefix|>㋿>", "tokens": 52, "pieces": ["<|", "fim", "_prefix", "|>'", "T", "　", "#$%‍'", "ll", "<|", "fim", "_prefix", "|>'", "T", " ", "\t", "0", "字ꟲé", "😀🏽", "é", "\n", "'🙂(", " m", "½", "é'M", "\u000b", "<|", "fim", "_prefix", "|>㋿>"]}
+{"text": "́​ꟲ", "tokens": 5, "pieces": ["́", "​ꟲ"]}
+{"text": "'lla३́ꟲ<EOT>　 🙂
", "tokens": 13, "pieces": ["'lla", "३", "́ꟲ", "<EOT", ">", "　", " 🙂", "
"]}
+{"text": "0<EOT'ſ\u000b𐞁s​a \r\n\r\n   \n#$%👍🏽​٣٤٥٦👍🏽‍e<|endoftext|>٣٤٥٦İ's(12345678\u000b0'M ", "tokens": 52, "pieces": ["0", "<EOT'ſ", "\u000b𐞁s", "​a", " \r\n\r\n   \n", "#$%👍🏽​", "٣٤٥", "٦", "👍🏽‍", "e", "<|", "endoftext", "|>", "٣٤٥", "٦", "İ's", "(", "123", "456", "78", "\u000b", "0", "'M", " "]}
+{"text": "\u000bſ9́   \n'Re𐞁\r漢<|fim_prefix|>", "tokens": 18, "pieces": ["\u000bſ", "9", "́", "   \n", "'Re𐞁", "\r", "漢", "<|", "fim", "_prefix", "|>"]}
+{"text": "\r\n'D\r\nİ ('M٣٤٥٦ ع", "tokens": 12, "pieces": ["\r\n", "'D", "\r\n", "İ", " ('", "M", "٣٤٥", "٦", " ع"]}
+{"text": "Ⅳ\"ꟲ\nß😀🏽9<META_START>👍🏽é㍿ع㍿Džع!!𐞁　'S9😀🏽9'Ssꟲ'S‍<|endoftext|>\r\n३-
<|fim_prefix|>'EOTḍ̇३a", "tokens": 73, "pieces": ["Ⅳ", "\"ꟲ", "\n", "ß", "😀🏽", "9", "<META", "_START", ">👍🏽", "é", "㍿ع", "㍿Džع", "!!", "𐞁", "　", "'S", "9", "😀🏽", "9", "'Ssꟲ'S", "‍<|", "endoftext", "|>\r\n", "३", "-", "
", "<|", "fim", "_prefix", "|>'", "EOTḍ̇", "३", "a"]}
+{"text": "🙂́<META_START>\u000bß!!Ⅳ,\r(漢'sꟲ½字\r\nＡ,\t'Tå𐞁३!!👍🏽Ⅳ\n<META_START>t'Se", "tokens": 47, "pieces": ["🙂́", "<META", "_START", ">", "\u000bß", "!!", "Ⅳ", ",\r", "(漢's", "ꟲ", "½", "字", "\r\n", "Ａ", ",", "\t", "'Tå𐞁", "३", "!!👍🏽", "Ⅳ", "\n", "<META", "_START", ">t'S", "e"]}
+{"text": "'D\"se🙂ع12345678e", "tokens": 9, "pieces": ["'D", "\"se", "🙂ع", "123", "456", "78", "e"]}
+{"text": "<(<META_START>   \n<META_START> (", "tokens": 12, "pieces": ["<(<", "META", "_START", ">", "   \n", "<META", "_START", ">", " ", "("]}
+{"text": "İ'MEOT'ſ<META_START>\u000b३\r\n\r\nع'M\r\n>\t  ", "tokens": 18, "pieces": ["İ'M", "EOT'ſ", "<META", "_START", ">", "\u000b", "३", "\r\n\r\n", "ع'M", "\r\n", ">", "\t  "]}
+{"text": " -<META_START>'S\r\né漢0ſ​<EOT>'s'T'ſ  '\u000b'D,㋿'M​td㍿<|endoftext|>", "tokens": 42, "pieces": [" -<", "META", "_START", ">'", "S", "\r\n", "é漢", "0", "ſ", "​<", "EOT", ">'", "s'T", "'ſ", " ", " '", "\u000b", "'D", ",㋿'", "M", "​td", "㍿<|", "endoftext", "|>"]}
+{"text": "\nꟲ㍿<|endoftext|>  'M'sm½EOT  　sꟲ ع🙂!\n!!Ⅳ-<|fim_prefix|>.m'M<EOT>\r㍿'Rem", "tokens": 52, "pieces": ["\n", "ꟲ", "㍿<|", "endoftext", "|>", " ", " '", "M's", "m", "½", "EOT", "  ", "　sꟲ", " ع", "🙂!\n", "!!", "Ⅳ", "-<|", "fim", "_prefix", "|>.", "m'M", "<EOT", ">\r", "㍿'", "Rem"]}
+{"text": "ع<META_START> 'Res", "tokens": 8, "pieces": ["ع", "<META", "_START", ">", " ", "'Res"]}
+{"text": "9!   \ń'SDž३'Ss'D0(Z🙂ſDž!!ꟲß0…fi", "tokens": 26, "pieces": ["9", "!", "   \n", "́'S", "Dž", "३", "'Ss'D", "0", "(Z", "🙂ſ", "Dž", "!!", "ꟲß", "0", "…fi"]}
+{"text": "\"́½   \nⅣＡéꟲ👍🏽<Ａ(  ́d漢👍🏽'ſ'S12345678\t'D,Dž12345678३", "tokens": 40, "pieces": ["\"́", "½", "   \n", "Ⅳ", "Ａéꟲ", "👍🏽<", "Ａ", "(", " ", " ́d漢", "👍🏽'", "ſ'S", "123", "456", "78", "\t", "'D", ",Dž", "123", "456", "78३"]}
+{"text": "\r\nå,  !!fi ́字½12345678\n're𐞁'Re　<|endoftext|>👍🏽tEOT👍🏽  emⅣe", "tokens": 43, "pieces": ["\r\n", "å", ",", " ", " !!", "fi", " ́字", "½12", "345", "678", "\n", "'re𐞁'Re", "　", "<|", "endoftext", "|>👍🏽", "t", "EOT", "👍🏽", " ", " em", "Ⅳ", "e"]}
+{"text": "\réß<META_START>e字0's
३ḍ̇0EOT", "tokens": 20, "pieces": ["\r", "éß", "<META", "_START", ">e字", "0", "'s", "
", "३", "ḍ̇", "0", "EOT"]}
+{"text": "<EOT>Ａ'ſ🙂EOT\"ḍ̇Ⅳ㍿́٣٤٥٦", "tokens": 23, "pieces": ["<EOT", ">Ａ'ſ", "🙂EOT", "\"ḍ̇", "Ⅳ", "㍿́", "٣٤٥", "٦"]}
+{"text": "३.'M\t", "tokens": 4, "pieces": ["३", ".'", "M", "\t"]}
+{"text": "'Re'llİ<  \r\n\r\n\n<EOT>EOT.d<META_START>'ll!'S,", "tokens": 19, "pieces": ["'Re'll", "İ", "<", "  \r\n\r\n\n", "<EOT", ">EOT", ".d", "<META", "_START", ">'", "ll", "!'", "S", ","]}
+{"text": "1234567812345678'D'M\"㍿🙂'S'S<|endoftext|> >\n.'S.é<EOT>𐞁​🙂 ſ   \n<\r\nḍ̇0👍🏽!३,", "tokens": 52, "pieces": ["123", "456", "781", "234", "567", "8", "'D'M", "\"㍿🙂'", "S'S", "<|", "endoftext", "|>", " >\n", ".'", "S", ".é", "<EOT", ">𐞁", "​🙂", " ſ", "   \n", "<\r\n", "ḍ̇", "0", "👍🏽!", "३", ","]}
+{"text": "'Sß'll
‍ß-é'D.Ａ३!!字're'll(0a'\"ⅣEOT‍🙂\r\n㍿😀🏽Ａ<EOT>#$%EOT   \n!!fíḍ̇", "tokens": 48, "pieces": ["'Sß'll", "
", "‍ß", "-é'D", ".Ａ", "३", "!!", "字're", "'ll", "(", "0", "a", "'\"", "Ⅳ", "EOT", "‍🙂\r\n", "㍿😀🏽", "Ａ", "<EOT", ">#$%", "EOT", "   \n", "!!", "fíḍ̇"]}
+{"text": "👍🏽Z'ſ \r\n-\r\n!字fi   \n,s   \n㍿,<|fim_prefix|>12345678🙂漢عemsḍ̇'e\"<|endoftext|>\tⅣ", "tokens": 45, "pieces": ["👍🏽", "Z'ſ", " \r\n", "-\r\n", "!字fi", "   \n", ",s", "   \n", "㍿,<|", "fim", "_prefix", "|>", "123", "456", "78", "🙂漢عemsḍ̇", "'e", "\"<|", "endoftext", "|>", "\t", "Ⅳ"]}
+{"text": "!!\t\r\n\r\n
😀🏽\r0\u000b😀🏽ع <|endoftext|>0 ٣٤٥٦\u000b​s३<|endoftext|> ́'VEEOT　mmå<META_START>-३字<META_START>३  漢", "tokens": 60, "pieces": ["!!", "\t\r\n\r\n", "
", "😀🏽\r", "0", "\u000b", "😀🏽", "ع", " <|", "endoftext", "|>", "0", " ", "٣٤٥", "٦", "\u000b", "​s", "३", "<|", "endoftext", "|>", " ́'VE", "EOT", "　mmå", "<META", "_START", ">-", "३", "字", "<META", "_START", ">", "३", " ", " 漢"]}
+{"text": "ع½śdDž!!,Z'llt३́Ａ", "tokens": 15, "pieces": ["ع", "½", "śd", "Dž", "!!,", "Z'll", "t", "३", "́", "Ａ"]}
+{"text": "<|endoftext|>'ll12345678   \n漢're३㍿'S-\"'re…<|endoftext|>'Śḍ̇!!", "tokens": 38, "pieces": ["<|", "endoftext", "|>'", "ll", "123", "456", "78", "   \n", "漢're", "३", "㍿'", "S", "-\"'", "re", "…", "<|", "endoftext", "|>'", "Śḍ̇", "!!"]}
+{"text": "ḍ̇0!\t​👍🏽9ſ(dⅣt'VE­0'D<漢\r\n\r\nＡ<|fim_prefix|>EOTfi", "tokens": 34, "pieces": ["ḍ̇", "0", "!", "\t", "​👍🏽", "9", "ſ", "(d", "Ⅳ", "t'VE", "­", "0", "'D", "<漢", "\r\n\r\n", "Ａ", "<|", "fim", "_prefix", "|>", "EOTfi"]}
+{"text": "‍  \"\rsß½ꟲß😀🏽…漢'M㍿<́-t‍漢Zعd<|endoftext|>", "tokens": 37, "pieces": ["‍", " ", " \"\r", "sß", "½", "ꟲß", "😀🏽", "…漢'M", "㍿<́-", "t", "‍漢Zعd", "<|", "endoftext", "|>"]}
+{"text": " 're!ém<|fim_prefix|>​\r\n<|endoftext|>\rع​#$%'llḍ̇㋿𐞁Ａ!>\rå­12345678ſéꟲ٣٤٥٦Ａm\r\n\r\nع'ſ'", "tokens": 64, "pieces": [" '", "re", "!ém", "<|", "fim", "_prefix", "|>​\r\n", "<|", "endoftext", "|>\r", "ع", "​#$%'", "llḍ̇", "㋿𐞁", "Ａ", "!>\r", "å", "­", "123", "456", "78", "ſéꟲ", "٣٤٥", "٦", "Ａm", "\r\n\r\n", "ع'ſ", "'"]}
+{"text": "'sEOTefi'\r\n\r\ń­ß<|endoftext|>t'reⅣ🙂", "tokens": 21, "pieces": ["'s", "EOTefi", "'\r\n\r\n", "́", "­ß", "<|", "endoftext", "|>", "t're", "Ⅳ", "🙂"]}
+{"text": ">(😀🏽'M\téⅣ\u000b'VE!!   \n(\tm\t12345678<.t<|fim_prefix|>'re​,  ́ꟲ!!​<EOT>\r\nDž'sḍ̇", "tokens": 51, "pieces": [">(😀🏽'", "M", "\té", "Ⅳ", "\u000b", "'VE", "!!", "   \n", "(", "\tm", "\t", "123", "456", "78", "<.", "t", "<|", "fim", "_prefix", "|>'", "re", "​,", " ", " ́ꟲ", "!!​<", "EOT", ">\r\n", "Dž's", "ḍ̇"]}
+{"text": "🙂'ſⅣ'Re漢́㍿<META_START>'Mmd-t!!🙂-!!'Sİ'ſ३㋿\r𐞁'S'T<|endoftext|>m'VEſ…dع'rem٣٤٥٦", "tokens": 59, "pieces": ["🙂'", "ſ", "Ⅳ", "'Re漢́", "㍿<", "META", "_START", ">'", "Mmd", "-t", "!!🙂-!!'", "Sİ'ſ", "३", "㋿\r", "𐞁'S", "'T", "<|", "endoftext", "|>", "m'VE", "ſ", "…dع're", "m", "٣٤٥", "٦"]}
+{"text": "-👍🏽­'ll12345678!३㋿ß‍ 'så\r\nⅣ\r\n\r\n
\r\n ㍿३ m   \n\t", "tokens": 34, "pieces": ["-👍🏽­'", "ll", "123", "456", "78", "!", "३", "㋿ß", "‍", " '", "så", "\r\n", "Ⅳ", "\r\n\r\n
\r\n", " ", "㍿", "३", " m", "   \n", "\t"]}
+{"text": "ḍ̇!m㍿s\r　,𐞁ع  fí", "tokens": 20, "pieces": ["ḍ̇", "!m", "㍿s", "\r", "　", ",𐞁ع", " ", " fí"]}
+{"text": ",İ\r\n\u000b", "tokens": 4, "pieces": [",İ", "\r\n", "\u000b"]}
+{"text": "‍#$%<'S'ReⅣee𐞁'M \r\n9-٣٤٥٦…,'re٣٤٥٦'M'VE<META_START>  'T٣٤٥٦<META_START>Ａ-\"-'VEſſ-", "tokens": 55, "pieces": ["‍#$%<'", "S'Re", "Ⅳ", "ee𐞁'M", " \r\n", "9", "-", "٣٤٥", "٦", "…", ",'", "re", "٣٤٥", "٦", "'M'VE", "<META", "_START", ">", " ", " '", "T", "٣٤٥", "٦", "<META", "_START", ">Ａ", "-\"-'", "VEſſ", "-"]}
+{"text": "<|endoftext|>३ <‍<EOT>İ'så३'Mta's'M'ſ're  \r\n\r\nꟲ\n😀🏽'Reꟲå\ndꟲ9Z\r\u000b   \n\r\nté­İ", "tokens": 55, "pieces": ["<|", "endoftext", "|>", "३", " <‍<", "EOT", ">İ's", "å", "३", "'Mta's", "'M'ſ", "'re", "  \r\n\r\n", "ꟲ", "\n", "😀🏽'", "Reꟲå", "\n", "dꟲ", "9", "Z", "\r\u000b   \n\r\n", "té", "­İ"]}
+{"text": "<META_START>㋿<META_START><|endoftext|>é<EOT>‍å   \n३!😀🏽  \n'VE\t\r\n\r\n\néßå🙂\r\n\r\nfia", "tokens": 43, "pieces": ["<META", "_START", ">㋿<", "META", "_START", "><|", "endoftext", "|>", "é", "<EOT", ">‍", "å", "   \n", "३", "!😀🏽", "  \n", "'VE", "\t\r\n\r\n\n", "éßå", "🙂\r\n\r\n", "fia"]}
+{"text": "字s12345678", "tokens": 5, "pieces": ["字s", "123", "456", "78"]}
+{"text": "ḍ̇m㋿\n👍🏽,😀🏽 漢   \n­<!0'ſå0EOTİ字字å👍🏽😀🏽½", "tokens": 40, "pieces": ["ḍ̇m", "㋿\n", "👍🏽,😀🏽", " 漢", "   \n", "­<!", "0", "'ſå", "0", "EOTİ字字å", "👍🏽😀🏽", "½"]}
+{"text": "\u000b́'MİＡ12345678EOT<|fim_prefix|>'T漢\t́'MåEOT're<META_START>9t­\rß!　Ⅳ‍'Re\r", "tokens": 43, "pieces": ["\u000b́'M", "İＡ", "123", "456", "78", "EOT", "<|", "fim", "_prefix", "|>'", "T漢", "\t́'M", "å", "EOT're", "<META", "_START", ">", "9", "t", "­\r", "ß", "!", "　", "Ⅳ", "‍'", "Re", "\r"]}
+{"text": "漢٣٤٥٦d<|fim_prefix|>'sEOT #$%​<|endoftext|> 'Sfiع!\"ſ漢", "tokens": 33, "pieces": ["漢", "٣٤٥", "٦", "d", "<|", "fim", "_prefix", "|>'", "s", "EOT", " ", "#$%​<|", "endoftext", "|>", " ", "'Sfiع", "!\"", "ſ漢"]}
+{"text": "'🙂ſ३'VE99
t…🙂字EOT0.   \n​عEOTtꟲDžfí'llİ‍\r\né", "tokens": 36, "pieces": ["'🙂", "ſ", "३", "'VE", "99", "
t", "…", "🙂字", "EOT", "0", ".", "   \n", "​عEOTtꟲ", "Džfí'll", "İ", "‍\r\n", "é"]}
+{"text": "'S​'ll‍
İ", "tokens": 7, "pieces": ["'S", "​'", "ll", "‍", "
İ"]}
+{"text": "å'Så  ३<EOT>é👍🏽'VE><\r\n\r\n😀🏽𐞁'<META_START>aEOT\r\n\r\nß'll0Dže​Ａꟲ", "tokens": 44, "pieces": ["å'S", "å", " ", " ", "३", "<EOT", ">é", "👍🏽'", "VE", "><\r\n\r\n", "😀🏽", "𐞁", "'<", "META", "_START", ">a", "EOT", "\r\n\r\n", "ß'll", "0", "Dže", "​Ａꟲ"]}
+{"text": "''Mع<META_START>>🙂ꟲ\r\n 9e\"字
", "tokens": 18, "pieces": ["''", "Mع", "<META", "_START", ">>🙂", "ꟲ", "\r\n", " ", "9", "e", "\"字", "
"]}
+{"text": ",
!<|endoftext|>‍㍿…'M‍㍿  \r\n'Mtİḍ̇fi👍🏽.\r\n\r\né>'re\"\r\n", "tokens": 37, "pieces": [",", "
", "!<|", "endoftext", "|>‍㍿", "…", "'M", "‍㍿", "  \r\n", "'Mt", "İḍ̇fi", "👍🏽.\r\n\r\n", "é", ">'", "re", "\"\r\n"]}
+{"text": "'M'D‍012345678'll12345678<|fim_prefix|>\u000bＡ　ḍ̇!Ⅳ,'ll‍Ａ>İé   \n👍🏽're9''ll<META_START>漢-.a\n㋿é", "tokens": 54, "pieces": ["'M'D", "‍", "012", "345", "678", "'ll", "123", "456", "78", "<|", "fim", "_prefix", "|>", "\u000bＡ", "　ḍ̇", "!", "Ⅳ", ",'", "ll", "‍Ａ", ">İé", "   \n", "👍🏽'", "re", "9", "''", "ll", "<META", "_START", ">漢", "-.", "a", "\n", "㋿é"]}
+{"text": "'VE-'llḍ̇fi'DⅣ.​,́", "tokens": 14, "pieces": ["'VE", "-'", "llḍ̇fi'D", "Ⅳ", ".​,́"]}
+{"text": "<|endoftext|>tm😀🏽!!'T,'sfi,漢,'ſfiZé<|fim_prefix|>,,!!
\t", "tokens": 34, "pieces": ["<|", "endoftext", "|>", "tm", "😀🏽!!'", "T", ",'", "sfi", ",漢", ",'", "ſfi", "Zé", "<|", "fim", "_prefix", "|>,,!!", "
\t"]}
+{"text": "́'Reꟲ   \n'M>.　9 EOT#$%👍🏽t字   \nt​  ٣٤٥٦(<|fim_prefix|>'re\t", "tokens": 36, "pieces": ["́'Re", "ꟲ", "   \n", "'M", ">.", "　", "9", " EOT", "#$%👍🏽", "t字", "   \n", "t", "​", " ", " ", "٣٤٥", "٦", "(<|", "fim", "_prefix", "|>'", "re", "\t"]}
+{"text": "\t're…'VEſ字ea🙂\re٣٤٥٦'T字'reé'llꟲ'ſ½   \nⅣa", "tokens": 32, "pieces": ["\t", "'re", "…", "'VEſ字ea", "🙂\r", "e", "٣٤٥", "٦", "'T字're", "é'll", "ꟲ'ſ", "½", "   \n", "Ⅳ", "a"]}
+{"text": "\tⅣe　0漢\u000b<EOT>'D,　,漢Ⅳع😀🏽é́
'D<META_START>   \n\t.‍dꟲİ‍#$%Ａ'T", "tokens": 44, "pieces": ["\t", "Ⅳ", "e", "　", "0", "漢", "\u000b", "<EOT", ">'", "D", ",", "　", ",漢", "Ⅳ", "ع", "😀🏽", "é́", "
", "'D", "<META", "_START", ">", "   \n", "\t", ".‍", "dꟲ", "İ", "‍#$%", "Ａ'T"]}
+{"text": "字!!'s  're'D\r\n\r\n(​👍🏽\r\n\r\n𐞁'll fiDž123456780‍'Tå漢٣٤٥٦", "tokens": 36, "pieces": ["字", "!!'", "s", " ", " '", "re'D", "\r\n\r\n", "(​👍🏽\r\n\r\n", "𐞁'll", " fi", "Dž", "123", "456", "780", "‍'", "Tå漢", "٣٤٥", "٦"]}
+{"text": "Ⅳ. ⅣEOT  \raſ漢<👍🏽-!e.٣٤٥٦.m", "tokens": 26, "pieces": ["Ⅳ", ".", " ", "Ⅳ", "EOT", "  \r", "aſ漢", "<👍🏽-!", "e", ".", "٣٤٥", "٦", ".m"]}
+{"text": "-#$%'T…Z<|fim_prefix|>\"9   \n½<|fim_prefix|>'M", "tokens": 23, "pieces": ["-#$%'", "T", "…Z", "<|", "fim", "_prefix", "|>\"", "9", "   \n", "½", "<|", "fim", "_prefix", "|>'", "M"]}
+{"text": "ꟲ३'T  .
<''T'ReＡe'S<META_START><|endoftext|>​a<|endoftext|>𐞁\r\n　>EOT're😀🏽Z'T\"#$%ßZ'll\r\n\r\n㍿", "tokens": 58, "pieces": ["ꟲ", "३", "'T", " ", " .", "
", "<''", "T'Re", "Ａe'S", "<META", "_START", "><|", "endoftext", "|>​", "a", "<|", "endoftext", "|>", "𐞁", "\r\n", "　", ">EOT're", "😀🏽", "Z'T", "\"#$%", "ß", "Z'll", "\r\n\r\n", "㍿"]}
+{"text": ">m­​   \n'Ds\u000bé㋿́", "tokens": 13, "pieces": [">m", "­​", "   \n", "'Ds", "\u000bé", "㋿́"]}
+{"text": "<‍\n'MZfiß\tfi!'S\r…'s!!tǻ漢عꟲعå'ſEOT", "tokens": 31, "pieces": ["<‍\n", "'MZfiß", "\tfi", "!'", "S", "\r", "…", "'s", "!!", "tǻ漢عꟲعå'ſ", "EOT"]}
+{"text": "字😀🏽👍🏽‍ع\u000b'S㍿<|endoftext|>a!'ll", "tokens": 24, "pieces": ["字", "😀🏽👍🏽‍", "ع", "\u000b", "'S", "㍿<|", "endoftext", "|>", "a", "!'", "ll"]}
+{"text": "ꟲ<|endoftext|>‍😀🏽<META_START>​('ſ<|endoftext|>\t  ​\u000b'D!!㍿'s\r\n\r\n>\"字   \n‍", "tokens": 43, "pieces": ["ꟲ", "<|", "endoftext", "|>‍😀🏽<", "META", "_START", ">​('", "ſ", "<|", "endoftext", "|>", "\t ", " ​", "\u000b", "'D", "!!㍿'", "s", "\r\n\r\n", ">\"", "字", "   \n", "‍"]}
+{"text": "m   \n漢<EOT>'S  \"İ漢𐞁", "tokens": 15, "pieces": ["m", "   \n", "漢", "<EOT", ">'", "S", " ", " \"", "İ漢𐞁"]}
+{"text": " EOTé٣٤٥٦a#$%عEOT#$%ع\n🙂  aZ​EOT\r\nع字m'Re𐞁Ⅳ'SＡ'S  \u000b
!EOT'll<META_START>字", "tokens": 51, "pieces": [" EOTé", "٣٤٥", "٦", "a", "#$%", "ع", "EOT", "#$%", "ع", "\n", "🙂", " ", " a", "Z", "​EOT", "\r\n", "ع字m'Re", "𐞁", "Ⅳ", "'SＡ'S", "  \u000b", "
", "!EOT'll", "<META", "_START", ">字"]}
+{"text": "́عé३'re!!.'­a !0s…\"åé's😀🏽9", "tokens": 24, "pieces": ["́عé", "३", "'re", "!!.'­", "a", " !", "0", "s", "…", "\"åé's", "😀🏽", "9"]}
+{"text": "ḍ̇é\t>\r.d‍'Re字 \tß!<EOT>\t   \n漢'fi t", "tokens": 25, "pieces": ["ḍ̇é", "\t", ">\r", ".d", "‍'", "Re字", " ", "\tß", "!<", "EOT", ">", "\t   \n", "漢", "'fi", " t"]}
+{"text": "Z'S0Ａ\r\n\r\n\r\n\r\nß,㋿", "tokens": 10, "pieces": ["Z'S", "0", "Ａ", "\r\n\r\n\r\n\r\n", "ß", ",㋿"]}
+{"text": "½é½😀🏽#$%­😀🏽0 9ſ(\r\r>𐞁'Sß-<|fim_prefix|>👍🏽\n👍🏽İ\"عZ'Z,
", "tokens": 48, "pieces": ["½", "é", "½", "😀🏽#$%­😀🏽", "0", " ", "9", "ſ", "(\r\r", ">𐞁'S", "ß", "-<|", "fim", "_prefix", "|>👍🏽\n", "👍🏽", "İ", "\"ع", "Z", "'Z", ",", "
"]}
+{"text": "!DžEOT's𐞁t ́\t🙂a٣٤٥٦ḍ̇ꟲＡZ  <EOT>.m0  !!İ'Dt\r'll<|endoftext|>Z\nZ#$%'s­㋿‍#$%", "tokens": 62, "pieces": ["!DžEOT's", "𐞁t", " ́", "\t", "🙂a", "٣٤٥", "٦", "ḍ̇ꟲ", "ＡZ", " ", " <", "EOT", ">.", "m", "0", " ", " !!", "İ'D", "t", "\r", "'ll", "<|", "endoftext", "|>", "Z", "\n", "Z", "#$%'", "s", "­㋿‍#$%"]}
+{"text": "<(d  İs 9!!\r\n\r\n<|endoftext|>s…\r\n'ſ'D'ſ", "tokens": 24, "pieces": ["<(", "d", " ", " İs", " ", "9", "!!\r\n\r\n", "<|", "endoftext", "|>", "s", "…\r\n", "'ſ'D", "'ſ"]}
+{"text": "́½0", "tokens": 3, "pieces": ["́", "½0"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㋿é­", "tokens": 5, "pieces": ["㋿é", "­"]}
+{"text": "😀🏽<EOT>aع'VE\"9㍿#$%😀🏽
eEOT!!'sſ<|fim_prefix|>'Re\u000bZ漢'T>­𐞁३　e'ſ‍", "tokens": 51, "pieces": ["😀🏽<", "EOT", ">aع'VE", "\"", "9", "㍿#$%😀🏽", "
e", "EOT", "!!'", "sſ", "<|", "fim", "_prefix", "|>'", "Re", "\u000bZ漢'T", ">­", "𐞁", "३", "　e'ſ", "‍"]}
+{"text": "#$% #$%Zꟲ漢　EOT'ſ'reＡ­'VE漢😀🏽३😀🏽s9( >\r   \n\u000b
m<|fim_prefix|><   \n٣٤٥٦​e\r\n٣٤٥٦
", "tokens": 56, "pieces": ["#$%", " ", "#$%", "Zꟲ漢", "　EOT'ſ", "'re", "Ａ", "­'", "VE漢", "😀🏽", "३", "😀🏽", "s", "9", "(", " >\r", "   \n", "\u000b", "
m", "<|", "fim", "_prefix", "|><", "   \n", "٣٤٥", "٦", "​e", "\r\n", "٣٤٥", "٦", "
"]}
+{"text": "'s<META_START> 
\nİ,'VE　-a   \n\r12345678#$%'S", "tokens": 21, "pieces": ["'s", "<META", "_START", ">", " 
\n", "İ", ",'", "VE", "　", "-a", "   \n\r", "123", "456", "78", "#$%'", "S"]}
+{"text": "'Mdꟲ字", "tokens": 6, "pieces": ["'Mdꟲ字"]}
+{"text": "…ſ　12345678…㍿  😀🏽m!!ḍ̇", "tokens": 22, "pieces": ["…ſ", "　", "123", "456", "78", "…", "㍿", " ", " ", "😀🏽", "m", "!!", "ḍ̇"]}
+{"text": "12345678e.fi're#$%­   \n,漢𐞁👍🏽", "tokens": 20, "pieces": ["123", "456", "78", "e", ".fi're", "#$%­", "   \n", ",漢𐞁", "👍🏽"]}
+{"text": ". 漢sss\u000b\r\n\r\nſs\n😀🏽\t'ret EOT!!‍㍿,\r're\u000b'Re\"Ⅳ'M  ", "tokens": 33, "pieces": [".", " 漢sss", "\u000b\r\n\r\n", "ſs", "\n", "😀🏽", "\t", "'ret", " EOT", "!!‍㍿,\r", "'re", "\u000b", "'Re", "\"", "Ⅳ", "'M", "  "]}
+{"text": "!!(!!🙂Ａ㋿㍿0㍿", "tokens": 15, "pieces": ["!!(!!🙂", "Ａ", "㋿㍿", "0", "㍿"]}
+{"text": "𐞁Ź\r\n\r\n're'Tſ'D\td'T're9­<EOT>​e🙂Zع\n'D­\r\n\u000b😀🏽½.ع字😀🏽İEOT½", "tokens": 44, "pieces": ["𐞁Ź", "\r\n\r\n", "'re'T", "ſ'D", "\td'T", "'re", "9", "­<", "EOT", ">​", "e", "🙂Zع", "\n", "'D", "­\r\n", "\u000b", "😀🏽", "½", ".ع字", "😀🏽", "İEOT", "½"]}
+{"text": "İ>", "tokens": 2, "pieces": ["İ", ">"]}
+{"text": "é𐞁漢", "tokens": 6, "pieces": ["é𐞁漢"]}
+{"text": "!!   \n½👍🏽😀🏽#$%<|endoftext|><|fim_prefix|>.㋿<|endoftext|>\u000b", "tokens": 34, "pieces": ["!!", "   \n", "½", "👍🏽😀🏽#$%<|", "endoftext", "|><|", "fim", "_prefix", "|>.㋿<|", "endoftext", "|>", "\u000b"]}
+{"text": "'ll\r\n<|endoftext|>İ­\r\n\r\n's t's'reét\r٣٤٥٦dd(><EOT>m<|endoftext|>'D㍿é", "tokens": 43, "pieces": ["'ll", "\r\n", "<|", "endoftext", "|>", "İ", "­\r\n\r\n", "'s", " t's", "'reét", "\r", "٣٤٥", "٦", "dd", "(><", "EOT", ">m", "<|", "endoftext", "|>'", "D", "㍿é"]}
+{"text": "𐞁𐞁'T", "tokens": 9, "pieces": ["𐞁𐞁'T"]}
+{"text": "12345678'T'ſ#$%d​EOTⅣ-…<|fim_prefix|>ꟲ's12345678Džé'llm'VE(Ａåİ́", "tokens": 43, "pieces": ["123", "456", "78", "'T'ſ", "#$%", "d", "​EOT", "Ⅳ", "-", "…", "<|", "fim", "_prefix", "|>", "ꟲ's", "123", "456", "78", "Džé'll", "m'VE", "(Ａå", "İ́"]}
+{"text": "👍🏽12345678­ <EOT>   \n0å'S​́ſ0Dž9s12345678é\"ſEOT'llḍ̇-éDžfi're'S", "tokens": 44, "pieces": ["👍🏽", "123", "456", "78", "­", " ", "<EOT", ">", "   \n", "0", "å'S", "​́ſ", "0", "Dž", "9", "s", "123", "456", "78", "é", "\"ſ", "EOT'll", "ḍ̇", "-é", "Džfi're", "'S"]}
+{"text": "'llåfi😀🏽e\r\n\t　d<|fim_prefix|>", "tokens": 18, "pieces": ["'llåfi", "😀🏽", "e", "\r\n", "\t", "　d", "<|", "fim", "_prefix", "|>"]}
+{"text": "'Re\r\n\r\n<META_START><|endoftext|>#$%(    \n", "tokens": 15, "pieces": ["'Re", "\r\n\r\n", "<META", "_START", "><|", "endoftext", "|>#$%(", "    \n"]}
+{"text": ",<META_START>­s.\t\u000b㋿
!!😀🏽'M<|endoftext|>#$%㋿漢e's🙂\t३e'T'm!!.,EOT
<META_START>­mꟲZ", "tokens": 55, "pieces": [",<", "META", "_START", ">­", "s", ".", "\t", "\u000b", "㋿", "
", "!!😀🏽'", "M", "<|", "endoftext", "|>#$%㋿", "漢e's", "🙂", "\t", "३", "e'T", "'m", "!!.,", "EOT", "
", "<META", "_START", ">­", "mꟲ", "Z"]}
+{"text": "​>ꟲꟲ㋿\r\nſ👍🏽'Re'T ½'M(", "tokens": 23, "pieces": ["​>", "ꟲꟲ", "㋿\r\n", "ſ", "👍🏽'", "Re'T", " ", "½", "'M", "("]}
+{"text": "Ａꟲſ
!dfiEOT12345678", "tokens": 14, "pieces": ["Ａꟲſ", "
", "!dfi", "EOT", "123", "456", "78"]}
+{"text": "字'S<|endoftext|>9('llꟲ,d-\r\n\r\n12345678té\r\n\r\n٣٤٥٦'S9🙂\"-ꟲＡ9   \n>'llſ­EOT", "tokens": 43, "pieces": ["字'S", "<|", "endoftext", "|>", "9", "('", "llꟲ", ",d", "-\r\n\r\n", "123", "456", "78", "té", "\r\n\r\n", "٣٤٥", "٦", "'S", "9", "🙂\"-", "ꟲ", "Ａ", "9", "   \n", ">'", "llſ", "­EOT"]}
+{"text": "  ३fi㍿(\re'reſ\"'VE0😀🏽!!𐞁12345678<|endoftext|>ع ZZ'Reé­a9🙂́'ſ­s​", "tokens": 45, "pieces": [" ", " ", "३", "fi", "㍿(\r", "e're", "ſ", "\"'", "VE", "0", "😀🏽!!", "𐞁", "123", "456", "78", "<|", "endoftext", "|>", "ع", " ZZ'Re", "é", "­a", "9", "🙂́'ſ", "­s", "​"]}
+{"text": "‍'re!!'Re\rfiDž½🙂'Dḍ̇d'ſ…'s\r\n\r\n\r\n('", "tokens": 25, "pieces": ["‍'", "re", "!!'", "Re", "\r", "fi", "Dž", "½", "🙂'", "Dḍ̇d'ſ", "…", "'s", "\r\n\r\n\r\n", "('"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "!
\t​İ'M ㋿'Dm>ꟲ
'llEOTꟲ ꟲꟲ\"fi\r\nm!ß(…\u000b…𐞁", "tokens": 45, "pieces": ["!", "
", "\t", "​İ'M", " ㋿'", "Dm", ">ꟲ", "
", "'ll", "EOTꟲ", " ꟲꟲ", "\"fi", "\r\n", "m", "!ß", "(", "…\u000b", "…𐞁"]}
+{"text": "٣٤٥٦'D   \n#$%\t0-aå😀🏽0‍!e㍿🙂#$%fi-…٣٤٥٦é", "tokens": 34, "pieces": ["٣٤٥", "٦", "'D", "   \n", "#$%", "\t", "0", "-aå", "😀🏽", "0", "‍!", "e", "㍿🙂#$%", "fi", "-", "…", "٣٤٥", "٦", "é"]}
+{"text": "'re\r\n​!!   \n​漢Ａ<EOT>\r\n㍿!!\r\nع.😀🏽'ſ<|fim_prefix|>\rZ<\r\n", "tokens": 33, "pieces": ["'re", "\r\n", "​!!", "   \n", "​漢", "Ａ", "<EOT", ">\r\n", "㍿!!\r\n", "ع", ".😀🏽'", "ſ", "<|", "fim", "_prefix", "|>\r", "Z", "<\r\n"]}
+{"text": "­ꟲ9'M.Z　😀🏽'VE's😀🏽>\r\n\r\nß .
   \ń<META_START>'sḍ̇<EOT>'VEm", "tokens": 36, "pieces": ["­ꟲ", "9", "'M", ".Z", "　", "😀🏽'", "VE's", "😀🏽>\r\n\r\n", "ß", " .", "
   \n", "́", "<META", "_START", ">'", "sḍ̇", "<EOT", ">'", "VEm"]}
+{"text": "Dž \r\n\r\nß㍿'re<|fim_prefix|>👍🏽'Re ​0", "tokens": 23, "pieces": ["Dž", " \r\n\r\n", "ß", "㍿'", "re", "<|", "fim", "_prefix", "|>👍🏽'", "Re", " ​", "0"]}
+{"text": "İe'll", "tokens": 3, "pieces": ["İe'll"]}
+{"text": "ſ<|endoftext|>
é0'Re#$%<EOT>daꟲ  'S٣٤٥٦'Re½漢\r\n  ٣٤٥٦́　㍿Ａ'll㋿(", "tokens": 51, "pieces": ["ſ", "<|", "endoftext", "|>", "
é", "0", "'Re", "#$%<", "EOT", ">daꟲ", " ", " '", "S", "٣٤٥", "٦", "'Re", "½", "漢", "\r\n", " ", " ", "٣٤٥", "٦", "́", "　", "㍿Ａ'll", "㋿("]}
+{"text": "٣٤٥٦-tꟲ9EOT<EOT>ſ\u000b́Zm0<EOT>-.<|endoftext|>\r\n  ́  <'s<|endoftext|>
", "tokens": 45, "pieces": ["٣٤٥", "٦", "-tꟲ", "9", "EOT", "<EOT", ">ſ", "\u000b́Zm", "0", "<EOT", ">-.<|", "endoftext", "|>\r\n", " ", " ́", " ", " <'", "s", "<|", "endoftext", "|>", "
"]}
+{"text": "a'd12345678𐞁", "tokens": 9, "pieces": ["a'd", "123", "456", "78", "𐞁"]}
+{"text": "ß\r'ſ\u000b٣٤٥٦>Ⅳ㍿Ⅳséå<m\"   \n   \n\r\n\r\n'Re'D\u000b𐞁.<EOT>ſ𐞁\u000bİ'VE字EOT'Re😀🏽 0😀🏽eaⅣ", "tokens": 60, "pieces": ["ß", "\r", "'ſ", "\u000b", "٣٤٥", "٦", ">", "Ⅳ", "㍿", "Ⅳ", "séå", "<m", "\"", "   \n   \n\r\n\r\n", "'Re'D", "\u000b𐞁", ".<", "EOT", ">ſ𐞁", "\u000bİ'VE", "字", "EOT'Re", "😀🏽", " ", "0", "😀🏽", "ea", "Ⅳ"]}
+{"text": "\r\n\r\n<|endoftext|>!!\u000b'Dḍ̇å\r …a<|fim_prefix|>!!#$%👍🏽ꟲⅣ-\tt.<EOT>\r\n
\"​𐞁\"\r\n\r\n'Z'ſ'S#$%<META_START>", "tokens": 63, "pieces": ["\r\n\r\n", "<|", "endoftext", "|>!!", "\u000b", "'Dḍ̇å", "\r", " ", "…a", "<|", "fim", "_prefix", "|>!!#$%👍🏽", "ꟲ", "Ⅳ", "-", "\tt", ".<", "EOT", ">\r\n", "
", "\"​", "𐞁", "\"\r\n\r\n", "'Z'ſ", "'S", "#$%<", "META", "_START", ">"]}
+{"text": "<META_START>\r'T½\n٣٤٥٦'\"m\"𐞁<EOT>", "tokens": 22, "pieces": ["<META", "_START", ">\r", "'T", "½", "\n", "٣٤٥", "٦", "'\"", "m", "\"𐞁", "<EOT", ">"]}
+{"text": "\r\nⅣ\r'Reع㋿​d🙂m<|endoftext|>12345678dḍ̇\"'sſ<META_START>'Re½t#$%🙂e#$%　'll", "tokens": 45, "pieces": ["\r\n", "Ⅳ", "\r", "'Reع", "㋿​", "d", "🙂m", "<|", "endoftext", "|>", "123", "456", "78", "dḍ̇", "\"'", "sſ", "<META", "_START", ">'", "Re", "½", "t", "#$%🙂", "e", "#$%", "　", "'ll"]}
+{"text": "🙂!!\n<|fim_prefix|>​'M0<|endoftext|>…‍fieſaet😀🏽​aZ  　'll👍🏽Ａ", "tokens": 40, "pieces": ["🙂!!\n", "<|", "fim", "_prefix", "|>​'", "M", "0", "<|", "endoftext", "|>", "…", "‍fieſaet", "😀🏽​", "a", "Z", "  ", "　", "'ll", "👍🏽", "Ａ"]}
+{"text": "#$%>. 😀🏽e\u000b'll👍🏽EOT\"٣٤٥٦eꟲ!!>٣٤٥٦12345678<\"ſa'Re'S\tDž12345678'D", "tokens": 45, "pieces": ["#$%>.", " 😀🏽", "e", "\u000b", "'ll", "👍🏽", "EOT", "\"", "٣٤٥", "٦", "eꟲ", "!!>", "٣٤٥", "٦12", "345", "678", "<\"", "ſa'Re", "'S", "\tDž", "123", "456", "78", "'D"]}
+{"text": "㍿\nع\r'ſ912345678Ⅳå,'M'Ré", "tokens": 19, "pieces": ["㍿\n", "ع", "\r", "'ſ", "912", "345", "678", "Ⅳ", "å", ",'", "M'Re", "́"]}
+{"text": "t'Dm🙂<\n0\r\n\r\n(d-🙂😀🏽-'SＡ😀🏽", "tokens": 19, "pieces": ["t'D", "m", "🙂<\n", "0", "\r\n\r\n", "(d", "-🙂😀🏽-'", "SＡ", "😀🏽"]}
+{"text": "Ⅳ9små're३ >​\"fi's<|fim_prefix|>!٣٤٥٦d‍İ#$%<|fim_prefix|>", "tokens": 35, "pieces": ["Ⅳ9", "små're", "३", " >​\"", "fi's", "<|", "fim", "_prefix", "|>!", "٣٤٥", "٦", "d", "‍İ", "#$%<|", "fim", "_prefix", "|>"]}
+{"text": "㋿ Z", "tokens": 5, "pieces": ["㋿", " Z"]}
+{"text": "\"'\r\nİ<|fim_prefix|>.   \n<EOT>å.(\u000bfi🙂ḍ̇　 ٣٤٥٦İ𐞁åſ👍🏽", "tokens": 38, "pieces": ["\"'\r\n", "İ", "<|", "fim", "_prefix", "|>.", "   \n", "<EOT", ">å", ".(", "\u000bfi", "🙂ḍ̇", "　", " ", "٣٤٥", "٦", "İ𐞁åſ", "👍🏽"]}
+{"text": "é  \r𐞁½🙂<META_START>३", "tokens": 14, "pieces": ["é", "  \r", "𐞁", "½", "🙂<", "META", "_START", ">", "३"]}
+{"text": "å👍🏽'D<EOT>ع　　́𐞁㍿'re👍🏽㍿½漢<|fim_prefix|>　😀🏽'ſå  e-㍿३", "tokens": 52, "pieces": ["å", "👍🏽'", "D", "<EOT", ">ع", "　", "　́𐞁", "㍿'", "re", "👍🏽㍿", "½", "漢", "<|", "fim", "_prefix", "|>", "　", "😀🏽'", "ſå", " ", " e", "-㍿", "३"]}
+{"text": "漢٣٤٥٦\r<|endoftext|>👍🏽٣٤٥٦½t…'VE'VE", "tokens": 28, "pieces": ["漢", "٣٤٥", "٦", "\r", "<|", "endoftext", "|>👍🏽", "٣٤٥", "٦½", "t", "…", "'VE'VE"]}
+{"text": "   \nİ-<漢\r\"\u000b
'S\r<|fim_prefix|><META_START>👍🏽sععt́㍿s<EOT>ꟲ𐞁\t<META_START>'9\t😀🏽", "tokens": 52, "pieces": ["   \n", "İ", "-<", "漢", "\r", "\"", "\u000b", "
", "'S", "\r", "<|", "fim", "_prefix", "|><", "META", "_START", ">👍🏽", "sععt́", "㍿s", "<EOT", ">ꟲ𐞁", "\t", "<META", "_START", ">'", "9", "\t", "😀🏽"]}
+{"text": "  👍🏽 #$%-​<META_START><ꟲİ'ſ㍿EOT><,!me👍🏽Ａ\n.d😀🏽Z'VE'VE>m'sZ", "tokens": 44, "pieces": [" ", " 👍🏽", " #$%-​<", "META", "_START", "><", "ꟲ", "İ'ſ", "㍿EOT", "><,!", "me", "👍🏽", "Ａ", "\n", ".d", "😀🏽", "Z'VE", "'VE", ">m's", "Z"]}
+{"text": "ſ 'Re-e\nDž\n<EOT>", "tokens": 11, "pieces": ["ſ", " ", "'Re", "-e", "\n", "Dž", "\n", "<EOT", ">"]}
+{"text": "ḍ̇ſésＡ'é'lls'ſ<EOT>­'M'll'sa😀🏽s", "tokens": 26, "pieces": ["ḍ̇ſés", "Ａ", "'é'll", "s'ſ", "<EOT", ">­'", "M'll", "'sa", "😀🏽", "s"]}
+{"text": "'​\u000b'Mꟲs字👍🏽t\n𐞁\"İZ'ſ½\r ſ'T🙂㋿😀🏽٣٤٥٦<|fim_prefix|><META_START>é½ Ａ​<META_START>漢'VE9🙂é", "tokens": 64, "pieces": ["'​", "\u000b", "'Mꟲs字", "👍🏽", "t", "\n", "𐞁", "\"İZ'ſ", "½", "\r", " ſ'T", "🙂㋿😀🏽", "٣٤٥", "٦", "<|", "fim", "_prefix", "|><", "META", "_START", ">é", "½", " Ａ", "​<", "META", "_START", ">漢'VE", "9", "🙂é"]}
+{"text": "
sé'M'VEsDžé.(‍\"'ſ", "tokens": 13, "pieces": ["
sé'M", "'VEs", "Džé", ".(‍\"'", "ſ"]}
+{"text": "'T12345678-\nd!!mé,9'll 'D\" ḍ̇m'ſ'T…<|endoftext|>12345678Ａ字#$%(fi12345678漢", "tokens": 43, "pieces": ["'T", "123", "456", "78", "-\n", "d", "!!", "mé", ",", "9", "'ll", " '", "D", "\"", " ḍ̇m'ſ", "'T", "…", "<|", "endoftext", "|>", "123", "456", "78", "Ａ字", "#$%(", "fi", "123", "456", "78", "漢"]}
+{"text": "<|endoftext|>Dž", "tokens": 9, "pieces": ["<|", "endoftext", "|>", "Dž"]}
+{"text": "‍<|endoftext|>><EOT><|fim_prefix|>'ſ   \nd's'llmⅣ'ſ'VE٣٤٥٦'VE\u000b'VE#$%dⅣꟲ字‍\r", "tokens": 49, "pieces": ["‍<|", "endoftext", "|>><", "EOT", "><|", "fim", "_prefix", "|>'", "ſ", "   \n", "d's", "'llm", "Ⅳ", "'ſ'VE", "٣٤٥", "٦", "'VE", "\u000b", "'VE", "#$%", "d", "Ⅳ", "ꟲ字", "‍\r"]}
+{"text": "'VEå9fi  'll-🙂!!
‍ééＡ\t\rfié<EOT>'D", "tokens": 28, "pieces": ["'VEå", "9", "fi", " ", " '", "ll", "-🙂!!", "
", "‍éé", "Ａ", "\t\r", "fié", "<EOT", ">'", "D"]}
+{"text": "\rDž#$%0\r\n㍿́12345678å😀🏽'ſ👍🏽", "tokens": 24, "pieces": ["\r", "Dž", "#$%", "0", "\r\n", "㍿́", "123", "456", "78", "å", "😀🏽'", "ſ", "👍🏽"]}
+{"text": "  ́<'Re912345678!'re<|fim_prefix|><META_START>0\"EOT​t#$%9Z12345678­'ll\"'re🙂😀🏽　　0<'ſ", "tokens": 45, "pieces": [" ", " ́", "<'", "Re", "912", "345", "678", "!'", "re", "<|", "fim", "_prefix", "|><", "META", "_START", ">", "0", "\"EOT", "​t", "#$%", "9", "Z", "123", "456", "78", "­'", "ll", "\"'", "re", "🙂😀🏽", "　", "　", "0", "<'", "ſ"]}
+{"text": "\r\n12345678#$%​<|endoftext|>>…EOTⅣ'Séå,́\tＡ\nßZ 😀🏽٣٤٥٦'M!#$%", "tokens": 43, "pieces": ["\r\n", "123", "456", "78", "#$%​<|", "endoftext", "|>>", "…EOT", "Ⅳ", "'Séå", ",́", "\tＡ", "\n", "ß", "Z", " ", "😀🏽", "٣٤٥", "٦", "'M", "!#$%"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'!e'ſ!漢'M're0\"İ\r\n\r\n\"😀🏽ꟲeåé>s", "tokens": 25, "pieces": ["'!", "e'ſ", "!漢'M", "'re", "0", "\"İ", "\r\n\r\n", "\"😀🏽", "ꟲeåé", ">s"]}
+{"text": "Dž<|endoftext|>!!ſ  …t0　å'ſ", "tokens": 21, "pieces": ["Dž", "<|", "endoftext", "|>!!", "ſ", "  ", "…t", "0", "　å'ſ"]}
+{"text": "😀🏽\r's12345678Dž'漢​…(s'0\r\n\r\n…\r٣٤٥٦İ漢<|endoftext|>'Re\u000b ", "tokens": 38, "pieces": ["😀🏽\r", "'s", "123", "456", "78", "Dž", "'漢", "​", "…", "(s", "'", "0", "\r\n\r\n…\r", "٣٤٥", "٦", "İ漢", "<|", "endoftext", "|>'", "Re", "\u000b "]}
+{"text": "'D!!m'Sé​ß  \"‍Z'T'ssİ‍Dž<\t>Dž", "tokens": 23, "pieces": ["'D", "!!", "m'S", "é", "​ß", " ", " \"‍", "Z'T", "'ss", "İ", "‍Dž", "<", "\t", ">Dž"]}
+{"text": "ꟲ(9   \n
m👍🏽0Ⅳ\r'T  𐞁!\r\n\r\n>­ſ　\u000b>\t'd'S🙂Ⅳé<\"", "tokens": 39, "pieces": ["ꟲ", "(", "9", "   \n", "
m", "👍🏽", "0Ⅳ", "\r", "'T", " ", " 𐞁", "!\r\n\r\n", ">­", "ſ", "　", "\u000b", ">", "\t", "'d'S", "🙂", "Ⅳ", "é", "<\""]}
+{"text": "𐞁<META_START>'S#$%字ſ\u000b", "tokens": 14, "pieces": ["𐞁", "<META", "_START", ">'", "S", "#$%", "字ſ", "\u000b"]}
+{"text": ".🙂ꟲ<|endoftext|>s𐞁३12345678!ß(½ét!é  t\r\n३.", "tokens": 36, "pieces": [".🙂", "ꟲ", "<|", "endoftext", "|>", "s𐞁", "३12", "345", "678", "!ß", "(", "½", "ét", "!é", " ", " t", "\r\n", "३", "."]}
+{"text": " ́s'VE.'S٣٤٥٦३٣٤٥٦-sſ'Ms…9're😀🏽t́Ａfi㋿‍'Re<½'M字0-'re!!EOT<META_START>'Ⅳå", "tokens": 54, "pieces": [" ́s'VE", ".'", "S", "٣٤٥", "٦३٣", "٤٥٦", "-sſ'M", "s", "…", "9", "'re", "😀🏽", "t́", "Ａfi", "㋿‍'", "Re", "<", "½", "'M字", "0", "-'", "re", "!!", "EOT", "<META", "_START", ">'", "Ⅳ", "å"]}
+{"text": "é('D 9ḿ'ſ\r'S", "tokens": 11, "pieces": ["é", "('", "D", " ", "9", "ḿ'ſ", "\r", "'S"]}
+{"text": " Zſ'\"", "tokens": 3, "pieces": [" Zſ", "'\""]}
+{"text": "漢​'Re<|endoftext|>Ⅳfi<EOT>!!", "tokens": 18, "pieces": ["漢", "​'", "Re", "<|", "endoftext", "|>", "Ⅳ", "fi", "<EOT", ">!!"]}
+{"text": "'M字<META_START>㋿éİß!!㋿ḍ̇Ａsꟲfi'T's漢!(ḍ̇Ⅳ😀🏽0åå9é", "tokens": 44, "pieces": ["'M字", "<META", "_START", ">㋿", "é", "İß", "!!㋿", "ḍ̇", "Ａsꟲfi'T", "'s漢", "!(", "ḍ̇", "Ⅳ", "😀🏽", "0", "åå", "9", "é"]}
+{"text": "\te字ꟲ….ſ", "tokens": 9, "pieces": ["\te字ꟲ", "…", ".ſ"]}
+{"text": "éd…­ ㋿٣٤٥٦​'t㋿İ.'Ts0𐞁
🙂'lltع  !!fi👍🏽!!́ ", "tokens": 42, "pieces": ["éd", "…", "­", " ㋿", "٣٤٥", "٦", "​'", "t", "㋿İ", ".'", "Ts", "0", "𐞁", "
", "🙂'", "lltع", " ", " !!", "fi", "👍🏽!!́", " "]}
+{"text": "🙂'Re🙂'll​漢'D(\r\n\r\nİ!👍🏽's'M\n-😀🏽Z\r\r\n<<12345678İa\r\n\r\n", "tokens": 33, "pieces": ["🙂'", "Re", "🙂'", "ll", "​漢'D", "(\r\n\r\n", "İ", "!👍🏽'", "s'M", "\n", "-😀🏽", "Z", "\r\r\n", "<<", "123", "456", "78", "İa", "\r\n\r\n"]}
+{"text": "'ll字é'M\r\n\r\n\n<|endoftext|>'D'🙂Džéİ<'reå'Reé<|endoftext|>　'T\r<META_START>'D…
s12345678><  sḍ̇𐞁٣٤٥٦'ll<fi\r\n\r\n", "tokens": 66, "pieces": ["'ll字é'M", "\r\n\r\n\n", "<|", "endoftext", "|>'", "D", "'🙂", "Džé", "İ", "<'", "reå'Re", "é", "<|", "endoftext", "|>", "　", "'T", "\r", "<META", "_START", ">'", "D", "…", "
s", "123", "456", "78", "><", " ", " sḍ̇𐞁", "٣٤٥", "٦", "'ll", "<fi", "\r\n\r\n"]}
+{"text": "
㍿'DＡ\r\n\r\n'!!>.'ſꟲ\neDž'Re\u000bع-🙂éé,m-\raİ ", "tokens": 35, "pieces": ["
", "㍿'", "DＡ", "\r\n\r\n", "'!!>.'", "ſꟲ", "\n", "e", "Dž'Re", "\u000bع", "-🙂", "éé", ",m", "-\r", "a", "İ", " "]}
+{"text": "é0'Re٣٤٥٦", "tokens": 8, "pieces": ["é", "0", "'Re", "٣٤٥", "٦"]}
+{"text": "d👍🏽  '\u000b…字'll٣٤٥٦<META_START> ſ'D", "tokens": 22, "pieces": ["d", "👍🏽", " ", " '", "\u000b", "…字'll", "٣٤٥", "٦", "<META", "_START", ">", " ſ'D"]}
+{"text": "🙂­㋿́s​å​'redfiİ'D
\r\n\r\ne0'T,e…'re漢é!!", "tokens": 29, "pieces": ["🙂­㋿́", "s", "​å", "​'", "redfi", "İ'D", "
\r\n\r\n", "e", "0", "'T", ",e", "…", "'re漢é", "!!"]}
+{"text": "'0!   \nⅣ9å㍿𐞁Z12345678é's…㍿!!('T
", "tokens": 32, "pieces": ["'", "0", "!", "   \n", "Ⅳ9", "å", "㍿𐞁", "Z", "123", "456", "78", "é's", "…", "㍿!!('", "T", "
"]}
+{"text": "m🙂'Ré", "tokens": 5, "pieces": ["m", "🙂'", "Ré"]}
+{"text": "٣٤٥٦ع́ḍ̇,👍🏽(́\r\nm's­'VE
👍🏽\"\r\nſ\u000b sZ٣٤٥٦.'Te𐞁\r'Da,ḍ̇\u000bꟲ!!", "tokens": 52, "pieces": ["٣٤٥", "٦", "ع́ḍ̇", ",👍🏽(́\r\n", "m's", "­'", "VE", "
", "👍🏽\"\r\n", "ſ", "\u000b", " s", "Z", "٣٤٥", "٦", ".'", "Te𐞁", "\r", "'Da", ",ḍ̇", "\u000bꟲ", "!!"]}
+{"text": "12345678'MsＡ𐞁e٣٤٥٦🙂<EOT>　", "tokens": 21, "pieces": ["123", "456", "78", "'Ms", "Ａ𐞁e", "٣٤٥", "٦", "🙂<", "EOT", ">", "　"]}
+{"text": "fi­Ａ字mⅣ'D𐞁'T👍🏽😀🏽're!#$%٣٤٥٦\nd", "tokens": 30, "pieces": ["fi", "­Ａ字m", "Ⅳ", "'D𐞁'T", "👍🏽😀🏽'", "re", "!#$%", "٣٤٥", "٦", "\n", "d"]}
+{"text": "<'ReＡ\r\ns<!
عt'VE\nß   \n<EOT>'s'ret㍿́𐞁.12345678-'S🙂>字\r\n\r\ns<META_START>㍿\r\ne\r\na12345678👍🏽\r\n", "tokens": 57, "pieces": ["<'", "Re", "Ａ", "\r\n", "s", "<!", "
عt'VE", "\n", "ß", "   \n", "<EOT", ">'", "s're", "t", "㍿́𐞁", ".", "123", "456", "78", "-'", "S", "🙂>", "字", "\r\n\r\n", "s", "<META", "_START", ">㍿\r\n", "e", "\r\n", "a", "123", "456", "78", "👍🏽\r\n"]}
+{"text": "m'ReⅣ​㋿…'VEعßd'S'Re　漢12345678Dž  \té   \n's.\rfi   \n.<EOT>", "tokens": 37, "pieces": ["m'Re", "Ⅳ", "​㋿", "…", "'VEعßd'S", "'Re", "　漢", "123", "456", "78", "Dž", "  ", "\té", "   \n", "'s", ".\r", "fi", "   \n", ".<", "EOT", ">"]}
+{"text": "​>", "tokens": 2, "pieces": ["​>"]}
+{"text": "!!t३#$%   \n\r\n\r㍿#$%9<EOT>ß'ḍ̇­mdé
́.", "tokens": 29, "pieces": ["!!", "t", "३", "#$%", "   \n\r\n\r", "㍿#$%", "9", "<EOT", ">ß", "'ḍ̇", "­mdé", "
́", "."]}
+{"text": "m  t　'reḍ̇​<|endoftext|>0<|endoftext|>👍🏽<META_START>", "tokens": 31, "pieces": ["m", " ", " t", "　", "'reḍ̇", "​<|", "endoftext", "|>", "0", "<|", "endoftext", "|>👍🏽<", "META", "_START", ">"]}
+{"text": " s ,İꟲع'<EOT>'s'S字t漢-<EOT>😀🏽12345678\r<|fim_prefix|>ꟲ's\ré's'Dfi<|endoftext|>ḍ̇'ſDž'll,字", "tokens": 62, "pieces": [" s", " ,", "İꟲع", "'<", "EOT", ">'", "s'S", "字t漢", "-<", "EOT", ">😀🏽", "123", "456", "78", "\r", "<|", "fim", "_prefix", "|>", "ꟲ's", "\r", "é's", "'Dfi", "<|", "endoftext", "|>", "ḍ̇'ſ", "Dž'll", ",字"]}
+{"text": "
m<|endoftext|><|endoftext|>㋿<|endoftext|>­<EOT>\"(½\u000b\r'S\"(a'Sḍ̇é½'ſå😀🏽a­🙂­ \nſ'Re👍🏽,\u000bd 👍🏽", "tokens": 68, "pieces": ["
m", "<|", "endoftext", "|><|", "endoftext", "|>㋿<|", "endoftext", "|>­<", "EOT", ">\"(", "½", "\u000b\r", "'S", "\"(", "a'S", "ḍ̇é", "½", "'ſå", "😀🏽", "a", "­🙂­", " \n", "ſ'Re", "👍🏽,", "\u000bd", " ", "👍🏽"]}
+{"text": "d‍३", "tokens": 3, "pieces": ["d", "‍", "३"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\u000b,\r٣٤٥٦'ll ‍<-!­.\r", "tokens": 15, "pieces": ["\u000b", ",\r", "٣٤٥", "٦", "'ll", " ", "‍<-!­.\r"]}
+{"text": "😀🏽'D​​字", "tokens": 7, "pieces": ["😀🏽'", "D", "​​", "字"]}
+{"text": "'S­   \nⅣ>", "tokens": 6, "pieces": ["'S", "­", "   \n", "Ⅳ", ">"]}
+{"text": "́İ㋿ 字é!'Re<é'ſ(٣٤٥٦ ", "tokens": 21, "pieces": ["́", "İ", "㋿", " 字é", "!'", "Re", "<é'ſ", "(", "٣٤٥", "٦", " "]}
+{"text": "­m\r\"<('Re s>😀🏽#$%字  ‍é''VE\tⅣd\rＡ ", "tokens": 28, "pieces": ["­m", "\r", "\"<('", "Re", " s", ">😀🏽#$%", "字", " ", " ‍", "é", "''", "VE", "\t", "Ⅳ", "d", "\r", "Ａ", " "]}
+{"text": "'VE<|endoftext|>\r\n\r\ntaEOT<\u000b🙂​Ａ-́<META_START>𐞁-'ſ-👍🏽'́d​ſ​e'M<9\r\n-'s'Déet́9", "tokens": 51, "pieces": ["'VE", "<|", "endoftext", "|>\r\n\r\n", "ta", "EOT", "<", "\u000b", "🙂​", "Ａ", "-́", "<META", "_START", ">𐞁", "-'", "ſ", "-👍🏽'́", "d", "​ſ", "​e'M", "<", "9", "\r\n", "-'", "s'D", "éet́", "9"]}
+{"text": "३\t 'VE12345678'S   \nſDž\r\néd'M'S…s<META_START>\n　<EOT>>t<|fim_prefix|>👍🏽<|fim_prefix|>́'VE1234567812345678<|endoftext|>ꟲ३", "tokens": 64, "pieces": ["३", "\t", " ", "'VE", "123", "456", "78", "'S", "   \n", "ſ", "Dž", "\r\n", "éd'M", "'S", "…s", "<META", "_START", ">\n", "　", "<EOT", ">>", "t", "<|", "fim", "_prefix", "|>👍🏽<|", "fim", "_prefix", "|>́'", "VE", "123", "456", "781", "234", "567", "8", "<|", "endoftext", "|>", "ꟲ", "३"]}
+{"text": "0'M　ḍ̇🙂　", "tokens": 8, "pieces": ["0", "'M", "　ḍ̇", "🙂", "　"]}
+{"text": "-<|fim_prefix|>Dž́㋿-'TⅣ🙂३   \n<EOT>漢're-e'VE'M(\"𐞁字", "tokens": 35, "pieces": ["-<|", "fim", "_prefix", "|>", "Dž́", "㋿-'", "T", "Ⅳ", "🙂", "३", "   \n", "<EOT", ">漢're", "-e'VE", "'M", "(\"", "𐞁字"]}
+{"text": ".㋿㍿", "tokens": 7, "pieces": [".㋿㍿"]}
+{"text": ",0'll#$%ꟲ\t-…　३  Ａ　ſİ'S'Smfi\n
", "tokens": 26, "pieces": [",", "0", "'ll", "#$%", "ꟲ", "\t", "-", "…", "　", "३", " ", " Ａ", "　ſ", "İ'S", "'Smfi", "\n", "
"]}
+{"text": "ع́​ 　<字    \n'VÉ#$%\u000b('D å३½'TDžＡ-EOT ꟲßEOTＡ'S", "tokens": 36, "pieces": ["ع́", "​", " ", "　", "<字", "    \n", "'VÉ", "#$%", "\u000b", "('", "D", " å", "३½", "'TDžＡ", "-EOT", " ꟲß", "EOTＡ'S"]}
+{"text": "ع‍'s'S٣٤٥٦Z字'VEİ<'re<EOT>éé!!EOT12345678…½<'VE\tåaⅣ…éZ'S\n
Ａ-​\r\n\r\n", "tokens": 48, "pieces": ["ع", "‍'", "s'S", "٣٤٥", "٦", "Z字'VE", "İ", "<'", "re", "<EOT", ">éé", "!!", "EOT", "123", "456", "78", "…", "½", "<'", "VE", "\tåa", "Ⅳ", "…é", "Z'S", "\n", "
Ａ", "-​\r\n\r\n"]}
+{"text": "­　½d\u000bedZ're-m字#$%ḍ̇'re
ḍ̇́漢(>(İ👍🏽<|endoftext|>𐞁<|fim_prefix|>㋿'T字'Re\r\nİ0字", "tokens": 56, "pieces": ["­", "　", "½", "d", "\u000bed", "Z're", "-m字", "#$%", "ḍ̇'re", "
ḍ̇́漢", "(>(", "İ", "👍🏽<|", "endoftext", "|>", "𐞁", "<|", "fim", "_prefix", "|>㋿'", "T字'Re", "\r\n", "İ", "0", "字"]}
+{"text": "0‍é٣٤٥٦<|endoftext|><META_START><'Re३  -\r\n٣٤٥٦́\r\te  ,''T9㍿👍🏽字​<|fim_prefix|>", "tokens": 49, "pieces": ["0", "‍é", "٣٤٥", "٦", "<|", "endoftext", "|><", "META", "_START", "><'", "Re", "३", " ", " -\r\n", "٣٤٥", "٦", "́", "\r", "\te", " ", " ,''", "T", "9", "㍿👍🏽", "字", "​<|", "fim", "_prefix", "|>"]}
+{"text": "<|endoftext|><|fim_prefix|>'S🙂a!३\"'T字\ré0,123456780　\t­''VE㋿<|endoftext|> é", "tokens": 45, "pieces": ["<|", "endoftext", "|><|", "fim", "_prefix", "|>'", "S", "🙂a", "!", "३", "\"'", "T字", "\r", "é", "0", ",", "123", "456", "780", "　", "\t", "­''", "VE", "㋿<|", "endoftext", "|>", " é"]}
+{"text": "!'M\u000b<|endoftext|>å\u000b", "tokens": 13, "pieces": ["!'", "M", "\u000b", "<|", "endoftext", "|>", "å", "\u000b"]}
+{"text": ",'ll\nd漢ſ", "tokens": 6, "pieces": [",'", "ll", "\n", "d漢ſ"]}
+{"text": "eEOT'Tå\r'sḍ̇'ß\"<META_START>EOT\n㋿", "tokens": 22, "pieces": ["e", "EOT'T", "å", "\r", "'sḍ̇", "'ß", "\"<", "META", "_START", ">EOT", "\n", "㋿"]}
+{"text": "'sfißḍ̇Ａé\n\u000bＡé'Mm<|fim_prefix|>å<|fim_prefix|>٣٤٥٦", "tokens": 33, "pieces": ["'sfißḍ̇", "Ａé", "\n", "\u000bＡé'M", "m", "<|", "fim", "_prefix", "|>", "å", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦"]}
+{"text": "'M漢#$%ß..'\r\n0\u000b(́\"\r\nééfiⅣDž<EOT>　\n\u000bＡḍ̇Ａs", "tokens": 30, "pieces": ["'M漢", "#$%", "ß", "..'\r\n", "0", "\u000b", "(́", "\"\r\n", "ééfi", "Ⅳ", "Dž", "<EOT", ">", "　\n", "\u000bＡḍ̇", "Ａs"]}
+{"text": "é   \nſ", "tokens": 4, "pieces": ["é", "   \n", "ſ"]}
+{"text": "t　Z㋿,12345678.　EOT'VE
३­  Ⅳ㋿<|endoftext|>ßEOT!EOT'S", "tokens": 40, "pieces": ["t", "　Z", "㋿,", "123", "456", "78", ".", "　EOT'VE", "
", "३", "­", " ", " ", "Ⅳ", "㋿<|", "endoftext", "|>", "ß", "EOT", "!EOT'S"]}
+{"text": "٣٤٥٦<|endoftext|>😀🏽३😀🏽'DＡ'reß 'Re.<EOT>   \n　9éå're'ſ<'reع!! <‍me👍🏽'llm", "tokens": 52, "pieces": ["٣٤٥", "٦", "<|", "endoftext", "|>😀🏽", "३", "😀🏽'", "DＡ're", "ß", " ", "'Re", ".<", "EOT", ">", "   \n", "　", "9", "éå're", "'ſ", "<'", "reع", "!!", " ", "<‍", "me", "👍🏽'", "llm"]}
+{"text": "'M Zſtaé9́ Ⅳ'S٣٤٥٦<EOT>\r\n\r\n'ſ're'Re…", "tokens": 25, "pieces": ["'M", " Zſtaé", "9", "́", " ", "Ⅳ", "'S", "٣٤٥", "٦", "<EOT", ">\r\n\r\n", "'ſ're", "'Re", "…"]}
+{"text": "!!漢<EOT>EOT字<漢", "tokens": 9, "pieces": ["!!", "漢", "<EOT", ">EOT字", "<漢"]}
+{"text": "\n   \n🙂​>‍'s字㍿s
're½EOT'Re'reé.   \n", "tokens": 23, "pieces": ["\n   \n", "🙂​>‍'", "s字", "㍿s", "
", "'re", "½", "EOT'Re", "'reé", ".", "   \n"]}
+{"text": "\r\n\r\n'D́é-'lld!<META_START>𐞁\u000bm㋿ع'D", "tokens": 22, "pieces": ["\r\n\r\n", "'D́é", "-'", "lld", "!<", "META", "_START", ">𐞁", "\u000bm", "㋿ع'D"]}
+{"text": "​…३(​9t  ", "tokens": 9, "pieces": ["​", "…", "३", "(​", "9", "t", "  "]}
+{"text": "🙂\r\nd0'VE🙂'M字
㋿!!'<EOT>!!'D🙂", "tokens": 23, "pieces": ["🙂\r\n", "d", "0", "'VE", "🙂'", "M字", "
", "㋿!!'<", "EOT", ">!!'", "D", "🙂"]}
+{"text": "-.m'　\r\nt<|fim_prefix|>👍🏽👍🏽a😀🏽½!!'VEDž\r ", "tokens": 30, "pieces": ["-.", "m", "'", "　\r\n", "t", "<|", "fim", "_prefix", "|>👍🏽👍🏽", "a", "😀🏽", "½", "!!'", "VEDž", "\r", " "]}
+{"text": "   \n<EOT><'M#$%\n\r\nİéＡ🙂 漢å\"　ع", "tokens": 21, "pieces": ["   \n", "<EOT", "><'", "M", "#$%\n\r\n", "İé", "Ａ", "🙂", " 漢å", "\"", "　ع"]}
+{"text": "9'Dİ👍🏽㍿🙂m 
e  fi<|fim_prefix|>㋿t'M'll   \n!Ⅳ'VEİ-'reé½  !fi9\t\n   \n<|endoftext|>", "tokens": 52, "pieces": ["9", "'Dİ", "👍🏽㍿🙂", "m", " ", "
e", " ", " fi", "<|", "fim", "_prefix", "|>㋿", "t'M", "'ll", "   \n", "!", "Ⅳ", "'VEİ", "-'", "reé", "½", " ", " !", "fi", "9", "\t\n   \n", "<|", "endoftext", "|>"]}
+{"text": "<EOT>́…́\"Dž ", "tokens": 11, "pieces": ["<EOT", ">́", "…́", "\"Dž", " "]}
+{"text": "\r\n\r\nds,㋿'VE", "tokens": 8, "pieces": ["\r\n\r\n", "ds", ",㋿'", "VE"]}
+{"text": "-a<|endoftext|>'s12345678!!s<META_START>　.　", "tokens": 21, "pieces": ["-a", "<|", "endoftext", "|>'", "s", "123", "456", "78", "!!", "s", "<META", "_START", ">", "　", ".", "　"]}
+{"text": "12345678‍'s(t's 𐞁éع<EOT>ꟲ٣٤٥٦>0\r\nİ12345678!!३\",<META_START>,fie<META_START>'rea12345678Džꟲé' .EOT", "tokens": 60, "pieces": ["123", "456", "78", "‍'", "s", "(t's", " 𐞁éع", "<EOT", ">ꟲ", "٣٤٥", "٦", ">", "0", "\r\n", "İ", "123", "456", "78", "!!", "३", "\",<", "META", "_START", ">,", "fie", "<META", "_START", ">'", "rea", "123", "456", "78", "Džꟲé", "'", " .", "EOT"]}
+{"text": "a'llEOT-ع𐞁're٣٤٥٦㋿dé<|fim_prefix|>at,é字#$%-0👍🏽😀🏽.½ḍ̇<|fim_prefix|>ß<𐞁
㍿ (", "tokens": 61, "pieces": ["a'll", "EOT", "-ع𐞁're", "٣٤٥", "٦", "㋿dé", "<|", "fim", "_prefix", "|>", "at", ",é字", "#$%-", "0", "👍🏽😀🏽.", "½", "ḍ̇", "<|", "fim", "_prefix", "|>", "ß", "<𐞁", "
", "㍿", " ", "("]}
+{"text": "a-ßt𐞁e<EOT><|endoftext|>éfi字<EOT>'re
\tß　'VE\r\n\r\n   \n㋿'TfiEOTdm𐞁\rß́'M", "tokens": 50, "pieces": ["a", "-ßt𐞁e", "<EOT", "><|", "endoftext", "|>", "éfi字", "<EOT", ">'", "re", "
", "\tß", "　", "'VE", "\r\n\r\n   \n", "㋿'", "Tfi", "EOTdm𐞁", "\r", "ß́'M"]}
+{"text": "ꟲ!!٣٤٥٦\r\ne's't\n字　EOTmⅣ ß漢0dZ.ßsꟲ \"  're<EOT>fié", "tokens": 42, "pieces": ["ꟲ", "!!", "٣٤٥", "٦", "\r\n", "e's", "'t", "\n", "字", "　EOTm", "Ⅳ", " ß漢", "0", "d", "Z", ".ßsꟲ", " ", "\"", " ", " '", "re", "<EOT", ">fié"]}
+{"text": "-😀🏽12345678å.0fiEOT'Tع!㋿　Z>字  'Tꟲ#$%\r\nt'VEع
\u000bßḍ̇<META_START>'S12345678'S   \n\t\u000b٣٤٥٦", "tokens": 58, "pieces": ["-😀🏽", "123", "456", "78", "å", ".", "0", "fi", "EOT'T", "ع", "!㋿", "　Z", ">字", " ", " '", "Tꟲ", "#$%\r\n", "t'VE", "ع", "
", "\u000bßḍ̇", "<META", "_START", ">'", "S", "123", "456", "78", "'S", "   \n", "\t", "\u000b", "٣٤٥", "٦"]}
+{"text": "\nİ\"\n'T.e9'reé'ſZé👍🏽,12345678  👍🏽'll漢　Ⅳ'VEta's'VE   \n's'Tعꟲ", "tokens": 44, "pieces": ["\n", "İ", "\"\n", "'T", ".e", "9", "'reé'ſ", "Zé", "👍🏽,", "123", "456", "78", " ", " ", "👍🏽'", "ll漢", "　", "Ⅳ", "'VEta's", "'VE", "   \n", "'s'T", "عꟲ"]}
+{"text": "'VE'sDž½fi㍿漢ſ<\rDž\r\n<\u000b\"\u000b漢Ａḍ̇­ad🙂", "tokens": 29, "pieces": ["'VE's", "Dž", "½", "fi", "㍿漢ſ", "<\r", "Dž", "\r\n", "<", "\u000b", "\"", "\u000b漢Ａḍ̇", "­ad", "🙂"]}
+{"text": "\u000b!\ra漢 EOT.‍!\u000b​​a<META_START>👍🏽  \r\n'́", "tokens": 23, "pieces": ["\u000b", "!\r", "a漢", " EOT", ".‍!", "\u000b", "​​", "a", "<META", "_START", ">👍🏽", "  \r\n", "'́"]}
+{"text": " Z!!½-,#$%fi'MDž  漢<META_START>ꟲ>'reꟲ0t'reéḍ̇12345678(12345678ſ३#$%'ſdＡ<EOT>et12345678t३", "tokens": 55, "pieces": [" Z", "!!", "½", "-,#$%", "fi'M", "Dž", " ", " 漢", "<META", "_START", ">ꟲ", ">'", "reꟲ", "0", "t're", "éḍ̇", "123", "456", "78", "(", "123", "456", "78", "ſ", "३", "#$%'", "ſd", "Ａ", "<EOT", ">et", "123", "456", "78", "t", "३"]}
+{"text": "㋿\t\r\n12345678é\u000b!!'ſ'MＡ,\r\n\r\n\"<META_START>'ll'EOT٣٤٥٦'MZ", "tokens": 28, "pieces": ["㋿", "\t\r\n", "123", "456", "78", "é", "\u000b", "!!'", "ſ'M", "Ａ", ",\r\n\r\n", "\"<", "META", "_START", ">'", "ll", "'EOT", "٣٤٥", "٦", "'MZ"]}
+{"text": "'Re
‍\t\r\n\r\nİ  ㍿d   \nmİ<EOT>#$%ḍ̇字#$%eZ(12345678\r\n\r\n  t   \n'ReＡ‍\r\n's#$%ⅣＡ<|endoftext|>'VE'VE", "tokens": 55, "pieces": ["'Re", "
", "‍", "\t\r\n\r\n", "İ", " ", " ㍿", "d", "   \n", "m", "İ", "<EOT", ">#$%", "ḍ̇字", "#$%", "e", "Z", "(", "123", "456", "78", "\r\n\r\n", " ", " t", "   \n", "'Re", "Ａ", "‍\r\n", "'s", "#$%", "Ⅳ", "Ａ", "<|", "endoftext", "|>'", "VE'VE"]}
+{"text": "'lld㍿
'red٣٤٥٦👍🏽aDž'reꟲ<<EOT><|fim_prefix|>\r\n'Re'VEa\"<|fim_prefix|>é''🙂EOT'0're'ſ'T", "tokens": 52, "pieces": ["'lld", "㍿", "
", "'red", "٣٤٥", "٦", "👍🏽", "a", "Dž're", "ꟲ", "<<", "EOT", "><|", "fim", "_prefix", "|>\r\n", "'Re'VE", "a", "\"<|", "fim", "_prefix", "|>", "é", "''🙂", "EOT", "'", "0", "'re'ſ", "'T"]}
+{"text": "  EOT　漢\"<\"٣٤٥٦ꟲ12345678!\u000b👍🏽'M!Ａ'VE", "tokens": 28, "pieces": [" ", " EOT", "　漢", "\"<\"", "٣٤٥", "٦", "ꟲ", "123", "456", "78", "!", "\u000b", "👍🏽'", "M", "!Ａ'VE"]}
+{"text": "<|fim_prefix|>　'reſZ‍🙂\r\n\r\nİfi\r\n'S👍🏽ſİ…<EOT>'S ", "tokens": 29, "pieces": ["<|", "fim", "_prefix", "|>", "　", "'reſ", "Z", "‍🙂\r\n\r\n", "İfi", "\r\n", "'S", "👍🏽", "ſ", "İ", "…", "<EOT", ">'", "S", " "]}
+{"text": "de<META_START>३　", "tokens": 7, "pieces": ["de", "<META", "_START", ">", "३", "　"]}
+{"text": "\n𐞁㍿Dž  ㋿a'll!!ſ字…Ⅳ'sé<EOT>12345678", "tokens": 33, "pieces": ["\n", "𐞁", "㍿Dž", " ", " ㋿", "a'll", "!!", "ſ字", "…", "Ⅳ", "'sé", "<EOT", ">", "123", "456", "78"]}
+{"text": "<|fim_prefix|>e😀🏽tZ​\t#$%عå३　㍿<META_START>ß😀🏽İ9", "tokens": 34, "pieces": ["<|", "fim", "_prefix", "|>", "e", "😀🏽", "t", "Z", "​", "\t", "#$%", "عå", "३", "　", "㍿<", "META", "_START", ">ß", "😀🏽", "İ", "9"]}
+{"text": "#$%!!½  ٣٤٥٦'D'VEa
\t ٣٤٥٦('VE!　\"​.", "tokens": 27, "pieces": ["#$%!!", "½", " ", " ", "٣٤٥", "٦", "'D'VE", "a", "
\t", " ", "٣٤٥", "٦", "('", "VE", "!", "　", "\"​."]}
+{"text": "9<'re'M'T😀🏽('ſ'M.'VE\r\n\r\n👍🏽éa<EOT>\u000bⅣعé<|fim_prefix|>>'D\tZDž　 ", "tokens": 42, "pieces": ["9", "<'", "re'M", "'T", "😀🏽('", "ſ'M", ".'", "VE", "\r\n\r\n", "👍🏽", "éa", "<EOT", ">", "\u000b", "Ⅳ", "عé", "<|", "fim", "_prefix", "|>>'", "D", "\tZDž", "　 "]}
+{"text": "'‍ſ#$%…३\r\n\r\ne𐞁'T!٣٤٥٦-sé é<META_START>​'s𐞁d\r\n\r\nſå<|endoftext|>字   \n👍🏽DžⅣ½\",Z👍🏽", "tokens": 63, "pieces": ["'‍", "ſ", "#$%", "…", "३", "\r\n\r\n", "e𐞁'T", "!", "٣٤٥", "٦", "-sé", " é", "<META", "_START", ">​'", "s𐞁d", "\r\n\r\n", "ſå", "<|", "endoftext", "|>", "字", "   \n", "👍🏽", "Dž", "Ⅳ½", "\",", "Z", "👍🏽"]}
+{"text": "9Z…🙂३ß   \n(<|endoftext|>\t<EOT>9'D٣٤٥٦EOT  ꟲ.é
å'll漢İＡ", "tokens": 40, "pieces": ["9", "Z", "…", "🙂", "३", "ß", "   \n", "(<|", "endoftext", "|>", "\t", "<EOT", ">", "9", "'D", "٣٤٥", "٦", "EOT", " ", " ꟲ", ".é", "
å'll", "漢", "İＡ"]}
+{"text": "
-<EOT>\u000b'Tß'M　𐞁😀🏽\r'll३'Ⅳ…9<META_START>Zm9Ａe'Tİ漢<éßå", "tokens": 43, "pieces": ["
", "-<", "EOT", ">", "\u000b", "'Tß'M", "　𐞁", "😀🏽\r", "'ll", "३", "'", "Ⅳ", "…", "9", "<META", "_START", ">Zm", "9", "Ａe'T", "İ漢", "<éßå"]}
+{"text": "\r\n'é\r\nع㋿'reEOT a'll \r0'D\u000bİ#$%🙂\r\n>㍿>å\r's😀🏽<META_START>́ 'S Ａ  ", "tokens": 47, "pieces": ["\r\n", "'é", "\r\n", "ع", "㋿'", "re", "EOT", " a'll", " \r", "0", "'D", "\u000bİ", "#$%🙂\r\n", ">㍿>", "å", "\r", "'s", "😀🏽<", "META", "_START", ">́", " ", "'S", " Ａ", "  "]}
+{"text": ".Ａ<|fim_prefix|>'ſfiDž­'e<EOT>ée٣٤٥٦'VE<|endoftext|>👍🏽mİ!!
", "tokens": 39, "pieces": [".Ａ", "<|", "fim", "_prefix", "|>'", "ſfi", "Dž", "­'", "e", "<EOT", ">ée", "٣٤٥", "٦", "'VE", "<|", "endoftext", "|>👍🏽", "m", "İ", "!!", "
"]}
+{"text": "!漢‍<|fim_prefix|>Ａ'D'ſ  𐞁- .   a", "tokens": 24, "pieces": ["!漢", "‍<|", "fim", "_prefix", "|>", "Ａ'D", "'ſ", " ", " 𐞁", "-", " .", "  ", " a"]}
+{"text": "İé<|fim_prefix|>'re'T½ꟲ!!t Z　​ꟲEOT\r\n(fi's#$%sDž́ <EOT>㋿…'T!m\u000b", "tokens": 48, "pieces": ["İé", "<|", "fim", "_prefix", "|>'", "re'T", "½", "ꟲ", "!!", "t", " Z", "　", "​ꟲ", "EOT", "\r\n", "(fi's", "#$%", "s", "Dž́", " ", "<EOT", ">㋿", "…", "'T", "!m", "\u000b"]}
+{"text": "'re漢<|endoftext|>½ (😀🏽a#$%0<|fim_prefix|>å𐞁<|endoftext|>'Tſ\r\n\r\n‍Ⅳ\né<٣٤٥٦('ſ'T  9​漢३é,\u000b12345678İ<EOT>\u000b", "tokens": 71, "pieces": ["'re漢", "<|", "endoftext", "|>", "½", " ", "(😀🏽", "a", "#$%", "0", "<|", "fim", "_prefix", "|>", "å𐞁", "<|", "endoftext", "|>'", "Tſ", "\r\n\r\n", "‍", "Ⅳ", "\n", "é", "<", "٣٤٥", "٦", "('", "ſ'T", " ", " ", "9", "​漢", "३", "é", ",", "\u000b", "123", "456", "78", "İ", "<EOT", ">", "\u000b"]}
+{"text": "#$%
(㍿Z!!s👍🏽\"EOT<\t𐞁,'T!'DⅣ'Re👍🏽३ḍ̇", "tokens": 36, "pieces": ["#$%", "
", "(㍿", "Z", "!!", "s", "👍🏽\"", "EOT", "<", "\t𐞁", ",'", "T", "!'", "D", "Ⅳ", "'Re", "👍🏽", "३", "ḍ̇"]}
+{"text": "mm  're𐞁då'ReⅣ🙂 　>\r\n'ſ", "tokens": 19, "pieces": ["mm", " ", " '", "re𐞁då'Re", "Ⅳ", "🙂", " ", "　", ">\r\n", "'ſ"]}
+{"text": "٣٤٥٦'ll\r\nZ字9½́#$%!t", "tokens": 14, "pieces": ["٣٤٥", "٦", "'ll", "\r\n", "Z字", "9½", "́", "#$%!", "t"]}
+{"text": "fi'Dt.<META_START>'llḍ̇'så.​\u000b'D㍿ḍ̇'ll'T　>Ⅳ   \n#$%'D!'ll\r", "tokens": 36, "pieces": ["fi'D", "t", ".<", "META", "_START", ">'", "llḍ̇'s", "å", ".​", "\u000b", "'D", "㍿ḍ̇'ll", "'T", "　", ">", "Ⅳ", "   \n", "#$%'", "D", "!'", "ll", "\r"]}
+{"text": "'Reİfi\t'VE12345678字's'Mꟲſé(>'S ٣٤٥٦,😀🏽ſa\r\nmDža…ⅣＡ'\r\n", "tokens": 43, "pieces": ["'Re", "İfi", "\t", "'VE", "123", "456", "78", "字's", "'Mꟲſé", "(>'", "S", " ", "٣٤٥", "٦", ",😀🏽", "ſa", "\r\n", "m", "Dža", "…", "Ⅳ", "Ａ", "'\r\n"]}
+{"text": "!!EOT½​\r\n\r\n\t½'ſ'll's½
\"d½'\r\n\r\n٣٤٥٦t½ ḍ̇(<|fim_prefix|>.ꟲm'D​sm!😀🏽9 ", "tokens": 46, "pieces": ["!!", "EOT", "½", "​\r\n\r\n", "\t", "½", "'ſ'll", "'s", "½", "
", "\"d", "½", "'\r\n\r\n", "٣٤٥", "٦", "t", "½", " ḍ̇", "(<|", "fim", "_prefix", "|>.", "ꟲm'D", "​sm", "!😀🏽", "9", " "]}
+{"text": "🙂fiع#$%\ŕ", "tokens": 7, "pieces": ["🙂fiع", "#$%\r", "́"]}
+{"text": "EOTİ<EOT>\n#$%<EOT>٣٤٥٦fi9́'S'VEZa12345678字s0>'re'Re<<|fim_prefix|>́", "tokens": 39, "pieces": ["EOTİ", "<EOT", ">\n", "#$%<", "EOT", ">", "٣٤٥", "٦", "fi", "9", "́'S", "'VEZa", "123", "456", "78", "字s", "0", ">'", "re'Re", "<<|", "fim", "_prefix", "|>́"]}
+{"text": "…漢'ſeZꟲ'VE­'Sa　0\u000b\r", "tokens": 19, "pieces": ["…漢'ſ", "e", "Zꟲ'VE", "­'", "Sa", "　", "0", "\u000b\r"]}
+{"text": "­   \nm!", "tokens": 4, "pieces": ["­", "   \n", "m", "!"]}
+{"text": "'DＡm½<META_START>é,'ſ,-e'D😀🏽'S,'T0é<
　㍿e㍿'D'Re٣٤٥٦#$%\"𐞁'DＡa", "tokens": 50, "pieces": ["'DＡm", "½", "<META", "_START", ">é", ",'", "ſ", ",-", "e'D", "😀🏽'", "S", ",'", "T", "0", "é", "<", "
", "　", "㍿e", "㍿'", "D'Re", "٣٤٥", "٦", "#$%\"", "𐞁'D", "Ａa"]}
+{"text": "\r𐞁<|endoftext|>9dd!'T\r\n\r\n'sDž#$%9ß́\u000b<|fim_prefix|>\u000bḍ̇‍ ", "tokens": 38, "pieces": ["\r", "𐞁", "<|", "endoftext", "|>", "9", "dd", "!'", "T", "\r\n\r\n", "'s", "Dž", "#$%", "9", "ß́", "\u000b", "<|", "fim", "_prefix", "|>", "\u000bḍ̇", "‍", " "]}
+{"text": "-𐞁!!ḍ̇‍.　0ꟲ '字a‍fiEOT\"ſ   \ns'DZ're ٣٤٥٦'s", "tokens": 36, "pieces": ["-𐞁", "!!", "ḍ̇", "‍.", "　", "0", "ꟲ", " ", "'字a", "‍fi", "EOT", "\"ſ", "   \n", "s'D", "Z're", " ", "٣٤٥", "٦", "'s"]}
+{"text": "'VE!!!😀🏽\tEOT'M-t>
\re0\"t\r\n\r\n'SEOT́
Dž字‍<EOT>(", "tokens": 31, "pieces": ["'VE", "!!!😀🏽", "\tEOT'M", "-t", ">", "
\r", "e", "0", "\"t", "\r\n\r\n", "'SEOT́", "
Dž字", "‍<", "EOT", ">("]}
+{"text": "EOT'ſ​'M", "tokens": 7, "pieces": ["EOT'ſ", "​'", "M"]}
+{"text": "𐞁👍🏽👍🏽Ａß0½'MDže!!
EOT'llع<|fim_prefix|>é", "tokens": 32, "pieces": ["𐞁", "👍🏽👍🏽", "Ａß", "0½", "'MDže", "!!", "
EOT'll", "ع", "<|", "fim", "_prefix", "|>", "é"]}
+{"text": "#$%ع'TEOTs'S#$%ßd­é​  <META_START>'Re-#$%́<EOT>", "tokens": 30, "pieces": ["#$%", "ع'T", "EOTs'S", "#$%", "ßd", "­é", "​", " ", " <", "META", "_START", ">'", "Re", "-#$%́<", "EOT", ">"]}
+{"text": "ꟲ字​\r'll!!", "tokens": 8, "pieces": ["ꟲ字", "​\r", "'ll", "!!"]}
+{"text": "……a㍿m
𐞁𐞁,0fiſ‍d  .>👍🏽 <META_START>-é,\u000b́Dž字👍🏽㍿\n\u000b", "tokens": 50, "pieces": ["…", "…a", "㍿m", "
𐞁𐞁", ",", "0", "fiſ", "‍d", " ", " .>👍🏽", " ", "<META", "_START", ">-", "é", ",", "\u000b́Dž字", "👍🏽㍿\n", "\u000b"]}
+{"text": "d½Džt<EOT>aع​s#$%t'reع'VE👍🏽're", "tokens": 23, "pieces": ["d", "½", "Džt", "<EOT", ">aع", "​s", "#$%", "t're", "ع'VE", "👍🏽'", "re"]}
+{"text": "ꟲaſ   \n'D-", "tokens": 8, "pieces": ["ꟲaſ", "   \n", "'D", "-"]}
+{"text": "😀🏽(३'ſZ\r\nſ  t   \n<|endoftext|>  Ⅳꟲḍ̇İ12345678e<|fim_prefix|>٣٤٥٦\n'S t's　İd<EOT>👍🏽d", "tokens": 60, "pieces": ["😀🏽(", "३", "'ſ", "Z", "\r\n", "ſ", " ", " t", "   \n", "<|", "endoftext", "|>", " ", " ", "Ⅳ", "ꟲḍ̇", "İ", "123", "456", "78", "e", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "\n", "'S", " t's", "　İd", "<EOT", ">👍🏽", "d"]}
+{"text": ",…'llḍ̇s\"<<META_START>\"३a(#$%\"s👍🏽字é'D!!
", "tokens": 26, "pieces": [",", "…", "'llḍ̇s", "\"<<", "META", "_START", ">\"", "३", "a", "(#$%\"", "s", "👍🏽", "字é'D", "!!", "
"]}
+{"text": "👍🏽 ㍿½'VE#$%­'Re३　ſ'D­t'M३👍🏽Ａ<,'lla<|fim_prefix|>ＡDž🙂sd", "tokens": 40, "pieces": ["👍🏽", " ", "㍿", "½", "'VE", "#$%­'", "Re", "३", "　ſ'D", "­t'M", "३", "👍🏽", "Ａ", "<,'", "lla", "<|", "fim", "_prefix", "|>", "ＡDž", "🙂sd"]}
+{"text": "Ａ𐞁\r\n\r\n#$%0㋿EOT-عſ'MmⅣd#$%'D12345678d… ", "tokens": 32, "pieces": ["Ａ𐞁", "\r\n\r\n", "#$%", "0", "㋿EOT", "-عſ'M", "m", "Ⅳ", "d", "#$%'", "D", "123", "456", "78", "d", "… "]}
+{"text": "<|endoftext|>…'㋿<|endoftext|>t<EOT>>  fim's㋿(…e👍🏽<|fim_prefix|>t ,ꟲ", "tokens": 49, "pieces": ["<|", "endoftext", "|>", "…", "'㋿<|", "endoftext", "|>", "t", "<EOT", ">>", " ", " fim's", "㋿(", "…e", "👍🏽<|", "fim", "_prefix", "|>", "t", " ,", "ꟲ"]}
+{"text": "
字́ſ'M'D<|endoftext|> (́
­,9#$%\"'s'Tſḍ̇>9‍d   \n\"३fi!!å'S!td<|fim_prefix|>", "tokens": 48, "pieces": ["
字́ſ'M", "'D", "<|", "endoftext", "|>", " (́", "
", "­,", "9", "#$%\"'", "s'T", "ſḍ̇", ">", "9", "‍d", "   \n", "\"", "३", "fi", "!!", "å'S", "!td", "<|", "fim", "_prefix", "|>"]}
+{"text": "<|endoftext|>12345678sfi(a　d", "tokens": 15, "pieces": ["<|", "endoftext", "|>", "123", "456", "78", "sfi", "(a", "　d"]}
+{"text": "Džß'll<META_START>😀🏽EOT٣٤٥٦ſZ0<|fim_prefix|>-", "tokens": 26, "pieces": ["Džß'll", "<META", "_START", ">😀🏽", "EOT", "٣٤٥", "٦", "ſ", "Z", "0", "<|", "fim", "_prefix", "|>-"]}
+{"text": "字'VE'T'M'll(\t<EOT><'ſſ  ‍!!!!d#$%!!", "tokens": 21, "pieces": ["字'VE", "'T'M", "'ll", "(", "\t", "<EOT", "><'", "ſſ", " ", " ‍!!!!", "d", "#$%!!"]}
+{"text": "<|fim_prefix|>!!…́'㍿a­\"㋿\r\n -<|endoftext|>>eḍ̇🙂字'Re->
.s", "tokens": 39, "pieces": ["<|", "fim", "_prefix", "|>!!", "…́", "'㍿", "a", "­\"㋿\r\n", " -<|", "endoftext", "|>>", "eḍ̇", "🙂字'Re", "->", "
", ".s"]}
+{"text": "(9漢'S're\r\ń's'ſ\r\n\r\n
('Dd<​12345678'D٣٤٥٦½#$%t­
ſ'S\r\n<META_START>ꟲ", "tokens": 40, "pieces": ["(", "9", "漢'S", "'re", "\r\n", "́'s", "'ſ", "\r\n\r\n", "
", "('", "Dd", "<​", "123", "456", "78", "'D", "٣٤٥", "٦½", "#$%", "t", "­", "
ſ'S", "\r\n", "<META", "_START", ">ꟲ"]}
+{"text": "🙂m(('s.½  ſ.'Tfiåa‍-9\t\"#$%#$%​ꟲ-'Re   \n'Tꟲ\n㍿字-‍#$%", "tokens": 44, "pieces": ["🙂m", "(('", "s", ".", "½", " ", " ſ", ".'", "Tfiåa", "‍-", "9", "\t", "\"#$%#$%​", "ꟲ", "-'", "Re", "   \n", "'Tꟲ", "\n", "㍿字", "-‍#$%"]}
+{"text": "(\r<|fim_prefix|>½'re'll​aß", "tokens": 14, "pieces": ["(\r", "<|", "fim", "_prefix", "|>", "½", "'re'll", "​aß"]}
+{"text": "\r\n٣٤٥٦d,\r\n\r\n", "tokens": 7, "pieces": ["\r\n", "٣٤٥", "٦", "d", ",\r\n\r\n"]}
+{"text": "é\t­  \n0(12345678👍🏽٣٤٥٦　ḍ̇", "tokens": 20, "pieces": ["é", "\t", "­", "  \n", "0", "(", "123", "456", "78", "👍🏽", "٣٤٥", "٦", "　ḍ̇"]}
+{"text": "㍿ßém'Tå't🙂<|endoftext|>!　'M३.09Dž'ReZ!!👍🏽\u000bfid(e​漢  
'ſ12345678éＡ'T", "tokens": 47, "pieces": ["㍿ßém'T", "å't", "🙂<|", "endoftext", "|>!", "　", "'M", "३", ".", "09", "Dž'Re", "Z", "!!👍🏽", "\u000bfid", "(e", "​漢", "  ", "
", "'ſ", "123", "456", "78", "é", "Ａ'T"]}
+{"text": "(½İ<|fim_prefix|>!!a'　", "tokens": 13, "pieces": ["(", "½", "İ", "<|", "fim", "_prefix", "|>!!", "a", "'", "　"]}
+{"text": "\r\n½ſ㋿ ㋿👍🏽dſ½㋿", "tokens": 19, "pieces": ["\r\n", "½", "ſ", "㋿", " ", "㋿👍🏽", "dſ", "½", "㋿"]}
+{"text": "å½EOT's漢EOT‍ Dž'   \n9é   \n😀🏽é\rع>ḍ̇'VEß<META_START>'Dmsİḍ̇", "tokens": 42, "pieces": ["å", "½", "EOT's", "漢", "EOT", "‍", " Dž", "'", "   \n", "9", "é", "   \n", "😀🏽", "é", "\r", "ع", ">ḍ̇'VE", "ß", "<META", "_START", ">'", "Dms", "İḍ̇"]}
+{"text": "Ⅳ12345678ḍ̇字,㍿0عs\u000b0fi'Ré.eßＡDž​漢ſ", "tokens": 29, "pieces": ["Ⅳ12", "345", "678", "ḍ̇字", ",㍿", "0", "عs", "\u000b", "0", "fi'Re", "́", ".eß", "ＡDž", "​漢ſ"]}
+{"text": "é'Maa'lls😀🏽
,Dž   \nع,", "tokens": 16, "pieces": ["é'M", "aa'll", "s", "😀🏽", "
", ",Dž", "   \n", "ع", ","]}
+{"text": "'sＡé…   \ne'T½12345678s", "tokens": 14, "pieces": ["'s", "Ａé", "…   \n", "e'T", "½12", "345", "678", "s"]}
+{"text": "12345678<|fim_prefix|>😀🏽t字é'ع㋿👍🏽é\t fid'VE\r\"  s\r\nß", "tokens": 38, "pieces": ["123", "456", "78", "<|", "fim", "_prefix", "|>😀🏽", "t字é", "'ع", "㋿👍🏽", "é", "\t", " fid'VE", "\r", "\"", " ", " s", "\r\n", "ß"]}
+{"text": "ꟲDž,'VE", "tokens": 7, "pieces": ["ꟲ", "Dž", ",'", "VE"]}
+{"text": "Dž<|endoftext|>-'𐞁'll
𐞁å\u000b<😀🏽#$%\t Ａ\u000bé'S'Ree12345678𐞁‍éＡ <EOT>#$%ß'VE", "tokens": 58, "pieces": ["Dž", "<|", "endoftext", "|>-'", "𐞁'll", "
𐞁å", "\u000b", "<😀🏽#$%", "\t", " Ａ", "\u000bé'S", "'Ree", "123", "456", "78", "𐞁", "‍é", "Ａ", " <", "EOT", ">#$%", "ß'VE"]}
+{"text": "\té", "tokens": 2, "pieces": ["\té"]}
+{"text": "　ḍ̇…㋿ꟲ३,𐞁İ\n-'M字mfi𐞁😀🏽ع👍🏽́!!!!d\"\u000b'VE ३    (　", "tokens": 48, "pieces": ["　ḍ̇", "…", "㋿ꟲ", "३", ",𐞁", "İ", "\n", "-'", "M字mfi𐞁", "😀🏽", "ع", "👍🏽́!!!!", "d", "\"", "\u000b", "'VE", " ", "३", "   ", " (", "　"]}
+{"text": "\r\n0<META_START>'M\r😀🏽e½
\r\n\r\n\n(.#$%   \nß'llعⅣéſ<META_START>Ⅳs　㍿\r\n\r\n#$%\"EOT'S　👍🏽🙂'VE\n'ſ", "tokens": 54, "pieces": ["\r\n", "0", "<META", "_START", ">'", "M", "\r", "😀🏽", "e", "½", "
\r\n\r\n\n", "(.#$%", "   \n", "ß'll", "ع", "Ⅳ", "éſ", "<META", "_START", ">", "Ⅳ", "s", "　", "㍿\r\n\r\n", "#$%\"", "EOT'S", "　", "👍🏽🙂'", "VE", "\n", "'ſ"]}
+{"text": "<META_START>𐞁㋿!\n'DＡ\n\tßé‍Ⅳ>İ.<|fim_prefix|> ", "tokens": 30, "pieces": ["<META", "_START", ">𐞁", "㋿!\n", "'DＡ", "\n", "\tßé", "‍", "Ⅳ", ">İ", ".<|", "fim", "_prefix", "|>", " "]}
+{"text": "́㋿ḍ̇!字'ſ EOT​fiⅣ\t漢𐞁'sfi'T'M  ‍   \n㍿é'Re-<EOT>0", "tokens": 42, "pieces": ["́", "㋿ḍ̇", "!字'ſ", " EOT", "​fi", "Ⅳ", "\t漢𐞁's", "fi'T", "'M", " ", " ‍", "   \n", "㍿é'Re", "-<", "EOT", ">", "0"]}
+{"text": "'Re‍sEOT#$%字'ſ,😀🏽d漢   \nＡ   \n!!'M're…!!'T ㍿ İ(a 𐞁s\rß٣٤٥٦\t'VE'Mİa𐞁𐞁", "tokens": 61, "pieces": ["'Re", "‍s", "EOT", "#$%", "字'ſ", ",😀🏽", "d漢", "   \n", "Ａ", "   \n", "!!'", "M're", "…", "!!'", "T", " ㍿", " İ", "(a", " 𐞁s", "\r", "ß", "٣٤٥", "٦", "\t", "'VE'M", "İa𐞁𐞁"]}
+{"text": "𐞁#$%<EOT>dDž漢", "tokens": 13, "pieces": ["𐞁", "#$%<", "EOT", ">d", "Dž漢"]}
+{"text": "<|fim_prefix|>ḍ̇'Séſ\n're\r\n\r\n", "tokens": 16, "pieces": ["<|", "fim", "_prefix", "|>", "ḍ̇'S", "éſ", "\n", "'re", "\r\n\r\n"]}
+{"text": "ſ<META_START>٣٤٥٦Ａ'T'll'ſ٣٤٥٦​ İ漢t", "tokens": 23, "pieces": ["ſ", "<META", "_START", ">", "٣٤٥", "٦", "Ａ'T", "'ll'ſ", "٣٤٥", "٦", "​", " İ漢t"]}
+{"text": "­\r'M'VE\u000b0𐞁'D\r\n\r\né😀🏽'…\u000b<Dž!!…
\"<é<|fim_prefix|>　d👍🏽ßm'ſ9½-", "tokens": 50, "pieces": ["­\r", "'M'VE", "\u000b", "0", "𐞁'D", "\r\n\r\n", "é", "😀🏽'", "…", "\u000b", "<Dž", "!!", "…", "
", "\"<", "é", "<|", "fim", "_prefix", "|>", "　d", "👍🏽", "ßm'ſ", "9½", "-"]}
+{"text": "9", "tokens": 1, "pieces": ["9"]}
+{"text": "(\"字Džé(<EOT>ꟲ-", "tokens": 14, "pieces": ["(\"", "字Džé", "(<", "EOT", ">ꟲ", "-"]}
+{"text": "\r\n­m½  \r\n   \n#$%ꟲ><|endoftext|>　0d.'s漢😀🏽é", "tokens": 29, "pieces": ["\r\n", "­m", "½", "  \r\n   \n", "#$%", "ꟲ", "><|", "endoftext", "|>", "　", "0", "d", ".'", "s漢", "😀🏽", "é"]}
+{"text": "ſEOT\r\n9\r   \na", "tokens": 8, "pieces": ["ſ", "EOT", "\r\n", "9", "\r   \n", "a"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "👍🏽\n'D", "tokens": 5, "pieces": ["👍🏽\n", "'D"]}
+{"text": "'S'S\n
-Z
<EOT>३.½'ſ'VE½ İⅣ\n\t𐞁\">\n  Ａ'VEs㋿\r!!'S🙂!'DⅣ", "tokens": 45, "pieces": ["'S'S", "\n", "
", "-Z", "
", "<EOT", ">", "३", ".", "½", "'ſ'VE", "½", " İ", "Ⅳ", "\n", "\t𐞁", "\">\n", " ", " Ａ'VE", "s", "㋿\r", "!!'", "S", "🙂!'", "D", "Ⅳ"]}
+{"text": "
\r\n\r\n㍿\r\n\r\n\r\n#$%ꟲ", "tokens": 11, "pieces": ["
\r\n\r\n", "㍿\r\n\r\n\r\n", "#$%", "ꟲ"]}
+{"text": "\t'Re#$%ꟲ👍🏽<EOT>　'ꟲ'llé\té,'ſß", "tokens": 27, "pieces": ["\t", "'Re", "#$%", "ꟲ", "👍🏽<", "EOT", ">", "　", "'ꟲ'll", "é", "\té", ",'", "ſß"]}
+{"text": "<
\r-('VEDž\r'S\ré'Ree\r\n😀🏽's<EOT>\né\r\nm\t", "tokens": 28, "pieces": ["<", "
\r", "-('", "VEDž", "\r", "'S", "\r", "é'Re", "e", "\r\n", "😀🏽'", "s", "<EOT", ">\n", "é", "\r\n", "m", "\t"]}
+{"text": "<|fim_prefix|>𐞁\r\n'll\t's9fi12345678'12345678…-0\n >   \n<|fim_prefix|>-é
😀🏽's'S!!🙂\n㋿‍\n0ḍ̇", "tokens": 57, "pieces": ["<|", "fim", "_prefix", "|>", "𐞁", "\r\n", "'ll", "\t", "'s", "9", "fi", "123", "456", "78", "'", "123", "456", "78", "…", "-", "0", "\n", " ", ">", "   \n", "<|", "fim", "_prefix", "|>-", "é", "
", "😀🏽'", "s'S", "!!🙂\n", "㋿‍\n", "0", "ḍ̇"]}
+{"text": "𐞁🙂𐞁ꟲⅣDž½a0,<EOT><EOT>㍿éḍ̇½'s٣٤٥٦٣٤٥٦", "tokens": 43, "pieces": ["𐞁", "🙂𐞁ꟲ", "Ⅳ", "Dž", "½", "a", "0", ",<", "EOT", "><", "EOT", ">㍿", "éḍ̇", "½", "'s", "٣٤٥", "٦٣٤", "٥٦"]}
+{"text": "''re​>   \n\r\n\r\n>字s'M­fi㋿'s\r\n\r\n\r\nſ0.t", "tokens": 21, "pieces": ["''", "re", "​>", "   \n\r\n\r\n", ">字s'M", "­fi", "㋿'", "s", "\r\n\r\n\r\n", "ſ", "0", ".t"]}
+{"text": "9 fiZꟲＡ👍🏽'M­ع<|endoftext|>🙂#$%­ḍ̇t🙂　 字Z  ½ꟲ\r'<|endoftext|>́tDž­", "tokens": 52, "pieces": ["9", " fi", "Zꟲ", "Ａ", "👍🏽'", "M", "­ع", "<|", "endoftext", "|>🙂#$%­", "ḍ̇t", "🙂", "　", " 字", "Z", " ", " ", "½", "ꟲ", "\r", "'<|", "endoftext", "|>́", "t", "Dž", "­"]}
+{"text": "𐞁'S(㍿!!e<META_START>'ll'Tsfi㍿𐞁EOT're", "tokens": 29, "pieces": ["𐞁'S", "(㍿!!", "e", "<META", "_START", ">'", "ll'T", "sfi", "㍿𐞁", "EOT're"]}
+{"text": "aⅣEOT字㍿́\"​ع㍿EOT'D\r<|fim_prefix|><META_START>'Sé\r𐞁'Dعİ㍿''VE<META_START>å‍'Ree0 \u000bDž", "tokens": 57, "pieces": ["a", "Ⅳ", "EOT字", "㍿́", "\"​", "ع", "㍿EOT'D", "\r", "<|", "fim", "_prefix", "|><", "META", "_START", ">'", "Sé", "\r", "𐞁'D", "ع", "İ", "㍿''", "VE", "<META", "_START", ">å", "‍'", "Ree", "0", " ", "\u000bDž"]}
+{"text": "å<e'VE\u000bꟲ  'llḍ̇ḍ̇　३'S 'ſDžꟲ<META_START>,🙂<|endoftext|>.   \n​.\r\n字\r\nİ\r\n\r\n'MＡ㋿½9", "tokens": 56, "pieces": ["å", "<e'VE", "\u000bꟲ", " ", " '", "llḍ̇ḍ̇", "　", "३", "'S", " ", "'ſ", "Džꟲ", "<META", "_START", ">,🙂<|", "endoftext", "|>.", "   \n", "​.\r\n", "字", "\r\n", "İ", "\r\n\r\n", "'MＡ", "㋿", "½9"]}
+{"text": "
<|fim_prefix|>Dž", "tokens": 9, "pieces": ["
", "<|", "fim", "_prefix", "|>", "Dž"]}
+{"text": "-\n
(\r\n\r\n\r\n　fi'seß\r漢㋿s ­", "tokens": 16, "pieces": ["-\n", "
", "(\r\n\r\n\r\n", "　fi's", "eß", "\r", "漢", "㋿s", " ­"]}
+{"text": "'VE٣٤٥٦👍🏽's
e😀🏽ß🙂>ß <ＡＡ'S!!㍿㋿  '‍㋿é>ḍ̇fi\r\n\r\n'ſ", "tokens": 46, "pieces": ["'VE", "٣٤٥", "٦", "👍🏽'", "s", "
e", "😀🏽", "ß", "🙂>", "ß", " <", "ＡＡ'S", "!!㍿㋿", " ", " '‍㋿", "é", ">ḍ̇fi", "\r\n\r\n", "'ſ"]}
+{"text": "'D'ſ…'S9", "tokens": 7, "pieces": ["'D'ſ", "…", "'S", "9"]}
+{"text": "\rm३　'S🙂漢㍿.㍿,'EOT!漢 EOTå", "tokens": 23, "pieces": ["\r", "m", "३", "　", "'S", "🙂漢", "㍿.㍿,'", "EOT", "!漢", " EOTå"]}
+{"text": "­İ㍿!!🙂  ​EOT'S0㋿éßå㋿   \n", "tokens": 25, "pieces": ["­İ", "㍿!!🙂", " ", " ​", "EOT'S", "0", "㋿éßå", "㋿", "   \n"]}
+{"text": "s", "tokens": 1, "pieces": ["s"]}
+{"text": "'llⅣ''<|endoftext|>a½\r\n\r\n  m　!d!!aＡ　'D<META_START>ß㋿Z<|fim_prefix|>>'red", "tokens": 41, "pieces": ["'ll", "Ⅳ", "''<|", "endoftext", "|>", "a", "½", "\r\n\r\n", " ", " m", "　", "!d", "!!", "a", "Ａ", "　", "'D", "<META", "_START", ">ß", "㋿Z", "<|", "fim", "_prefix", "|>>'", "red"]}
+{"text": "𐞁𐞁t\r\n-́'Te'Dſ…<|fim_prefix|>　9ḍ̇", "tokens": 29, "pieces": ["𐞁𐞁t", "\r\n", "-́'T", "e'D", "ſ", "…", "<|", "fim", "_prefix", "|>", "　", "9", "ḍ̇"]}
+{"text": "'Re", "tokens": 1, "pieces": ["'Re"]}
+{"text": " #$%'ſé('ll  ‍­'Re'ReDža", "tokens": 16, "pieces": [" ", "#$%'", "ſé", "('", "ll", " ", " ‍­'", "Re'Re", "Dža"]}
+{"text": "٣٤٥٦\u000b<|fim_prefix|>　fi㋿", "tokens": 16, "pieces": ["٣٤٥", "٦", "\u000b", "<|", "fim", "_prefix", "|>", "　fi", "㋿"]}
+{"text": "ꟲعae\r\n\r\n'ſ
字(-\t!!!!½åßéＡ!​'Reſ", "tokens": 24, "pieces": ["ꟲعae", "\r\n\r\n", "'ſ", "
字", "(-", "\t", "!!!!", "½", "åßé", "Ａ", "!​'", "Reſ"]}
+{"text": "-३  #$%!!👍🏽", "tokens": 10, "pieces": ["-", "३", " ", " #$%!!👍🏽"]}
+{"text": "<META_START>𐞁'\t-  'M.𐞁​", "tokens": 20, "pieces": ["<META", "_START", ">𐞁", "'", "\t", "-", " ", " '", "M", ".𐞁", "​"]}
+{"text": "  å　<|fim_prefix|>EOT字d‍㍿‍-12345678're\"t0👍🏽<|endoftext|>s>\r\n\r\n9Ⅳad'VE're\"­", "tokens": 48, "pieces": [" ", " å", "　", "<|", "fim", "_prefix", "|>", "EOT字d", "‍㍿‍-", "123", "456", "78", "'re", "\"t", "0", "👍🏽<|", "endoftext", "|>", "s", ">\r\n\r\n", "9Ⅳ", "ad'VE", "'re", "\"­"]}
+{"text": "ſ", "tokens": 1, "pieces": ["ſ"]}
+{"text": "å٣٤٥٦Z😀🏽<EOT>>'T\r\n\r\n३ß\"½éZ㋿‍ḍ̇9s'D字\n漢ſdt३e", "tokens": 40, "pieces": ["å", "٣٤٥", "٦", "Z", "😀🏽<", "EOT", ">>'", "T", "\r\n\r\n", "३", "ß", "\"", "½", "é", "Z", "㋿‍", "ḍ̇", "9", "s'D", "字", "\n", "漢ſdt", "३", "e"]}
+{"text": "㍿-.'s.e　­'VE ­\u000b\r\nå", "tokens": 16, "pieces": ["㍿-.'", "s", ".e", "　", "­'", "VE", " ­", "\u000b\r\n", "å"]}
+{"text": "'T'T", "tokens": 2, "pieces": ["'T'T"]}
+{"text": "-.('", "tokens": 2, "pieces": ["-.('"]}
+{"text": "Z'ſ'VEé'T…ß'ſ\n're　­.>𐞁́å'VE😀🏽 -d\u000bＡ'T", "tokens": 36, "pieces": ["Z'ſ", "'VEé'T", "…ß'ſ", "\n", "'re", "　", "­.>", "𐞁́å'VE", "😀🏽", " ", "-d", "\u000bＡ'T"]}
+{"text": "ḍ̇<META_START>३३㋿e'M'Re\r\n
\"d \u000b'D-漢 漢e\r\n\r\n\u000b㍿a㍿", "tokens": 35, "pieces": ["ḍ̇", "<META", "_START", ">", "३३", "㋿e'M", "'Re", "\r\n", "
", "\"d", " ", "\u000b", "'D", "-漢", " 漢e", "\r\n\r\n", "\u000b", "㍿a", "㍿"]}
+{"text": "'ll'VE<META_START>'VEå👍🏽é<EOT>9\r\n\r\n<漢", "tokens": 22, "pieces": ["'ll'VE", "<META", "_START", ">'", "VEå", "👍🏽", "é", "<EOT", ">", "9", "\r\n\r\n", "<漢"]}
+{"text": "عⅣ'M'Md٣٤٥٦0!
're ‍<>måm३\"ع-㍿㋿'re🙂0's'Ś​m<|endoftext|>½   \n­m-🙂", "tokens": 51, "pieces": ["ع", "Ⅳ", "'M'M", "d", "٣٤٥", "٦0", "!", "
", "'re", " ‍<>", "måm", "३", "\"ع", "-㍿㋿'", "re", "🙂", "0", "'s'S", "́", "​m", "<|", "endoftext", "|>", "½", "   \n", "­m", "-🙂"]}
+{"text": "\u000b字'éfi'VEDžⅣ\tDžda\r\n\r\n  <EOT>'VE½<|fim_prefix|><|endoftext|>🙂-'ll漢Ⅳ", "tokens": 41, "pieces": ["\u000b字", "'éfi'VE", "Dž", "Ⅳ", "\tDžda", "\r\n\r\n", " ", " <", "EOT", ">'", "VE", "½", "<|", "fim", "_prefix", "|><|", "endoftext", "|>🙂-'", "ll漢", "Ⅳ"]}
+{"text": "İeꟲＡ", "tokens": 6, "pieces": ["İeꟲ", "Ａ"]}
+{"text": "9'Reعd(𐞁\n<META_START>㋿३a\r\n\r\nⅣ(Ａ  \n'S字\"a
fi\u000b're-!<META_START>", "tokens": 38, "pieces": ["9", "'Reعd", "(𐞁", "\n", "<META", "_START", ">㋿", "३", "a", "\r\n\r\n", "Ⅳ", "(Ａ", "  \n", "'S字", "\"a", "
fi", "\u000b", "'re", "-!<", "META", "_START", ">"]}
+{"text": "Dž٣٤٥٦#$%", "tokens": 8, "pieces": ["Dž", "٣٤٥", "٦", "#$%"]}
+{"text": "㍿\r\n\r\nd　e>…Ａſé<|endoftext|>\tḍ̇\r\n\r\n\r", "tokens": 27, "pieces": ["㍿\r\n\r\n", "d", "　e", ">", "…Ａſé", "<|", "endoftext", "|>", "\tḍ̇", "\r\n\r\n\r"]}
+{"text": "!fi>'re'VEſ­å'Re.EOTſa  
㋿'ſ\r\n'Mß<META_START>'M'Sem\r\n\r\n12345678ḍ̇  𐞁!!­é12345678́👍🏽12345678", "tokens": 58, "pieces": ["!fi", ">'", "re'VE", "ſ", "­å'Re", ".EOTſa", "  ", "
", "㋿'", "ſ", "\r\n", "'Mß", "<META", "_START", ">'", "M'S", "em", "\r\n\r\n", "123", "456", "78", "ḍ̇", " ", " 𐞁", "!!­", "é", "123", "456", "78", "́", "👍🏽", "123", "456", "78"]}
+{"text": "e.́عſe​\r\nt  -㋿½\n'VE('re<EOT>0  0  ㍿'T  ßＡ𐞁!!ḍ̇<|fim_prefix|>字‍½t㋿", "tokens": 59, "pieces": ["e", ".́عſe", "​\r\n", "t", " ", " -㋿", "½", "\n", "'VE", "('", "re", "<EOT", ">", "0", " ", " ", "0", " ", " ㍿'", "T", " ", " ß", "Ａ𐞁", "!!", "ḍ̇", "<|", "fim", "_prefix", "|>", "字", "‍", "½", "t", "㋿"]}
+{"text": "#$%  's‍'ſém ſ'T0½'M㋿éZ", "tokens": 20, "pieces": ["#$%", " ", " '", "s", "‍'", "ſém", " ſ'T", "0½", "'M", "㋿é", "Z"]}
+{"text": "　m٣٤٥٦   \n<EOT>­'D㋿", "tokens": 16, "pieces": ["　m", "٣٤٥", "٦", "   \n", "<EOT", ">­'", "D", "㋿"]}
+{"text": "d٣٤٥٦́­́३<\r\n..<EOT>‍'S-.㍿́
İ<EOT><'T", "tokens": 30, "pieces": ["d", "٣٤٥", "٦", "́", "­́", "३", "<\r\n", "..<", "EOT", ">‍'", "S", "-.㍿́", "
İ", "<EOT", "><'", "T"]}
+{"text": "'S\u000bs're>Ⅳt'VE<'Re><|endoftext|>​'Té
<|fim_prefix|>'s\r\n0½.'VE\u000b'M#$%'M​ſZeḍ̇.< !!d're", "tokens": 52, "pieces": ["'S", "\u000bs're", ">", "Ⅳ", "t'VE", "<'", "Re", "><|", "endoftext", "|>​'", "Té", "
", "<|", "fim", "_prefix", "|>'", "s", "\r\n", "0½", ".'", "VE", "\u000b", "'M", "#$%'", "M", "​ſ", "Zeḍ̇", ".<", " ", "!!", "d're"]}
+{"text": "
́عé'll‍ḍ̇!!'ſ're<EOT>\r'VE…‍'VEſe'VE😀🏽🙂sع", "tokens": 34, "pieces": ["
́عé'll", "‍ḍ̇", "!!'", "ſ're", "<EOT", ">\r", "'VE", "…", "‍'", "VEſe'VE", "😀🏽🙂", "sع"]}
+{"text": "<META_START>!!́ fie 
12345678-\u000bé0're(", "tokens": 19, "pieces": ["<META", "_START", ">!!́", " fie", " ", "
", "123", "456", "78", "-", "\u000bé", "0", "'re", "("]}
+{"text": "\r\n.́'Dt<\"　٣٤٥٦'Sd'Md'll😀🏽  ḍ̇İ9\t<|fim_prefix|>ém​Ａ　漢å", "tokens": 43, "pieces": ["\r\n", ".́'D", "t", "<\"", "　", "٣٤٥", "٦", "'Sd'M", "d'll", "😀🏽", " ", " ḍ̇", "İ", "9", "\t", "<|", "fim", "_prefix", "|>", "ém", "​Ａ", "　漢å"]}
+{"text": "Zfi
åZ👍🏽.'VE're<META_START>…é123456780ع㋿<|endoftext|>İ'!(9'(㋿
👍🏽'Re　㋿>", "tokens": 53, "pieces": ["Zfi", "
å", "Z", "👍🏽.'", "VE're", "<META", "_START", ">", "…é", "123", "456", "780", "ع", "㋿<|", "endoftext", "|>", "İ", "'!(", "9", "'(㋿", "
", "👍🏽'", "Re", "　", "㋿>"]}
+{"text": "'M<META_START>'llEOT'll", "tokens": 9, "pieces": ["'M", "<META", "_START", ">'", "ll", "EOT'll"]}
+{"text": "…éd  EOTع're'DDž>㍿>İ\r\n\r\n(　<­½é-'ſع're​  ", "tokens": 30, "pieces": ["…éd", " ", " EOTع're", "'DDž", ">㍿>", "İ", "\r\n\r\n", "(", "　", "<­", "½", "é", "-'", "ſع're", "​", "  "]}
+{"text": "ßſßfi'St", "tokens": 6, "pieces": ["ßſßfi'S", "t"]}
+{"text": "Dž0t'VEm(fi\r", "tokens": 10, "pieces": ["Dž", "0", "t'VE", "m", "(fi", "\r"]}
+{"text": "<#$%'Re   \n   \n字\r\n\r\n…́<|fim_prefix|>12345678EOT<EOT>­9Dž-'' ​m𐞁३'T'T\n", "tokens": 41, "pieces": ["<#$%'", "Re", "   \n   \n", "字", "\r\n\r\n", "…́", "<|", "fim", "_prefix", "|>", "123", "456", "78", "EOT", "<EOT", ">­", "9", "Dž", "-''", " ​", "m𐞁", "३", "'T'T", "\n"]}
+{"text": "<|fim_prefix|>!(EOTm👍🏽Z\"<EOT>", "tokens": 18, "pieces": ["<|", "fim", "_prefix", "|>!(", "EOTm", "👍🏽", "Z", "\"<", "EOT", ">"]}
+{"text": "\r\n\r\nḍ̇'M३'Dع😀🏽><|endoftext|>!>\r'Re漢'VE", "tokens": 25, "pieces": ["\r\n\r\n", "ḍ̇'M", "३", "'Dع", "😀🏽><|", "endoftext", "|>!>\r", "'Re漢'VE"]}
+{"text": "३'S🙂é,​'reİ㍿ꟲa-<|endoftext|>éZ­-😀🏽\u000b", "tokens": 33, "pieces": ["३", "'S", "🙂é", ",​'", "re", "İ", "㍿ꟲa", "-<|", "endoftext", "|>", "é", "Z", "­-😀🏽", "\u000b"]}
+{"text": "　'VEعＡßꟲ…ſ'M​­d\ré're!\t!#$%<EOT>\n😀🏽", "tokens": 32, "pieces": ["　", "'VEعＡßꟲ", "…ſ'M", "​­", "d", "\r", "é're", "!", "\t", "!#$%<", "EOT", ">\n", "😀🏽"]}
+{"text": "'ſ…'llåé'Re.…m'reſ(\"e'Ⅳé<EOT>İ<EOT>­'D#$%a
'S½½३<META_START>́\rعＡ३ḍ̇㍿", "tokens": 54, "pieces": ["'ſ", "…", "'llåé'Re", ".", "…m're", "ſ", "(\"", "e", "'", "Ⅳ", "é", "<EOT", ">İ", "<EOT", ">­'", "D", "#$%", "a", "
", "'S", "½½३", "<META", "_START", ">́", "\r", "ع", "Ａ", "३", "ḍ̇", "㍿"]}
+{"text": ",'ſ(,'é<META_START>'Re<EOT>😀🏽字Ａ㍿㍿(<EOT>🙂m>'ſ٣٤٥٦å12345678३‍('T㍿‍", "tokens": 49, "pieces": [",'", "ſ", "(,'", "é", "<META", "_START", ">'", "Re", "<EOT", ">😀🏽", "字", "Ａ", "㍿㍿(<", "EOT", ">🙂", "m", ">'", "ſ", "٣٤٥", "٦", "å", "123", "456", "78३", "‍('", "T", "㍿‍"]}
+{"text": "<🙂٣٤٥٦ⅣEOTEOTt'ſ12345678   \n , ́\"\u000b,\r\n\r\n字'VEfi.'s#$%", "tokens": 32, "pieces": ["<🙂", "٣٤٥", "٦Ⅳ", "EOTEOTt'ſ", "123", "456", "78", "   \n", " ,", " ́", "\"", "\u000b", ",\r\n\r\n", "字'VE", "fi", ".'", "s", "#$%"]}
+{"text": ".ß -<|fim_prefix|>99\r\n\n👍🏽ḍ̇㋿t㋿<|fim_prefix|>'refi", "tokens": 32, "pieces": [".ß", " -<|", "fim", "_prefix", "|>", "99", "\r\n\n", "👍🏽", "ḍ̇", "㋿t", "㋿<|", "fim", "_prefix", "|>'", "refi"]}
+{"text": "­'s12345678.İ‍fit'D(Ａé\t'T9…a३İ", "tokens": 24, "pieces": ["­'", "s", "123", "456", "78", ".İ", "‍fit'D", "(Ａé", "\t", "'T", "9", "…a", "३", "İ"]}
+{"text": "​'Sſ<EOT>漢t e,.'S  ½   \nsſé'M㋿'llſ'Dž\t　\"🙂tZḍ̇…", "tokens": 42, "pieces": ["​'", "Sſ", "<EOT", ">漢t", " e", ",.'", "S", " ", " ", "½", "   \n", "sſé'M", "㋿'", "llſ", "'Dž", "\t", "　", "\"🙂", "t", "Zḍ̇", "…"]}
+{"text": ",9\tḍ̇", "tokens": 6, "pieces": [",", "9", "\tḍ̇"]}
+{"text": "٣٤٥٦عßé\r\n…,ḍ̇\n㍿'T<m\t'M'Me'T​aa're\"12345678\r\n\r\n\r\nß<å'll𐞁👍🏽Ａ漢é", "tokens": 49, "pieces": ["٣٤٥", "٦", "عßé", "\r\n", "…", ",ḍ̇", "\n", "㍿'", "T", "<m", "\t", "'M'M", "e'T", "​aa're", "\"", "123", "456", "78", "\r\n\r\n\r\n", "ß", "<å'll", "𐞁", "👍🏽", "Ａ漢é"]}
+{"text": "'Dḍ̇\t字\ns'Ma漢　㋿'re\t,🙂0.
é<EOT>>　<|fim_prefix|>ع<|endoftext|>s<", "tokens": 45, "pieces": ["'Dḍ̇", "\t字", "\n", "s'M", "a漢", "　", "㋿'", "re", "\t", ",🙂", "0", ".", "
é", "<EOT", ">>", "　", "<|", "fim", "_prefix", "|>", "ع", "<|", "endoftext", "|>", "s", "<"]}
+{"text": "!‍'D9Dž'llḍ̇​Ａ㋿३\r३té'llå'D'Re…­३0漢<|fim_prefix|>9(­½<|fim_prefix|>́ ́t", "tokens": 52, "pieces": ["!‍'", "D", "9", "Dž'll", "ḍ̇", "​Ａ", "㋿", "३", "\r", "३", "té'll", "å'D", "'Re", "…", "­", "३0", "漢", "<|", "fim", "_prefix", "|>", "9", "(­", "½", "<|", "fim", "_prefix", "|>́", " ́t"]}
+{"text": "12345678<|fim_prefix|>\r\nå👍🏽#$%é漢12345678Ⅳ٣٤٥٦t🙂ع𐞁'sİ٣٤٥٦…漢👍🏽ḍ̇EOT're", "tokens": 52, "pieces": ["123", "456", "78", "<|", "fim", "_prefix", "|>\r\n", "å", "👍🏽#$%", "é漢", "123", "456", "78Ⅳ", "٣٤٥", "٦", "t", "🙂ع𐞁's", "İ", "٣٤٥", "٦", "…漢", "👍🏽", "ḍ̇", "EOT're"]}
+{"text": "ßعs'㍿\"\r\n\r\n字👍🏽0afi'ſ12345678tİ<EOT><9　😀🏽\r\n\r\n-", "tokens": 32, "pieces": ["ßعs", "'㍿\"\r\n\r\n", "字", "👍🏽", "0", "afi'ſ", "123", "456", "78", "t", "İ", "<EOT", "><", "9", "　", "😀🏽\r\n\r\n", "-"]}
+{"text": "'M字t12345678…#$%­,\n   \nDž9字m\r\n", "tokens": 19, "pieces": ["'M字t", "123", "456", "78", "…", "#$%­,\n", "   \n", "Dž", "9", "字m", "\r\n"]}
+{"text": "字's👍🏽\u000b\r\n\r\nع<\u000b<META_START>३   \n<META_START>Dž<EOT㍿́edZ  ß​<|endoftext|>>㋿åßfi   \n", "tokens": 49, "pieces": ["字's", "👍🏽", "\u000b\r\n\r\n", "ع", "<", "\u000b", "<META", "_START", ">", "३", "   \n", "<META", "_START", ">Dž", "<EOT", "㍿́ed", "Z", " ", " ß", "​<|", "endoftext", "|>>㋿", "åßfi", "   \n"]}
+{"text": "'D'll<EOT> fi👍🏽EOT‍s👍🏽'VEEOT  <EOT>a😀🏽\r!!
mZ\r\n(­<META_START>😀🏽ḍ̇EOT\r\n   \n", "tokens": 50, "pieces": ["'D'll", "<EOT", ">", " fi", "👍🏽", "EOT", "‍s", "👍🏽'", "VEEOT", " ", " <", "EOT", ">a", "😀🏽\r", "!!", "
m", "Z", "\r\n", "(­<", "META", "_START", ">😀🏽", "ḍ̇", "EOT", "\r\n   \n"]}
+{"text": "ßꟲ‍­<|fim_prefix|>12345678\r\n\r\n", "tokens": 16, "pieces": ["ßꟲ", "‍­<|", "fim", "_prefix", "|>", "123", "456", "78", "\r\n\r\n"]}
+{"text": "́", "tokens": 1, "pieces": ["́"]}
+{"text": "…é­<|endoftext|>d字<META_START>,\nع'M9ḍ̇'Re<'sd", "tokens": 26, "pieces": ["…é", "­<|", "endoftext", "|>", "d字", "<META", "_START", ">,\n", "ع'M", "9", "ḍ̇'Re", "<'", "sd"]}
+{"text": "\r\n\r\n", "tokens": 1, "pieces": ["\r\n\r\n"]}
+{"text": "🙂 <EOT>12345678Z𐞁‍'ſZ٣٤٥٦'re😀🏽👍🏽#$%>'ſ90‍12345678m's", "tokens": 39, "pieces": ["🙂", " <", "EOT", ">", "123", "456", "78", "Z𐞁", "‍'", "ſ", "Z", "٣٤٥", "٦", "'re", "😀🏽👍🏽#$%>'", "ſ", "90", "‍", "123", "456", "78", "m's"]}
+{"text": "!fi.<EOT>''D​'S​aé🙂'ſ🙂‍eé'Re½!!<META_START>\u000b!!'T㍿t", "tokens": 36, "pieces": ["!fi", ".<", "EOT", ">''", "D", "​'", "S", "​aé", "🙂'", "ſ", "🙂‍", "eé'Re", "½", "!!<", "META", "_START", ">", "\u000b", "!!'", "T", "㍿t"]}
+{"text": "<META_START>'S'", "tokens": 6, "pieces": ["<META", "_START", ">'", "S", "'"]}
+{"text": "\"ſİ#$%½-½ 𐞁'Re'ſ　e-\r\n'M'll
e👍🏽a'ſ", "tokens": 29, "pieces": ["\"ſ", "İ", "#$%", "½", "-", "½", " 𐞁'Re", "'ſ", "　e", "-\r\n", "'M'll", "
e", "👍🏽", "a'ſ"]}
+{"text": "👍🏽'VE\"fi-t's'll漢ße'Tåefis\r\r\n're
ع!å㍿å𐞁   \né😀🏽9Ａ(é'T㋿\"-", "tokens": 48, "pieces": ["👍🏽'", "VE", "\"fi", "-t's", "'ll漢ße'T", "åefis", "\r\r\n", "'re", "
ع", "!å", "㍿å𐞁", "   \n", "é", "😀🏽", "9", "Ａ", "(é'T", "㋿\"-"]}
+{"text": "𐞁​㍿", "tokens": 8, "pieces": ["𐞁", "​㍿"]}
+{"text": "ꟲEOT­<META_START><|endoftext|>m​ſ     \n👍🏽<|fim_prefix|>EOT><EOT>#$%t   \n'llfi😀🏽Ze,", "tokens": 46, "pieces": ["ꟲ", "EOT", "­<", "META", "_START", "><|", "endoftext", "|>", "m", "​ſ", "     \n", "👍🏽<|", "fim", "_prefix", "|>", "EOT", "><", "EOT", ">#$%", "t", "   \n", "'llfi", "😀🏽", "Ze", ","]}
+{"text": "a\r\n\r\n‍ s'ſ­é   \n!!t字0\t,'S", "tokens": 17, "pieces": ["a", "\r\n\r\n", "‍", " s'ſ", "­é", "   \n", "!!", "t字", "0", "\t", ",'", "S"]}
+{"text": "'M!<٣٤٥٦\nDž'ſ-12345678👍🏽'Sß字Z३\r\né.'T#$%-'t𐞁​㍿<é\u000bⅣ​", "tokens": 48, "pieces": ["'M", "!<", "٣٤٥", "٦", "\n", "Dž'ſ", "-", "123", "456", "78", "👍🏽'", "Sß字", "Z", "३", "\r\n", "é", ".'", "T", "#$%-'", "t𐞁", "​㍿<", "é", "\u000b", "Ⅳ", "​"]}
+{"text": "​  'll<META_START>\r\n're", "tokens": 9, "pieces": ["​", " ", " '", "ll", "<META", "_START", ">\r\n", "'re"]}
+{"text": " \"e'T漢<|endoftext|>Dž(…'VE㋿ſİ\r\n\r\n<tZ's\t👍🏽字#$%<META_START>Ａ<EOT>'reḍ̇'Re.", "tokens": 49, "pieces": [" ", "\"e'T", "漢", "<|", "endoftext", "|>", "Dž", "(", "…", "'VE", "㋿ſ", "İ", "\r\n\r\n", "<t", "Z's", "\t", "👍🏽", "字", "#$%<", "META", "_START", ">Ａ", "<EOT", ">'", "reḍ̇'Re", "."]}
+{"text": "३٣٤٥٦½", "tokens": 6, "pieces": ["३٣٤", "٥٦½"]}
+{"text": "ß'Re\"fi  <META_START>३İ   \n<<|endoftext|>12345678🙂'ſ12345678
٣٤٥٦", "tokens": 33, "pieces": ["ß'Re", "\"fi", " ", " <", "META", "_START", ">", "३", "İ", "   \n", "<<|", "endoftext", "|>", "123", "456", "78", "🙂'", "ſ", "123", "456", "78", "
", "٣٤٥", "٦"]}
+{"text": "<META_START><|fim_prefix|>'s\t  ḍ̇'re🙂　ß漢's<EOT>\r\n\r\nZ9'Resḍ̇\n'T\"漢\"Ⅳ", "tokens": 38, "pieces": ["<META", "_START", "><|", "fim", "_prefix", "|>'", "s", "\t ", " ḍ̇'re", "🙂", "　ß漢's", "<EOT", ">\r\n\r\n", "Z", "9", "'Resḍ̇", "\n", "'T", "\"漢", "\"", "Ⅳ"]}
+{"text": "‍‍㍿\u000b<|fim_prefix|> 𐞁t-​'aＡ>ḍ̇　'llß٣٤٥٦da'e㍿ꟲſ<a ſ,", "tokens": 46, "pieces": ["‍‍㍿", "\u000b", "<|", "fim", "_prefix", "|>", " 𐞁t", "-​'", "a", "Ａ", ">ḍ̇", "　", "'llß", "٣٤٥", "٦", "da", "'e", "㍿ꟲſ", "<a", " ſ", ","]}
+{"text": "\t mⅣ'll'llⅣ\r\n漢é<<dſſİ,ḍ̇m.👍🏽 'Re½0,  å㋿   \n'Re", "tokens": 40, "pieces": ["\t", " m", "Ⅳ", "'ll'll", "Ⅳ", "\r\n", "漢é", "<<", "dſſ", "İ", ",ḍ̇m", ".👍🏽", " ", "'Re", "½0", ",", " ", " å", "㋿", "   \n", "'Re"]}
+{"text": "EOT're12345678\r\nİé𐞁", "tokens": 14, "pieces": ["EOT're", "123", "456", "78", "\r\n", "İé𐞁"]}
+{"text": "‍😀🏽><|fim_prefix|>'Refié𐞁½\u000b३ 'Dſḍ̇12345678  
", "tokens": 31, "pieces": ["‍😀🏽><|", "fim", "_prefix", "|>'", "Refié𐞁", "½", "\u000b", "३", " '", "Dſḍ̇", "123", "456", "78", "  
"]}
+{"text": "\t'T　İ​Z😀🏽", "tokens": 9, "pieces": ["\t", "'T", "　İ", "​Z", "😀🏽"]}
+{"text": "'D!!Ⅳ<META_START>​<EOT>s're  ­😀🏽'Re٣٤٥٦́ ㋿٣٤٥٦٣٤٥٦ Dž'M<|endoftext|>
", "tokens": 50, "pieces": ["'D", "!!", "Ⅳ", "<META", "_START", ">​<", "EOT", ">s're", " ", " ­😀🏽'", "Re", "٣٤٥", "٦", "́", " ㋿", "٣٤٥", "٦٣٤", "٥٦", " Dž'M", "<|", "endoftext", "|>", "
"]}
+{"text": "ßåé<META_START><EOT>ḍ̇ꟲfi👍🏽'll\"", "tokens": 24, "pieces": ["ßåé", "<META", "_START", "><", "EOT", ">ḍ̇ꟲfi", "👍🏽'", "ll", "\""]}
+{"text": "\"t'reع漢́٣٤٥٦Ⅳ\t٣٤٥٦<́s'Sع​m\tⅣ.\r'Déé", "tokens": 31, "pieces": ["\"t're", "ع漢́", "٣٤٥", "٦Ⅳ", "\t", "٣٤٥", "٦", "<́s'S", "ع", "​m", "\t", "Ⅳ", ".\r", "'Déé"]}
+{"text": "('M\r字…-३ \u000b…
é<|fim_prefix|>'M.'Re", "tokens": 23, "pieces": ["('", "M", "\r", "字", "…", "-", "३", " \u000b…", "
é", "<|", "fim", "_prefix", "|>'", "M", ".'", "Re"]}
+{"text": "'VE.<|endoftext|>fi字\t​\r\n\r\n字​ꟲ\r  Dž́𐞁'D12345678٣٤٥٦'T<\r\n'ſ12345678👍🏽漢
𐞁'll­12345678  ع½😀🏽#$%　\r\n\r\n", "tokens": 69, "pieces": ["'VE", ".<|", "endoftext", "|>", "fi字", "\t", "​\r\n\r\n", "字", "​ꟲ", "\r", " ", " Dž́𐞁'D", "123", "456", "78٣", "٤٥٦", "'T", "<\r\n", "'ſ", "123", "456", "78", "👍🏽", "漢", "
𐞁'll", "­", "123", "456", "78", " ", " ع", "½", "😀🏽#$%", "　\r\n\r\n"]}
+{"text": "漢!!'Re  !!", "tokens": 6, "pieces": ["漢", "!!'", "Re", " ", " !!"]}
+{"text": "<EOT>-EOT", "tokens": 5, "pieces": ["<EOT", ">-", "EOT"]}
+{"text": "­
ꟲfi㋿٣٤٥٦👍🏽(३'M\"'T('re😀🏽>Ａfi<META_START>12345678", "tokens": 36, "pieces": ["­", "
ꟲfi", "㋿", "٣٤٥", "٦", "👍🏽(", "३", "'M", "\"'", "T", "('", "re", "😀🏽>", "Ａfi", "<META", "_START", ">", "123", "456", "78"]}
+{"text": "㍿'s'ſ字\u000b'Re😀🏽,'T́­ 𐞁
!!fi　,漢漢३\t३ß́\rⅣ\r'ſ'ſå\r\r\n\r\n👍🏽", "tokens": 49, "pieces": ["㍿'", "s'ſ", "字", "\u000b", "'Re", "😀🏽,'", "T́", "­", " 𐞁", "
", "!!", "fi", "　", ",漢漢", "३", "\t", "३", "ß́", "\r", "Ⅳ", "\r", "'ſ'ſ", "å", "\r\r\n\r\n", "👍🏽"]}
+{"text": "\t12345678🙂İ­Dža­< Ａ", "tokens": 14, "pieces": ["\t", "123", "456", "78", "🙂İ", "­Dža", "­<", " Ａ"]}
+{"text": "a<|fim_prefix|>\r\n\r\n\r\n\r\n
­👍🏽 m'så'VE", "tokens": 19, "pieces": ["a", "<|", "fim", "_prefix", "|>\r\n\r\n\r\n\r\n", "
", "­👍🏽", " m's", "å'VE"]}
+{"text": "　\r\n\r\n<EOT>😀🏽‍'VE-İ\naＡ<字<|endoftext|>#$%a🙂é>ع!!<EOT> ꟲ​dſ½'T", "tokens": 47, "pieces": ["　\r\n\r\n", "<EOT", ">😀🏽‍'", "VE", "-İ", "\n", "a", "Ａ", "<字", "<|", "endoftext", "|>#$%", "a", "🙂é", ">ع", "!!<", "EOT", ">", " ꟲ", "​dſ", "½", "'T"]}
+{"text": "'D३a漢𐞁🙂12345678<|fim_prefix|>>㍿<META_START>'VE٣٤٥٦ EOT'T\t🙂e字(", "tokens": 39, "pieces": ["'D", "३", "a漢𐞁", "🙂", "123", "456", "78", "<|", "fim", "_prefix", "|>>㍿<", "META", "_START", ">'", "VE", "٣٤٥", "٦", " EOT'T", "\t", "🙂e字", "("]}
+{"text": "́　 \r\nfi", "tokens": 5, "pieces": ["́", "　 \r\n", "fi"]}
+{"text": "'Sİt­.'D's𐞁\r\n-'ll'll.<EOT>İ́\r\n\r\n'\n字éåt   \nß", "tokens": 30, "pieces": ["'Sİt", "­.'", "D's", "𐞁", "\r\n", "-'", "ll'll", ".<", "EOT", ">İ́", "\r\n\r\n", "'\n", "字éåt", "   \n", "ß"]}
+{"text": "🙂t\"ꟲ\r\nꟲİ<|endoftext|> ḍ̇é 'T​𐞁漢t　ſع12345678fiع", "tokens": 40, "pieces": ["🙂t", "\"ꟲ", "\r\n", "ꟲ", "İ", "<|", "endoftext", "|>", " ḍ̇é", " ", "'T", "​𐞁漢t", "　ſع", "123", "456", "78", "fiع"]}
+{"text": "'Re'D'VEDž.!!İꟲ", "tokens": 12, "pieces": ["'Re'D", "'VEDž", ".!!", "İꟲ"]}
+{"text": "fiDž­s㍿'
㋿'reſé👍🏽<META_START>漢𐞁<|fim_prefix|>ḍ̇tDž'sa", "tokens": 42, "pieces": ["fi", "Dž", "­s", "㍿'", "
", "㋿'", "reſé", "👍🏽<", "META", "_START", ">漢𐞁", "<|", "fim", "_prefix", "|>", "ḍ̇t", "Dž's", "a"]}
+{"text": "éꟲ漢٣٤٥٦  'M\tfi\u000b're字", "tokens": 17, "pieces": ["éꟲ漢", "٣٤٥", "٦", " ", " '", "M", "\tfi", "\u000b", "'re字"]}
+{"text": " …ſe'9漢­字<META_START>Ⅳ😀🏽㋿\u000b\r\n\r\nd'D🙂…　d#$%'Reḍ̇e㍿Zt…\u000bİ>e\r­a\r", "tokens": 52, "pieces": [" ", "…ſe", "'", "9", "漢", "­字", "<META", "_START", ">", "Ⅳ", "😀🏽㋿", "\u000b\r\n\r\n", "d'D", "🙂", "…", "　d", "#$%'", "Reḍ̇e", "㍿Zt", "…", "\u000bİ", ">e", "\r", "­a", "\r"]}
+{"text": ">,<|endoftext|>İ漢 \r\n\r\ns字!ſ0漢Z\u000bEOT'VE
Ａ👍🏽,", "tokens": 29, "pieces": [">,<|", "endoftext", "|>", "İ漢", " \r\n\r\n", "s字", "!ſ", "0", "漢", "Z", "\u000bEOT'VE", "
Ａ", "👍🏽,"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'TdⅣ<å-me>fi­t\t-­'s<<META_START>\"'VE'M　'Re'VE漢ſ
'D
‍㍿9#$%ſ'd
\r", "tokens": 42, "pieces": ["'Td", "Ⅳ", "<å", "-me", ">fi", "­t", "\t", "-­'", "s", "<<", "META", "_START", ">\"'", "VE'M", "　", "'Re'VE", "漢ſ", "
", "'D", "
", "‍㍿", "9", "#$%", "ſ'd", "
\r"]}
+{"text": "eḍ̇ ,'M0tEOT   \n'T\"👍🏽t漢
!!㍿\r\nſİ😀🏽<|endoftext|>'reZ's", "tokens": 39, "pieces": ["eḍ̇", " ,'", "M", "0", "t", "EOT", "   \n", "'T", "\"👍🏽", "t漢", "
", "!!㍿\r\n", "ſ", "İ", "😀🏽<|", "endoftext", "|>'", "re", "Z's"]}
+{"text": "𐞁'M'ſZ'T'Då\u000bßfi'VE<EOT>'S\n\n漢'S\r\nſ'SEOT\" Ⅳ", "tokens": 33, "pieces": ["𐞁'M", "'ſ", "Z'T", "'Då", "\u000bßfi'VE", "<EOT", ">'", "S", "\n\n", "漢'S", "\r\n", "ſ'S", "EOT", "\"", " ", "Ⅳ"]}
+{"text": "😀🏽  -0'M     \n㋿9", "tokens": 13, "pieces": ["😀🏽", " ", " ", "-", "0", "'M", "     \n", "㋿", "9"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "½'Da'D-<|fim_prefix|>'re'D​m'å३\r\n\r\n३Ａfi(,  e.'re'Reḍ̇<META_START>'T", "tokens": 37, "pieces": ["½", "'Da'D", "-<|", "fim", "_prefix", "|>'", "re'D", "​m", "'å", "३", "\r\n\r\n", "३", "Ａfi", "(,", " ", " e", ".'", "re'Re", "ḍ̇", "<META", "_START", ">'", "T"]}
+{"text": "\rm‍㍿0('Séع<|endoftext|>­ ", "tokens": 20, "pieces": ["\r", "m", "‍㍿", "0", "('", "Séع", "<|", "endoftext", "|>­", " "]}
+{"text": "'ſaEOT   \n\t🙂é漢're​Dž🙂㍿(dm㍿éfiEOT..́…,(0.👍🏽…İ­!㋿", "tokens": 46, "pieces": ["'ſa", "EOT", "   \n", "\t", "🙂é漢're", "​Dž", "🙂㍿(", "dm", "㍿éfi", "EOT", "..́", "…", ",(", "0", ".👍🏽", "…İ", "­!㋿"]}
+{"text": ",'VEéDž", "tokens": 6, "pieces": [",'", "VEé", "Dž"]}
+{"text": "'llＡ́㋿12345678  é𐞁Ａa9𐞁fi㋿ḍ̇'ſſ'D\nḍ̇ß́>('VE'VE,㋿", "tokens": 48, "pieces": ["'ll", "Ａ́", "㋿", "123", "456", "78", " ", " é𐞁", "Ａa", "9", "𐞁fi", "㋿ḍ̇'ſ", "ſ'D", "\n", "ḍ̇ß́", ">('", "VE'VE", ",㋿"]}
+{"text": "'ll-ḍ̇ \r'ſd!! ३,𐞁½ſ　éḍ̇sḍ̇é'ſ!\t<|fim_prefix|>\t­
字😀🏽ß<,'re…\u000b.Ａ𐞁'M", "tokens": 62, "pieces": ["'ll", "-ḍ̇", " \r", "'ſd", "!!", " ", "३", ",𐞁", "½", "ſ", "　éḍ̇sḍ̇é'ſ", "!", "\t", "<|", "fim", "_prefix", "|>", "\t", "­", "
字", "😀🏽", "ß", "<,'", "re", "…", "\u000b", ".Ａ𐞁'M"]}
+{"text": "🙂s\n\r­'re EOT!漢🙂<EOT>漢'reß'D<.'ſ　Ⅳ'T9\n's(m're12345678>Ａ<|endoftext|>#$%", "tokens": 46, "pieces": ["🙂s", "\n\r", "­'", "re", " EOT", "!漢", "🙂<", "EOT", ">漢're", "ß'D", "<.'", "ſ", "　", "Ⅳ", "'T", "9", "\n", "'s", "(m're", "123", "456", "78", ">Ａ", "<|", "endoftext", "|>#$%"]}
+{"text": "fiİ​ſ'VEſ0-0   \n<META_START>, 9<|fim_prefix|>漢½", "tokens": 25, "pieces": ["fi", "İ", "​ſ'VE", "ſ", "0", "-", "0", "   \n", "<META", "_START", ">,", " ", "9", "<|", "fim", "_prefix", "|>", "漢", "½"]}
+{"text": "\r\n-\rs३\t́'T#$%<META_START>\r\ne​½'ll<|fim_prefix|>", "tokens": 24, "pieces": ["\r\n", "-\r", "s", "३", "\t́'T", "#$%<", "META", "_START", ">\r\n", "e", "​", "½", "'ll", "<|", "fim", "_prefix", "|>"]}
+{"text": "漢\"9'ſ're", "tokens": 6, "pieces": ["漢", "\"", "9", "'ſ're"]}
+{"text": "(Zs\u000b 
.<'VE\r\n\r\n㍿🙂㍿‍\t(🙂½\r're
  😀🏽🙂!Z<META_START>   \n😀🏽", "tokens": 39, "pieces": ["(Zs", "\u000b ", "
", ".<'", "VE", "\r\n\r\n", "㍿🙂㍿‍", "\t", "(🙂", "½", "\r", "'re", "
 ", " 😀🏽🙂!", "Z", "<META", "_START", ">", "   \n", "😀🏽"]}
+{"text": "é<|fim_prefix|>d", "tokens": 9, "pieces": ["é", "<|", "fim", "_prefix", "|>", "d"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "12345678Ａ🙂𐞁👍🏽.<|fim_prefix|>\u000b's\u000b!!!'\n\rEOTdꟲsta'S9fi<Ⅳ\u000b  ع\r\n\r\n½ 'S", "tokens": 44, "pieces": ["123", "456", "78", "Ａ", "🙂𐞁", "👍🏽.<|", "fim", "_prefix", "|>", "\u000b", "'s", "\u000b", "!!!'\n\r", "EOTdꟲsta'S", "9", "fi", "<", "Ⅳ", "\u000b ", " ع", "\r\n\r\n", "½", " ", "'S"]}
+{"text": "(­ꟲ'llZ😀🏽́½㋿<   \nå\rßå \n", "tokens": 25, "pieces": ["(­", "ꟲ'll", "Z", "😀🏽́", "½", "㋿<", "   \n", "å", "\r", "ßå", " \n"]}
+{"text": "<EOT>!!#$%Ⅳḍ̇漢'llfißeDž'D　‍㍿.(字<|fim_prefix|>ee👍🏽12345678eDžé'T!'VE㋿  m", "tokens": 51, "pieces": ["<EOT", ">!!#$%", "Ⅳ", "ḍ̇漢'll", "fiße", "Dž'D", "　", "‍㍿.(", "字", "<|", "fim", "_prefix", "|>", "ee", "👍🏽", "123", "456", "78", "e", "Džé'T", "!'", "VE", "㋿", " ", " m"]}
+{"text": "\r'😀🏽'Re　 İ'ſ\"🙂　𐞁\r\n\t#$%　­.a!\t　   \n\u000bſ", "tokens": 33, "pieces": ["\r", "'😀🏽'", "Re", "　", " İ'ſ", "\"🙂", "　𐞁", "\r\n", "\t", "#$%", "　", "­.", "a", "!", "\t　   \n", "\u000bſ"]}
+{"text": "ßعe're9'sßſ漢'VE'VE½\"👍🏽'ReZ😀🏽'VE12345678ḍ̇👍🏽
㋿Z…\t (\r\n'reⅣ'T'12345678'S
", "tokens": 55, "pieces": ["ßعe're", "9", "'sßſ漢'VE", "'VE", "½", "\"👍🏽'", "Re", "Z", "😀🏽'", "VE", "123", "456", "78", "ḍ̇", "👍🏽", "
", "㋿Z", "…\t", " ", "(\r\n", "'re", "Ⅳ", "'T", "'", "123", "456", "78", "'S", "
"]}
+{"text": "ḍ̇
ꟲ'T'VE
'ſ<META_START>.Dž\r\n'…𐞁 !'D\r\n\r\n'Mt字 ſ​🙂,­s\r\n\r\nꟲ'Mt(㋿½३", "tokens": 53, "pieces": ["ḍ̇", "
ꟲ'T", "'VE", "
", "'ſ", "<META", "_START", ">.", "Dž", "\r\n", "'", "…𐞁", " ", "!'", "D", "\r\n\r\n", "'Mt字", " ſ", "​🙂,­", "s", "\r\n\r\n", "ꟲ'M", "t", "(㋿", "½३"]}
+{"text": "åＡⅣ🙂ßfi'", "tokens": 9, "pieces": ["å", "Ａ", "Ⅳ", "🙂ßfi", "'"]}
+{"text": "'s(\nd👍🏽'll Ａ(\n.", "tokens": 12, "pieces": ["'s", "(\n", "d", "👍🏽'", "ll", " Ａ", "(\n", "."]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "#$%😀🏽𐞁Ａ\r\n\"'re0‍s㍿­㋿'s
0½­fi<META_START>\r\n>́", "tokens": 36, "pieces": ["#$%😀🏽", "𐞁", "Ａ", "\r\n", "\"'", "re", "0", "‍s", "㍿­㋿'", "s", "
", "0½", "­fi", "<META", "_START", ">\r\n", ">́"]}
+{"text": "'se'M!,‍eع\r\n,9", "tokens": 10, "pieces": ["'se'M", "!,‍", "eع", "\r\n", ",", "9"]}
+{"text": "<|fim_prefix|>,EOT<…-dfie'reZå  912345678>　'Tfi'D​٣٤٥٦!!🙂EOT\r\n\r\n'ſfi­\r٣٤٥٦‍'re㍿", "tokens": 52, "pieces": ["<|", "fim", "_prefix", "|>,", "EOT", "<", "…", "-dfie're", "Zå", " ", " ", "912", "345", "678", ">", "　", "'Tfi'D", "​", "٣٤٥", "٦", "!!🙂", "EOT", "\r\n\r\n", "'ſfi", "­\r", "٣٤٥", "٦", "‍'", "re", "㍿"]}
+{"text": "ع!'Dß<META_START>", "tokens": 8, "pieces": ["ع", "!'", "Dß", "<META", "_START", ">"]}
+{"text": "漢tZ<'ReDž-㍿('Re0'M\u000b-fi½\r\n!!Z", "tokens": 22, "pieces": ["漢t", "Z", "<'", "Re", "Dž", "-㍿('", "Re", "0", "'M", "\u000b", "-fi", "½", "\r\n", "!!", "Z"]}
+{"text": "'s'ſs,　-\r'séZDž<|fim_prefix|>   \ns३a
👍🏽½!👍🏽's
!!\r㋿tİꟲ   \nsåꟲ\u000b", "tokens": 52, "pieces": ["'s'ſ", "s", ",", "　", "-\r", "'sé", "ZDž", "<|", "fim", "_prefix", "|>", "   \n", "s", "३", "a", "
", "👍🏽", "½", "!👍🏽'", "s", "
", "!!\r", "㋿t", "İꟲ", "   \n", "såꟲ", "\u000b"]}
+{"text": "t‍!!fi 'VE", "tokens": 7, "pieces": ["t", "‍!!", "fi", " ", "'VE"]}
+{"text": "㋿  \"<é'reZ'll'D'llåꟲ<", "tokens": 18, "pieces": ["㋿", " ", " \"<", "é're", "Z'll", "'D'll", "åꟲ", "<"]}
+{"text": "a", "tokens": 1, "pieces": ["a"]}
+{"text": "'reعfi.­eعé\tDžＡ'reDž'Se!<EOT>'s​EOT#$%\ne", "tokens": 30, "pieces": ["'reعfi", ".­", "eعé", "\tDžＡ're", "Dž'S", "e", "!<", "EOT", ">'", "s", "​EOT", "#$%\n", "e"]}
+{"text": "½Dž   \n½,e'D٣٤٥٦𐞁<!!'Rem‍😀🏽٣٤٥٦İ<|endoftext|>\r\n\r\ne
<|endoftext|>\u000bſ 0<('Tfi", "tokens": 52, "pieces": ["½", "Dž", "   \n", "½", ",e'D", "٣٤٥", "٦", "𐞁", "<!!'", "Rem", "‍😀🏽", "٣٤٥", "٦", "İ", "<|", "endoftext", "|>\r\n\r\n", "e", "
", "<|", "endoftext", "|>", "\u000bſ", " ", "0", "<('", "Tfi"]}
+{"text": "​Ａ　​٣٤٥٦́a're'VE‍  ㍿å0'VÉ9're!!'D'S0\"!½'Re", "tokens": 35, "pieces": ["​Ａ", "　", "​", "٣٤٥", "٦", "́a're", "'VE", "‍", " ", " ㍿", "å", "0", "'VÉ", "9", "'re", "!!'", "D'S", "0", "\"!", "½", "'Re"]}
+{"text": "'S½漢́  \r\n'S.,ḍ̇\"'SZ  t<META_START><|fim_prefix|>😀🏽e'T㋿dé㋿Ⅳ9<EOT>'ſ字fi!", "tokens": 45, "pieces": ["'S", "½", "漢́", "  \r\n", "'S", ".,", "ḍ̇", "\"'", "SZ", " ", " t", "<META", "_START", "><|", "fim", "_prefix", "|>😀🏽", "e'T", "㋿dé", "㋿", "Ⅳ9", "<EOT", ">'", "ſ字fi", "!"]}
+{"text": "🙂fi‍',
é​   \n12345678𐞁…'VEＡ'Re", "tokens": 22, "pieces": ["🙂fi", "‍',", "
é", "​", "   \n", "123", "456", "78", "𐞁", "…", "'VEＡ'Re"]}
+{"text": "'Re漢fi\"12345678'ſ'ſ<|endoftext|>㍿𐞁३字9\u000b\" ſ漢m'VEİ<|endoftext|>,'llé 9DžDž٣٤٥٦<EOT>\n", "tokens": 60, "pieces": ["'Re漢fi", "\"", "123", "456", "78", "'ſ'ſ", "<|", "endoftext", "|>㍿", "𐞁", "३", "字", "9", "\u000b", "\"", " ſ漢m'VE", "İ", "<|", "endoftext", "|>,'", "llé", " ", "9", "DžDž", "٣٤٥", "٦", "<EOT", ">\n"]}
+{"text": "عꟲ<|endoftext|>é\r\nİDž'Re​ꟲ>-漢字ع́!!ß'ree   \n'👍🏽­İß𐞁٣٤٥٦", "tokens": 46, "pieces": ["عꟲ", "<|", "endoftext", "|>", "é", "\r\n", "İDž'Re", "​ꟲ", ">-", "漢字ع́", "!!", "ß're", "e", "   \n", "'👍🏽­", "İß𐞁", "٣٤٥", "٦"]}
+{"text": "…́㍿'Re 'llt ३   \nmZ'<EOT>'re'ſ", "tokens": 22, "pieces": ["…́", "㍿'", "Re", " '", "llt", " ", "३", "   \n", "m", "Z", "'<", "EOT", ">'", "re'ſ"]}
+{"text": " ㍿Dž <|fim_prefix|>m's٣٤٥٦-éDž ع‍fi\"٣٤٥٦'Re'𐞁𐞁,.\r\n'Re漢", "tokens": 43, "pieces": [" ", "㍿Dž", " <|", "fim", "_prefix", "|>", "m's", "٣٤٥", "٦", "-é", "Dž", " ع", "‍fi", "\"", "٣٤٥", "٦", "'Re", "'𐞁𐞁", ",.\r\n", "'Re漢"]}
+{"text": "'ReEOT'llꟲDžé0\tfi\"🙂<EOT>'S'ſ'DZés'll' tḍ̇.", "tokens": 33, "pieces": ["'Re", "EOT'll", "ꟲDžé", "0", "\tfi", "\"🙂<", "EOT", ">'", "S'ſ", "'DZés'll", "'", " tḍ̇", "."]}
+{"text": "\u000b<-<|fim_prefix|>#$%ſ'D'ſEOTＡḍ̇
12345678!'Re'ſİ'VE're's'll'T0'S'Re\r\n<'re,>٣٤٥٦😀🏽½½\"\t…ع", "tokens": 57, "pieces": ["\u000b", "<-<|", "fim", "_prefix", "|>#$%", "ſ'D", "'ſ", "EOTＡḍ̇", "
", "123", "456", "78", "!'", "Re'ſ", "İ'VE", "'re's", "'ll'T", "0", "'S'Re", "\r\n", "<'", "re", ",>", "٣٤٥", "٦", "😀🏽", "½½", "\"", "\t", "…ع"]}
+{"text": "9 9İ३ſ\n'ree<|fim_prefix|>'llḍ̇…𐞁9m>ع'D!!\nse‍​å12345678漢'ſ
.Ⅳ", "tokens": 46, "pieces": ["9", " ", "9", "İ", "३", "ſ", "\n", "'ree", "<|", "fim", "_prefix", "|>'", "llḍ̇", "…𐞁", "9", "m", ">ع'D", "!!\n", "se", "‍​", "å", "123", "456", "78", "漢'ſ", "
", ".", "Ⅳ"]}
+{"text": "\n99İ​a'Re漢　éſ\r\n\r\nDž", "tokens": 13, "pieces": ["\n", "99", "İ", "​a'Re", "漢", "　éſ", "\r\n\r\n", "Dž"]}
+{"text": "́\"\r\n\r\n'VE.́Z٣٤٥٦😀🏽a<|endoftext|>\"'ſfié  <META_START> 　'S\r\n\r\n's12345678'T‍eDžéع", "tokens": 47, "pieces": ["́", "\"\r\n\r\n", "'VE", ".́", "Z", "٣٤٥", "٦", "😀🏽", "a", "<|", "endoftext", "|>\"'", "ſfié", " ", " <", "META", "_START", ">", " ", "　", "'S", "\r\n\r\n", "'s", "123", "456", "78", "'T", "‍e", "Džéع"]}
+{"text": "٣٤٥٦<|fim_prefix|>''s㍿Ⅳ́    \n३ſ🙂\r\n\r\n\n㍿'s\r\nå", "tokens": 33, "pieces": ["٣٤٥", "٦", "<|", "fim", "_prefix", "|>''", "s", "㍿", "Ⅳ", "́", "    \n", "३", "ſ", "🙂\r\n\r\n\n", "㍿'", "s", "\r\n", "å"]}
+{"text": "!३   \n", "tokens": 3, "pieces": ["!", "३", "   \n"]}
+{"text": "𐞁'Z㋿㋿Ⅳ‍!'Re 　", "tokens": 18, "pieces": ["𐞁", "'Z", "㋿㋿", "Ⅳ", "‍!'", "Re", " 　"]}
+{"text": "-
", "tokens": 2, "pieces": ["-", "
"]}
+{"text": "‍­ꟲ,<㋿'s🙂", "tokens": 12, "pieces": ["‍­", "ꟲ", ",<㋿'", "s", "🙂"]}
+{"text": "\rİⅣ漢0\"​éétḍ̇\"İ\u000b!!'reⅣ　12345678\t㋿0<|endoftext|>12345678…́\r\n\u000bſ\"!éⅣ-", "tokens": 53, "pieces": ["\r", "İ", "Ⅳ", "漢", "0", "\"​", "éétḍ̇", "\"İ", "\u000b", "!!'", "re", "Ⅳ", "　", "123", "456", "78", "\t", "㋿", "0", "<|", "endoftext", "|>", "123", "456", "78", "…́", "\r\n", "\u000bſ", "\"!", "é", "Ⅳ", "-"]}
+{"text": "a<|fim_prefix|>", "tokens": 7, "pieces": ["a", "<|", "fim", "_prefix", "|>"]}
+{"text": "é>Ź👍🏽­'T‍  …ß<İ'st\r\né­㋿\r\n<META_START>😀🏽Ⅳfie\u000b", "tokens": 38, "pieces": ["é", ">Ź", "👍🏽­'", "T", "‍", "  ", "…ß", "<İ's", "t", "\r\n", "é", "­㋿\r\n", "<META", "_START", ">😀🏽", "Ⅳ", "fie", "\u000b"]}
+{"text": "s\"å!Ⅳİe\r\n\r\n𐞁9\r㋿½\n'M-é  <s漢'S 's­   \n'MDžꟲ­>­\u000b#$%", "tokens": 43, "pieces": ["s", "\"å", "!", "Ⅳ", "İe", "\r\n\r\n", "𐞁", "9", "\r", "㋿", "½", "\n", "'M", "-é", " ", " <", "s漢'S", " ", "'s", "­", "   \n", "'MDžꟲ", "­>­", "\u000b", "#$%"]}
+{"text": "…'re\n\r9Ⅳ   \n㋿åå\u000b's'Tꟲ­ꟲ\n'T\r\n\r\n12345678  😀🏽<META_START>'s'll12345678e½", "tokens": 47, "pieces": ["…", "'re", "\n\r", "9Ⅳ", "   \n", "㋿åå", "\u000b", "'s'T", "ꟲ", "­ꟲ", "\n", "'T", "\r\n\r\n", "123", "456", "78", " ", " 😀🏽<", "META", "_START", ">'", "s'll", "123", "456", "78", "e", "½"]}
+{"text": "字漢\u000b‍fit'VE\r'S'😀🏽ع…\t", "tokens": 18, "pieces": ["字漢", "\u000b", "‍fit'VE", "\r", "'S", "'😀🏽", "ع", "…\t"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": ".0३'MＡ३ḍ̇\r<|endoftext|>12345678
㍿t", "tokens": 25, "pieces": [".", "0३", "'MＡ", "३", "ḍ̇", "\r", "<|", "endoftext", "|>", "123", "456", "78", "
", "㍿t"]}
+{"text": "\r\n\r\n'll㍿>\n字é<|endoftext|>\t\t12345678>-Dž", "tokens": 24, "pieces": ["\r\n\r\n", "'ll", "㍿>\n", "字é", "<|", "endoftext", "|>", "\t", "\t", "123", "456", "78", ">-", "Dž"]}
+{"text": "­ …!ḍ̇m𐞁'Tعſ\r\n\r\nſ́<EOT> 0<META_START>m", "tokens": 29, "pieces": ["­", " ", "…", "!ḍ̇m𐞁'T", "عſ", "\r\n\r\n", "ſ́", "<EOT", ">", " ", "0", "<META", "_START", ">m"]}
+{"text": "字\"e9ع'M­tſ👍🏽>ßDž­", "tokens": 16, "pieces": ["字", "\"e", "9", "ع'M", "­tſ", "👍🏽>", "ß", "Dž", "­"]}
+{"text": "ع…Ａ'D🙂'reEOT#$%!<META_START>  'M'VE ٣٤٥٦'T‍-👍🏽#$%'Re\n\n  字", "tokens": 38, "pieces": ["ع", "…Ａ'D", "🙂'", "re", "EOT", "#$%!<", "META", "_START", ">", " ", " '", "M'VE", " ", "٣٤٥", "٦", "'T", "‍-👍🏽#$%'", "Re", "\n\n", " ", " 字"]}
+{"text": "'Tt𐞁ḍ̇ḍ̇३عEOT'Sſ'd.s​t🙂ݽ‍漢t<|fim_prefix|>", "tokens": 34, "pieces": ["'Tt𐞁ḍ̇ḍ̇", "३", "ع", "EOT'S", "ſ'd", ".s", "​t", "🙂İ", "½", "‍漢t", "<|", "fim", "_prefix", "|>"]}
+{"text": " 😀🏽é'll!३'VEZs\r\n\r\n\t\n<|endoftext|>\n\r're", "tokens": 22, "pieces": [" 😀🏽", "é'll", "!", "३", "'VEZs", "\r\n\r\n\t\n", "<|", "endoftext", "|>\n\r", "'re"]}
+{"text": "mdİa½a'VE-d​#$%  ३", "tokens": 14, "pieces": ["md", "İa", "½", "a'VE", "-d", "​#$%", " ", " ", "३"]}
+{"text": "\u000b", "tokens": 1, "pieces": ["\u000b"]}
+{"text": "😀🏽'VE㍿.--\u000b're㍿eé'S<|fim_prefix|>🙂𐞁'S-Ａ́İ<|endoftext|>\u000b12345678　Z'Ms\r\n0ſ字", "tokens": 52, "pieces": ["😀🏽'", "VE", "㍿.--", "\u000b", "'re", "㍿eé'S", "<|", "fim", "_prefix", "|>🙂", "𐞁'S", "-Ａ́", "İ", "<|", "endoftext", "|>", "\u000b", "123", "456", "78", "　Z'M", "s", "\r\n", "0", "ſ字"]}
+{"text": "'D́عe
ꟲt'Re\"­.!!‍‍é
#$%ḍ̇#$%ꟲ>s漢e…mEOTꟲ…", "tokens": 41, "pieces": ["'D́عe", "
ꟲt'Re", "\"­.!!‍‍", "é", "
", "#$%", "ḍ̇", "#$%", "ꟲ", ">s漢e", "…m", "EOTꟲ", "…"]}
+{"text": "a0­\r\n\r\n  (s(字mع t'ſ'T!!", "tokens": 17, "pieces": ["a", "0", "­\r\n\r\n", " ", " (", "s", "(字mع", " t'ſ", "'T", "!!"]}
+{"text": "‍'sꟲßs!!٣٤٥٦0ꟲ!!́㍿ſ<EOT>'D\r\n½!!\r\n  é\t😀🏽́́'S
…fiⅣ", "tokens": 48, "pieces": ["‍'", "sꟲßs", "!!", "٣٤٥", "٦0", "ꟲ", "!!́㍿", "ſ", "<EOT", ">'", "D", "\r\n", "½", "!!\r\n", " ", " é", "\t", "😀🏽́́'", "S", "
", "…fi", "Ⅳ"]}
+{"text": "\r\n\r\n<|fim_prefix|>\"‍-''", "tokens": 10, "pieces": ["\r\n\r\n", "<|", "fim", "_prefix", "|>\"‍-''"]}
+{"text": " <|fim_prefix|>!!0ſ'Re'ſ<|endoftext|>   \n\n  ㋿'ſ'Reå'll\r\n9३\"-字.d<Ⅳå", "tokens": 43, "pieces": [" ", "<|", "fim", "_prefix", "|>!!", "0", "ſ'Re", "'ſ", "<|", "endoftext", "|>", "   \n\n", " ", " ㋿'", "ſ'Re", "å'll", "\r\n", "9३", "\"-", "字", ".d", "<", "Ⅳ", "å"]}
+{"text": "(Ａ<META_START> <|fim_prefix|><META_START>🙂<EOT>'ll,漢  å㋿'VE9'VEDž.𐞁​<META_START>Ａ\"\r'se", "tokens": 52, "pieces": ["(Ａ", "<META", "_START", ">", " ", "<|", "fim", "_prefix", "|><", "META", "_START", ">🙂<", "EOT", ">'", "ll", ",漢", " ", " å", "㋿'", "VE", "9", "'VEDž", ".𐞁", "​<", "META", "_START", ">Ａ", "\"\r", "'se"]}
+{"text": "e字'ſ㋿'ſſḍ̇Ⅳ<META_START>t字<EOT>ſ'Ś…😀🏽\u000b\nİa\n​🙂'M,٣٤٥٦fi  \u000b漢", "tokens": 50, "pieces": ["e字'ſ", "㋿'", "ſſḍ̇", "Ⅳ", "<META", "_START", ">t字", "<EOT", ">ſ'S", "́", "…", "😀🏽", "\u000b\n", "İa", "\n", "​🙂'", "M", ",", "٣٤٥", "٦", "fi", "  ", "\u000b漢"]}
+{"text": " '\u000bḍ̇'llß👍🏽­㋿Ⅳſ<META_START>𐞁漢½漢­३#$%(😀🏽\"½ſⅣDž'VE'VEé  a", "tokens": 50, "pieces": [" ", "'", "\u000bḍ̇'ll", "ß", "👍🏽­㋿", "Ⅳ", "ſ", "<META", "_START", ">𐞁漢", "½", "漢", "­", "३", "#$%(😀🏽\"", "½", "ſ", "Ⅳ", "Dž'VE", "'VEé", " ", " a"]}
+{"text": "<|fim_prefix|>!!ß're'reDž#$%12345678\rmå㋿'D\nḍ̇-12345678fi㍿'Re​12345678é\t", "tokens": 45, "pieces": ["<|", "fim", "_prefix", "|>!!", "ß're", "'re", "Dž", "#$%", "123", "456", "78", "\r", "må", "㋿'", "D", "\n", "ḍ̇", "-", "123", "456", "78", "fi", "㍿'", "Re", "​", "123", "456", "78", "é", "\t"]}
+{"text": "fi㋿s'ſ́'T'<|fim_prefix|>-<META_START>İe'll Dž߅'Re  ㍿EOT  #$%㍿…\u000bZ'VE'S
ſ\r\n\r\n (", "tokens": 55, "pieces": ["fi", "㋿s'ſ", "́'T", "'<|", "fim", "_prefix", "|>-<", "META", "_START", ">İe'll", " Džß", "…", "'Re", " ", " ㍿", "EOT", " ", " #$%㍿", "…", "\u000bZ'VE", "'S", "
ſ", "\r\n\r\n", " ", "("]}
+{"text": "　🙂#$%#$%9'VE!!'VE…eDž㋿d\"'SEOT 漢're
'#$%!'Ret0\u000b'S　EOT字åع<mꟲ'S ", "tokens": 49, "pieces": ["　", "🙂#$%#$%", "9", "'VE", "!!'", "VE", "…e", "Dž", "㋿d", "\"'", "SEOT", " 漢're", "
", "'#$%!'", "Ret", "0", "\u000b", "'S", "　EOT字åع", "<mꟲ'S", " "]}
+{"text": ",12345678,!!!!s½‍ꟲ
…å(\"'S\"‍\r\nté\r\néİs٣٤٥٦'s👍🏽…'M'T
", "tokens": 42, "pieces": [",", "123", "456", "78", ",!!!!", "s", "½", "‍ꟲ", "
", "…å", "(\"'", "S", "\"‍\r\n", "té", "\r\n", "é", "İs", "٣٤٥", "٦", "'s", "👍🏽", "…", "'M'T", "
"]}
+{"text": "é<META_START><META_START>a912345678\r\n\r\n\u000bé<EOT>Dž<|fim_prefix|>", "tokens": 26, "pieces": ["é", "<META", "_START", "><", "META", "_START", ">a", "912", "345", "678", "\r\n\r\n", "\u000bé", "<EOT", ">Dž", "<|", "fim", "_prefix", "|>"]}
+{"text": "👍🏽\r0s३🙂漢ée   \n𐞁DžsⅣ(\n'ſ'll½,ſ<|fim_prefix|>İ́>ḍ̇<👍🏽!!'ll'S٣٤٥٦字'VE>", "tokens": 55, "pieces": ["👍🏽\r", "0", "s", "३", "🙂漢ée", "   \n", "𐞁Džs", "Ⅳ", "(\n", "'ſ'll", "½", ",ſ", "<|", "fim", "_prefix", "|>", "İ́", ">ḍ̇", "<👍🏽!!'", "ll'S", "٣٤٥", "٦", "字'VE", ">"]}
+{"text": "\n!m-   \n<EOT>'ll'T<EOT>t'VE…Dž👍🏽ع३'ſß\r\nſ å漢漢\u000bＡ!  ́㋿0ع", "tokens": 46, "pieces": ["\n", "!m", "-", "   \n", "<EOT", ">'", "ll'T", "<EOT", ">t'VE", "…Dž", "👍🏽", "ع", "३", "'ſß", "\r\n", "ſ", " å漢漢", "\u000bＡ", "!", " ", " ́", "㋿", "0", "ع"]}
+{"text": " 'T!!'sDž", "tokens": 7, "pieces": [" '", "T", "!!'", "s", "Dž"]}
+{"text": "…\u000b's<EOT> Ⅳß", "tokens": 11, "pieces": ["…", "\u000b", "'s", "<EOT", ">", " ", "Ⅳ", "ß"]}
+{"text": "#$%Ⅳ\r\n9  <META_START>Ⅳ0'll𐞁
,'M'll‍'Dḍ̇Dž㍿٣٤٥٦   \n३,Z🙂é\r\n\r\ns", "tokens": 45, "pieces": ["#$%", "Ⅳ", "\r\n", "9", " ", " <", "META", "_START", ">", "Ⅳ0", "'ll𐞁", "
", ",'", "M'll", "‍'", "Dḍ̇", "Dž", "㍿", "٣٤٥", "٦", "   \n", "३", ",Z", "🙂é", "\r\n\r\n", "s"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿'ll<META_START><|fim_prefix|>s're're(<'S'Re㍿ Ａ​'D", "tokens": 29, "pieces": ["㍿'", "ll", "<META", "_START", "><|", "fim", "_prefix", "|>", "s're", "'re", "(<'", "S'Re", "㍿", " Ａ", "​'", "D"]}
+{"text": " 'S('ſ……'D'll🙂'٣٤٥٦­🙂<|endoftext|>​t　<|fim_prefix|>> #$%‍ßⅣ're\r
9३'D'Mİ́漢s", "tokens": 52, "pieces": [" '", "S", "('", "ſ", "…", "…", "'D'll", "🙂'", "٣٤٥", "٦", "­🙂<|", "endoftext", "|>​", "t", "　", "<|", "fim", "_prefix", "|>>", " ", "#$%‍", "ß", "Ⅳ", "'re", "\r", "
", "9३", "'D'M", "İ́漢s"]}
+{"text": "👍🏽s​<|endoftext|>'S   \nm!!å٣٤٥٦\"<META_START>fi", "tokens": 27, "pieces": ["👍🏽", "s", "​<|", "endoftext", "|>'", "S", "   \n", "m", "!!", "å", "٣٤٥", "٦", "\"<", "META", "_START", ">fi"]}
+{"text": "́'Réd-𐞁\t㍿mdé'́
é३", "tokens": 21, "pieces": ["́'Re", "́d", "-𐞁", "\t", "㍿mdé", "'́", "
é", "३"]}
+{"text": "ß​'D<'D\"🙂fi  'M…é‍   \n12345678𐞁<EOT>字㍿   \n9ß😀🏽té0fi३ḍ̇'VE", "tokens": 47, "pieces": ["ß", "​'", "D", "<'", "D", "\"🙂", "fi", " ", " '", "M", "…é", "‍", "   \n", "123", "456", "78", "𐞁", "<EOT", ">字", "㍿", "   \n", "9", "ß", "😀🏽", "té", "0", "fi", "३", "ḍ̇'VE"]}
+{"text": "½-ع12345678\n漢é'T'S\u000b𐞁dåå🙂عİ\r 
'ſḍ̇.'VE
　", "tokens": 36, "pieces": ["½", "-ع", "123", "456", "78", "\n", "漢é'T", "'S", "\u000b𐞁dåå", "🙂ع", "İ", "\r", " ", "
", "'ſḍ̇", ".'", "VE", "
　"]}
+{"text": ".😀🏽'Sm're'ſ<|fim_prefix|>Ａḍ̇.­.0'llⅣ<ß.<|endoftext|>漢𐞁😀🏽'res\u000b३‍", "tokens": 48, "pieces": [".😀🏽'", "Sm're", "'ſ", "<|", "fim", "_prefix", "|>", "Ａḍ̇", ".­.", "0", "'ll", "Ⅳ", "<ß", ".<|", "endoftext", "|>", "漢𐞁", "😀🏽'", "res", "\u000b", "३", "‍"]}
+{"text": "Z\u000b", "tokens": 2, "pieces": ["Z", "\u000b"]}
+{"text": "s­\r\n'Mm…EOT<EOT>a'VE😀🏽-   \n…𐞁<|endoftext|>é'Tm㍿ 'Ret<|fim_prefix|>12345678'T३🙂!é'llEOT㋿s'VE\r\n\r\n​", "tokens": 66, "pieces": ["s", "­\r\n", "'Mm", "…EOT", "<EOT", ">a'VE", "😀🏽-", "   \n", "…𐞁", "<|", "endoftext", "|>", "é'T", "m", "㍿", " '", "Ret", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'T", "३", "🙂!", "é'll", "EOT", "㋿s'VE", "\r\n\r\n", "​"]}
+{"text": "字　0,\u000bZé('VE's\"\r\n\r\nꟲ漢<EOT>'ReDž\nfiع㍿12345678(㍿", "tokens": 34, "pieces": ["字", "　", "0", ",", "\u000bZé", "('", "VE's", "\"\r\n\r\n", "ꟲ漢", "<EOT", ">'", "Re", "Dž", "\n", "fiع", "㍿", "123", "456", "78", "(㍿"]}
+{"text": "'Ms-09ḍ̇DžⅣ  d0'<<META_START>ſß   \n", "tokens": 22, "pieces": ["'Ms", "-", "09", "ḍ̇", "Dž", "Ⅳ", " ", " d", "0", "'<<", "META", "_START", ">ſß", "   \n"]}
+{"text": "'ſ𐞁\r<s<META_START>'re\r\n\r\n\n", "tokens": 15, "pieces": ["'ſ𐞁", "\r", "<s", "<META", "_START", ">'", "re", "\r\n\r\n\n"]}
+{"text": "'VE e<EOT>éＡ'Sa😀🏽
Ⅳ-'M𐞁,　 >'VEtd½\t'Mḍ̇‍\r\n\r\n  !ꟲ  \t३", "tokens": 46, "pieces": ["'VE", " e", "<EOT", ">é", "Ａ'S", "a", "😀🏽", "
", "Ⅳ", "-'", "M𐞁", ",", "　", " ", ">'", "VEtd", "½", "\t", "'Mḍ̇", "‍\r\n\r\n", " ", " !", "ꟲ", "  ", "\t", "३"]}
+{"text": "İ'S0
", "tokens": 4, "pieces": ["İ'S", "0", "
"]}
+{"text": "<|fim_prefix|><|fim_prefix|>ß  's'S<META_START>m😀🏽fi'Tḍ̇\u000bs\"‍'ſ   \nmEOT‍", "tokens": 40, "pieces": ["<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", "ß", " ", " '", "s'S", "<META", "_START", ">m", "😀🏽", "fi'T", "ḍ̇", "\u000bs", "\"‍'", "ſ", "   \n", "m", "EOT", "‍"]}
+{"text": "'Reḍ̇'s!𐞁d'VEſ👍🏽㍿a('St'ſ㋿𐞁   <|fim_prefix|>\r\n½Dž!!字<|endoftext|>'re字12345678'Reaa  aEOT", "tokens": 63, "pieces": ["'Reḍ̇'s", "!𐞁d'VE", "ſ", "👍🏽㍿", "a", "('", "St'ſ", "㋿𐞁", "  ", " ", "<|", "fim", "_prefix", "|>\r\n", "½", "Dž", "!!", "字", "<|", "endoftext", "|>'", "re字", "123", "456", "78", "'Reaa", " ", " a", "EOT"]}
+{"text": "'VE­s<META_START>\"'M\r\n\r\nZ\r\n\r\n'VE'D9ꟲ<META_START>", "tokens": 23, "pieces": ["'VE", "­s", "<META", "_START", ">\"'", "M", "\r\n\r\n", "Z", "\r\n\r\n", "'VE'D", "9", "ꟲ", "<META", "_START", ">"]}
+{"text": ".d🙂", "tokens": 2, "pieces": [".d", "🙂"]}
+{"text": "EOTEOTEOTß<META_START><|fim_prefix|>㋿  ́fi‍\nİ!! 
½ß", "tokens": 29, "pieces": ["EOTEOTEOTß", "<META", "_START", "><|", "fim", "_prefix", "|>㋿", " ", " ́fi", "‍\n", "İ", "!!", " ", "
", "½", "ß"]}
+{"text": "'sdDžsſ  ㍿   \n🙂\t!'T\u000bse.‍\n<|fim_prefix|>🙂ſ㍿  ­'D'S'Re٣٤٥٦Ⅳ'S", "tokens": 45, "pieces": ["'sd", "Džsſ", " ", " ㍿", "   \n", "🙂", "\t", "!'", "T", "\u000bse", ".‍\n", "<|", "fim", "_prefix", "|>🙂", "ſ", "㍿", " ", " ­'", "D'S", "'Re", "٣٤٥", "٦Ⅳ", "'S"]}
+{"text": "'ll😀🏽eEOT.   \n \r'sعع́\u000b\rⅣé", "tokens": 21, "pieces": ["'ll", "😀🏽", "e", "EOT", ".", "   \n \r", "'sعع́", "\u000b\r", "Ⅳ", "é"]}
+{"text": "<|endoftext|>😀🏽\r\n!İ\t   \n'T'#$%m  ­😀🏽m9<META_START><<EOT>mꟲå\t   \ne\n㍿", "tokens": 46, "pieces": ["<|", "endoftext", "|>😀🏽\r\n", "!İ", "\t   \n", "'T", "'#$%", "m", " ", " ­😀🏽", "m", "9", "<META", "_START", "><<", "EOT", ">mꟲå", "\t   \n", "e", "\n", "㍿"]}
+{"text": "'reع\tfi<META_START>''MEOT㍿9\r\né'T‍eع\r\n\r\n😀🏽<|fim_prefix|><EOT>\r\n>​\n\"", "tokens": 37, "pieces": ["'reع", "\tfi", "<META", "_START", ">''", "MEOT", "㍿", "9", "\r\n", "é'T", "‍eع", "\r\n\r\n", "😀🏽<|", "fim", "_prefix", "|><", "EOT", ">\r\n", ">​\n", "\""]}
+{"text": "'ſ>\t", "tokens": 4, "pieces": ["'ſ", ">", "\t"]}
+{"text": "'ſ\n𐞁'Re,-<|endoftext|>'VEſ…<|fim_prefix|>EOT​'Mſ'S0٣٤٥٦12345678👍🏽'llİ12345678!!\tſé'ſ‍漢'ſå\u000b're'T'D\t㍿½", "tokens": 72, "pieces": ["'ſ", "\n", "𐞁'Re", ",-<|", "endoftext", "|>'", "VEſ", "…", "<|", "fim", "_prefix", "|>", "EOT", "​'", "Mſ'S", "0٣٤", "٥٦1", "234", "567", "8", "👍🏽'", "ll", "İ", "123", "456", "78", "!!", "\tſé'ſ", "‍漢'ſ", "å", "\u000b", "'re'T", "'D", "\t", "㍿", "½"]}
+{"text": "㋿𐞁é'VE­­-å<EOT>‍'漢,EOT字Ａ३<|fim_prefix|>​🙂🙂'VE''s…t​'re'St㍿　!!", "tokens": 51, "pieces": ["㋿𐞁é'VE", "­­-", "å", "<EOT", ">‍'", "漢", ",EOT字", "Ａ", "३", "<|", "fim", "_prefix", "|>​🙂🙂'", "VE", "''", "s", "…t", "​'", "re'S", "t", "㍿", "　", "!!"]}
+{"text": "'ll字", "tokens": 2, "pieces": ["'ll字"]}
+{"text": "\t㍿s㋿#$%12345678,e#$%'T'Re٣٤٥٦😀🏽👍🏽s
!", "tokens": 31, "pieces": ["\t", "㍿s", "㋿#$%", "123", "456", "78", ",e", "#$%'", "T'Re", "٣٤٥", "٦", "😀🏽👍🏽", "s", "
", "!"]}
+{"text": "t'ſ‍\t🙂éd<META_START>\r㋿😀🏽a\r\n\r\n9　'llＡ'll-(0‍٣٤٥٦­　字#$%<META_START>(å'ſ
Ⅳ'SⅣ<EOT>a", "tokens": 54, "pieces": ["t'ſ", "‍", "\t", "🙂éd", "<META", "_START", ">\r", "㋿😀🏽", "a", "\r\n\r\n", "9", "　", "'ll", "Ａ'll", "-(", "0", "‍", "٣٤٥", "٦", "­", "　字", "#$%<", "META", "_START", ">(", "å'ſ", "
", "Ⅳ", "'S", "Ⅳ", "<EOT", ">a"]}
+{"text": "'\r\n\r​ḍ̇­a.  EOT'VE­\r\n\r\n'Re​㋿  👍🏽<|fim_prefix|>>㋿>\r\n\r\n\r\n!Dž<META_START>'VE　'llſ'ré\t'ſ'sḍ̇,", "tokens": 55, "pieces": ["'\r\n\r", "​ḍ̇", "­a", ".", " ", " EOT'VE", "­\r\n\r\n", "'Re", "​㋿", " ", " 👍🏽<|", "fim", "_prefix", "|>>㋿>\r\n\r\n\r\n", "!Dž", "<META", "_START", ">'", "VE", "　", "'llſ're", "́", "\t", "'ſ's", "ḍ̇", ","]}
+{"text": "👍🏽ＡéEOT\"Z\ré́\u000bＡعaZ𐞁<|fim_prefix|>9d३", "tokens": 31, "pieces": ["👍🏽", "Ａé", "EOT", "\"Z", "\r", "é́", "\u000bＡعa", "Z𐞁", "<|", "fim", "_prefix", "|>", "9", "d", "३"]}
+{"text": "9‍'T字'reⅣt'Re'Dꟲå0'reꟲé's.ع\"'ll字㍿>", "tokens": 33, "pieces": ["9", "‍'", "T字're", "Ⅳ", "t'Re", "'Dꟲå", "0", "'reꟲé's", ".ع", "\"'", "ll字", "㍿>"]}
+{"text": "#$%㋿é", "tokens": 6, "pieces": ["#$%㋿", "é"]}
+{"text": "é🙂‍'re<META_START>
å'VE३s.…'T漢.!#$%12345678㋿٣٤٥٦m㋿<EOT>#$%\r", "tokens": 46, "pieces": ["é", "🙂‍'", "re", "<META", "_START", ">", "
å'VE", "३", "s", ".", "…", "'T漢", ".!#$%", "123", "456", "78", "㋿", "٣٤٥", "٦", "m", "㋿<", "EOT", ">#$%\r"]}
+{"text": "👍🏽!!", "tokens": 4, "pieces": ["👍🏽!!"]}
+{"text": "'sḍ̇Z\r\n\r\n½İ<å0éⅣ0a\r\n '🙂#$%…\rZ(12345678'M👍🏽\u000b३!!​ع…३'M", "tokens": 43, "pieces": ["'sḍ̇", "Z", "\r\n\r\n", "½", "İ", "<å", "0", "é", "Ⅳ0", "a", "\r\n", " '🙂#$%", "…\r", "Z", "(", "123", "456", "78", "'M", "👍🏽", "\u000b", "३", "!!​", "ع", "…", "३", "'M"]}
+{"text": "́12345678'DⅣ<EOT'D'S​,ḍ̇é'Re(d漢a ", "tokens": 22, "pieces": ["́", "123", "456", "78", "'D", "Ⅳ", "<EOT'D", "'S", "​,", "ḍ̇é'Re", "(d漢a", " "]}
+{"text": "ße0Ａꟲ'D𐞁\u000b
Ⅳ'S<'Re-s<|fim_prefix|>🙂\r\n\r\n'Tß", "tokens": 29, "pieces": ["ße", "0", "Ａꟲ'D", "𐞁", "\u000b", "
", "Ⅳ", "'S", "<'", "Re", "-s", "<|", "fim", "_prefix", "|>🙂\r\n\r\n", "'Tß"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'S>éZſ<|endoftext|>\">३-ع#$%Z!'VE", "tokens": 21, "pieces": ["'S", ">é", "Zſ", "<|", "endoftext", "|>\">", "३", "-ع", "#$%", "Z", "!'", "VE"]}
+{"text": "d'ſ<\r🙂<|endoftext|>\nǻ#$%ع́   \n\n½\tå'Re‍🙂ḍ̇'S,m👍🏽EOTfi​㍿\u000b😀🏽<|fim_prefix|>", "tokens": 52, "pieces": ["d'ſ", "<\r", "🙂<|", "endoftext", "|>\n", "ǻ", "#$%", "ع́", "   \n\n", "½", "\tå'Re", "‍🙂", "ḍ̇'S", ",m", "👍🏽", "EOTfi", "​㍿", "\u000b", "😀🏽<|", "fim", "_prefix", "|>"]}
+{"text": "e…é'VE9漢é!!<|fim_prefix|>", "tokens": 17, "pieces": ["e", "…é'VE", "9", "漢é", "!!<|", "fim", "_prefix", "|>"]}
+{"text": "ḍ̇
\t३", "tokens": 6, "pieces": ["ḍ̇", "
", "\t", "३"]}
+{"text": "\t 字é㍿<EOT>İ<|endoftext|>'VEḍ̇Ⅳ", "tokens": 26, "pieces": ["\t", " 字é", "㍿<", "EOT", ">İ", "<|", "endoftext", "|>'", "VEḍ̇", "Ⅳ"]}
+{"text": "Ⅳ​😀🏽İ<META_START>\"'D🙂'T​<EOT>9d\råe12345678\r\n\r\n   \nع's", "tokens": 34, "pieces": ["Ⅳ", "​😀🏽", "İ", "<META", "_START", ">\"'", "D", "🙂'", "T", "​<", "EOT", ">", "9", "d", "\r", "åe", "123", "456", "78", "\r\n\r\n   \n", "ع's"]}
+{"text": "<|endoftext|>👍🏽
́\"Z0عZꟲ'Re🙂…<٣٤٥٦'MDž㍿'D½<|fim_prefix|>(ⅣZd́　٣٤٥٦㋿ß'Ma'\r\n'ReⅣ㍿\r\n\r\n.", "tokens": 68, "pieces": ["<|", "endoftext", "|>👍🏽", "
́", "\"Z", "0", "عZꟲ'Re", "🙂", "…", "<", "٣٤٥", "٦", "'MDž", "㍿'", "D", "½", "<|", "fim", "_prefix", "|>(", "Ⅳ", "Zd́", "　", "٣٤٥", "٦", "㋿ß'M", "a", "'\r\n", "'Re", "Ⅳ", "㍿\r\n\r\n", "."]}
+{"text": "​9ſＡ㋿\r\n\r\n😀🏽Dž字'VE\tİ'reḍ̇#$%<|endoftext|><META_START>\"#$%‍\n", "tokens": 38, "pieces": ["​", "9", "ſ", "Ａ", "㋿\r\n\r\n", "😀🏽", "Dž字'VE", "\tİ're", "ḍ̇", "#$%<|", "endoftext", "|><", "META", "_START", ">\"#$%‍\n"]}
+{"text": "(<|fim_prefix|>", "tokens": 6, "pieces": ["(<|", "fim", "_prefix", "|>"]}
+{"text": "ſ'ſ'T­Z.   \n
<|endoftext|>!!३9m٣٤٥٦9 \r\n𐞁
ßſ's'३'ſ
'VEḍ̇", "tokens": 44, "pieces": ["ſ'ſ", "'T", "­Z", ".", "   \n", "
", "<|", "endoftext", "|>!!", "३9", "m", "٣٤٥", "٦9", " \r\n", "𐞁", "
ßſ's", "'", "३", "'ſ", "
", "'VEḍ̇"]}
+{"text": "'s३'S   \n ſ!'D­🙂㋿\rḍ̇e#$%   \n,ss '", "tokens": 24, "pieces": ["'s", "३", "'S", "   \n", " ſ", "!'", "D", "­🙂㋿\r", "ḍ̇e", "#$%", "   \n", ",ss", " '"]}
+{"text": "'VE\u000b\t\t漢\u000b<|endoftext|>åꟲ😀🏽.'sm's!!'ſ́३", "tokens": 30, "pieces": ["'VE", "\u000b\t", "\t漢", "\u000b", "<|", "endoftext", "|>", "åꟲ", "😀🏽.'", "sm's", "!!'", "ſ́", "३"]}
+{"text": ".\"<\t'S>　ſ!!eå👍🏽'M'Re!😀🏽   \n<é字'llté漢'M㋿́Ａ>!!…ß", "tokens": 38, "pieces": [".\"<", "\t", "'S", ">", "　ſ", "!!", "eå", "👍🏽'", "M'Re", "!😀🏽", "   \n", "<é字'll", "té漢'M", "㋿́", "Ａ", ">!!", "…ß"]}
+{"text": "!!<EOT>'ſ'ſ\r\n->'ś'D0é0㍿<'ſ'VE漢\"é­", "tokens": 29, "pieces": ["!!<", "EOT", ">'", "ſ'ſ", "\r\n", "->'", "ś'D", "0", "é", "0", "㍿<'", "ſ'VE", "漢", "\"é", "­"]}
+{"text": "12345678ſ'M\n'T㍿d\t", "tokens": 12, "pieces": ["123", "456", "78", "ſ'M", "\n", "'T", "㍿d", "\t"]}
+{"text": "  ſfi<META_START>🙂0
½0\u000b
\u000b  ‍\r\nⅣ
𐞁12345678'VE😀🏽e'S>fi\r", "tokens": 39, "pieces": [" ", " ſfi", "<META", "_START", ">🙂", "0", "
", "½0", "\u000b
\u000b ", " ‍\r\n", "Ⅳ", "
𐞁", "123", "456", "78", "'VE", "😀🏽", "e'S", ">fi", "\r"]}
+{"text": "'VEå(ḍ̇0#$%
's Ａꟲ", "tokens": 18, "pieces": ["'VEå", "(ḍ̇", "0", "#$%", "
", "'s", " Ａꟲ"]}
+{"text": "Dž're
漢<META_START>ß(\" (é(åfi㍿'VE", "tokens": 22, "pieces": ["Dž're", "
漢", "<META", "_START", ">ß", "(\"", " ", "(é", "(åfi", "㍿'", "VE"]}
+{"text": "<|endoftext|>m​㋿", "tokens": 12, "pieces": ["<|", "endoftext", "|>", "m", "​㋿"]}
+{"text": "ḍ̇#$%   \n<META_START>t<EOT>'e㍿\n   \n'", "tokens": 21, "pieces": ["ḍ̇", "#$%", "   \n", "<META", "_START", ">t", "<EOT", ">'", "e", "㍿\n", "   \n", "'"]}
+{"text": "­́<META_START>ع0<å'sé\tİDž12345678\n­d　'D'll,㍿ßm<META_START>'''ſsḍ̇", "tokens": 41, "pieces": ["­́", "<META", "_START", ">ع", "0", "<å's", "é", "\tİDž", "123", "456", "78", "\n", "­d", "　", "'D'll", ",㍿", "ßm", "<META", "_START", ">'''", "ſsḍ̇"]}
+{"text": "'T'D'SꟲaDž字字'M<META_START>aDž<META_START>mfim <META_START>́ß\"
eعm!…m!٣٤٥٦‍s\r\n\r\n0<META_START>👍🏽Ａ", "tokens": 57, "pieces": ["'T'D", "'Sꟲa", "Dž字字'M", "<META", "_START", ">a", "Dž", "<META", "_START", ">mfim", " <", "META", "_START", ">́ß", "\"", "
eعm", "!", "…m", "!", "٣٤٥", "٦", "‍s", "\r\n\r\n", "0", "<META", "_START", ">👍🏽", "Ａ"]}
+{"text": "'Reḍ̇ß𐞁Ⅳ'ſ   \n'De­ع0ḍ̇.'\r\nå\u000b　", "tokens": 28, "pieces": ["'Reḍ̇ß𐞁", "Ⅳ", "'ſ", "   \n", "'De", "­ع", "0", "ḍ̇", ".'\r\n", "å", "\u000b　"]}
+{"text": "İ's\nⅣ12345678Džd9\r\n
's<|fim_prefix|>(Dž
'Re'VE'll ß'M‍\n''s漢é३'ſaéⅣḍ̇<EOT>EOT", "tokens": 52, "pieces": ["İ's", "\n", "Ⅳ12", "345", "678", "Džd", "9", "\r\n", "
", "'s", "<|", "fim", "_prefix", "|>(", "Dž", "
", "'Re'VE", "'ll", " ß'M", "‍\n", "''", "s漢é", "३", "'ſaé", "Ⅳ", "ḍ̇", "<EOT", ">EOT"]}
+{"text": "amé'VEſZ𐞁'M🙂.e字", "tokens": 15, "pieces": ["amé'VE", "ſ", "Z𐞁'M", "🙂.", "e字"]}
+{"text": "ꟲ0s.​EOTꟲ\r\n\r\n\r\nع字 0Z　🙂ſ<|fim_prefix|>   \nfi👍🏽İ,Ａ\nİt!å‍", "tokens": 41, "pieces": ["ꟲ", "0", "s", ".​", "EOTꟲ", "\r\n\r\n\r\n", "ع字", " ", "0", "Z", "　", "🙂ſ", "<|", "fim", "_prefix", "|>", "   \n", "fi", "👍🏽", "İ", ",Ａ", "\n", "İt", "!å", "‍"]}
+{"text": "'T9Ａ!'D𐞁<t!Ａ'VE#$%", "tokens": 16, "pieces": ["'T", "9", "Ａ", "!'", "D𐞁", "<t", "!Ａ'VE", "#$%"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "12345678'D…字\t'T\r", "tokens": 10, "pieces": ["123", "456", "78", "'D", "…字", "\t", "'T", "\r"]}
+{"text": "å  'D're\r\n\r\n漢<|fim_prefix|>'s
\"٣٤٥٦\t٣٤٥٦'M'T<<'Så३'re<EOT>­ .EOT­<EOT>'　eꟲm<|endoftext|>　,'Så", "tokens": 63, "pieces": ["å", " ", " '", "D're", "\r\n\r\n", "漢", "<|", "fim", "_prefix", "|>'", "s", "
", "\"", "٣٤٥", "٦", "\t", "٣٤٥", "٦", "'M'T", "<<'", "Så", "३", "'re", "<EOT", ">­", " ", ".EOT", "­<", "EOT", ">'", "　eꟲm", "<|", "endoftext", "|>", "　", ",'", "Så"]}
+{"text": "\r🙂'Tß字#$%\r\n\r\n\t㍿\r\n\r\n.\u000bİ㋿
12345678'T", "tokens": 25, "pieces": ["\r", "🙂'", "Tß字", "#$%\r\n\r\n", "\t", "㍿\r\n\r\n", ".", "\u000bİ", "㋿", "
", "123", "456", "78", "'T"]}
+{"text": "'M
 ß!ſ'Red('ll­\n'S!!Ⅳs#$%.'s<META_START>s'VE­
'''M<META_START>́a're'M'D", "tokens": 39, "pieces": ["'M", "
", " ß", "!ſ'Re", "d", "('", "ll", "­\n", "'S", "!!", "Ⅳ", "s", "#$%.'", "s", "<META", "_START", ">s'VE", "­", "
", "'''", "M", "<META", "_START", ">́a're", "'M'D"]}
+{"text": "<|endoftext|><字fiŹ\n12345678㍿EOT#$%Džé👍🏽
\n'S…'D'M'ſ​ع\n<‍", "tokens": 42, "pieces": ["<|", "endoftext", "|><", "字fi", "Ź", "\n", "123", "456", "78", "㍿EOT", "#$%", "Džé", "👍🏽", "
\n", "'S", "…", "'D'M", "'ſ", "​ع", "\n", "<‍"]}
+{"text": "<|endoftext|>ß\r\nİ#$%9ß'ſ'T½", "tokens": 18, "pieces": ["<|", "endoftext", "|>", "ß", "\r\n", "İ", "#$%", "9", "ß'ſ", "'T", "½"]}
+{"text": "9,\tſé٣٤٥٦é'reſ'ſZDžsİDž'S-'s漢<EOT>0!
're<|endoftext|>𐞁's
é٣٤٥٦㍿!!\r\n　's", "tokens": 57, "pieces": ["9", ",", "\tſé", "٣٤٥", "٦", "é're", "ſ'ſ", "ZDžs", "İDž'S", "-'", "s漢", "<EOT", ">", "0", "!", "
", "'re", "<|", "endoftext", "|>", "𐞁's", "
é", "٣٤٥", "٦", "㍿!!\r\n", "　", "'s"]}
+{"text": "½m½́🙂Ze   \nt‍́  
sꟲå‍'Reé", "tokens": 22, "pieces": ["½", "m", "½", "́", "🙂Ze", "   \n", "t", "‍́", "  ", "
sꟲå", "‍'", "Reé"]}
+{"text": "12345678   \n'Re漢(.e字're‍#$%'VE!!aEOT😀🏽­'S🙂\"'VE\re漢\r\n\r\neZ", "tokens": 33, "pieces": ["123", "456", "78", "   \n", "'Re漢", "(.", "e字're", "‍#$%'", "VE", "!!", "a", "EOT", "😀🏽­'", "S", "🙂\"'", "VE", "\r", "e漢", "\r\n\r\n", "e", "Z"]}
+{"text": "'ll字,", "tokens": 3, "pieces": ["'ll字", ","]}
+{"text": "s,'M\rſå", "tokens": 7, "pieces": ["s", ",'", "M", "\r", "ſå"]}
+{"text": "s'\"'ſeع  …<'Reꟲ'T­é\r\n\r\n", "tokens": 19, "pieces": ["s", "'\"'", "ſeع", "  ", "…", "<'", "Reꟲ'T", "­é", "\r\n\r\n"]}
+{"text": "😀🏽#$%\r\n…<EOT>12345678'Re<\".漢m٣٤٥٦ع<META_START>å'ſe\u000bt12345678å", "tokens": 38, "pieces": ["😀🏽#$%\r\n", "…", "<EOT", ">", "123", "456", "78", "'Re", "<\".", "漢m", "٣٤٥", "٦", "ع", "<META", "_START", ">å'ſ", "e", "\u000bt", "123", "456", "78", "å"]}
+{"text": "'VE'lla　 \r\n\r\n'llt<", "tokens": 9, "pieces": ["'VE'll", "a", "　 \r\n\r\n", "'llt", "<"]}
+{"text": "éé­İ'S‍<", "tokens": 8, "pieces": ["éé", "­İ'S", "‍<"]}
+{"text": "'ll'st漢EOT​Ａeİ𐞁0éḍ̇EOT­", "tokens": 23, "pieces": ["'ll's", "t漢", "EOT", "​Ａe", "İ𐞁", "0", "éḍ̇", "EOT", "­"]}
+{"text": ">\n𐞁sⅣ𐞁#$%t'VE<META_START>#$%<|endoftext|>-<|endoftext|>ſ­>'D­३d'VE\t👍🏽𐞁tꟲ\n12345678'D#$%ⅣZ'll㍿ 漢a'M", "tokens": 76, "pieces": [">\n", "𐞁s", "Ⅳ", "𐞁", "#$%", "t'VE", "<META", "_START", ">#$%<|", "endoftext", "|>-<|", "endoftext", "|>", "ſ", "­>'", "D", "­", "३", "d'VE", "\t", "👍🏽", "𐞁tꟲ", "\n", "123", "456", "78", "'D", "#$%", "Ⅳ", "Z'll", "㍿", " 漢a'M"]}
+{"text": "'Ḿ's   \n<META_START>é! ,'T
's \"'D9ع'llDžEOT­Ａ ½漢…", "tokens": 31, "pieces": ["'Ḿ's", "   \n", "<META", "_START", ">é", "!", " ,'", "T", "
", "'s", " ", "\"'", "D", "9", "ع'll", "DžEOT", "­Ａ", " ", "½", "漢", "…"]}
+{"text": "ḍ̇ſe\t   \n߅'re're'Sfi'عİ­​​'ll🙂ḍ̇㍿'lle.><|endoftext|>(0,漢ḍ̇½e​\u000b", "tokens": 47, "pieces": ["ḍ̇ſe", "\t   \n", "ß", "…", "'re're", "'Sfi", "'ع", "İ", "­​​'", "ll", "🙂ḍ̇", "㍿'", "lle", ".><|", "endoftext", "|>(", "0", ",漢ḍ̇", "½", "e", "​", "\u000b"]}
+{"text": "३ßZ字0́'Re'T'ſſ12345678३>'remé\r\n­…fit   \n!İ….\n'ſ#$% ", "tokens": 35, "pieces": ["३", "ß", "Z字", "0", "́'Re", "'T'ſ", "ſ", "123", "456", "78३", ">'", "remé", "\r\n", "­", "…fit", "   \n", "!İ", "…", ".\n", "'ſ", "#$%", " "]}
+{"text": "'VE字<|endoftext|><|endoftext|>\nＡع㋿", "tokens": 21, "pieces": ["'VE字", "<|", "endoftext", "|><|", "endoftext", "|>\n", "Ａع", "㋿"]}
+{"text": "!é   \nⅣa!­\"!m\r\n#$%'字𐞁'ع㍿<|endoftext|>'se( ꟲḍ̇Džd漢!.  'S!!d<EOT>", "tokens": 53, "pieces": ["!é", "   \n", "Ⅳ", "a", "!­\"!", "m", "\r\n", "#$%'", "字𐞁", "'ع", "㍿<|", "endoftext", "|>'", "se", "(", " ꟲḍ̇", "Džd漢", "!.", " ", " '", "S", "!!", "d", "<EOT", ">"]}
+{"text": "!'SDžİⅣ\r\n\r\n\r!㋿<META_START>-é\ntéé🙂İ​\r\n<EOT>ſ👍🏽!‍​㋿
३e‍ a", "tokens": 44, "pieces": ["!'", "SDžİ", "Ⅳ", "\r\n\r\n\r", "!㋿<", "META", "_START", ">-", "é", "\n", "téé", "🙂İ", "​\r\n", "<EOT", ">ſ", "👍🏽!‍​㋿", "
", "३", "e", "‍", " a"]}
+{"text": "\u000b'S", "tokens": 2, "pieces": ["\u000b", "'S"]}
+{"text": "<\"é ſ ­ꟲ Ⅳ🙂'ſ३ع٣٤٥٦aé𐞁'M
'T<|endoftext|>", "tokens": 38, "pieces": ["<\"", "é", " ſ", " ­", "ꟲ", " ", "Ⅳ", "🙂'", "ſ", "३", "ع", "٣٤٥", "٦", "aé𐞁'M", "
", "'T", "<|", "endoftext", "|>"]}
+{"text": "!.<META_START>eعt\r\n\r\n\"<EOT><|fim_prefix|>fi EOT\r\n\r\nꟲ
'Reḍ̇　sfi,漢mtm\t", "tokens": 39, "pieces": ["!.<", "META", "_START", ">eعt", "\r\n\r\n", "\"<", "EOT", "><|", "fim", "_prefix", "|>", "fi", " EOT", "\r\n\r\n", "ꟲ", "
", "'Reḍ̇", "　sfi", ",漢mtm", "\t"]}
+{"text": "ßé're912345678t", "tokens": 7, "pieces": ["ßé're", "912", "345", "678", "t"]}
+{"text": "İ\"!!", "tokens": 3, "pieces": ["İ", "\"!!"]}
+{"text": " .\u000bå🙂t😀🏽<|fim_prefix|>​​,0'(é'ſm'Re", "tokens": 26, "pieces": [" ", ".", "\u000bå", "🙂t", "😀🏽<|", "fim", "_prefix", "|>​​,", "0", "'(", "é'ſ", "m'Re"]}
+{"text": "Ⅳ'ſİ😀🏽e0𐞁 😀🏽#$%t'S>३9㍿٣٤٥٦'㋿'De'Re'!<|endoftext|>e½​‍ \r\n\r\n'<EOT>…​ß '  ", "tokens": 63, "pieces": ["Ⅳ", "'ſ", "İ", "😀🏽", "e", "0", "𐞁", " 😀🏽#$%", "t'S", ">", "३9", "㍿", "٣٤٥", "٦", "'㋿'", "De'Re", "'!<|", "endoftext", "|>", "e", "½", "​‍", " \r\n\r\n", "'<", "EOT", ">", "…", "​ß", " '", "  "]}
+{"text": "ſ", "tokens": 1, "pieces": ["ſ"]}
+{"text": "​३  ('reḍ̇漢ḍ̇m-'𐞁​'D-ꟲ\r\n\r\nEOT字Ⅳ㋿𐞁   \n><META_START> \u000b", "tokens": 45, "pieces": ["​", "३", " ", " ('", "reḍ̇漢ḍ̇m", "-'", "𐞁", "​'", "D", "-ꟲ", "\r\n\r\n", "EOT字", "Ⅳ", "㋿𐞁", "   \n", "><", "META", "_START", ">", " \u000b"]}
+{"text": "­Ⅳ<META_START>-ſ! 'sß", "tokens": 12, "pieces": ["­", "Ⅳ", "<META", "_START", ">-", "ſ", "!", " '", "sß"]}
+{"text": "漢­­9🙂🙂𐞁😀🏽0  d'TZ", "tokens": 17, "pieces": ["漢", "­­", "9", "🙂🙂", "𐞁", "😀🏽", "0", " ", " d'T", "Z"]}
+{"text": "İé0<|endoftext|>İ'll<å
<EOT>🙂́fi　​s-efi<|endoftext|>'ll­́३,", "tokens": 39, "pieces": ["İé", "0", "<|", "endoftext", "|>", "İ'll", "<å", "
", "<EOT", ">🙂́", "fi", "　", "​s", "-efi", "<|", "endoftext", "|>'", "ll", "­́", "३", ","]}
+{"text": "12345678're　漢́é\n0mßḍ̇!!<sḍ̇ſ٣٤٥٦(Ａ㍿\u000b㋿'reßß\"#$%½-㍿ås!d'VE", "tokens": 55, "pieces": ["123", "456", "78", "'re", "　漢́é", "\n", "0", "mßḍ̇", "!!<", "sḍ̇ſ", "٣٤٥", "٦", "(Ａ", "㍿", "\u000b", "㋿'", "reßß", "\"#$%", "½", "-㍿", "ås", "!d'VE"]}
+{"text": "İ\r…‍ⅣZ'0", "tokens": 10, "pieces": ["İ", "\r", "…", "‍", "Ⅳ", "Z", "'", "0"]}
+{"text": "\u000b́'re-.‍eß<META_START>Ze12345678're'VE\tm'M\r\né'll😀🏽Ⅳt½\t👍🏽ḍ̇fi'T<|endoftext|>­㍿Z'Re", "tokens": 53, "pieces": ["\u000b́'re", "-.‍", "eß", "<META", "_START", ">Ze", "123", "456", "78", "'re'VE", "\tm'M", "\r\n", "é'll", "😀🏽", "Ⅳ", "t", "½", "\t", "👍🏽", "ḍ̇fi'T", "<|", "endoftext", "|>­㍿", "Z'Re"]}
+{"text": "(ع👍🏽ſⅣ'e…t㋿fi<EOT>fi३'T🙂dＡém'ss\r\nꟲ㍿9   \n!…Z\" 're٣٤٥٦'re\u000bt!!", "tokens": 52, "pieces": ["(ع", "👍🏽", "ſ", "Ⅳ", "'e", "…t", "㋿fi", "<EOT", ">fi", "३", "'T", "🙂d", "Ａém's", "s", "\r\n", "ꟲ", "㍿", "9", "   \n", "!", "…Z", "\"", " '", "re", "٣٤٥", "٦", "'re", "\u000bt", "!!"]}
+{"text": "𐞁漢å　<|endoftext|>'VE㋿ＡZ\u000bm🙂İ\r\n\r\n'sع12345678å🙂\t#$%'-ß'Reع> d…é", "tokens": 47, "pieces": ["𐞁漢å", "　", "<|", "endoftext", "|>'", "VE", "㋿ＡZ", "\u000bm", "🙂İ", "\r\n\r\n", "'sع", "123", "456", "78", "å", "🙂", "\t", "#$%'-", "ß'Re", "ع", ">", " d", "…é"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\n<|endoftext|>'VE½'re𐞁\u000b漢12345678eé<㍿漢Z'M'VE
'M👍🏽s'D ḍ̇-㍿<|fim_prefix|>", "tokens": 52, "pieces": ["\n", "<|", "endoftext", "|>'", "VE", "½", "'re𐞁", "\u000b漢", "123", "456", "78", "eé", "<㍿", "漢", "Z'M", "'VE", "
", "'M", "👍🏽", "s'D", " ḍ̇", "-㍿<|", "fim", "_prefix", "|>"]}
+{"text": "12345678\r\n\r\nſ<EOT><½12345678ḍ̇'ſع<'ReＡ'D<META_START>(\n漢‍  #$%​٣٤٥٦🙂­!! ​\r\n\r\n<<|endoftext|>>!!ⅣDžſſ!字", "tokens": 58, "pieces": ["123", "456", "78", "\r\n\r\n", "ſ", "<EOT", "><", "½12", "345", "678", "ḍ̇'ſ", "ع", "<'", "Re", "Ａ'D", "<META", "_START", ">(\n", "漢", "‍", " ", " #$%​", "٣٤٥", "٦", "🙂­!!", " ​\r\n\r\n", "<<|", "endoftext", "|>>!!", "Ⅳ", "Džſſ", "!字"]}
+{"text": "
s𐞁tⅣ(٣٤٥٦åZ½​'D ḍ̇<<META_START>‍ ‍'VEeعfi\r\ń½'S9'T\tſ漢​'re'Ms漢㍿'M", "tokens": 56, "pieces": ["
s𐞁t", "Ⅳ", "(", "٣٤٥", "٦", "å", "Z", "½", "​'", "D", " ḍ̇", "<<", "META", "_START", ">‍", " ‍'", "VEeعfi", "\r\n", "́", "½", "'S", "9", "'T", "\tſ漢", "​'", "re'M", "s漢", "㍿'", "M"]}
+{"text": "fiꟲḍ̇", "tokens": 7, "pieces": ["fiꟲḍ̇"]}
+{"text": "字😀🏽
İⅣＡ​é<|fim_prefix|>DžEOT😀🏽!<\u000b㋿\"　", "tokens": 32, "pieces": ["字", "😀🏽", "
İ", "Ⅳ", "Ａ", "​é", "<|", "fim", "_prefix", "|>", "DžEOT", "😀🏽!<", "\u000b", "㋿\"", "　"]}
+{"text": "0㍿<ḍ̇İ'T!…　\r\n   \n'M٣٤٥٦İ́漢\r<META_START>tꟲ…éİ٣٤٥٦é're  'M‍ß.", "tokens": 49, "pieces": ["0", "㍿<", "ḍ̇", "İ'T", "!", "…　\r\n   \n", "'M", "٣٤٥", "٦", "İ́漢", "\r", "<META", "_START", ">tꟲ", "…é", "İ", "٣٤٥", "٦", "é're", " ", " '", "M", "‍ß", "."]}
+{"text": "0'llt ", "tokens": 4, "pieces": ["0", "'llt", " "]}
+{"text": "🙂<META_START>'<META_START>9ß(å\u000ba'Re\r\nḍ̇.\rꟲ㋿ع9'VEsZDž…'M\r\n\r\n\rİＡ'Mfia.३ḍ̇", "tokens": 51, "pieces": ["🙂<", "META", "_START", ">'<", "META", "_START", ">", "9", "ß", "(å", "\u000ba'Re", "\r\n", "ḍ̇", ".\r", "ꟲ", "㋿ع", "9", "'VEs", "ZDž", "…", "'M", "\r\n\r\n\r", "İＡ'M", "fia", ".", "३", "ḍ̇"]}
+{"text": "      \n'VEt<|fim_prefix|>é㋿Džts,'lĺ'Re\r\n<,", "tokens": 27, "pieces": ["      \n", "'VEt", "<|", "fim", "_prefix", "|>", "é", "㋿Džts", ",'", "lĺ'Re", "\r\n", "<,"]}
+{"text": "(-  'Té𐞁ǻ…EOTعꟲ<EOT>'Re\u000b,٣٤٥٦㍿s\u000b", "tokens": 35, "pieces": ["(-", " ", " '", "Té𐞁ǻ", "…EOTعꟲ", "<EOT", ">'", "Re", "\u000b", ",", "٣٤٥", "٦", "㍿s", "\u000b"]}
+{"text": "\"Ⅳ-𐞁-e!'llåİ  漢Zfi㋿", "tokens": 21, "pieces": ["\"", "Ⅳ", "-𐞁", "-e", "!'", "llå", "İ", " ", " 漢Zfi", "㋿"]}
+{"text": "d<|endoftext|>'TⅣ\r😀🏽ſⅣd‍!㋿", "tokens": 24, "pieces": ["d", "<|", "endoftext", "|>'", "T", "Ⅳ", "\r", "😀🏽", "ſ", "Ⅳ", "d", "‍!㋿"]}
+{"text": "👍🏽#$%  EOT<|endoftext|>,عſéſ\t\r½'sd…😀🏽é½<\t\n'VEé👍🏽", "tokens": 41, "pieces": ["👍🏽#$%", " ", " EOT", "<|", "endoftext", "|>,", "عſéſ", "\t\r", "½", "'sd", "…", "😀🏽", "é", "½", "<", "\t\n", "'VEé", "👍🏽"]}
+{"text": "(åع🙂ع🙂Dž­'S!'s're­㋿'ſfi😀🏽½'D9", "tokens": 27, "pieces": ["(åع", "🙂ع", "🙂Dž", "­'", "S", "!'", "s're", "­㋿'", "ſfi", "😀🏽", "½", "'D", "9"]}
+{"text": "\t٣٤٥٦'T३\rع…𐞁fi٣٤٥٦🙂'll'll
", "tokens": 25, "pieces": ["\t", "٣٤٥", "٦", "'T", "३", "\r", "ع", "…𐞁fi", "٣٤٥", "٦", "🙂'", "ll'll", "
"]}
+{"text": "'­\"́́'ll're🙂👍🏽　字
<EOT>
…0ꟲ'llⅣ\"   \n३　,\u000b'Re   \n", "tokens": 36, "pieces": ["'­\"́́'", "ll're", "🙂👍🏽", "　字", "
", "<EOT", ">", "
", "…", "0", "ꟲ'll", "Ⅳ", "\"", "   \n", "३", "　", ",", "\u000b", "'Re", "   \n"]}
+{"text": "
Z<|fim_prefix|>!!\n‍<META_START>é\u000b㋿<EOT>   \n'Re　　0d(d㍿Z'lls12345678 <META_START>👍🏽'T  ​́> >👍🏽　", "tokens": 58, "pieces": ["
Z", "<|", "fim", "_prefix", "|>!!\n", "‍<", "META", "_START", ">é", "\u000b", "㋿<", "EOT", ">", "   \n", "'Re", "　", "　", "0", "d", "(d", "㍿Z'll", "s", "123", "456", "78", " ", "<META", "_START", ">👍🏽'", "T", " ", " ​́>", " >👍🏽", "　"]}
+{"text": "'S漢​<META_START>'Sİḍ̇‍\r\nＡ", "tokens": 15, "pieces": ["'S漢", "​<", "META", "_START", ">'", "Sİḍ̇", "‍\r\n", "Ａ"]}
+{"text": "㍿  <<|fim_prefix|>å\r\n<|fim_prefix|>㍿'T\r\nſ!", "tokens": 27, "pieces": ["㍿", " ", " <<|", "fim", "_prefix", "|>", "å", "\r\n", "<|", "fim", "_prefix", "|>㍿'", "T", "\r\n", "ſ", "!"]}
+{"text": ".a
'll'llm<|endoftext|>Z\r\"-'ſ😀🏽>字'sⅣ<|endoftext|>d\tİ­", "tokens": 36, "pieces": [".a", "
", "'ll'll", "m", "<|", "endoftext", "|>", "Z", "\r", "\"-'", "ſ", "😀🏽>", "字's", "Ⅳ", "<|", "endoftext", "|>", "d", "\tİ", "­"]}
+{"text": "😀🏽'Re🙂'sعm'VE🙂's('re㋿daa'Dß🙂\u000bİ'll!! åع'så'St12345678\r\n\r\n\neé", "tokens": 43, "pieces": ["😀🏽'", "Re", "🙂'", "sعm'VE", "🙂'", "s", "('", "re", "㋿daa'D", "ß", "🙂", "\u000bİ'll", "!!", " åع's", "å'S", "t", "123", "456", "78", "\r\n\r\n\n", "eé"]}
+{"text": "'D're\r\n123456789㍿t‍.​<|endoftext|>!ß㍿<EOT>\r\nDž<|fim_prefix|>㋿ḍ̇́'M…", "tokens": 46, "pieces": ["'D're", "\r\n", "123", "456", "789", "㍿t", "‍.​<|", "endoftext", "|>!", "ß", "㍿<", "EOT", ">\r\n", "Dž", "<|", "fim", "_prefix", "|>㋿", "ḍ̇́'M", "…"]}
+{"text": "t́e9　\t'VE漢ꟲ12345678　Džİ'ZZ\rع𐞁é.😀🏽İ​\u000b­(0'\rZ…m!!EOT　́😀🏽", "tokens": 53, "pieces": ["t́e", "9", "　", "\t", "'VE漢ꟲ", "123", "456", "78", "　Džİ", "'ZZ", "\r", "ع𐞁é", ".😀🏽", "İ", "​", "\u000b", "­(", "0", "'\r", "Z", "…m", "!!", "EOT", "　́", "😀🏽"]}
+{"text": "EOT٣٤٥٦!!<|fim_prefix|>fifiaß́\n'VE𐞁\n­🙂   \n(t㋿'D\n\r\né", "tokens": 38, "pieces": ["EOT", "٣٤٥", "٦", "!!<|", "fim", "_prefix", "|>", "fifiaß́", "\n", "'VE𐞁", "\n", "­🙂", "   \n", "(t", "㋿'", "D", "\n\r\n", "é"]}
+{"text": "<EOT>!   \n…#$%<META_START>\r\nſ😀🏽३\"́!…😀🏽́é‍#$%é.ém'll'S", "tokens": 37, "pieces": ["<EOT", ">!", "   \n", "…", "#$%<", "META", "_START", ">\r\n", "ſ", "😀🏽", "३", "\"́", "!", "…", "😀🏽́", "é", "‍#$%", "é", ".ém'll", "'S"]}
+{"text": "İ", "tokens": 1, "pieces": ["İ"]}
+{"text": "'Md३🙂'llİ🙂<META_START>\"!　‍Dž<½\r\n\r\n'ſ­s漢!! ع 12345678\"½\n👍🏽\r\n३½.𐞁३", "tokens": 45, "pieces": ["'Md", "३", "🙂'", "ll", "İ", "🙂<", "META", "_START", ">\"!", "　", "‍Dž", "<", "½", "\r\n\r\n", "'ſ", "­s漢", "!!", " ع", " ", "123", "456", "78", "\"", "½", "\n", "👍🏽\r\n", "३½", ".𐞁", "३"]}
+{"text": "\u000b(-<|endoftext|>.३　👍🏽#$%'VE'res\r\n", "tokens": 20, "pieces": ["\u000b", "(-<|", "endoftext", "|>.", "३", "　", "👍🏽#$%'", "VE're", "s", "\r\n"]}
+{"text": "🙂   \n😀🏽<|endoftext|>​('🙂m<META_START>t'sm\"ع́é­m'S9!㍿𐞁é'ßＡm'ſ'S½'ſ
", "tokens": 53, "pieces": ["🙂", "   \n", "😀🏽<|", "endoftext", "|>​('🙂", "m", "<META", "_START", ">t's", "m", "\"ع́é", "­m'S", "9", "!㍿", "𐞁é", "'ß", "Ａm'ſ", "'S", "½", "'ſ", "
"]}
+{"text": "-,漢<å'reع字(fi,٣٤٥٦'ll…👍🏽EOT<", "tokens": 23, "pieces": ["-,", "漢", "<å're", "ع字", "(fi", ",", "٣٤٥", "٦", "'ll", "…", "👍🏽", "EOT", "<"]}
+{"text": "\n", "tokens": 1, "pieces": ["\n"]}
+{"text": "<s0😀🏽a
><|endoftext|>漢\r\n𐞁<|fim_prefix|>𐞁𐞁<|endoftext|>​ع'D㋿'ReⅣ-\"'ſ'Z'll​'Tå　  ​Dž<META_START>", "tokens": 69, "pieces": ["<s", "0", "😀🏽", "a", "
", "><|", "endoftext", "|>", "漢", "\r\n", "𐞁", "<|", "fim", "_prefix", "|>", "𐞁𐞁", "<|", "endoftext", "|>​", "ع'D", "㋿'", "Re", "Ⅳ", "-\"'", "ſ", "'Z'll", "​'", "Tå", "　 ", " ​", "Dž", "<META", "_START", ">"]}
+{"text": "ع漢EOT३<|fim_prefix|>ع'llİ  　é<|endoftext|>sß!!🙂㋿- ꟲå0ع'Dfi३>٣٤٥٦ 'S\r\n\r\n\rfi", "tokens": 54, "pieces": ["ع漢", "EOT", "३", "<|", "fim", "_prefix", "|>", "ع'll", "İ", "  ", "　é", "<|", "endoftext", "|>", "sß", "!!🙂㋿-", " ꟲå", "0", "ع'D", "fi", "३", ">", "٣٤٥", "٦", " ", "'S", "\r\n\r\n\r", "fi"]}
+{"text": "'ſEOT\u000b​t́,漢字,ḍ̇🙂d'T'llİḍ̇‍'VE😀🏽12345678s漢٣٤٥٦漢İ 　", "tokens": 42, "pieces": ["'ſ", "EOT", "\u000b", "​t́", ",漢字", ",ḍ̇", "🙂d'T", "'ll", "İḍ̇", "‍'", "VE", "😀🏽", "123", "456", "78", "s漢", "٣٤٥", "٦", "漢", "İ", " 　"]}
+{"text": "Z'Så(ḍ̇'VEe‍", "tokens": 12, "pieces": ["Z'S", "å", "(ḍ̇'VE", "e", "‍"]}
+{"text": "sßꟲsa\u000baſtع㍿́ع३漢\r\n\tEOTß<META_START>ſé\"­\u000bع'S ́ß", "tokens": 37, "pieces": ["sßꟲsa", "\u000baſtع", "㍿́ع", "३", "漢", "\r\n", "\tEOTß", "<META", "_START", ">ſé", "\"­", "\u000bع'S", " ́ß"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Džd३\"İ12345678'll字'llfi\r\n<EOT>́é३Dž'VE'VE.a<'lldt", "tokens": 31, "pieces": ["Džd", "३", "\"İ", "123", "456", "78", "'ll字'll", "fi", "\r\n", "<EOT", ">́é", "३", "Dž'VE", "'VE", ".a", "<'", "lldt"]}
+{"text": "'S  <|endoftext|>é'S𐞁<|endoftext|>​ſ…­　''re", "tokens": 31, "pieces": ["'S", " ", " <|", "endoftext", "|>", "é'S", "𐞁", "<|", "endoftext", "|>​", "ſ", "…", "­", "　", "''", "re"]}
+{"text": "'s\t'ſZ \"​d👍🏽>!><İſ𐞁'İ<|fim_prefix|>'D-　🙂.'ll'S𐞁sEOT😀🏽dEOT'M　Z", "tokens": 52, "pieces": ["'s", "\t", "'ſ", "Z", " ", "\"​", "d", "👍🏽>!><", "İſ𐞁", "'İ", "<|", "fim", "_prefix", "|>'", "D", "-", "　", "🙂.'", "ll'S", "𐞁s", "EOT", "😀🏽", "d", "EOT'M", "　Z"]}
+{"text": "　\u000be,ſ<META_START>s😀🏽字\"ع<|fim_prefix|>'re…   \ns\r\r\n ", "tokens": 28, "pieces": ["　", "\u000be", ",ſ", "<META", "_START", ">s", "😀🏽", "字", "\"ع", "<|", "fim", "_prefix", "|>'", "re", "…   \n", "s", "\r\r\n", " "]}
+{"text": "  \t<<|fim_prefix|>   \n>㋿ḍ̇½t🙂'T👍🏽\t<|endoftext|>\r\n\r\n 
🙂", "tokens": 35, "pieces": ["  ", "\t", "<<|", "fim", "_prefix", "|>", "   \n", ">㋿", "ḍ̇", "½", "t", "🙂'", "T", "👍🏽", "\t", "<|", "endoftext", "|>\r\n\r\n", " ", "
", "🙂"]}
+{"text": "  0\t's'M<,👍🏽'ſ\t's…👍🏽0", "tokens": 21, "pieces": [" ", " ", "0", "\t", "'s'M", "<,👍🏽'", "ſ", "\t", "'s", "…", "👍🏽", "0"]}
+{"text": "ḍ̇\nİ12345678३㋿", "tokens": 12, "pieces": ["ḍ̇", "\n", "İ", "123", "456", "78३", "㋿"]}
+{"text": "'M　9<|endoftext|>fi('𐞁a<𐞁😀🏽½½a-'VE\tm\r  é　½𐞁ⅣDžéd<|fim_prefix|>…\t'sZ<META_START>İع
Ⅳ", "tokens": 68, "pieces": ["'M", "　", "9", "<|", "endoftext", "|>", "fi", "('", "𐞁a", "<𐞁", "😀🏽", "½½", "a", "-'", "VE", "\tm", "\r", " ", " é", "　", "½", "𐞁", "Ⅳ", "Džéd", "<|", "fim", "_prefix", "|>", "…", "\t", "'s", "Z", "<META", "_START", ">İع", "
", "Ⅳ"]}
+{"text": "
m   \n!!ſⅣ‍ß𐞁's#$%ع-d'́\t!!<|endoftext|>aDžfi㍿😀🏽#$%#$%  ḍ̇‍,", "tokens": 49, "pieces": ["
m", "   \n", "!!", "ſ", "Ⅳ", "‍ß𐞁's", "#$%", "ع", "-d", "'́", "\t", "!!<|", "endoftext", "|>", "a", "Džfi", "㍿😀🏽#$%#$%", " ", " ḍ̇", "‍,"]}
+{"text": "́a-<EOT>　३ḍ̇'reꟲ㋿> 'll字ع😀🏽'M\t-'M\r", "tokens": 33, "pieces": ["́a", "-<", "EOT", ">", "　", "३", "ḍ̇'re", "ꟲ", "㋿>", " '", "ll字ع", "😀🏽'", "M", "\t", "-'", "M", "\r"]}
+{"text": "'S
('S🙂Z<'VE  tm", "tokens": 10, "pieces": ["'S", "
", "('", "S", "🙂Z", "<'", "VE", " ", " tm"]}
+{"text": "-0! \u000b'M0EOT(t'Re　e<EOT>𐞁>dEOT\"​eꟲmm٣٤٥٦!!ḍ̇٣٤٥٦👍🏽12345678", "tokens": 48, "pieces": ["-", "0", "!", " ", "\u000b", "'M", "0", "EOT", "(t'Re", "　e", "<EOT", ">𐞁", ">d", "EOT", "\"​", "eꟲmm", "٣٤٥", "٦", "!!", "ḍ̇", "٣٤٥", "٦", "👍🏽", "123", "456", "78"]}
+{"text": "٣٤٥٦́a9><Ａ​\t㍿Ａ!!'<fi>é,0㋿漢Ⅳ'Re‍å字m🙂  'VE", "tokens": 39, "pieces": ["٣٤٥", "٦", "́a", "9", "><", "Ａ", "​", "\t", "㍿Ａ", "!!'<", "fi", ">é", ",", "0", "㋿漢", "Ⅳ", "'Re", "‍å字m", "🙂", " ", " '", "VE"]}
+{"text": "ع", "tokens": 1, "pieces": ["ع"]}
+{"text": "   \n0㍿𐞁Dž㋿é字'Re\tḍ̇<META_START>\r\nꟲ\r　'S'D½<META_START>", "tokens": 37, "pieces": ["   \n", "0", "㍿𐞁", "Dž", "㋿é字'Re", "\tḍ̇", "<META", "_START", ">\r\n", "ꟲ", "\r", "　", "'S'D", "½", "<META", "_START", ">"]}
+{"text": "å'S<EOT>  dfi㍿fi　'0Z-<EOT>'re३
Ａ<EOT>'ſ<|endoftext|>Ⅳeå…(ſ\r\nm\r\n\r\n<|endoftext|>Dž漢عḍ̇\r\n\r\n-", "tokens": 64, "pieces": ["å'S", "<EOT", ">", " ", " dfi", "㍿fi", "　", "'", "0", "Z", "-<", "EOT", ">'", "re", "३", "
Ａ", "<EOT", ">'", "ſ", "<|", "endoftext", "|>", "Ⅳ", "eå", "…", "(ſ", "\r\n", "m", "\r\n\r\n", "<|", "endoftext", "|>", "Dž漢عḍ̇", "\r\n\r\n", "-"]}
+{"text": "<'M'M!!(ꟲ½12345678!İ🙂'VEDž३#$%\"㍿'D 'Re>må'D\t
漢<|endoftext|><|endoftext|>'s<|fim_prefix|>'T", "tokens": 57, "pieces": ["<'", "M'M", "!!(", "ꟲ", "½12", "345", "678", "!İ", "🙂'", "VEDž", "३", "#$%\"㍿'", "D", " '", "Re", ">må'D", "\t", "
漢", "<|", "endoftext", "|><|", "endoftext", "|>'", "s", "<|", "fim", "_prefix", "|>'", "T"]}
+{"text": "Ⅳ<META_START>'M.'Tḍ̇­-'ſt㍿㋿é­ḍ̇0'D9#$%<|fim_prefix|>\r\n\r\nEOT'Re 'Re😀🏽,dꟲ𐞁#$%é", "tokens": 58, "pieces": ["Ⅳ", "<META", "_START", ">'", "M", ".'", "Tḍ̇", "­-'", "ſt", "㍿㋿", "é", "­ḍ̇", "0", "'D", "9", "#$%<|", "fim", "_prefix", "|>\r\n\r\n", "EOT'Re", " '", "Re", "😀🏽,", "dꟲ𐞁", "#$%", "é"]}
+{"text": "'Mİ  åＡ\r\n㋿'ſm   \n\t<META_START>>👍🏽!!!ḍ̇İ9𐞁12345678​EOT 字漢fi'ſ9३½  !!\nꟲ", "tokens": 52, "pieces": ["'Mİ", " ", " å", "Ａ", "\r\n", "㋿'", "ſm", "   \n", "\t", "<META", "_START", ">>👍🏽!!!", "ḍ̇", "İ", "9", "𐞁", "123", "456", "78", "​EOT", " 字漢fi'ſ", "9३½", " ", " !!\n", "ꟲ"]}
+{"text": "'Re　- 𐞁å'ſꟲeå\r\n's　🙂­ع🙂ع\r\n\r\nꟲ#$%
>ḍ̇é", "tokens": 37, "pieces": ["'Re", "　", "-", " 𐞁å'ſ", "ꟲeå", "\r\n", "'s", "　", "🙂­", "ع", "🙂ع", "\r\n\r\n", "ꟲ", "#$%", "
", ">ḍ̇é"]}
+{"text": "­(- sådＡ😀🏽éDž#$%<|endoftext|>字", "tokens": 23, "pieces": ["­(-", " såd", "Ａ", "😀🏽", "é", "Dž", "#$%<|", "endoftext", "|>", "字"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n\r\n-'Sİe   \n'M<META_START>Ⅳ́👍🏽‍字9<EOT>🙂<EOT>漢fi're­a12345678字'M<|endoftext|>\r\n\r\n漢 …,\"Džß", "tokens": 52, "pieces": ["\r\n\r\n", "-'", "Sİe", "   \n", "'M", "<META", "_START", ">", "Ⅳ", "́", "👍🏽‍", "字", "9", "<EOT", ">🙂<", "EOT", ">漢fi're", "­a", "123", "456", "78", "字'M", "<|", "endoftext", "|>\r\n\r\n", "漢", " ", "…", ",\"", "Džß"]}
+{"text": "İs㋿‍fí👍🏽9‍>", "tokens": 14, "pieces": ["İs", "㋿‍", "fí", "👍🏽", "9", "‍>"]}
+{"text": "ḍ̇㋿é<EOT>'ſ'ſ'D12345678  ß‍!", "tokens": 23, "pieces": ["ḍ̇", "㋿é", "<EOT", ">'", "ſ'ſ", "'D", "123", "456", "78", " ", " ß", "‍!"]}
+{"text": "Z.'ſ (
sd'ſ's\r\n\r\n\r<👍🏽'Re'D>'Re\n\r\n\r\nZ  'Res‍
\t.ع", "tokens": 31, "pieces": ["Z", ".'", "ſ", " (", "
sd'ſ", "'s", "\r\n\r\n\r", "<👍🏽'", "Re'D", ">'", "Re", "\n\r\n\r\n", "Z", " ", " '", "Res", "‍", "
", "\t", ".ع"]}
+{"text": "\r\n\r\n\r\n\r\nＡd\t'Sع ", "tokens": 7, "pieces": ["\r\n\r\n\r\n\r\n", "Ａd", "\t", "'Sع", " "]}
+{"text": "'ſꟲ​seaع#$%fi'll0'ſZꟲ<|fim_prefix|>9<ꟲ'D'D", "tokens": 32, "pieces": ["'ſꟲ", "​seaع", "#$%", "fi'll", "0", "'ſ", "Zꟲ", "<|", "fim", "_prefix", "|>", "9", "<ꟲ'D", "'D"]}
+{"text": "éß'll'T㋿　\r\n\r\n\n　<|fim_prefix|>‍́<|endoftext|>㍿ꟲ\"'<EOT>字\t ­👍🏽\t'Re<META_START>'D‍  \nß", "tokens": 53, "pieces": ["éß'll", "'T", "㋿", "　\r\n\r\n\n", "　", "<|", "fim", "_prefix", "|>‍́<|", "endoftext", "|>㍿", "ꟲ", "\"'<", "EOT", ">字", "\t", " ­👍🏽", "\t", "'Re", "<META", "_START", ">'", "D", "‍", "  \n", "ß"]}
+{"text": "0ſ9Ａß\rꟲé<EOT><EOT>Ⅳ\r㋿\u000bß'Reé\t­<|endoftext|>9\r\n 's'­'M", "tokens": 44, "pieces": ["0", "ſ", "9", "Ａß", "\r", "ꟲé", "<EOT", "><", "EOT", ">", "Ⅳ", "\r", "㋿", "\u000bß'Re", "é", "\t", "­<|", "endoftext", "|>", "9", "\r\n", " ", "'s", "'­'", "M"]}
+{"text": "12345678​\r\n漢   \n'Reḍ̇9EOT('\r\n\r\nＡ'Re.ḍ̇　　　ſ<EOT>9'D𐞁字\"e🙂12345678ꟲ'reſe३㋿!!<|fim_prefix|>,å", "tokens": 60, "pieces": ["123", "456", "78", "​\r\n", "漢", "   \n", "'Reḍ̇", "9", "EOT", "('\r\n\r\n", "Ａ'Re", ".ḍ̇", "　　", "　ſ", "<EOT", ">", "9", "'D𐞁字", "\"e", "🙂", "123", "456", "78", "ꟲ're", "ſe", "३", "㋿!!<|", "fim", "_prefix", "|>,", "å"]}
+{"text": "३<|endoftext|>!́𐞁३漢#$%  漢>
a9‍", "tokens": 26, "pieces": ["३", "<|", "endoftext", "|>!́", "𐞁", "३", "漢", "#$%", " ", " 漢", ">", "
a", "9", "‍"]}
+{"text": "­'Re-…de!!9…'T'D\n\r\néⅣm🙂\ts\ta <'ll", "tokens": 24, "pieces": ["­'", "Re", "-", "…de", "!!", "9", "…", "'T'D", "\n\r\n", "é", "Ⅳ", "m", "🙂", "\ts", "\ta", " <'", "ll"]}
+{"text": "<META_START>å<META_START>\u000b́<a­㋿<½! t\n<|fim_prefix|>٣٤٥٦<|fim_prefix|>\"", "tokens": 38, "pieces": ["<META", "_START", ">å", "<META", "_START", ">", "\u000b́", "<a", "­㋿<", "½", "!", " t", "\n", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>\""]}
+{"text": "ſ'ſ>  d'ſ …İ'ſm's#$%. 9 ", "tokens": 21, "pieces": ["ſ'ſ", ">", " ", " d'ſ", " ", "…İ'ſ", "m's", "#$%.", " ", "9", " "]}
+{"text": "('M🙂\r½'ſdEOTDžＡ<s'Mé'D(㍿'
e,'ré\ń<|fim_prefix|>fi　<EOT><#$%", "tokens": 43, "pieces": ["('", "M", "🙂\r", "½", "'ſd", "EOTDžＡ", "<s'M", "é'D", "(㍿'", "
e", ",'", "ré", "\n", "́", "<|", "fim", "_prefix", "|>", "fi", "　", "<EOT", "><#$%"]}
+{"text": "   \nd½!'ReDžİ'VEd٣٤٥٦🙂e   \n\n'Tß　'S
<META_START>dDž", "tokens": 29, "pieces": ["   \n", "d", "½", "!'", "Re", "Džİ'VE", "d", "٣٤٥", "٦", "🙂e", "   \n\n", "'Tß", "　", "'S", "
", "<META", "_START", ">d", "Dž"]}
+{"text": ">\u000b㍿#$%'fi\t'll!!é9>,­'VE'​'Re   'll(\u000b'S<EOT>字👍🏽\n   \n're٣٤٥٦ !!\r ع", "tokens": 47, "pieces": [">", "\u000b", "㍿#$%'", "fi", "\t", "'ll", "!!", "é", "9", ">,­'", "VE", "'​'", "Re", "  ", " '", "ll", "(", "\u000b", "'S", "<EOT", ">字", "👍🏽\n", "   \n", "'re", "٣٤٥", "٦", " ", "!!\r", " ع"]}
+{"text": "­३(!", "tokens": 3, "pieces": ["­", "३", "(!"]}
+{"text": " t　‍Ⅳa'D'reåd㋿İdZ…½<EOT>Ⅳ\nعꟲ\td!!", "tokens": 33, "pieces": [" t", "　", "‍", "Ⅳ", "a'D", "'reåd", "㋿İd", "Z", "…", "½", "<EOT", ">", "Ⅳ", "\n", "عꟲ", "\td", "!!"]}
+{"text": "…a's<'Mع😀🏽'M…9ꟲ'ſ\"Ａ\ta\u000bḍ̇(<META_START>'T-12345678e   \n 🙂<|endoftext|>́'D", "tokens": 50, "pieces": ["…a's", "<'", "Mع", "😀🏽'", "M", "…", "9", "ꟲ'ſ", "\"Ａ", "\ta", "\u000bḍ̇", "(<", "META", "_START", ">'", "T", "-", "123", "456", "78", "e", "   \n", " ", "🙂<|", "endoftext", "|>́'", "D"]}
+{"text": "d½t'll㋿\r\n
>字字mع,12345678d'Sé३<META_START>'VE!!><|endoftext|>EOT́å½12345678'Ａ,Ａ­½\r\n👍🏽é<META_START>", "tokens": 59, "pieces": ["d", "½", "t'll", "㋿\r\n", "
", ">字字mع", ",", "123", "456", "78", "d'S", "é", "३", "<META", "_START", ">'", "VE", "!!><|", "endoftext", "|>", "EOT́å", "½12", "345", "678", "'Ａ", ",Ａ", "­", "½", "\r\n", "👍🏽", "é", "<META", "_START", ">"]}
+{"text": "'ſDž…㍿#$%>'re,fi   \ńß  (   \n漢#$%.", "tokens": 24, "pieces": ["'ſ", "Dž", "…", "㍿#$%>'", "re", ",fi", "   \n", "́ß", " ", " (", "   \n", "漢", "#$%."]}
+{"text": "e<META_START>  ३عm('s漢   \n   \né漢m#$%Ａé'Sع12345678e\"ſ३'ll😀🏽Z'Re>👍🏽३…­\r\n\r\n😀🏽", "tokens": 49, "pieces": ["e", "<META", "_START", ">", " ", " ", "३", "عm", "('", "s漢", "   \n   \n", "é漢m", "#$%", "Ａé'S", "ع", "123", "456", "78", "e", "\"ſ", "३", "'ll", "😀🏽", "Z'Re", ">👍🏽", "३", "…", "­\r\n\r\n", "😀🏽"]}
+{"text": "\r\n\r\n'ſ<EOT>\r\n\r\n!👍🏽\t   \n<META_START>㋿#$%.å\r\n're漢\"! ", "tokens": 27, "pieces": ["\r\n\r\n", "'ſ", "<EOT", ">\r\n\r\n", "!👍🏽", "\t   \n", "<META", "_START", ">㋿#$%.", "å", "\r\n", "'re漢", "\"!", " "]}
+{"text": "​fi漢.\"ع\nعa'lls'ſ", "tokens": 12, "pieces": ["​fi漢", ".\"", "ع", "\n", "عa'll", "s'ſ"]}
+{"text": "\r'S'D　a字fi­<9EOT½…>d,\r😀🏽٣٤٥٦😀🏽'M0ḿ𐞁med's𐞁​", "tokens": 44, "pieces": ["\r", "'S'D", "　a字fi", "­<", "9", "EOT", "½", "…", ">d", ",\r", "😀🏽", "٣٤٥", "٦", "😀🏽'", "M", "0", "ḿ𐞁med's", "𐞁", "​"]}
+{"text": "٣٤٥٦'VE\r\n\r\n　\r\n\r\n\r\n\r\ń\r\n𐞁(́'ſ​३!!\u000b Z漢,ع　­'EOT́<META_START>😀🏽Ａſ­Dž <|fim_prefix|>  >fi", "tokens": 54, "pieces": ["٣٤٥", "٦", "'VE", "\r\n\r\n　\r\n\r\n\r\n\r\n", "́", "\r\n", "𐞁", "(́'ſ", "​", "३", "!!", "\u000b", " Z漢", ",ع", "　", "­'", "EOT́", "<META", "_START", ">😀🏽", "Ａſ", "­Dž", " <|", "fim", "_prefix", "|>", " ", " >", "fi"]}
+{"text": "(å   \n‍(-12345678'D٣٤٥٦é<… İ　🙂字,٣٤٥٦EOT'VE,ſ<META_START>>字'll'll<|endoftext|>fi", "tokens": 48, "pieces": ["(å", "   \n", "‍(-", "123", "456", "78", "'D", "٣٤٥", "٦", "é", "<", "…", " İ", "　", "🙂字", ",", "٣٤٥", "٦", "EOT'VE", ",ſ", "<META", "_START", ">>", "字'll", "'ll", "<|", "endoftext", "|>", "fi"]}
+{"text": "𐞁👍🏽.㋿('Sfi\nd\r\n<|fim_prefix|><EOT>…ꟲ字(​ḍ̇<|fim_prefix|>\u000b𐞁e漢", "tokens": 50, "pieces": ["𐞁", "👍🏽.㋿('", "Sfi", "\n", "d", "\r\n", "<|", "fim", "_prefix", "|><", "EOT", ">", "…ꟲ字", "(​", "ḍ̇", "<|", "fim", "_prefix", "|>", "\u000b𐞁e漢"]}
+{"text": "\u000b漢😀🏽\t  \r\n\r\n'T!½🙂Ａ9,éfie🙂(\r\n\r\n\r\n!Ⅳ٣٤٥٦>a\u000b'­!!㍿", "tokens": 35, "pieces": ["\u000b漢", "😀🏽", "\t  \r\n\r\n", "'T", "!", "½", "🙂Ａ", "9", ",éfie", "🙂(\r\n\r\n\r\n", "!", "Ⅳ٣٤", "٥٦", ">a", "\u000b", "'­!!㍿"]}
+{"text": "<|fim_prefix|>🙂,  😀🏽<|endoftext|>　!!'llDž字㍿\u000b''M㋿'llⅣ#$%!! 漢 0", "tokens": 46, "pieces": ["<|", "fim", "_prefix", "|>🙂,", " ", " 😀🏽<|", "endoftext", "|>", "　", "!!'", "ll", "Dž字", "㍿", "\u000b", "''", "M", "㋿'", "ll", "Ⅳ", "#$%!!", " 漢", " ", "0"]}
+{"text": "'T're#$%İ-!!Ź9'VE<|fim_prefix|>٣٤٥٦<EOT>'ll,Ａs­d'ſ", "tokens": 32, "pieces": ["'T're", "#$%", "İ", "-!!", "Ź", "9", "'VE", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "<EOT", ">'", "ll", ",Ａs", "­d'ſ"]}
+{"text": "٣٤٥٦ß٣٤٥٦­d'Dž　é >''ſm\t　<|fim_prefix|>fi½\t'T   \nſ d", "tokens": 36, "pieces": ["٣٤٥", "٦", "ß", "٣٤٥", "٦", "­d", "'Dž", "　é", " ", ">''", "ſm", "\t", "　", "<|", "fim", "_prefix", "|>", "fi", "½", "\t", "'T", "   \n", "ſ", " d"]}
+{"text": "'Dع12345678­ſ㋿<|fim_prefix|>㍿. ‍½ꟲs. ꟲ'M'llß(
<|endoftext|>\t<META_START><EOT>s!
漢", "tokens": 54, "pieces": ["'Dع", "123", "456", "78", "­ſ", "㋿<|", "fim", "_prefix", "|>㍿.", " ‍", "½", "ꟲs", ".", " ꟲ'M", "'llß", "(", "
", "<|", "endoftext", "|>", "\t", "<META", "_START", "><", "EOT", ">s", "!", "
漢"]}
+{"text": "\tß　​𐞁<|endoftext|> ㋿<EOT>\rⅣ>'s\"->,'D
​
Ａ\n Ⅳ!!s\r\n🙂's👍🏽(漢áع", "tokens": 54, "pieces": ["\tß", "　", "​𐞁", "<|", "endoftext", "|>", " ", "㋿<", "EOT", ">\r", "Ⅳ", ">'", "s", "\"->,'", "D", "
", "​", "
Ａ", "\n", " ", "Ⅳ", "!!", "s", "\r\n", "🙂'", "s", "👍🏽(", "漢áع"]}
+{"text": "㋿ <EOT>e👍🏽s'Refi(👍🏽<|endoftext|>'S½><#$% \r\nＡ \r­🙂🙂
fi 0ꟲ'D 👍🏽(<|endoftext|>漢", "tokens": 58, "pieces": ["㋿", " ", "<EOT", ">e", "👍🏽", "s'Re", "fi", "(👍🏽<|", "endoftext", "|>'", "S", "½", "><#$%", " \r\n", "Ａ", " \r", "­🙂🙂", "
fi", " ", "0", "ꟲ'D", " ", "👍🏽(<|", "endoftext", "|>", "漢"]}
+{"text": "🙂㋿½", "tokens": 5, "pieces": ["🙂㋿", "½"]}
+{"text": "  😀🏽㍿ 𐞁'llß\rßé12345678aع'S-\r's\r'#$%!\"eß𐞁", "tokens": 37, "pieces": [" ", " 😀🏽㍿", " 𐞁'll", "ß", "\r", "ßé", "123", "456", "78", "aع'S", "-\r", "'s", "\r", "'#$%!\"", "eß𐞁"]}
+{"text": "<META_START>‍㍿'Mſ㍿½  ​9s漢ß漢afi
ſå12345678\r\n\r\n­ꟲ…­ＡＡ字td漢​eع\"<|fim_prefix|>'ll", "tokens": 54, "pieces": ["<META", "_START", ">‍㍿'", "Mſ", "㍿", "½", " ", " ​", "9", "s漢ß漢afi", "
ſå", "123", "456", "78", "\r\n\r\n", "­ꟲ", "…", "­ＡＡ字td漢", "​eع", "\"<|", "fim", "_prefix", "|>'", "ll"]}
+{"text": "12345678'D́ſ\"عfi'llＡ ㋿'Me㋿'ſZع\r\n\r\n<
\"!<EOT>  ­'D\n é😀🏽ع字sé", "tokens": 44, "pieces": ["123", "456", "78", "'D́ſ", "\"عfi'll", "Ａ", " ㋿'", "Me", "㋿'", "ſ", "Zع", "\r\n\r\n", "<", "
", "\"!<", "EOT", ">", " ", " ­'", "D", "\n", " é", "😀🏽", "ع字sé"]}
+{"text": "å…9㍿ḍ̇Ａ<EOT><|endoftext|>­
İꟲmEOT'Mİét'VE'VE🙂\r字ſ", "tokens": 41, "pieces": ["å", "…", "9", "㍿ḍ̇", "Ａ", "<EOT", "><|", "endoftext", "|>­", "
İꟲm", "EOT'M", "İét'VE", "'VE", "🙂\r", "字ſ"]}
+{"text": "½fi­9½​m㋿😀🏽\r\nḍ̇#$%字𐞁'ſ#$%字Ａe   \nZ", "tokens": 33, "pieces": ["½", "fi", "­", "9½", "​m", "㋿😀🏽\r\n", "ḍ̇", "#$%", "字𐞁'ſ", "#$%", "字Ａe", "   \n", "Z"]}
+{"text": "🙂sé<|fim_prefix|>'ll 'M漢!!!!Dž㍿٣٤٥٦　Zḍ̇<|endoftext|>'ſ <|endoftext|>Ａ,İ#$%", "tokens": 47, "pieces": ["🙂sé", "<|", "fim", "_prefix", "|>'", "ll", " '", "M漢", "!!!!", "Dž", "㍿", "٣٤٥", "٦", "　Zḍ̇", "<|", "endoftext", "|>'", "ſ", " <|", "endoftext", "|>", "Ａ", ",İ", "#$%"]}
+{"text": "('Re'ſ<EOT>'Re", "tokens": 8, "pieces": ["('", "Re'ſ", "<EOT", ">'", "Re"]}
+{"text": " å\r\n\r\n<ßfifié<|fim_prefix|>'reＡ'DžⅣ́!!#$%'<|fim_prefix|><META_START>ع㍿", "tokens": 40, "pieces": [" å", "\r\n\r\n", "<ßfifié", "<|", "fim", "_prefix", "|>'", "re", "Ａ", "'Dž", "Ⅳ", "́", "!!#$%'<|", "fim", "_prefix", "|><", "META", "_START", ">ع", "㍿"]}
+{"text": "<EOT>\r\n\r\n­
३\n字'ſ'T𐞁\u000b's\rsd<|endoftext|>fifiDž!'s ", "tokens": 33, "pieces": ["<EOT", ">\r\n\r\n", "­", "
", "३", "\n", "字'ſ", "'T𐞁", "\u000b", "'s", "\r", "sd", "<|", "endoftext", "|>", "fifi", "Dž", "!'", "s", " "]}
+{"text": "\u000b  ,é\r\n\r\n\r  'S
😀🏽-'re𐞁\r\n\r\n\r\n\r\n", "tokens": 21, "pieces": ["\u000b ", " ,", "é", "\r\n\r\n\r", " ", " '", "S", "
", "😀🏽-'", "re𐞁", "\r\n\r\n\r\n\r\n"]}
+{"text": "‍-ß
<EOT>te👍🏽…d-́\r\n<|endoftext|>🙂!!\n<|endoftext|>fi\r\n\r\n​Ⅳ\n", "tokens": 39, "pieces": ["‍-", "ß", "
", "<EOT", ">te", "👍🏽", "…d", "-́", "\r\n", "<|", "endoftext", "|>🙂!!\n", "<|", "endoftext", "|>", "fi", "\r\n\r\n", "​", "Ⅳ", "\n"]}
+{"text": "\ntſ\t'll३e'ſ'T'',🙂0Dž'TsDž'llḍ̇'D३<EOT>½👍🏽‍-", "tokens": 34, "pieces": ["\n", "tſ", "\t", "'ll", "३", "e'ſ", "'T", "'',🙂", "0", "Dž'T", "s", "Dž'll", "ḍ̇'D", "३", "<EOT", ">", "½", "👍🏽‍-"]}
+{"text": "m  \t<㋿#$%́12345678🙂'S漢   \n's‍㍿'VE​ßs12345678t'SZ0,,9'ſ<|endoftext|>!12345678'ſ३🙂<|fim_prefix|><>Ａ", "tokens": 62, "pieces": ["m", "  ", "\t", "<㋿#$%́", "123", "456", "78", "🙂'", "S漢", "   \n", "'s", "‍㍿'", "VE", "​ßs", "123", "456", "78", "t'S", "Z", "0", ",,", "9", "'ſ", "<|", "endoftext", "|>!", "123", "456", "78", "'ſ", "३", "🙂<|", "fim", "_prefix", "|><>", "Ａ"]}
+{"text": "aḍ̇ꟲ!!é(\n'Re ㋿!!>!<META_START>'\u000bé\r\n\r\n'ſ   \nＡ,é\néfi9  👍🏽,<👍🏽ꟲ<EOT>d'Tḍ̇", "tokens": 53, "pieces": ["aḍ̇ꟲ", "!!", "é", "(\n", "'Re", " ㋿!!>!<", "META", "_START", ">'", "\u000bé", "\r\n\r\n", "'ſ", "   \n", "Ａ", ",é", "\n", "éfi", "9", " ", " 👍🏽,<👍🏽", "ꟲ", "<EOT", ">d'T", "ḍ̇"]}
+{"text": "'s漢0'D 𐞁.>漢….\"\r½'M'sé<|endoftext|>>12345678ع12345678𐞁", "tokens": 38, "pieces": ["'s漢", "0", "'D", " 𐞁", ".>", "漢", "…", ".\"\r", "½", "'M's", "é", "<|", "endoftext", "|>>", "123", "456", "78", "ع", "123", "456", "78", "𐞁"]}
+{"text": "!!'S\"<META_START>'ſfi.　'", "tokens": 12, "pieces": ["!!'", "S", "\"<", "META", "_START", ">'", "ſfi", ".", "　", "'"]}
+{"text": "<ع's", "tokens": 3, "pieces": ["<ع's"]}
+{"text": "㍿漢t<EOT>e
'D　m  \n३<|endoftext|>ⅣDž,.३   \nß字ſß<META_START>㍿''>9ع.", "tokens": 45, "pieces": ["㍿漢t", "<EOT", ">e", "
", "'D", "　m", "  \n", "३", "<|", "endoftext", "|>", "Ⅳ", "Dž", ",.", "३", "   \n", "ß字ſß", "<META", "_START", ">㍿''>", "9", "ع", "."]}
+{"text": ">🙂😀🏽'Rees<åİ'Re　<|fim_prefix|>'re( '12345678‍9​\"'D👍🏽
", "tokens": 34, "pieces": [">🙂😀🏽'", "Rees", "<å", "İ'Re", "　", "<|", "fim", "_prefix", "|>'", "re", "(", " '", "123", "456", "78", "‍", "9", "​\"'", "D", "👍🏽", "
"]}
+{"text": "  ३'Re\r\n\r9‍
<META_START>ſ\r\nع\r\n\r\nå'T'Z𐞁'VE  ­‍.0<META_START>!é👍🏽fiEOT\nt🙂EOT><­ꟲ ", "tokens": 55, "pieces": [" ", " ", "३", "'Re", "\r\n\r", "9", "‍", "
", "<META", "_START", ">ſ", "\r\n", "ع", "\r\n\r\n", "å'T", "'Z𐞁'VE", " ", " ­‍.", "0", "<META", "_START", ">!", "é", "👍🏽", "fi", "EOT", "\n", "t", "🙂EOT", "><­", "ꟲ", " "]}
+{"text": "Z'VEEOT<|endoftext|>㋿'s😀🏽9#$%😀🏽d　'Re((Džꟲ>< ع'\u000bé'VE㍿#$%'ReEOT​'T!! ३-'M", "tokens": 59, "pieces": ["Z'VE", "EOT", "<|", "endoftext", "|>㋿'", "s", "😀🏽", "9", "#$%😀🏽", "d", "　", "'Re", "((", "Džꟲ", "><", " ع", "'", "\u000bé'VE", "㍿#$%'", "Re", "EOT", "​'", "T", "!!", " ", "३", "-'", "M"]}
+{"text": "mꟲ\"aé,ḍ̇'VE'Ma‍d👍🏽a…(字\rd'VE9é'Re<|endoftext|> mꟲ're‍½Džꟲ‍,'s 漢", "tokens": 56, "pieces": ["mꟲ", "\"aé", ",ḍ̇'VE", "'Ma", "‍d", "👍🏽", "a", "…", "(字", "\r", "d'VE", "9", "é'Re", "<|", "endoftext", "|>", " mꟲ're", "‍", "½", "Džꟲ", "‍,'", "s", " 漢"]}
+{"text": "t<|fim_prefix|>9㍿½EOTå<META_START>.Z'T‍漢Ⅳ'ſe𐞁", "tokens": 33, "pieces": ["t", "<|", "fim", "_prefix", "|>", "9", "㍿", "½", "EOTå", "<META", "_START", ">.", "Z'T", "‍漢", "Ⅳ", "'ſe𐞁"]}
+{"text": "\r\n\r\n0'S,!!aEOTéå're\r\n\r\n", "tokens": 14, "pieces": ["\r\n\r\n", "0", "'S", ",!!", "a", "EOTéå're", "\r\n\r\n"]}
+{"text": "٣٤٥٦   \néåfi<EOT>ع🙂𐞁>'Reḍ̇'M'lleＡ'llＡ", "tokens": 29, "pieces": ["٣٤٥", "٦", "   \n", "éåfi", "<EOT", ">ع", "🙂𐞁", ">'", "Reḍ̇'M", "'lle", "Ａ'll", "Ａ"]}
+{"text": "   \n­\u000b­!　ḍ̇​!Dž\"𐞁!!12345678­\u000bs٣٤٥٦é'så㍿\r\ńZ…", "tokens": 42, "pieces": ["   \n", "­", "\u000b", "­!", "　ḍ̇", "​!", "Dž", "\"𐞁", "!!", "123", "456", "78", "­", "\u000bs", "٣٤٥", "٦", "é's", "å", "㍿\r\n", "́", "Z", "…"]}
+{"text": "'s<|fim_prefix|>İ!漢<|fim_prefix|>(ꟲ'reé  å𐞁", "tokens": 29, "pieces": ["'s", "<|", "fim", "_prefix", "|>", "İ", "!漢", "<|", "fim", "_prefix", "|>(", "ꟲ're", "é", " ", " å𐞁"]}
+{"text": "  😀🏽<|endoftext|>‍👍🏽\".>\r\n𐞁Dž<META_START>\n", "tokens": 27, "pieces": [" ", " 😀🏽<|", "endoftext", "|>‍👍🏽\".>\r\n", "𐞁", "Dž", "<META", "_START", ">\n"]}
+{"text": "\r\nḍ̇\r\n\r\nＡ'D\n….­", "tokens": 12, "pieces": ["\r\n", "ḍ̇", "\r\n\r\n", "Ａ'D", "\n", "…", ".­"]}
+{"text": "'D  ㍿'refi!!<|fim_prefix|>\n👍🏽…𐞁…'re0<|endoftext|>>𐞁'VE‍́   \n'll", "tokens": 46, "pieces": ["'D", " ", " ㍿'", "refi", "!!<|", "fim", "_prefix", "|>\n", "👍🏽", "…𐞁", "…", "'re", "0", "<|", "endoftext", "|>>", "𐞁'VE", "‍́", "   \n", "'ll"]}
+{"text": "\rå", "tokens": 3, "pieces": ["\r", "å"]}
+{"text": "㍿İ'ſ#$%́\r\n\r\n\r\n\r\n\u000b字Z
.a'llEOT  9 <'D\"!é'D'Sm<META_START>'S‍Z'Dꟲİa#$%<|fim_prefix|>   \n", "tokens": 52, "pieces": ["㍿İ'ſ", "#$%́\r\n\r\n\r\n\r\n", "\u000b字", "Z", "
", ".a'll", "EOT", " ", " ", "9", " ", "<'", "D", "\"!", "é'D", "'Sm", "<META", "_START", ">'", "S", "‍Z'D", "ꟲİa", "#$%<|", "fim", "_prefix", "|>", "   \n"]}
+{"text": "'re>'ſ<|fim_prefix|>́
é ", "tokens": 14, "pieces": ["'re", ">'", "ſ", "<|", "fim", "_prefix", "|>́", "
é", " "]}
+{"text": "\r\n\r\n'Td(İ'T>dꟲ\r\nm", "tokens": 12, "pieces": ["\r\n\r\n", "'Td", "(İ'T", ">dꟲ", "\r\n", "m"]}
+{"text": ".'Re're'S'Ss'ſＡⅣé٣٤٥٦#$%
!-㍿'D 'VEa's㋿'D<META_START>e\"
 　", "tokens": 44, "pieces": [".'", "Re're", "'S'S", "s'ſ", "Ａ", "Ⅳ", "é", "٣٤٥", "٦", "#$%", "
", "!-㍿'", "D", " ", "'VEa's", "㋿'", "D", "<META", "_START", ">e", "\"", "
 　"]}
+{"text": "३Ａ<META_START>#$%0m", "tokens": 10, "pieces": ["३", "Ａ", "<META", "_START", ">#$%", "0", "m"]}
+{"text": ",\u000b-'ll   \n'<EOT>𐞁Ａée'll9fi<META_START>㋿Dž​\rs字", "tokens": 31, "pieces": [",", "\u000b", "-'", "ll", "   \n", "'<", "EOT", ">𐞁Ａée'll", "9", "fi", "<META", "_START", ">㋿", "Dž", "​\r", "s字"]}
+{"text": "é<META_START><|fim_prefix|>\r\n\r\n㍿　‍é", "tokens": 17, "pieces": ["é", "<META", "_START", "><|", "fim", "_prefix", "|>\r\n\r\n", "㍿", "　", "‍é"]}
+{"text": "<|endoftext|>", "tokens": 7, "pieces": ["<|", "endoftext", "|>"]}
+{"text": "ſ عfi\r‍-EOT🙂‍'S
  ­'ꟲ#$%\re\"<META_START>ꟲ#$%<|endoftext|><META_START>👍🏽\"09
Ⅳ <|endoftext|>><EOT>🙂é", "tokens": 65, "pieces": ["ſ", " عfi", "\r", "‍-", "EOT", "🙂‍'", "S", "
 ", " ­'", "ꟲ", "#$%\r", "e", "\"<", "META", "_START", ">ꟲ", "#$%<|", "endoftext", "|><", "META", "_START", ">👍🏽\"", "09", "
", "Ⅳ", " ", "<|", "endoftext", "|>><", "EOT", ">🙂", "é"]}
+{"text": "㋿fi\tDž   \n'Tḍ̇éa🙂   \n!!ß😀🏽\r<'reŹ0​\u000b­efi#$%'Sa'S٣٤٥٦
d", "tokens": 43, "pieces": ["㋿fi", "\tDž", "   \n", "'Tḍ̇éa", "🙂", "   \n", "!!", "ß", "😀🏽\r", "<'", "re", "Ź", "0", "​", "\u000b", "­efi", "#$%'", "Sa'S", "٣٤٥", "٦", "
d"]}
+{"text": "0a'såEOTEOTḍ̇'Tß's'VE'D,<|fim_prefix|>…'Dž'S<\r…fim👍🏽ḍ̇३", "tokens": 42, "pieces": ["0", "a's", "å", "EOTEOTḍ̇'T", "ß's", "'VE'D", ",<|", "fim", "_prefix", "|>", "…", "'Dž'S", "<\r", "…fim", "👍🏽", "ḍ̇", "३"]}
+{"text": "㍿!!Ａ'D!'ſ\n٣٤٥٦‍é", "tokens": 16, "pieces": ["㍿!!", "Ａ'D", "!'", "ſ", "\n", "٣٤٥", "٦", "‍é"]}
+{"text": "m😀🏽½'T𐞁​<EOT>ß🙂   \n,ß­   \n(́'ſDž­३'EOT>'ſ\rع'M㋿tfiZ'S🙂 ", "tokens": 46, "pieces": ["m", "😀🏽", "½", "'T𐞁", "​<", "EOT", ">ß", "🙂", "   \n", ",ß", "­", "   \n", "(́'ſ", "Dž", "­", "३", "'EOT", ">'", "ſ", "\r", "ع'M", "㋿tfi", "Z'S", "🙂", " "]}
+{"text": "åé ½  é\t#$%\r\n'D're'D('st　å<|fim_prefix|>t'Td
d   \n,㍿'s<EOT>9'Mḍ̇", "tokens": 45, "pieces": ["åé", " ", "½", " ", " é", "\t", "#$%\r\n", "'D're", "'D", "('", "st", "　å", "<|", "fim", "_prefix", "|>", "t'T", "d", "
d", "   \n", ",㍿'", "s", "<EOT", ">", "9", "'Mḍ̇"]}
+{"text": "<ꟲ<|endoftext|>å
'll'ſé字d<|endoftext|>\neeḍ̇\r\n\r\n\r\t\t　\"\"td   \n're", "tokens": 39, "pieces": ["<ꟲ", "<|", "endoftext", "|>", "å", "
", "'ll'ſ", "é字d", "<|", "endoftext", "|>\n", "eeḍ̇", "\r\n\r\n\r", "\t\t", "　", "\"\"", "td", "   \n", "'re"]}
+{"text": ",‍e😀🏽
('M٣٤٥٦<META_START>㋿fi<é<EOT\"㍿(9!!é'll'S'SEOTfi\r\nfi\rİ\r\n٣٤٥٦", "tokens": 49, "pieces": [",‍", "e", "😀🏽", "
", "('", "M", "٣٤٥", "٦", "<META", "_START", ">㋿", "fi", "<é", "<EOT", "\"㍿(", "9", "!!", "é'll", "'S'S", "EOTfi", "\r\n", "fi", "\r", "İ", "\r\n", "٣٤٥", "٦"]}
+{"text": ".漢
d㋿🙂<META_START>,fi👍🏽…e'Reع 'ſ'Re  Ⅳ'M'S  ", "tokens": 32, "pieces": [".漢", "
d", "㋿🙂<", "META", "_START", ">,", "fi", "👍🏽", "…e'Re", "ع", " ", "'ſ'Re", " ", " ", "Ⅳ", "'M'S", "  "]}
+{"text": "EOT d\r ſ‍
d३   \n㋿12345678Zé", "tokens": 20, "pieces": ["EOT", " d", "\r", " ſ", "‍", "
d", "३", "   \n", "㋿", "123", "456", "78", "Zé"]}
+{"text": "-ＡEOT!!fi   \n🙂<漢,½३é字'ś 字'ſtsd漢12345678", "tokens": 27, "pieces": ["-ＡEOT", "!!", "fi", "   \n", "🙂<", "漢", ",", "½३", "é字's", "́", " 字'ſ", "tsd漢", "123", "456", "78"]}
+{"text": "​(fi#$%­\n\r<|endoftext|><\r\n'VE漢　𐞁٣٤٥٦mDž'ſ<EOT>́'TEOT<|fim_prefix|>ſ", "tokens": 46, "pieces": ["​(", "fi", "#$%­\n\r", "<|", "endoftext", "|><\r\n", "'VE漢", "　𐞁", "٣٤٥", "٦", "m", "Dž'ſ", "<EOT", ">́'T", "EOT", "<|", "fim", "_prefix", "|>", "ſ"]}
+{"text": "9字٣٤٥٦t٣٤٥٦ ­​\r\n३", "tokens": 16, "pieces": ["9", "字", "٣٤٥", "٦", "t", "٣٤٥", "٦", " ", "­​\r\n", "३"]}
+{"text": "ع'M!½<|fim_prefix|><EOT>EOTeꟲ   \nſ!<👍🏽½३a!", "tokens": 29, "pieces": ["ع'M", "!", "½", "<|", "fim", "_prefix", "|><", "EOT", ">EOTeꟲ", "   \n", "ſ", "!<👍🏽", "½३", "a", "!"]}
+{"text": "'re!!İ٣٤٥٦İ<EOT>( ,\tZ#$%
İ😀🏽…İ.'Re　'ReEOT#$%'T#$%字<|fim_prefix|><EOT>m­İ", "tokens": 48, "pieces": ["'re", "!!", "İ", "٣٤٥", "٦", "İ", "<EOT", ">(", " ", ",", "\tZ", "#$%", "
İ", "😀🏽", "…İ", ".'", "Re", "　", "'Re", "EOT", "#$%'", "T", "#$%", "字", "<|", "fim", "_prefix", "|><", "EOT", ">m", "­İ"]}
+{"text": "s\u000b‍'re<tع​Ⅳ  \ra­'ll12345678 ", "tokens": 20, "pieces": ["s", "\u000b", "‍'", "re", "<tع", "​", "Ⅳ", "  \r", "a", "­'", "ll", "123", "456", "78", " "]}
+{"text": "٣٤٥٦ß<|fim_prefix|> 'ſfi0ma.​9́\t.\n字'Ré'M<META_START>'ll'Sİ,
EOT…👍🏽\t'VE​s,", "tokens": 47, "pieces": ["٣٤٥", "٦", "ß", "<|", "fim", "_prefix", "|>", " '", "ſfi", "0", "ma", ".​", "9", "́", "\t", ".\n", "字'Re", "́'M", "<META", "_START", ">'", "ll'S", "İ", ",", "
EOT", "…", "👍🏽", "\t", "'VE", "​s", ","]}
+{"text": "'S\"Ⅳ.\ta३ Ａ(㋿'VEß!!é'VE😀🏽-'VE٣٤٥٦<META_START>🙂　e'VE'\t0ß👍🏽字#$% \r\n", "tokens": 50, "pieces": ["'S", "\"", "Ⅳ", ".", "\ta", "३", " Ａ", "(㋿'", "VEß", "!!", "é'VE", "😀🏽-'", "VE", "٣٤٥", "٦", "<META", "_START", ">🙂", "　e'VE", "'", "\t", "0", "ß", "👍🏽", "字", "#$%", " \r\n"]}
+{"text": "12345678ſ​  #$%ꟲ !'VEm", "tokens": 16, "pieces": ["123", "456", "78", "ſ", "​", " ", " #$%", "ꟲ", " !'", "VEm"]}
+{"text": "!　   \n字'<META_START>Ａ<d\r\n\r\n#$%  漢…ß(\t're\r\nＡ٣٤٥٦Ａ'llfi​!!s‍\rZ'Méſ'<|endoftext|>  'ſ\r\nå", "tokens": 54, "pieces": ["!", "　   \n", "字", "'<", "META", "_START", ">Ａ", "<d", "\r\n\r\n", "#$%", " ", " 漢", "…ß", "(", "\t", "'re", "\r\n", "Ａ", "٣٤٥", "٦", "Ａ'll", "fi", "​!!", "s", "‍\r", "Z'M", "éſ", "'<|", "endoftext", "|>", " ", " '", "ſ", "\r\n", "å"]}
+{"text": "'ſ\tꟲ𐞁m9\"…\u000b­<META_START>‍éع<EOT>'reⅣ,<EOT>‍٣٤٥٦('sDžZ'm👍🏽👍🏽", "tokens": 51, "pieces": ["'ſ", "\tꟲ𐞁m", "9", "\"", "…", "\u000b", "­<", "META", "_START", ">‍", "éع", "<EOT", ">'", "re", "Ⅳ", ",<", "EOT", ">‍", "٣٤٥", "٦", "('", "s", "DžZ'm", "👍🏽👍🏽"]}
+{"text": "'sＡ <EOT>'T'sfi9­'Re  ḍ̇e'M­\r\"　EOT\u000btDž<META_START>", "tokens": 34, "pieces": ["'s", "Ａ", " <", "EOT", ">'", "T's", "fi", "9", "­'", "Re", " ", " ḍ̇e'M", "­\r", "\"", "　EOT", "\u000bt", "Dž", "<META", "_START", ">"]}
+{"text": "'S'VE😀🏽'D,½㍿a  <<|endoftext|>'reß㍿👍🏽!'re
é…-
½ع𐞁\"fi,
́é>'D-😀🏽0,㋿\t", "tokens": 64, "pieces": ["'S'VE", "😀🏽'", "D", ",", "½", "㍿a", " ", " <<|", "endoftext", "|>'", "reß", "㍿👍🏽!'", "re", "
é", "…", "-", "
", "½", "ع𐞁", "\"fi", ",", "
́é", ">'", "D", "-😀🏽", "0", ",㋿", "\t"]}
+{"text": "'S‍𐞁٣٤٥٦३Džaé　t<|fim_prefix|>Ａ\"-<EOT>'Rea\r\né\r\n\u000b  \u000b9'S'S>", "tokens": 41, "pieces": ["'S", "‍𐞁", "٣٤٥", "٦३", "Džaé", "　t", "<|", "fim", "_prefix", "|>", "Ａ", "\"-<", "EOT", ">'", "Rea", "\r\n", "é", "\r\n", "\u000b  ", "\u000b", "9", "'S'S", ">"]}
+{"text": "e'VE'Då'Sḍ̇👍🏽<EOT><EOT>", "tokens": 20, "pieces": ["e'VE", "'Då'S", "ḍ̇", "👍🏽<", "EOT", "><", "EOT", ">"]}
+{"text": "㍿\r\n'll٣٤٥٦at㋿>Dž😀🏽\n ", "tokens": 21, "pieces": ["㍿\r\n", "'ll", "٣٤٥", "٦", "at", "㋿>", "Dž", "😀🏽\n", " "]}
+{"text": "'śé0३😀🏽   \n#$%,#$%<|endoftext|>-İ
!३", "tokens": 25, "pieces": ["'śé", "0३", "😀🏽", "   \n", "#$%,#$%<|", "endoftext", "|>-", "İ", "
", "!", "३"]}
+{"text": "ſéⅣ\r\n🙂Dž㍿", "tokens": 12, "pieces": ["ſé", "Ⅳ", "\r\n", "🙂Dž", "㍿"]}
+{"text": ".́\", fi\r\n\r\n३9  é!!㋿aé👍🏽!!'s३éꟲ\r!!'ſḍ̇ß🙂", "tokens": 35, "pieces": [".́", "\",", " fi", "\r\n\r\n", "३9", " ", " é", "!!㋿", "aé", "👍🏽!!'", "s", "३", "éꟲ", "\r", "!!'", "ſḍ̇ß", "🙂"]}
+{"text": "m'VEs's'll<Ａ👍🏽㋿'ſ\r\r\n\r\n.12345678\tع\r\n\r\n字🙂ḍ̇½'reſ\"!!!!́Ⅳfiꟲ<|fim_prefix|>\r‍s", "tokens": 51, "pieces": ["m'VE", "s's", "'ll", "<Ａ", "👍🏽㋿'", "ſ", "\r\r\n\r\n", ".", "123", "456", "78", "\tع", "\r\n\r\n", "字", "🙂ḍ̇", "½", "'reſ", "\"!!!!́", "Ⅳ", "fiꟲ", "<|", "fim", "_prefix", "|>\r", "‍s"]}
+{"text": "   \n\tDžḍ̇EOTe  <META_START>㋿'Re𐞁\r'VEaDž<|endoftext|>9#$%ꟲå字're
!\r\n😀🏽'reＡaḍ̇  Dž 'M漢\r\n'ſ're", "tokens": 70, "pieces": ["   \n", "\tDžḍ̇", "EOTe", " ", " <", "META", "_START", ">㋿'", "Re𐞁", "\r", "'VEa", "Dž", "<|", "endoftext", "|>", "9", "#$%", "ꟲå字're", "
", "!\r\n", "😀🏽'", "re", "Ａaḍ̇", " ", " Dž", " ", "'M漢", "\r\n", "'ſ're"]}
+{"text": "漢'Ré'reEOT​m", "tokens": 8, "pieces": ["漢'Re", "́'re", "EOT", "​m"]}
+{"text": "<META_START>‍é'Dd……!<EOT>e३>.<Ⅳ३३", "tokens": 25, "pieces": ["<META", "_START", ">‍", "é'D", "d", "…", "…", "!<", "EOT", ">e", "३", ">.<", "Ⅳ३३"]}
+{"text": "'TDž're0're\r\n'Re
Ⅳḍ̇ ㋿‍ß-'TdEOTfi  å!(fiḍ̇   \n", "tokens": 34, "pieces": ["'TDž're", "0", "'re", "\r\n", "'Re", "
", "Ⅳ", "ḍ̇", " ", "㋿‍", "ß", "-'", "Td", "EOTfi", " ", " å", "!(", "fiḍ̇", "   \n"]}
+{"text": "'s½,­३d‍ꟲ\t漢㋿𐞁.t… \r\n\r\n9fi字­٣٤٥٦👍🏽fi👍🏽('s12345678\r\n\r\nEOT \n'ع#$%'ll½", "tokens": 55, "pieces": ["'s", "½", ",­", "३", "d", "‍ꟲ", "\t漢", "㋿𐞁", ".t", "… \r\n\r\n", "9", "fi字", "­", "٣٤٥", "٦", "👍🏽", "fi", "👍🏽('", "s", "123", "456", "78", "\r\n\r\n", "EOT", " \n", "'ع", "#$%'", "ll", "½"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\nå<META_START>,a字字'Re'S😀🏽12345678 ſfiḍ̇'Re#$%㋿'D", "tokens": 32, "pieces": ["\r\n", "å", "<META", "_START", ">,", "a字字'Re", "'S", "😀🏽", "123", "456", "78", " ſfiḍ̇'Re", "#$%㋿'", "D"]}
+{"text": "\r\néDž👍🏽漢", "tokens": 8, "pieces": ["\r\n", "é", "Dž", "👍🏽", "漢"]}
+{"text": "Ａ\r\n\r\n\r\n㍿عtZⅣ​<EOT>d'retſ!<EOT><META_START><|fim_prefix|> 'VE,", "tokens": 34, "pieces": ["Ａ", "\r\n\r\n\r\n", "㍿عt", "Z", "Ⅳ", "​<", "EOT", ">d're", "tſ", "!<", "EOT", "><", "META", "_START", "><|", "fim", "_prefix", "|>", " '", "VE", ","]}
+{"text": "   \n", "tokens": 1, "pieces": ["   \n"]}
+{"text": "t-\t", "tokens": 3, "pieces": ["t", "-", "\t"]}
+{"text": "'M12345678é<|endoftext|>'Sḍ̇㍿é!ſḍ̇a'ſfi're#$%́", "tokens": 34, "pieces": ["'M", "123", "456", "78", "é", "<|", "endoftext", "|>'", "Sḍ̇", "㍿é", "!ſḍ̇a'ſ", "fi're", "#$%́"]}
+{"text": "'T　ع(㋿<META_START>\"­İ", "tokens": 13, "pieces": ["'T", "　ع", "(㋿<", "META", "_START", ">\"­", "İ"]}
+{"text": "字'lĺ­!㍿'ſ<|fim_prefix|>½a0<META_START>\t<|endoftext|>३😀🏽\r\n\r\n.m​'ſfiåEOT'‍'M\r\n\r\n字\r\n\r\n㋿s<META_START>'re", "tokens": 61, "pieces": ["字'll", "́", "­!㍿'", "ſ", "<|", "fim", "_prefix", "|>", "½", "a", "0", "<META", "_START", ">", "\t", "<|", "endoftext", "|>", "३", "😀🏽\r\n\r\n", ".m", "​'", "ſfiå", "EOT", "'‍'", "M", "\r\n\r\n", "字", "\r\n\r\n", "㋿s", "<META", "_START", ">'", "re"]}
+{"text": ",…<|fim_prefix|>­　'D­\r\ne\u000b'SⅣ<|fim_prefix|>.\u000b😀🏽s'VEa<EOT>\t𐞁'Rea Ⅳ", "tokens": 46, "pieces": [",", "…", "<|", "fim", "_prefix", "|>­", "　", "'D", "­\r\n", "e", "\u000b", "'S", "Ⅳ", "<|", "fim", "_prefix", "|>.", "\u000b", "😀🏽", "s'VE", "a", "<EOT", ">", "\t𐞁'Re", "a", " ", "Ⅳ"]}
+{"text": "­'s#$%\u000bİ", "tokens": 7, "pieces": ["­'", "s", "#$%", "\u000bİ"]}
+{"text": "㋿'M​", "tokens": 6, "pieces": ["㋿'", "M", "​"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<EOT>字12345678㋿ß\u000b\u000b   \n½t字'S9½\r🙂å३0½<  ſ\r's<META_START>ſ'sع\r-d‍　're<META_START>fi's", "tokens": 51, "pieces": ["<EOT", ">字", "123", "456", "78", "㋿ß", "\u000b\u000b   \n", "½", "t字'S", "9½", "\r", "🙂å", "३0½", "<", " ", " ſ", "\r", "'s", "<META", "_START", ">ſ's", "ع", "\r", "-d", "‍", "　", "'re", "<META", "_START", ">fi's"]}
+{"text": "0‍٣٤٥٦
0­éß漢d漢
漢's-ꟲås\r字'll-.İsＡ ​́", "tokens": 34, "pieces": ["0", "‍", "٣٤٥", "٦", "
", "0", "­éß漢d漢", "
漢's", "-ꟲås", "\r", "字'll", "-.", "İs", "Ａ", " ​́"]}
+{"text": ". é३'re.>३'Mḍ̇'re👍🏽<|fim_prefix|>'T́漢12345678'VE\r\n\r\n👍🏽­'ſDž", "tokens": 39, "pieces": [".", " é", "३", "'re", ".>", "३", "'Mḍ̇'re", "👍🏽<|", "fim", "_prefix", "|>'", "T́漢", "123", "456", "78", "'VE", "\r\n\r\n", "👍🏽­'", "ſ", "Dž"]}
+{"text": "\"ⅣEOT'VE
'VE!!…\u000bd'S>\"", "tokens": 17, "pieces": ["\"", "Ⅳ", "EOT'VE", "
", "'VE", "!!", "…", "\u000bd'S", ">\""]}
+{"text": "­\nŹ\r\n", "tokens": 4, "pieces": ["­\n", "Ź", "\r\n"]}
+{"text": ">'T<META_START>㍿fi#$%­字Ⅳ0'M'<EOT>İmⅣEOT-👍🏽  Ａ!EOTⅣ\n0\r\n'VEe\u000b  ع\u000b漢🙂­", "tokens": 53, "pieces": [">'", "T", "<META", "_START", ">㍿", "fi", "#$%­", "字", "Ⅳ0", "'M", "'<", "EOT", ">İm", "Ⅳ", "EOT", "-👍🏽", " ", " Ａ", "!EOT", "Ⅳ", "\n", "0", "\r\n", "'VEe", "\u000b ", " ع", "\u000b漢", "🙂­"]}
+{"text": "tＡ \"s's\n's　­<\n𐞁,ＡEOT㍿Ａ\r\n\r\n½漢\rEOT'EOTs.", "tokens": 32, "pieces": ["t", "Ａ", " ", "\"s's", "\n", "'s", "　", "­<\n", "𐞁", ",ＡEOT", "㍿Ａ", "\r\n\r\n", "½", "漢", "\r", "EOT", "'EOTs", "."]}
+{"text": "Džſ😀🏽😀🏽<>​<‍é  'ſEOT<|endoftext|>‍­'Sfi<META_START>
", "tokens": 36, "pieces": ["Džſ", "😀🏽😀🏽<>​<‍", "é", " ", " '", "ſ", "EOT", "<|", "endoftext", "|>‍­'", "Sfi", "<META", "_START", ">", "
"]}
+{"text": " Zåİ12345678字", "tokens": 8, "pieces": [" Zå", "İ", "123", "456", "78", "字"]}
+{"text": "#$%٣٤٥٦İé'Se‍fi!!Dž<'ſ <META_START>½<EOT>", "tokens": 25, "pieces": ["#$%", "٣٤٥", "٦", "İé'S", "e", "‍fi", "!!", "Dž", "<'", "ſ", " <", "META", "_START", ">", "½", "<EOT", ">"]}
+{"text": "👍🏽s", "tokens": 4, "pieces": ["👍🏽", "s"]}
+{"text": "#$%\r\n\r\ns٣٤٥٦<|fim_prefix|>३\u000bm9'Re\ta<META_START>½<|fim_prefix|>\"\nZ​!!\n#$%ß\rm's\"'T", "tokens": 42, "pieces": ["#$%\r\n\r\n", "s", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "३", "\u000bm", "9", "'Re", "\ta", "<META", "_START", ">", "½", "<|", "fim", "_prefix", "|>\"\n", "Z", "​!!\n", "#$%", "ß", "\r", "m's", "\"'", "T"]}
+{"text": "'re'T'S\ń\r\n​fi<ع!字12345678\n9'M‍<META_START>😀🏽́'re\u000b漢<s''ſ漢\tꟲع'ſfi mＡ", "tokens": 45, "pieces": ["'re'T", "'S", "\n", "́", "\r\n", "​fi", "<ع", "!字", "123", "456", "78", "\n", "9", "'M", "‍<", "META", "_START", ">😀🏽́'", "re", "\u000b漢", "<s", "''", "ſ漢", "\tꟲع'ſ", "fi", " m", "Ａ"]}
+{"text": "e字<字're٣٤٥٦ⅣⅣ<|fim_prefix|>
'rea   \néEOT😀🏽", "tokens": 29, "pieces": ["e字", "<字're", "٣٤٥", "٦ⅣⅣ", "<|", "fim", "_prefix", "|>", "
", "'rea", "   \n", "é", "EOT", "😀🏽"]}
+{"text": "٣٤٥٦'ſ<|endoftext|>0EOT👍🏽0  ­…å\r\"'T\r\nḍ̇éa-'re<|endoftext|>'S\r\n\r\n", "tokens": 48, "pieces": ["٣٤٥", "٦", "'ſ", "<|", "endoftext", "|>", "0", "EOT", "👍🏽", "0", " ", " ", "­", "…å", "\r", "\"'", "T", "\r\n", "ḍ̇éa", "-'", "re", "<|", "endoftext", "|>'", "S", "\r\n\r\n"]}
+{"text": "Dž​fi're'll", "tokens": 6, "pieces": ["Dž", "​fi're", "'ll"]}
+{"text": "\r\nå…,漢
fiß\"   \n\r-𐞁'VE>\tm㋿'s
>-   \n㍿", "tokens": 33, "pieces": ["\r\n", "å", "…", ",漢", "
fiß", "\"", "   \n\r", "-𐞁'VE", ">", "\tm", "㋿'", "s", "
", ">-", "   \n", "㍿"]}
+{"text": "ma'0½३'D'rea'ſ\u000b😀🏽漢'Ḿ'D!…𐞁   \nee٣٤٥٦ǻ>", "tokens": 35, "pieces": ["ma", "'", "0½३", "'D're", "a'ſ", "\u000b", "😀🏽", "漢'M", "́'D", "!", "…𐞁", "   \n", "ee", "٣٤٥", "٦", "ǻ", ">"]}
+{"text": "​ع<|endoftext|>㍿   \nZ\u000b\tß'Re\r\n\r\n३EOT", "tokens": 22, "pieces": ["​ع", "<|", "endoftext", "|>㍿", "   \n", "Z", "\u000b", "\tß'Re", "\r\n\r\n", "३", "EOT"]}
+{"text": "'s\tḍ̇ t
  ㋿<META_START>-٣٤٥٦ße🙂😀🏽ß12345678😀🏽m<|endoftext|>٣٤٥٦字ſ(\r\néfi0é'T", "tokens": 54, "pieces": ["'s", "\tḍ̇", " t", "
 ", " ㋿<", "META", "_START", ">-", "٣٤٥", "٦", "ße", "🙂😀🏽", "ß", "123", "456", "78", "😀🏽", "m", "<|", "endoftext", "|>", "٣٤٥", "٦", "字ſ", "(\r\n", "éfi", "0", "é'T"]}
+{"text": "Ａ'VE<|fim_prefix|>", "tokens": 9, "pieces": ["Ａ'VE", "<|", "fim", "_prefix", "|>"]}
+{"text": "fi<META_START>‍Ａa'S-9㍿!­EOT.'M>\r\né", "tokens": 22, "pieces": ["fi", "<META", "_START", ">‍", "Ａa'S", "-", "9", "㍿!­", "EOT", ".'", "M", ">\r\n", "é"]}
+{"text": "ſ'VEḍ̇३å漢Ⅳ0m🙂👍🏽ꟲ㍿", "tokens": 24, "pieces": ["ſ'VE", "ḍ̇", "३", "å漢", "Ⅳ0", "m", "🙂👍🏽", "ꟲ", "㍿"]}
+{"text": "'ſ'll<|endoftext|><  tm३ Z-<|endoftext|>'St.m", "tokens": 25, "pieces": ["'ſ'll", "<|", "endoftext", "|><", " ", " tm", "३", " Z", "-<|", "endoftext", "|>'", "St", ".m"]}
+{"text": "\"-Z<|endoftext|>'rea\n   Zéé'Taé0'Méå　Dž<|fim_prefix|>ⅣDž9's", "tokens": 40, "pieces": ["\"-", "Z", "<|", "endoftext", "|>'", "rea", "\n", "  ", " Zéé'T", "aé", "0", "'Méå", "　Dž", "<|", "fim", "_prefix", "|>", "Ⅳ", "Dž", "9", "'s"]}
+{"text": "Ⅳ😀🏽\r\ndé½\r\n\r\né'D's(", "tokens": 14, "pieces": ["Ⅳ", "😀🏽\r\n", "dé", "½", "\r\n\r\n", "é'D", "'s", "("]}
+{"text": " (🙂're漢İⅣ<å漢३­😀🏽\r👍🏽ع㋿\teaßåſéß'S\r0ḍ̇'Tm#$%>   \nß'Tİ'T'M", "tokens": 50, "pieces": [" ", "(🙂'", "re漢", "İ", "Ⅳ", "<å漢", "३", "­😀🏽\r", "👍🏽", "ع", "㋿", "\teaßåſéß'S", "\r", "0", "ḍ̇'T", "m", "#$%>", "   \n", "ß'T", "İ'T", "'M"]}
+{"text": "\r\n\r\n!!\"\t　́\tſEOT\t漢𐞁\"<EOT>ع's㋿(­३'MDž\t\nع\té>d'Sİ\"\n", "tokens": 39, "pieces": ["\r\n\r\n", "!!\"", "\t", "　́", "\tſ", "EOT", "\t漢𐞁", "\"<", "EOT", ">ع's", "㋿(­", "३", "'MDž", "\t\n", "ع", "\té", ">d'S", "İ", "\"\n"]}
+{"text": "\r\n\r\nİ字'T㍿å \n‍.fi\r!!!t!<,Z​́Z", "tokens": 22, "pieces": ["\r\n\r\n", "İ字'T", "㍿å", " \n", "‍.", "fi", "\r", "!!!", "t", "!<,", "Z", "​́", "Z"]}
+{"text": "s  'D٣٤٥٦Z\"  's<|endoftext|>\t#$%\n   \n'llé<META_START>'MZm𐞁'D<EOT>'T<EOT>", "tokens": 45, "pieces": ["s", " ", " '", "D", "٣٤٥", "٦", "Z", "\"", " ", " '", "s", "<|", "endoftext", "|>", "\t", "#$%\n", "   \n", "'llé", "<META", "_START", ">'", "MZm𐞁'D", "<EOT", ">'", "T", "<EOT", ">"]}
+{"text": "🙂<EOT><mé!!'M<|endoftext|><|fim_prefix|>🙂'Re12345678\n>Dž#$%'s12345678!é字عa👍🏽Ａ字a漢\u000b0\t#$%", "tokens": 56, "pieces": ["🙂<", "EOT", "><", "mé", "!!'", "M", "<|", "endoftext", "|><|", "fim", "_prefix", "|>🙂'", "Re", "123", "456", "78", "\n", ">Dž", "#$%'", "s", "123", "456", "78", "!é字عa", "👍🏽", "Ａ字a漢", "\u000b", "0", "\t", "#$%"]}
+{"text": "‍½'D'D‍sDž㋿-'s\"́é'D d\u000bعEOT​㋿", "tokens": 27, "pieces": ["‍", "½", "'D'D", "‍s", "Dž", "㋿-'", "s", "\"́é'D", " d", "\u000bع", "EOT", "​㋿"]}
+{"text": "å'T<EOT>t<|fim_prefix|>字𐞁𐞁\u000b'TⅣ12345678é字", "tokens": 32, "pieces": ["å'T", "<EOT", ">t", "<|", "fim", "_prefix", "|>", "字𐞁𐞁", "\u000b", "'T", "Ⅳ12", "345", "678", "é字"]}
+{"text": ">😀🏽ꟲ", "tokens": 7, "pieces": [">😀🏽", "ꟲ"]}
+{"text": "ß🙂　!İ'ſ<|endoftext|>'re-Zß9ḍ̇\n\téع٣٤٥٦(éEOT>㍿é#$%-m12345678ſDžİ", "tokens": 48, "pieces": ["ß", "🙂", "　", "!İ'ſ", "<|", "endoftext", "|>'", "re", "-Zß", "9", "ḍ̇", "\n", "\téع", "٣٤٥", "٦", "(é", "EOT", ">㍿", "é", "#$%-", "m", "123", "456", "78", "ſ", "Džİ"]}
+{"text": "9'́<|fim_prefix|>🙂\"!​ꟲꟲ\r\n\r\n'reße0Z'D漢", "tokens": 25, "pieces": ["9", "'́", "<|", "fim", "_prefix", "|>🙂\"!​", "ꟲꟲ", "\r\n\r\n", "'reße", "0", "Z'D", "漢"]}
+{"text": "!0're,'s'D.'VE#$%👍🏽😀🏽İ​🙂'Sé  'MEOT<٣٤٥٦'s\u000bfi0<|endoftext|>عé", "tokens": 43, "pieces": ["!", "0", "'re", ",'", "s'D", ".'", "VE", "#$%👍🏽😀🏽", "İ", "​🙂'", "Sé", " ", " '", "MEOT", "<", "٣٤٥", "٦", "'s", "\u000bfi", "0", "<|", "endoftext", "|>", "عé"]}
+{"text": "\u000be㋿👍🏽'D٣٤٥٦'reع'M'll
12345678Ⅳa漢㍿>Ⅳ.-'D'VEs  ३­\n", "tokens": 42, "pieces": ["\u000be", "㋿👍🏽'", "D", "٣٤٥", "٦", "'reع'M", "'ll", "
", "123", "456", "78Ⅳ", "a漢", "㍿>", "Ⅳ", ".-'", "D'VE", "s", " ", " ", "३", "­\n"]}
+{"text": "é>'12345678㋿½٣٤٥٦३'Re\"t　!!‍ ́<EOT>", "tokens": 25, "pieces": ["é", ">'", "123", "456", "78", "㋿", "½٣٤", "٥٦३", "'Re", "\"t", "　", "!!‍", " ́", "<EOT", ">"]}
+{"text": "Ź's𐞁e字Ａ9­ ßＡ漢tå\rd'MDž<", "tokens": 24, "pieces": ["Ź's", "𐞁e字", "Ａ", "9", "­", " ß", "Ａ漢tå", "\r", "d'M", "Dž", "<"]}
+{"text": "\r\n\u000bEOTa'sEOT½0​½'VE-\r\t(👍🏽<META_START>\u000bꟲ\"İ३\néİ <|endoftext|>'M0", "tokens": 45, "pieces": ["\r\n", "\u000bEOTa's", "EOT", "½0", "​", "½", "'VE", "-\r", "\t", "(👍🏽<", "META", "_START", ">", "\u000bꟲ", "\"İ", "३", "\n", "é", "İ", " ", "<|", "endoftext", "|>'", "M", "0"]}
+{"text": "㋿'T ae🙂ſ0٣٤٥٦👍🏽m,‍\ré'VE Ⅳ'Så­>\n'Re३'Re<​.㍿'Tß'T👍🏽", "tokens": 47, "pieces": ["㋿'", "T", " ae", "🙂ſ", "0٣٤", "٥٦", "👍🏽", "m", ",‍\r", "é'VE", " ", "Ⅳ", "'Så", "­>\n", "'Re", "३", "'Re", "<​.㍿'", "Tß'T", "👍🏽"]}
+{"text": "<|fim_prefix|>", "tokens": 6, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "a!!EOT'", "tokens": 5, "pieces": ["a", "!!", "EOT", "'"]}
+{"text": "ſ🙂å漢ſé<META_START>fi ", "tokens": 14, "pieces": ["ſ", "🙂å漢ſé", "<META", "_START", ">fi", " "]}
+{"text": "́́
0Dž‍㍿sع'Re'sm'Re
<|fim_prefix|>३å३字👍🏽\n", "tokens": 32, "pieces": ["́́", "
", "0", "Dž", "‍㍿", "sع'Re", "'sm'Re", "
", "<|", "fim", "_prefix", "|>", "३", "å", "३", "字", "👍🏽\n"]}
+{"text": "t\né\t'å   \n​,'M\"\u000b½m㋿   \n<‍ß12345678d　Z'VE'ſＡ٣٤٥٦'M#$%éDž", "tokens": 43, "pieces": ["t", "\n", "é", "\t", "'å", "   \n", "​,'", "M", "\"", "\u000b", "½", "m", "㋿", "   \n", "<‍", "ß", "123", "456", "78", "d", "　Z'VE", "'ſ", "Ａ", "٣٤٥", "٦", "'M", "#$%", "é", "Dž"]}
+{"text": "'T<'S!!\r\nZDž.㍿ås'em\n'T 12345678'T9🙂   \n's㍿\"'D9's\r.ſ12345678👍🏽", "tokens": 43, "pieces": ["'T", "<'", "S", "!!\r\n", "ZDž", ".㍿", "ås", "'em", "\n", "'T", " ", "123", "456", "78", "'T", "9", "🙂", "   \n", "'s", "㍿\"'", "D", "9", "'s", "\r", ".ſ", "123", "456", "78", "👍🏽"]}
+{"text": "me<|fim_prefix|>#$%é​", "tokens": 12, "pieces": ["me", "<|", "fim", "_prefix", "|>#$%", "é", "​"]}
+{"text": "\tst…\reßé  'ſé'S\tḍ̇", "tokens": 17, "pieces": ["\tst", "…\r", "eßé", " ", " '", "ſé'S", "\tḍ̇"]}
+{"text": "İaé<|endoftext|>#$%<'ſs\n", "tokens": 16, "pieces": ["İaé", "<|", "endoftext", "|>#$%<'", "ſs", "\n"]}
+{"text": "é\n eZ's­👍🏽  ​'T.mm🙂d<|endoftext|> 's\"!é­  ‍\".", "tokens": 33, "pieces": ["é", "\n", " e", "Z's", "­👍🏽", " ", " ​'", "T", ".mm", "🙂d", "<|", "endoftext", "|>", " '", "s", "\"!", "é", "­", " ", " ‍\"."]}
+{"text": "🙂​​\u000bⅣ-<|fim_prefix|>'VE½½'ſ…å'll\"😀🏽   \n३Ａta<½   \n<", "tokens": 34, "pieces": ["🙂​​", "\u000b", "Ⅳ", "-<|", "fim", "_prefix", "|>'", "VE", "½½", "'ſ", "…å'll", "\"😀🏽", "   \n", "३", "Ａta", "<", "½", "   \n", "<"]}
+{"text": "  e'VE👍🏽­EOT<|fim_prefix|>漢ßå​.'re<|fim_prefix|>​😀🏽‍½ع𐞁,é　9­㍿
.…\n ٣٤٥٦aＡ<|fim_prefix|>s  ", "tokens": 68, "pieces": [" ", " e'VE", "👍🏽­", "EOT", "<|", "fim", "_prefix", "|>", "漢ßå", "​.'", "re", "<|", "fim", "_prefix", "|>​😀🏽‍", "½", "ع𐞁", ",é", "　", "9", "­㍿", "
", ".", "…\n", " ", "٣٤٥", "٦", "a", "Ａ", "<|", "fim", "_prefix", "|>", "s", "  "]}
+{"text": "é३!!-a12345678!!", "tokens": 9, "pieces": ["é", "३", "!!-", "a", "123", "456", "78", "!!"]}
+{"text": "   \n<META_START>'re.", "tokens": 7, "pieces": ["   \n", "<META", "_START", ">'", "re", "."]}
+{"text": "'T'DＡ३𐞁'T", "tokens": 9, "pieces": ["'T'D", "Ａ", "३", "𐞁'T"]}
+{"text": " <|endoftext|>", "tokens": 8, "pieces": [" ", "<|", "endoftext", "|>"]}
+{"text": "👍🏽…­漢\r\nⅣ åZＡZ'T<|fim_prefix|>\n\nsZm\"  EOTZ\r\n\r\n
'll  
Z👍🏽漢㋿٣٤٥٦😀🏽EOTꟲ0're½‍", "tokens": 58, "pieces": ["👍🏽", "…", "­漢", "\r\n", "Ⅳ", " å", "ZＡZ'T", "<|", "fim", "_prefix", "|>\n\n", "s", "Zm", "\"", " ", " EOTZ", "\r\n\r\n", "
", "'ll", "  ", "
Z", "👍🏽", "漢", "㋿", "٣٤٥", "٦", "😀🏽", "EOTꟲ", "0", "'re", "½", "‍"]}
+{"text": "🙂<META_START>as\nå\r.å​Dž<EOT>(\t​!!Ⅳd‍<EOT>>㋿#$%​\u000b字'll<|endoftext|>fi!,", "tokens": 47, "pieces": ["🙂<", "META", "_START", ">as", "\n", "å", "\r", ".å", "​Dž", "<EOT", ">(", "\t", "​!!", "Ⅳ", "d", "‍<", "EOT", ">>㋿#$%​", "\u000b字'll", "<|", "endoftext", "|>", "fi", "!,"]}
+{"text": "\"٣٤٥٦å٣٤٥٦'s  éZ!!👍🏽( 12345678İ́ <|endoftext|>\r\n\r\n< …\r\n\r\n'T'٣٤٥٦㋿😀🏽<|endoftext|>٣٤٥٦te'MmꟲＡ", "tokens": 67, "pieces": ["\"", "٣٤٥", "٦", "å", "٣٤٥", "٦", "'s", " ", " é", "Z", "!!👍🏽(", " ", "123", "456", "78", "İ́", " <|", "endoftext", "|>\r\n\r\n", "<", " …\r\n\r\n", "'T", "'", "٣٤٥", "٦", "㋿😀🏽<|", "endoftext", "|>", "٣٤٥", "٦", "te'M", "mꟲ", "Ａ"]}
+{"text": ">\u000b😀🏽漢́s-'M'sEOT  漢9#$%ß👍🏽,", "tokens": 23, "pieces": [">", "\u000b", "😀🏽", "漢́s", "-'", "M's", "EOT", " ", " 漢", "9", "#$%", "ß", "👍🏽,"]}
+{"text": "́>  DžDžEOTfi\r\n🙂a'Re >EOTＡEOT.Z0<|fim_prefix|><|endoftext|>.\"é ss'D0‍  å…", "tokens": 47, "pieces": ["́", ">", " ", " DžDžEOTfi", "\r\n", "🙂a'Re", " ", ">EOTＡEOT", ".Z", "0", "<|", "fim", "_prefix", "|><|", "endoftext", "|>.\"", "é", " ss'D", "0", "‍", " ", " å", "…"]}
+{"text": "<EOT>İ'T'sd!<m漢ß<|endoftext|>å½ḍ̇㋿ع're👍🏽é漢ß\n'VE​Ⅳ\t㍿'VE!,٣٤٥٦'ſ", "tokens": 55, "pieces": ["<EOT", ">İ'T", "'sd", "!<", "m漢ß", "<|", "endoftext", "|>", "å", "½", "ḍ̇", "㋿ع're", "👍🏽", "é漢ß", "\n", "'VE", "​", "Ⅳ", "\t", "㍿'", "VE", "!,", "٣٤٥", "٦", "'ſ"]}
+{"text": "EOT𐞁afi　  \taDžfí 字‍ß   \n", "tokens": 19, "pieces": ["EOT𐞁afi", "　  ", "\ta", "Džfí", " 字", "‍ß", "   \n"]}
+{"text": "'VE\n'ſ'Deéḍ̇\"𐞁Z'ſ ,12345678   \n
Zꟲ 9😀🏽.…!!!eDž<-,　", "tokens": 44, "pieces": ["'VE", "\n", "'ſ'D", "eéḍ̇", "\"𐞁", "Z'ſ", " ,", "123", "456", "78", "   \n", "
Zꟲ", " ", "9", "😀🏽.", "…", "!!!", "e", "Dž", "<-,", "　"]}
+{"text": "EOTe'T'ſ𐞁<|endoftext|>\n0Z<EOT>Zع(\u000b>½m ", "tokens": 29, "pieces": ["EOTe'T", "'ſ𐞁", "<|", "endoftext", "|>\n", "0", "Z", "<EOT", ">Zع", "(", "\u000b", ">", "½", "m", " "]}
+{"text": "sZ‍<|fim_prefix|>'Re!'Té　\r🙂ea'D'D<㍿é́ <EOT>e'D'T'Tſ(EOT😀🏽\r\n\r\n", "tokens": 41, "pieces": ["s", "Z", "‍<|", "fim", "_prefix", "|>'", "Re", "!'", "Té", "　\r", "🙂ea'D", "'D", "<㍿", "é́", " <", "EOT", ">e'D", "'T'T", "ſ", "(EOT", "😀🏽\r\n\r\n"]}
+{"text": "'T<İ'S
​('s<t  !𐞁'S㍿é\"å.9dm,", "tokens": 27, "pieces": ["'T", "<İ'S", "
", "​('", "s", "<t", " ", " !", "𐞁'S", "㍿é", "\"å", ".", "9", "dm", ","]}
+{"text": "ſe-٣٤٥٦'s<eꟲ\"'re\r  é#$%㋿'s,'D<META_START>Ａ३'lled(", "tokens": 37, "pieces": ["ſe", "-", "٣٤٥", "٦", "'s", "<eꟲ", "\"'", "re", "\r", " ", " é", "#$%㋿'", "s", ",'", "D", "<META", "_START", ">Ａ", "३", "'lled", "("]}
+{"text": "''Re'D\t​eſ́.<12345678'S'VE\"ḍ̇'Re​'Reḍ̇s<fiDž''Te🙂ꟲſ<META_START>'D(​'VEé9́", "tokens": 50, "pieces": ["''", "Re'D", "\t", "​eſ́", ".<", "123", "456", "78", "'S'VE", "\"ḍ̇'Re", "​'", "Reḍ̇s", "<fi", "Dž", "''", "Te", "🙂ꟲſ", "<META", "_START", ">'", "D", "(​'", "VEé", "9", "́"]}
+{"text": ",\t\"\re>Ａé!!\r\n\r\n'ś#$%'reEOT9!'S'llEOT\u000b", "tokens": 24, "pieces": [",", "\t", "\"\r", "e", ">Ａé", "!!\r\n\r\n", "'ś", "#$%'", "re", "EOT", "9", "!'", "S'll", "EOT", "\u000b"]}
+{"text": "#$%İa'Dß   \n
­
㋿…'Re  ", "tokens": 17, "pieces": ["#$%", "İa'D", "ß", "   \n", "
", "­", "
", "㋿", "…", "'Re", "  "]}
+{"text": "'s　'DEOTé0'll👍🏽mⅣ\u000b'Re<EOT>'D\n're", "tokens": 22, "pieces": ["'s", "　", "'DEOTé", "0", "'ll", "👍🏽", "m", "Ⅳ", "\u000b", "'Re", "<EOT", ">'", "D", "\n", "'re"]}
+{"text": "a'Ds'VE<META_START>Ⅳ're　'VE  9​'Re", "tokens": 21, "pieces": ["a'D", "s'VE", "<META", "_START", ">", "Ⅳ", "'re", "　", "'VE", " ", " ", "9", "​'", "Re"]}
+{"text": "'s­👍🏽…fi\u000b漢,\r\n'reع!!-fis", "tokens": 17, "pieces": ["'s", "­👍🏽", "…fi", "\u000b漢", ",\r\n", "'reع", "!!-", "fis"]}
+{"text": ".m　 \u000b㋿d'ſ́'D𐞁\r\n'Mså​9EOT<EOT>㋿\"9.
عa", "tokens": 35, "pieces": [".m", "　 ", "\u000b", "㋿d'ſ", "́'D", "𐞁", "\r\n", "'Mså", "​", "9", "EOT", "<EOT", ">㋿\"", "9", ".", "
عa"]}
+{"text": "   \nßＡ'M  9'S　­'Re're're漢漢's<|fim_prefix|>éé\rDž…ß<META_START>#$%👍🏽­
'D\r\t#$%Z,'VE३#$%,'re-", "tokens": 56, "pieces": ["   \n", "ß", "Ａ'M", " ", " ", "9", "'S", "　", "­'", "Re're", "'re漢漢's", "<|", "fim", "_prefix", "|>", "éé", "\r", "Dž", "…ß", "<META", "_START", ">#$%👍🏽­", "
", "'D", "\r", "\t", "#$%", "Z", ",'", "VE", "३", "#$%,'", "re", "-"]}
+{"text": "㍿ß½m\u000b<㋿'ſ 'Ａ　ſ<EOT>漢d\råtEOT
‍>", "tokens": 31, "pieces": ["㍿ß", "½", "m", "\u000b", "<㋿'", "ſ", " '", "Ａ", "　ſ", "<EOT", ">漢d", "\r", "åt", "EOT", "
", "‍>"]}
+{"text": "\"é३🙂'Reḍ̇!Ａ're", "tokens": 12, "pieces": ["\"é", "३", "🙂'", "Reḍ̇", "!Ａ're"]}
+{"text": "३Ａ\"m<|fim_prefix|><12345678t'M<|endoftext|>'s㋿٣٤٥٦…\r\n\r\n12345678ś", "tokens": 38, "pieces": ["३", "Ａ", "\"m", "<|", "fim", "_prefix", "|><", "123", "456", "78", "t'M", "<|", "endoftext", "|>'", "s", "㋿", "٣٤٥", "٦", "…\r\n\r\n", "123", "456", "78", "ś"]}
+{"text": "'ll🙂'٣٤٥٦éEOTfi漢EOT<|fim_prefix|>\r\n\r\n   \n'VEDž\n<|fim_prefix|>", "tokens": 33, "pieces": ["'ll", "🙂'", "٣٤٥", "٦", "é", "EOTfi漢", "EOT", "<|", "fim", "_prefix", "|>\r\n\r\n", "   \n", "'VEDž", "\n", "<|", "fim", "_prefix", "|>"]}
+{"text": "'re३Dž's!!   \n𐞁'll'SEOT9!!㍿éDž\r0é", "tokens": 27, "pieces": ["'re", "३", "Dž's", "!!", "   \n", "𐞁'll", "'SEOT", "9", "!!㍿", "é", "Dž", "\r", "0", "é"]}
+{"text": "'D-
'12345678́<|endoftext|>#$%٣٤٥٦㍿<|endoftext|>'VE\"åDž,é
\r…'𐞁​́Dž
字　Dž", "tokens": 56, "pieces": ["'D", "-", "
", "'", "123", "456", "78", "́", "<|", "endoftext", "|>#$%", "٣٤٥", "٦", "㍿<|", "endoftext", "|>'", "VE", "\"å", "Dž", ",é", "
\r", "…", "'𐞁", "​́", "Dž", "
字", "　Dž"]}
+{"text": "​‍\r\n\r\n\"EOT\n<EOT>\r\n🙂 . ㋿ع́éعع>İsعİ́ 'ſ…́é字", "tokens": 36, "pieces": ["​‍\r\n\r\n", "\"EOT", "\n", "<EOT", ">\r\n", "🙂", " ", ".", " ", "㋿ع́éعع", ">İsع", "İ́", " ", "'ſ", "…́é字"]}
+{"text": "\n\n#$%   \n\r\tع   \nⅣmعs३٣٤٥٦
<\r\n.ḍ̇👍🏽", "tokens": 28, "pieces": ["\n\n", "#$%", "   \n\r", "\tع", "   \n", "Ⅳ", "mعs", "३٣٤", "٥٦", "
", "<\r\n", ".ḍ̇", "👍🏽"]}
+{"text": "('VE㋿<META_START>fiḍ̇　", "tokens": 14, "pieces": ["('", "VE", "㋿<", "META", "_START", ">fiḍ̇", "　"]}
+{"text": "m't", "tokens": 2, "pieces": ["m't"]}
+{"text": "9\r#$% 'Re𐞁\rt#$%'SEOTİ𐞁é'0sḍ̇!!'ſtꟲ9a<|fim_prefix|>\"㋿'Re㋿, ٣٤٥٦👍🏽-e👍🏽Ⅳ㋿​", "tokens": 72, "pieces": ["9", "\r", "#$%", " ", "'Re𐞁", "\r", "t", "#$%'", "SEOTİ𐞁é", "'", "0", "sḍ̇", "!!'", "ſtꟲ", "9", "a", "<|", "fim", "_prefix", "|>\"㋿'", "Re", "㋿,", " ", "٣٤٥", "٦", "👍🏽-", "e", "👍🏽", "Ⅳ", "㋿​"]}
+{"text": "𐞁​\n12345678.𐞁0d𐞁㍿३e½Ａ३'re", "tokens": 28, "pieces": ["𐞁", "​\n", "123", "456", "78", ".𐞁", "0", "d𐞁", "㍿", "३", "e", "½", "Ａ", "३", "'re"]}
+{"text": "ßé'Re  ́#$%'Sm
0'12345678's0\r\ńⅣEOT㍿   \naſİꟲ漢(", "tokens": 35, "pieces": ["ßé'Re", " ", " ́", "#$%'", "Sm", "
", "0", "'", "123", "456", "78", "'s", "0", "\r\n", "́", "Ⅳ", "EOT", "㍿", "   \n", "aſ", "İꟲ漢", "("]}
+{"text": "t\rſ#$%'Mꟲ'ſ​!!EOT0", "tokens": 16, "pieces": ["t", "\r", "ſ", "#$%'", "Mꟲ'ſ", "​!!", "EOT", "0"]}
+{"text": "‍afi\n0漢", "tokens": 6, "pieces": ["‍afi", "\n", "0", "漢"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'Smع'll\r\n'VE<META_START>\r\n\r\n😀🏽\t\nſ漢㍿
'Re.ع<a…漢'reꟲ­ 'ſdعé", "tokens": 38, "pieces": ["'Smع'll", "\r\n", "'VE", "<META", "_START", ">\r\n\r\n", "😀🏽", "\t\n", "ſ漢", "㍿", "
", "'Re", ".ع", "<a", "…漢're", "ꟲ", "­", " '", "ſdعé"]}
+{"text": "<EOT>½ḍ̇Dž​(ＡDž'T9𐞁.'Ts㋿<|fim_prefix|>‍Dž½>ſ,Z'Ms.٣٤٥٦d>'D're'ſ😀🏽9<|endoftext|>a", "tokens": 63, "pieces": ["<EOT", ">", "½", "ḍ̇", "Dž", "​(", "ＡDž'T", "9", "𐞁", ".'", "Ts", "㋿<|", "fim", "_prefix", "|>‍", "Dž", "½", ">ſ", ",Z'M", "s", ".", "٣٤٥", "٦", "d", ">'", "D're", "'ſ", "😀🏽", "9", "<|", "endoftext", "|>", "a"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "　İ­İſDž\u000b", "tokens": 8, "pieces": ["　İ", "­İſ", "Dž", "\u000b"]}
+{"text": "३\r\n\r\n㋿Ａ٣٤٥٦eعs!!'s㋿½Ⅳ'Té\r\n\r\n\"'D<META_START>!<|fim_prefix|>عſ\r\n\r\n\r\ń́\r,\n　\n<३<META_START>", "tokens": 53, "pieces": ["३", "\r\n\r\n", "㋿Ａ", "٣٤٥", "٦", "eعs", "!!'", "s", "㋿", "½Ⅳ", "'Té", "\r\n\r\n", "\"'", "D", "<META", "_START", ">!<|", "fim", "_prefix", "|>", "عſ", "\r\n\r\n\r\n", "́́", "\r", ",\n", "　\n", "<", "३", "<META", "_START", ">"]}
+{"text": "Z>sé\t\r\nſß<|endoftext|>…!😀🏽0#$%😀🏽é <|endoftext|>   \n99'VE
å<EOT>٣٤٥٦-fi漢Ⅳ‍'D're<EOT>㋿'Re,", "tokens": 65, "pieces": ["Z", ">sé", "\t\r\n", "ſß", "<|", "endoftext", "|>", "…", "!😀🏽", "0", "#$%😀🏽", "é", " <|", "endoftext", "|>", "   \n", "99", "'VE", "
å", "<EOT", ">", "٣٤٥", "٦", "-fi漢", "Ⅳ", "‍'", "D're", "<EOT", ">㋿'", "Re", ","]}
+{"text": "é 👍🏽عdꟲ'T'Re", "tokens": 12, "pieces": ["é", " ", "👍🏽", "عdꟲ'T", "'Re"]}
+{"text": "'Da\u000b#$%   \nZ're <|endoftext|>…​Z 0.\u000b㋿e", "tokens": 27, "pieces": ["'Da", "\u000b", "#$%", "   \n", "Z're", " <|", "endoftext", "|>", "…", "​Z", " ", "0", ".", "\u000b", "㋿e"]}
+{"text": "\u000b३𐞁'M…­\n㋿", "tokens": 13, "pieces": ["\u000b", "३", "𐞁'M", "…", "­\n", "㋿"]}
+{"text": "'s\n'SZ㍿", "tokens": 7, "pieces": ["'s", "\n", "'SZ", "㍿"]}
+{"text": "👍🏽!!‍\"ß\"ḍ̇\r\n\r\n३fi", "tokens": 14, "pieces": ["👍🏽!!‍\"", "ß", "\"ḍ̇", "\r\n\r\n", "३", "fi"]}
+{"text": "éé'll   \nＡ  !-", "tokens": 10, "pieces": ["éé'll", "   \n", "Ａ", " ", " !-"]}
+{"text": "'Re  'ſtḍ̇…  9漢ß字!#$%𐞁…a<EOT>12345678㋿9", "tokens": 36, "pieces": ["'Re", " ", " '", "ſtḍ̇", "… ", " ", "9", "漢ß字", "!#$%", "𐞁", "…a", "<EOT", ">", "123", "456", "78", "㋿", "9"]}
+{"text": "#$%字　Dž\r", "tokens": 7, "pieces": ["#$%", "字", "　Dž", "\r"]}
+{"text": "\"   \n㋿<|fim_prefix|>EOT\r\n\r\n　", "tokens": 15, "pieces": ["\"", "   \n", "㋿<|", "fim", "_prefix", "|>", "EOT", "\r\n\r\n", "　"]}
+{"text": "\r\n\r\n㋿👍🏽!'VEß12345678'll\r'ſ!!<META_START>ß'DⅣ", "tokens": 26, "pieces": ["\r\n\r\n", "㋿👍🏽!'", "VEß", "123", "456", "78", "'ll", "\r", "'ſ", "!!<", "META", "_START", ">ß'D", "Ⅳ"]}
+{"text": "EOT😀🏽👍🏽<|fim_prefix|>12345678t'D0!ꟲ<EOT>0fi…12345678👍🏽é㋿12345678.", "tokens": 46, "pieces": ["EOT", "😀🏽👍🏽<|", "fim", "_prefix", "|>", "123", "456", "78", "t'D", "0", "!ꟲ", "<EOT", ">", "0", "fi", "…", "123", "456", "78", "👍🏽", "é", "㋿", "123", "456", "78", "."]}
+{"text": "<|endoftext|>  <|endoftext|>0　'reع'Ma½", "tokens": 22, "pieces": ["<|", "endoftext", "|>", " ", " <|", "endoftext", "|>", "0", "　", "'reع'M", "a", "½"]}
+{"text": "\r's‍(. .\n👍🏽0<EOT>Ａ<|endoftext|>'D\ré­\r\n\r\ń​'D'T", "tokens": 32, "pieces": ["\r", "'s", "‍(.", " ", ".\n", "👍🏽", "0", "<EOT", ">Ａ", "<|", "endoftext", "|>'", "D", "\r", "é", "­\r\n\r\n", "́", "​'", "D'T"]}
+{"text": "'ReDž-…🙂漢Z漢
　<META_START>'ll.\r३<EOT>é​'VE\u000b\"'reé'S 'VE漢0ß👍🏽😀🏽ع\t‍<EOT>😀🏽ꟲ", "tokens": 56, "pieces": ["'Re", "Dž", "-", "…", "🙂漢Z漢", "
", "　", "<META", "_START", ">'", "ll", ".\r", "३", "<EOT", ">é", "​'", "VE", "\u000b", "\"'", "reé'S", " '", "VE漢", "0", "ß", "👍🏽😀🏽", "ع", "\t", "‍<", "EOT", ">😀🏽", "ꟲ"]}
+{"text": "0<>'Tİ.ḍ̇åDž\r\n\r\nعＡ", "tokens": 16, "pieces": ["0", "<>'", "Tİ", ".ḍ̇å", "Dž", "\r\n\r\n", "ع", "Ａ"]}
+{"text": "s9ḍ̇字𐞁'll'३Ａ é　Z‍½s>'Mİa'Sé#$%té'<|endoftext|>", "tokens": 38, "pieces": ["s", "9", "ḍ̇字𐞁'll", "'", "३", "Ａ", " é", "　Z", "‍", "½", "s", ">'", "Mİa'S", "é", "#$%", "té", "'<|", "endoftext", "|>"]}
+{"text": "𐞁å
t'llZéDž…e'TعEOT#$%#$%\u000b<META_START>​. EOTa>  ́'(ß<|endoftext|>㋿'re😀🏽<EOT>-.", "tokens": 59, "pieces": ["𐞁å", "
t'll", "Zé", "Dž", "…e'T", "ع", "EOT", "#$%#$%", "\u000b", "<META", "_START", ">​.", " EOTa", ">", " ", " ́", "'(", "ß", "<|", "endoftext", "|>㋿'", "re", "😀🏽<", "EOT", ">-."]}
+{"text": "Dž٣٤٥٦EOT\r٣٤٥٦　字å𐞁👍🏽ſ0​  '㋿<|fim_prefix|>𐞁#$%字'llＡ\t#$%å   \né<|fim_prefix|>㍿#$%s'VEع're<EOT>", "tokens": 74, "pieces": ["Dž", "٣٤٥", "٦", "EOT", "\r", "٣٤٥", "٦", "　字å𐞁", "👍🏽", "ſ", "0", "​", " ", " '㋿<|", "fim", "_prefix", "|>", "𐞁", "#$%", "字'll", "Ａ", "\t", "#$%", "å", "   \n", "é", "<|", "fim", "_prefix", "|>㍿#$%", "s'VE", "ع're", "<EOT", ">"]}
+{"text": "…\n½ >'D<EOT>\r\n\r\n\t­-é\t9​'ll٣٤٥٦mſ漢-Dž٣٤٥٦İEOT'½\u000b\r\n٣٤٥٦漢.ḍ̇ß½", "tokens": 52, "pieces": ["…\n", "½", " >'", "D", "<EOT", ">\r\n\r\n", "\t", "­-", "é", "\t", "9", "​'", "ll", "٣٤٥", "٦", "mſ漢", "-Dž", "٣٤٥", "٦", "İEOT", "'", "½", "\u000b\r\n", "٣٤٥", "٦", "漢", ".ḍ̇ß", "½"]}
+{"text": "   \n'Re㋿👍🏽éZ½aſ́-ſ'll'Re🙂(<|fim_prefix|>'\rfi'VEDžİ㋿d!é>", "tokens": 39, "pieces": ["   \n", "'Re", "㋿👍🏽", "é", "Z", "½", "aſ́", "-ſ'll", "'Re", "🙂(<|", "fim", "_prefix", "|>'\r", "fi'VE", "Džİ", "㋿d", "!é", ">"]}
+{"text": "   \n''VE<META_START>ḍ̇'T", "tokens": 11, "pieces": ["   \n", "''", "VE", "<META", "_START", ">ḍ̇'T"]}
+{"text": "!!#$%<EOT>\n0é٣٤٥٦å.(<
12345678'ſa\n漢Ａḍ̇e　t('ſå'll\"Z'VE \"\té#$%mt", "tokens": 49, "pieces": ["!!#$%<", "EOT", ">\n", "0", "é", "٣٤٥", "٦", "å", ".(<", "
", "123", "456", "78", "'ſa", "\n", "漢Ａḍ̇e", "　t", "('", "ſå'll", "\"Z'VE", " \"", "\té", "#$%", "mt"]}
+{"text": "'e߅!å''MⅣ㋿'VE", "tokens": 16, "pieces": ["'eß", "…", "!å", "''", "M", "Ⅳ", "㋿'", "VE"]}
+{"text": "🙂fi<|fim_prefix|>👍🏽é'D'Re\r'ſ", "tokens": 18, "pieces": ["🙂fi", "<|", "fim", "_prefix", "|>👍🏽", "é'D", "'Re", "\r", "'ſ"]}
+{"text": "　́\r\ń\n😀🏽'ſfi'Re0éß", "tokens": 15, "pieces": ["　́", "\r\n", "́", "\n", "😀🏽'", "ſfi'Re", "0", "éß"]}
+{"text": "㍿'re'SＡ字", "tokens": 8, "pieces": ["㍿'", "re'S", "Ａ字"]}
+{"text": "é漢\"m#$%!!<EOT>\r\n\r\n३👍🏽EOT\t<EOT>漢  9 'D\"٣٤٥٦\r\n\r\n\r\nꟲ#$%́'M- \nعDž   \n😀🏽9!<EOT>", "tokens": 56, "pieces": ["é漢", "\"m", "#$%!!<", "EOT", ">\r\n\r\n", "३", "👍🏽", "EOT", "\t", "<EOT", ">漢", " ", " ", "9", " '", "D", "\"", "٣٤٥", "٦", "\r\n\r\n\r\n", "ꟲ", "#$%́'", "M", "-", " \n", "ع", "Dž", "   \n", "😀🏽", "9", "!<", "EOT", ">"]}
+{"text": "d-\te d👍🏽,½‍åå٣٤٥٦", "tokens": 19, "pieces": ["d", "-", "\te", " d", "👍🏽,", "½", "‍åå", "٣٤٥", "٦"]}
+{"text": "\r\nEOT<EOT>ś٣٤٥٦'D0'S👍🏽字", "tokens": 18, "pieces": ["\r\n", "EOT", "<EOT", ">ś", "٣٤٥", "٦", "'D", "0", "'S", "👍🏽", "字"]}
+{"text": ",é½", "tokens": 3, "pieces": [",é", "½"]}
+{"text": "eEOT👍🏽'ſ  <|endoftext|>", "tokens": 16, "pieces": ["e", "EOT", "👍🏽'", "ſ", " ", " <|", "endoftext", "|>"]}
+{"text": "ḍ̇\tß𐞁\r'VE\r\n12345678'llſ\u000bé३🙂.­<msſ'SaDžDže‍'re,sd½<", "tokens": 41, "pieces": ["ḍ̇", "\tß𐞁", "\r", "'VE", "\r\n", "123", "456", "78", "'llſ", "\u000bé", "३", "🙂.­<", "msſ'S", "a", "DžDže", "‍'", "re", ",sd", "½", "<"]}
+{"text": "🙂'Dß<   \n…e#$%", "tokens": 11, "pieces": ["🙂'", "Dß", "<", "   \n", "…e", "#$%"]}
+{"text": "字Dž!!İ!!Ａ🙂  'M\u000b!!,", "tokens": 14, "pieces": ["字", "Dž", "!!", "İ", "!!", "Ａ", "🙂", " ", " '", "M", "\u000b", "!!,"]}
+{"text": "٣٤٥٦\"<字😀🏽9Z< 's", "tokens": 14, "pieces": ["٣٤٥", "٦", "\"<", "字", "😀🏽", "9", "Z", "<", " '", "s"]}
+{"text": "-9'll‍!漢tDž<|endoftext|>'VEꟲ<|fim_prefix|>\u000b㍿9Z㍿\r\n\r\n0ſ >́'Mfi,'S漢\u000b'<|fim_prefix|>", "tokens": 53, "pieces": ["-", "9", "'ll", "‍!", "漢t", "Dž", "<|", "endoftext", "|>'", "VEꟲ", "<|", "fim", "_prefix", "|>", "\u000b", "㍿", "9", "Z", "㍿\r\n\r\n", "0", "ſ", " ", ">́'M", "fi", ",'", "S漢", "\u000b", "'<|", "fim", "_prefix", "|>"]}
+{"text": "'D!'ll㍿aZ>­EOT<!<Ａa0'Re12345678", "tokens": 21, "pieces": ["'D", "!'", "ll", "㍿a", "Z", ">­", "EOT", "<!<", "Ａa", "0", "'Re", "123", "456", "78"]}
+{"text": "👍🏽'ſ.­😀🏽漢🙂٣٤٥٦'M'M㋿", "tokens": 21, "pieces": ["👍🏽'", "ſ", ".­😀🏽", "漢", "🙂", "٣٤٥", "٦", "'M'M", "㋿"]}
+{"text": "EOTs'VE#$%<|fim_prefix|>　\t,'ll<'SⅣ漢<META_START>'!!(a½#$%é㋿eEOT😀🏽t#$%9 \t٣٤٥٦<|endoftext|>'Re　a", "tokens": 63, "pieces": ["EOTs'VE", "#$%<|", "fim", "_prefix", "|>", "　", "\t", ",'", "ll", "<'", "S", "Ⅳ", "漢", "<META", "_START", ">'!!(", "a", "½", "#$%", "é", "㋿e", "EOT", "😀🏽", "t", "#$%", "9", " ", "\t", "٣٤٥", "٦", "<|", "endoftext", "|>'", "Re", "　a"]}
+{"text": "\"09\r\n'T", "tokens": 4, "pieces": ["\"", "09", "\r\n", "'T"]}
+{"text": "́😀🏽EOT\r<EOT><|fim_prefix|>Z'T٣٤٥٦é㍿ß
 ½<META_START>\"''VE
12345678عtZ<|endoftext|>", "tokens": 50, "pieces": ["́", "😀🏽", "EOT", "\r", "<EOT", "><|", "fim", "_prefix", "|>", "Z'T", "٣٤٥", "٦", "é", "㍿ß", "
", " ", "½", "<META", "_START", ">\"''", "VE", "
", "123", "456", "78", "عt", "Z", "<|", "endoftext", "|>"]}
+{"text": "d!<   \n㋿t😀🏽12345678<META_START>㋿…e<(‍>ع'Tſ", "tokens": 30, "pieces": ["d", "!<", "   \n", "㋿t", "😀🏽", "123", "456", "78", "<META", "_START", ">㋿", "…e", "<(‍>", "ع'T", "ſ"]}
+{"text": "🙂", "tokens": 1, "pieces": ["🙂"]}
+{"text": "dfi​'DⅣéZ-   \nſ", "tokens": 13, "pieces": ["dfi", "​'", "D", "Ⅳ", "é", "Z", "-", "   \n", "ſ"]}
+{"text": "'Tm👍🏽0🙂12345678́!!½s   \n٣٤٥٦\re#$%㋿漢EOT", "tokens": 29, "pieces": ["'Tm", "👍🏽", "0", "🙂", "123", "456", "78", "́", "!!", "½", "s", "   \n", "٣٤٥", "٦", "\r", "e", "#$%㋿", "漢", "EOT"]}
+{"text": "㍿mméZ-ع,<EOT>DžDž'S½\r\n\r\n'T㋿\"tm<ꟲ'Re\r\n\r\nEOT<|endoftext|>​", "tokens": 41, "pieces": ["㍿mmé", "Z", "-ع", ",<", "EOT", ">DžDž'S", "½", "\r\n\r\n", "'T", "㋿\"", "tm", "<ꟲ'Re", "\r\n\r\n", "EOT", "<|", "endoftext", "|>​"]}
+{"text": "d\t𐞁m\tém३½👍🏽   \"\tⅣ-'ſ'M", "tokens": 23, "pieces": ["d", "\t𐞁m", "\tém", "३½", "👍🏽", "  ", " \"", "\t", "Ⅳ", "-'", "ſ'M"]}
+{"text": "  m३!!'Re　́<META_START>e!!ßḍ̇ß İ\n'Té<|endoftext|>9 ", "tokens": 32, "pieces": [" ", " m", "३", "!!'", "Re", "　́", "<META", "_START", ">e", "!!", "ßḍ̇ß", " İ", "\n", "'Té", "<|", "endoftext", "|>", "9", " "]}
+{"text": "ḍ̇s\r\r\n\r\n<\t\n🙂>0ß'Re\r\n\r\nＡEOTdＡt9'T.😀🏽<META_START>!fi'llé<|endoftext|><EOT>'T‍ꟲ
", "tokens": 51, "pieces": ["ḍ̇s", "\r\r\n\r\n", "<", "\t\n", "🙂>", "0", "ß'Re", "\r\n\r\n", "ＡEOTd", "Ａt", "9", "'T", ".😀🏽<", "META", "_START", ">!", "fi'll", "é", "<|", "endoftext", "|><", "EOT", ">'", "T", "‍ꟲ", "
"]}
+{"text": "\n\r\n#$% ́\u000b<EOT>m.\t<|endoftext|>　ꟲa  Ａ­㍿́㋿(́'ll'<META_START>😀🏽t​", "tokens": 48, "pieces": ["\n\r\n", "#$%", " ́", "\u000b", "<EOT", ">m", ".", "\t", "<|", "endoftext", "|>", "　ꟲa", " ", " Ａ", "­㍿́㋿(́'", "ll", "'<", "META", "_START", ">😀🏽", "t", "​"]}
+{"text": "ſ\"½é>‍#$%🙂're　½   \n<👍🏽am漢­.12345678    \n\t'ſ", "tokens": 29, "pieces": ["ſ", "\"", "½", "é", ">‍#$%🙂'", "re", "　", "½", "   \n", "<👍🏽", "am漢", "­.", "123", "456", "78", "    \n", "\t", "'ſ"]}
+{"text": "㍿'VEå'VE   \nEOT  <|fim_prefix|>\nåaå'S\n\r‍", "tokens": 27, "pieces": ["㍿'", "VEå'VE", "   \n", "EOT", " ", " <|", "fim", "_prefix", "|>\n", "åaå'S", "\n\r", "‍"]}
+{"text": "'Re'll#$%!-<META_START>'s<­d'Re​a0😀🏽 'S漢\t", "tokens": 24, "pieces": ["'Re'll", "#$%!-<", "META", "_START", ">'", "s", "<­", "d'Re", "​a", "0", "😀🏽", " '", "S漢", "\t"]}
+{"text": "fiDž😀🏽m''Re!! t>a'å\t(́ݽꟲ-DžＡt㍿İ's😀🏽9‍m\ta \"", "tokens": 41, "pieces": ["fi", "Dž", "😀🏽", "m", "''", "Re", "!!", " t", ">a", "'å", "\t", "(́", "İ", "½", "ꟲ", "-DžＡt", "㍿İ's", "😀🏽", "9", "‍m", "\ta", " ", "\""]}
+{"text": "­'D're", "tokens": 4, "pieces": ["­'", "D're"]}
+{"text": "m<EOT>ḍ̇9ḍ̇fi'M<META_START>", "tokens": 17, "pieces": ["m", "<EOT", ">ḍ̇", "9", "ḍ̇fi'M", "<META", "_START", ">"]}
+{"text": "́   \n㍿\r\n\r\n<META_START>👍🏽👍🏽!!Ａa㋿½Dže­🙂\r\n\r\n'T　!!dZt👍🏽\u000b<META_START>>ع'S\"mt", "tokens": 47, "pieces": ["́", "   \n", "㍿\r\n\r\n", "<META", "_START", ">👍🏽👍🏽!!", "Ａa", "㋿", "½", "Dže", "­🙂\r\n\r\n", "'T", "　", "!!", "d", "Zt", "👍🏽", "\u000b", "<META", "_START", ">>", "ع'S", "\"mt"]}
+{"text": "👍🏽#$%\t  Z<|endoftext|>'Reḍ̇,0😀🏽!   \n!́½\r\n\r\n\tſ'​ꟲ\"\u000bß‍EOT\"​(ß👍🏽", "tokens": 49, "pieces": ["👍🏽#$%", "\t ", " Z", "<|", "endoftext", "|>'", "Reḍ̇", ",", "0", "😀🏽!", "   \n", "!́", "½", "\r\n\r\n", "\tſ", "'​", "ꟲ", "\"", "\u000bß", "‍EOT", "\"​(", "ß", "👍🏽"]}
+{"text": "
<META_START>'Sé‍Ⅳ<|fim_prefix|>漢9\r\n\r\n​ßs#$%-  …​漢1234567812345678-Ⅳ#$%,,㍿<META_START>é'saß(字'ſ\u000b", "tokens": 57, "pieces": ["
", "<META", "_START", ">'", "Sé", "‍", "Ⅳ", "<|", "fim", "_prefix", "|>", "漢", "9", "\r\n\r\n", "​ßs", "#$%-", "  ", "…", "​漢", "123", "456", "781", "234", "567", "8", "-", "Ⅳ", "#$%,,㍿<", "META", "_START", ">é's", "aß", "(字'ſ", "\u000b"]}
+{"text": "(d\r\n\r\n,'Re\u000bꟲ'VE　<|endoftext|>
ḍ̇'ſ  <META_START>'Re\r\n\r\nİ字👍🏽'M漢  ٣٤٥٦'漢‍ſ​   \n<|fim_prefix|>", "tokens": 57, "pieces": ["(d", "\r\n\r\n", ",'", "Re", "\u000bꟲ'VE", "　", "<|", "endoftext", "|>", "
ḍ̇'ſ", " ", " <", "META", "_START", ">'", "Re", "\r\n\r\n", "İ字", "👍🏽'", "M漢", " ", " ", "٣٤٥", "٦", "'漢", "‍ſ", "​", "   \n", "<|", "fim", "_prefix", "|>"]}
+{"text": " ३", "tokens": 2, "pieces": [" ", "३"]}
+{"text": "​'S<|fim_prefix|>s🙂0-'ſع­t\"㋿　\r\n", "tokens": 22, "pieces": ["​'", "S", "<|", "fim", "_prefix", "|>", "s", "🙂", "0", "-'", "ſع", "­t", "\"㋿", "　\r\n"]}
+{"text": "ⅣEOT<EOT> ", "tokens": 8, "pieces": ["Ⅳ", "EOT", "<EOT", ">", " "]}
+{"text": "EOT", "tokens": 2, "pieces": ["EOT"]}
+{"text": "a'ſ12345678🙂漢​ſḍ̇Z-‍m\n'ſDž", "tokens": 22, "pieces": ["a'ſ", "123", "456", "78", "🙂漢", "​ſḍ̇", "Z", "-‍", "m", "\n", "'ſ", "Dž"]}
+{"text": "EOT<META_START>字'VE", "tokens": 9, "pieces": ["EOT", "<META", "_START", ">字'VE"]}
+{"text": "­'re\"\r<META_START>\n𐞁ع.a'DEOT\"‍\u000b'Re", "tokens": 22, "pieces": ["­'", "re", "\"\r", "<META", "_START", ">\n", "𐞁ع", ".a'D", "EOT", "\"‍", "\u000b", "'Re"]}
+{"text": "…,e'ſd''VE<EOT>Ａ٣٤٥٦<EOT>​DždEOT漢'ſ'll\rſ㍿", "tokens": 34, "pieces": ["…", ",e'ſ", "d", "''", "VE", "<EOT", ">Ａ", "٣٤٥", "٦", "<EOT", ">​", "Džd", "EOT漢'ſ", "'ll", "\r", "ſ", "㍿"]}
+{"text": "㋿,", "tokens": 4, "pieces": ["㋿,"]}
+{"text": "ḍ̇㍿٣٤٥٦<|fim_prefix|>t \"İ''Tfí‍å‍'ret<EOT>d'İé\"d", "tokens": 37, "pieces": ["ḍ̇", "㍿", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "t", " \"", "İ", "''", "Tfí", "‍å", "‍'", "ret", "<EOT", ">d", "'İé", "\"d"]}
+{"text": "'s🙂'D 
<EOT>عé  's'VE.İ'İ..12345678Ａ<m½😀🏽.🙂\r\n\r\n<|endoftext|>\r㋿é ½'ſ'VE-ꟲ  #$%<|endoftext|>", "tokens": 67, "pieces": ["'s", "🙂'", "D", " ", "
", "<EOT", ">عé", " ", " '", "s'VE", ".İ", "'İ", "..", "123", "456", "78", "Ａ", "<m", "½", "😀🏽.🙂\r\n\r\n", "<|", "endoftext", "|>\r", "㋿é", " ", "½", "'ſ'VE", "-ꟲ", " ", " #$%<|", "endoftext", "|>"]}
+{"text": "mＡ🙂​㍿漢<EOT>'ll( eＡß12345678\t#$%३t's　'T!!!!><😀🏽漢Dž're", "tokens": 37, "pieces": ["m", "Ａ", "🙂​㍿", "漢", "<EOT", ">'", "ll", "(", " e", "Ａß", "123", "456", "78", "\t", "#$%", "३", "t's", "　", "'T", "!!!!><😀🏽", "漢", "Dž're"]}
+{"text": "('S'å's\n‍Ⅳ½\r's'VE  字", "tokens": 16, "pieces": ["('", "S", "'å's", "\n", "‍", "Ⅳ½", "\r", "'s'VE", " ", " 字"]}
+{"text": "fi'D㋿", "tokens": 5, "pieces": ["fi'D", "㋿"]}
+{"text": "'re", "tokens": 1, "pieces": ["'re"]}
+{"text": "'D9…٣٤٥٦!!t
🙂字🙂漢-e'Re　'M​\u000b'ſ", "tokens": 23, "pieces": ["'D", "9", "…", "٣٤٥", "٦", "!!", "t", "
", "🙂字", "🙂漢", "-e'Re", "　", "'M", "​", "\u000b", "'ſ"]}
+{"text": "\nḍ̇fiEOT12345678㍿👍🏽㋿Džع\u000b३<'re𐞁'VE'Mßḍ̇\r>𐞁 90'T½ع𐞁 ‍é<|endoftext|>'reDž३12345678.", "tokens": 70, "pieces": ["\n", "ḍ̇fi", "EOT", "123", "456", "78", "㍿👍🏽㋿", "Džع", "\u000b", "३", "<'", "re𐞁'VE", "'Mßḍ̇", "\r", ">𐞁", " ", "90", "'T", "½", "ع𐞁", " ", "‍é", "<|", "endoftext", "|>'", "re", "Dž", "३12", "345", "678", "."]}
+{"text": "　e'Re​é9㍿<EOT>s​'Mİ,Ⅳ12345678ع'sＡs Ⅳ\t.12345678", "tokens": 35, "pieces": ["　e'Re", "​é", "9", "㍿<", "EOT", ">s", "​'", "Mİ", ",", "Ⅳ12", "345", "678", "ع's", "Ａs", " ", "Ⅳ", "\t", ".", "123", "456", "78"]}
+{"text": "'EOT\"…𐞁9é🙂're9,>a,'VEmꟲ-ß٣٤٥٦", "tokens": 30, "pieces": ["'EOT", "\"", "…𐞁", "9", "é", "🙂'", "re", "9", ",>", "a", ",'", "VEmꟲ", "-ß", "٣٤٥", "٦"]}
+{"text": "ꟲ­　!!­'S's😀🏽…­Z#$%'re　sDž'll12345678'Sعs٣٤٥٦́३t­ ", "tokens": 40, "pieces": ["ꟲ", "­", "　", "!!­'", "S's", "😀🏽", "…", "­Z", "#$%'", "re", "　s", "Dž'll", "123", "456", "78", "'Sعs", "٣٤٥", "٦", "́", "३", "t", "­", " "]}
+{"text": "s\"é<|endoftext|>👍🏽!漢>ḍ̇\u000b\tⅣ\u000b12345678𐞁\r\n字\u000bm!㍿('VE'ſ0   \n㍿​'M\r\n\r\n'M12345678fi㋿tⅣ", "tokens": 64, "pieces": ["s", "\"é", "<|", "endoftext", "|>👍🏽!", "漢", ">ḍ̇", "\u000b", "\t", "Ⅳ", "\u000b", "123", "456", "78", "𐞁", "\r\n", "字", "\u000bm", "!㍿('", "VE'ſ", "0", "   \n", "㍿​'", "M", "\r\n\r\n", "'M", "123", "456", "78", "fi", "㋿t", "Ⅳ"]}
+{"text": "12345678\n(ß㋿Ａ́12345678'S½<EOT><|endoftext|>", "tokens": 25, "pieces": ["123", "456", "78", "\n", "(ß", "㋿Ａ́", "123", "456", "78", "'S", "½", "<EOT", "><|", "endoftext", "|>"]}
+{"text": "‍㍿", "tokens": 4, "pieces": ["‍㍿"]}
+{"text": "é#$%9s\r\nſ'VE<|endoftext|>'ll👍🏽sfi'Re'reå", "tokens": 27, "pieces": ["é", "#$%", "9", "s", "\r\n", "ſ'VE", "<|", "endoftext", "|>'", "ll", "👍🏽", "sfi'Re", "'reå"]}
+{"text": "Ⅳꟲåå(å<|fim_prefix|>!sİ!\t   \n'ſ'ſ३　éDž
́é㍿Dž\r\ńs٣٤٥٦<|endoftext|><|fim_prefix|>", "tokens": 58, "pieces": ["Ⅳ", "ꟲåå", "(å", "<|", "fim", "_prefix", "|>!", "s", "İ", "!", "\t   \n", "'ſ'ſ", "३", "　é", "Dž", "
́é", "㍿Dž", "\r\n", "́s", "٣٤٥", "٦", "<|", "endoftext", "|><|", "fim", "_prefix", "|>"]}
+{"text": "𐞁\n½٣٤٥٦Ａ㋿0\"å!fi字́'ll ", "tokens": 23, "pieces": ["𐞁", "\n", "½٣٤", "٥٦", "Ａ", "㋿", "0", "\"å", "!fi字́'ll", " "]}
+{"text": "ꟲⅣ-ꟲaé漢­!'Sḍ̇EOT!İas", "tokens": 23, "pieces": ["ꟲ", "Ⅳ", "-ꟲaé漢", "­!'", "Sḍ̇", "EOT", "!İas"]}
+{"text": "Dž'T<|fim_prefix|>字㋿́漢'Dm12345678 ", "tokens": 21, "pieces": ["Dž'T", "<|", "fim", "_prefix", "|>", "字", "㋿́漢'D", "m", "123", "456", "78", " "]}
+{"text": ">", "tokens": 1, "pieces": [">"]}
+{"text": "'re>'m#$%…!!𐞁\t\n9ſ㍿EOTİ'漢", "tokens": 23, "pieces": ["'re", ">'", "m", "#$%", "…", "!!", "𐞁", "\t\n", "9", "ſ", "㍿EOTİ", "'漢"]}
+{"text": "s#$%  fi<|fim_prefix|>\u000b 漢Ａ😀🏽ßfi'M'T'T'MZßＡꟲ<META_START>>\n0 !#$%٣٤٥٦\r\nDž'VE٣٤٥٦é'll'ret", "tokens": 55, "pieces": ["s", "#$%", " ", " fi", "<|", "fim", "_prefix", "|>", "\u000b", " 漢", "Ａ", "😀🏽", "ßfi'M", "'T'T", "'MZß", "Ａꟲ", "<META", "_START", ">>\n", "0", " !#$%", "٣٤٥", "٦", "\r\n", "Dž'VE", "٣٤٥", "٦", "é'll", "'ret"]}
+{"text": "0…'T's\u000bZfi", "tokens": 8, "pieces": ["0", "…", "'T's", "\u000bZfi"]}
+{"text": "e漢<META_START>dé\r\n\r\n'M", "tokens": 10, "pieces": ["e漢", "<META", "_START", ">dé", "\r\n\r\n", "'M"]}
+{"text": "😀🏽", "tokens": 3, "pieces": ["😀🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "-é'S<Ⅳ३ ع\tſ!!   \n", "tokens": 12, "pieces": ["-é'S", "<", "Ⅳ३", " ع", "\tſ", "!!", "   \n"]}
+{"text": "<", "tokens": 1, "pieces": ["<"]}
+{"text": "Z㋿0!!½'ll('Tt'remDžEOT9>'S \u000bDž. \u000bⅣfia३'re漢'M'Re", "tokens": 36, "pieces": ["Z", "㋿", "0", "!!", "½", "'ll", "('", "Tt're", "m", "DžEOT", "9", ">'", "S", " ", "\u000bDž", ".", " ", "\u000b", "Ⅳ", "fia", "३", "'re漢'M", "'Re"]}
+{"text": "😀🏽!‍>'D   \na‍ Ａ", "tokens": 12, "pieces": ["😀🏽!‍>'", "D", "   \n", "a", "‍", " Ａ"]}
+{"text": "Z<|fim_prefix|>𐞁<META_START>'llé", "tokens": 17, "pieces": ["Z", "<|", "fim", "_prefix", "|>", "𐞁", "<META", "_START", ">'", "llé"]}
+{"text": "ＡEOT<Dž's👍🏽'VE'VEİ\r\n\r\nEOT!   \n३9t", "tokens": 23, "pieces": ["ＡEOT", "<Dž's", "👍🏽'", "VE'VE", "İ", "\r\n\r\n", "EOT", "!", "   \n", "३9", "t"]}
+{"text": "\r\n½\ne", "tokens": 4, "pieces": ["\r\n", "½", "\n", "e"]}
+{"text": "<EOT>'DEOTeꟲs\rEOT㋿­<EOT>'ſ12345678'", "tokens": 26, "pieces": ["<EOT", ">'", "DEOTeꟲs", "\r", "EOT", "㋿­<", "EOT", ">'", "ſ", "123", "456", "78", "'"]}
+{"text": "­ſ٣٤٥٦å12345678", "tokens": 11, "pieces": ["­ſ", "٣٤٥", "٦", "å", "123", "456", "78"]}
+{"text": "12345678'VEＡ½sDž字", "tokens": 11, "pieces": ["123", "456", "78", "'VEＡ", "½", "s", "Dž字"]}
+{"text": "३'M
(…ZꟲⅣ'VE字½𐞁 <EOT>‍", "tokens": 25, "pieces": ["३", "'M", "
", "(", "…Zꟲ", "Ⅳ", "'VE字", "½", "𐞁", " ", "<EOT", ">‍"]}
+{"text": "३'(é𐞁३!½'Sfié!#$%'ſ㍿ß '(ſ'Refi,!𐞁'llt'ſ　🙂 ß😀🏽𐞁és#$%'", "tokens": 50, "pieces": ["३", "'(", "é𐞁", "३", "!", "½", "'Sfié", "!#$%'", "ſ", "㍿ß", " ", "'(", "ſ'Re", "fi", ",!", "𐞁'll", "t'ſ", "　", "🙂", " ß", "😀🏽", "𐞁és", "#$%'"]}
+{"text": "👍🏽𐞁é\r\n\r\n!!'ReſßعZ'T!!İ字ſEOT́-é३　漢'll字漢ſmⅣ,👍🏽m(", "tokens": 41, "pieces": ["👍🏽", "𐞁é", "\r\n\r\n", "!!'", "Reſßع", "Z'T", "!!", "İ字ſ", "EOT́", "-é", "३", "　漢'll", "字漢ſm", "Ⅳ", ",👍🏽", "m", "("]}
+{"text": "　\t<|fim_prefix|>𐞁'll'Tdꟲḍ̇🙂'T\r\né́e​Ⅳ", "tokens": 32, "pieces": ["　", "\t", "<|", "fim", "_prefix", "|>", "𐞁'll", "'Tdꟲḍ̇", "🙂'", "T", "\r\n", "é́e", "​", "Ⅳ"]}
+{"text": "ſZ<META_START>ß漢!!ꟲ!!㋿㋿ Ⅳ", "tokens": 22, "pieces": ["ſ", "Z", "<META", "_START", ">ß漢", "!!", "ꟲ", "!!㋿㋿", " ", "Ⅳ"]}
+{"text": "!ḍ̇​dsåm\r\n\r\n><|endoftext|>,<EOT>'Re<|fim_prefix|>'llfis\r\n\r\n½", "tokens": 33, "pieces": ["!ḍ̇", "​dsåm", "\r\n\r\n", "><|", "endoftext", "|>,<", "EOT", ">'", "Re", "<|", "fim", "_prefix", "|>'", "llfis", "\r\n\r\n", "½"]}
+{"text": "tEOT'D('Re'M><|endoftext|>\u000b‍,0İ's're'T\tＡ", "tokens": 23, "pieces": ["t", "EOT'D", "('", "Re'M", "><|", "endoftext", "|>", "\u000b", "‍,", "0", "İ's", "'re'T", "\tＡ"]}
+{"text": "㋿'M'll-ḍ̇é
<EOT>9Ⅳfi!!><|endoftext|>é字　#$%​0'Re!!İ'll9<字<…ſå", "tokens": 49, "pieces": ["㋿'", "M'll", "-ḍ̇é", "
", "<EOT", ">", "9Ⅳ", "fi", "!!><|", "endoftext", "|>", "é字", "　", "#$%​", "0", "'Re", "!!", "İ'll", "9", "<字", "<", "…ſå"]}
+{"text": "Z'\u000b٣٤٥٦ſ
\u000b''D'D‍m½\nZ……<'T  >ém'MaＡ\u000b\r\n   \n  å\u000bå<META_START>½\r#$%9", "tokens": 48, "pieces": ["Z", "'", "\u000b", "٣٤٥", "٦", "ſ", "
", "\u000b", "''", "D'D", "‍m", "½", "\n", "Z", "…", "…", "<'", "T", " ", " >", "ém'M", "a", "Ａ", "\u000b\r\n   \n", " ", " å", "\u000bå", "<META", "_START", ">", "½", "\r", "#$%", "9"]}
+{"text": "  ", "tokens": 1, "pieces": ["  "]}
+{"text": "😀🏽İDž٣٤٥٦\r<EOT>'re''S\r😀🏽é.0s🙂'ع½   \n's\"(😀🏽\u000b'ſ!!😀🏽İZ漢ſ عé-", "tokens": 50, "pieces": ["😀🏽", "İDž", "٣٤٥", "٦", "\r", "<EOT", ">'", "re", "''", "S", "\r", "😀🏽", "é", ".", "0", "s", "🙂'", "ع", "½", "   \n", "'s", "\"(😀🏽", "\u000b", "'ſ", "!!😀🏽", "İZ漢ſ", " عé", "-"]}
+{"text": "\r\nEOT
å(٣٤٥٦\t#$%'lld ٣٤٥٦9<META_START>#$%㋿-  ,
   \n\rtḍ̇>​Z<META_START>", "tokens": 47, "pieces": ["\r\n", "EOT", "
å", "(", "٣٤٥", "٦", "\t", "#$%'", "lld", " ", "٣٤٥", "٦9", "<META", "_START", ">#$%㋿-", " ", " ,", "
   \n\r", "tḍ̇", ">​", "Z", "<META", "_START", ">"]}
+{"text": "9​  ſ𐞁Ⅳ'ſꟲDž😀🏽عßZ㋿afi…'re'lla\t …字́३Ⅳ'st", "tokens": 44, "pieces": ["9", "​", " ", " ſ𐞁", "Ⅳ", "'ſꟲ", "Dž", "😀🏽", "عß", "Z", "㋿afi", "…", "'re'll", "a", "\t ", "…字́", "३Ⅳ", "'st"]}
+{"text": "👍🏽!!\n\nⅣＡm,٣٤٥٦,Ａ,Zß'ſ 12345678\n9ḍ̇Ⅳß   \n🙂é  👍🏽<|fim_prefix|><|endoftext|>", "tokens": 51, "pieces": ["👍🏽!!\n\n", "Ⅳ", "Ａm", ",", "٣٤٥", "٦", ",Ａ", ",Zß'ſ", " ", "123", "456", "78", "\n", "9", "ḍ̇", "Ⅳ", "ß", "   \n", "🙂é", " ", " 👍🏽<|", "fim", "_prefix", "|><|", "endoftext", "|>"]}
+{"text": ".३'S'S\"a'D­٣٤٥٦
'llＡＡ𐞁0字9", "tokens": 22, "pieces": [".", "३", "'S'S", "\"a'D", "­", "٣٤٥", "٦", "
", "'ll", "ＡＡ𐞁", "0", "字", "9"]}
+{"text": "\r\n'!!é'll<|endoftext|>\t'MⅣ<META_START>t漢‍‍𐞁Ａ'ſe>​ EOT'Reſ'-𐞁Z's", "tokens": 45, "pieces": ["\r\n", "'!!", "é'll", "<|", "endoftext", "|>", "\t", "'M", "Ⅳ", "<META", "_START", ">t漢", "‍‍", "𐞁", "Ａ'ſ", "e", ">​", " EOT'Re", "ſ", "'-", "𐞁", "Z's"]}
+{"text": "\t<|endoftext|>👍🏽ß'Re漢a9>éå'D12345678İDž…9\t㍿Ａt", "tokens": 37, "pieces": ["\t", "<|", "endoftext", "|>👍🏽", "ß'Re", "漢a", "9", ">éå'D", "123", "456", "78", "İDž", "…", "9", "\t", "㍿Ａt"]}
+{"text": "漢Dž!é'M‍'VEꟲ\t㋿'ſ…'så're㋿İ9fi!!<|endoftext|>", "tokens": 38, "pieces": ["漢", "Dž", "!é'M", "‍'", "VEꟲ", "\t", "㋿'", "ſ", "…", "'så're", "㋿İ", "9", "fi", "!!<|", "endoftext", "|>"]}
+{"text": "́
fi'Rem\u000b!å'Re<EOT>ſ㋿ …", "tokens": 20, "pieces": ["́", "
fi'Re", "m", "\u000b", "!å'Re", "<EOT", ">ſ", "㋿", " …"]}
+{"text": "<|endoftext|>a(,'DDž\r\n 'T'Så‍　a  ㍿\r<|endoftext|>", "tokens": 35, "pieces": ["<|", "endoftext", "|>", "a", "(,'", "DDž", "\r\n", " '", "T'S", "å", "‍", "　a", " ", " ㍿\r", "<|", "endoftext", "|>"]}
+{"text": "‍<<|fim_prefix|>9", "tokens": 8, "pieces": ["‍<<|", "fim", "_prefix", "|>", "9"]}
+{"text": "​‍ع٣٤٥٦ḍ̇👍🏽!३ Dž​
\n(字　٣٤٥٦t,\r\n'M'T's'Dfi𐞁<EOT>-ḍ̇dß𐞁", "tokens": 51, "pieces": ["​‍", "ع", "٣٤٥", "٦", "ḍ̇", "👍🏽!", "३", " Dž", "​", "
\n", "(字", "　", "٣٤٥", "٦", "t", ",\r\n", "'M'T", "'s'D", "fi𐞁", "<EOT", ">-", "ḍ̇dß𐞁"]}
+{"text": "́<EOT>'reⅣß'll👍🏽\r\n\r\n​👍🏽'\r\n\r\nß㍿", "tokens": 22, "pieces": ["́", "<EOT", ">'", "re", "Ⅳ", "ß'll", "👍🏽\r\n\r\n", "​👍🏽'\r\n\r\n", "ß", "㍿"]}
+{"text": "å…　'M,eع'Ḿ\r‍🙂\" å‍İع𐞁m'TtEOT'S　　'D", "tokens": 33, "pieces": ["å", "…", "　", "'M", ",eع'M", "́", "\r", "‍🙂\"", " å", "‍İع𐞁m'T", "t", "EOT'S", "　", "　", "'D"]}
+{"text": "'ReＡ…,'s\n　", "tokens": 8, "pieces": ["'Re", "Ａ", "…", ",'", "s", "\n", "　"]}
+{"text": "<META_START>aé  é're👍🏽a\r\n\r\n字ḍ̇‍12345678('Re's0‍>éé,", "tokens": 33, "pieces": ["<META", "_START", ">aé", " ", " é're", "👍🏽", "a", "\r\n\r\n", "字ḍ̇", "‍", "123", "456", "78", "('", "Re's", "0", "‍>", "éé", ","]}
+{"text": "0́…½ße‍a𐞁٣٤٥٦<|endoftext|>
", "tokens": 24, "pieces": ["0", "́", "…", "½", "ße", "‍a𐞁", "٣٤٥", "٦", "<|", "endoftext", "|>", "
"]}
+{"text": "fimİ<|endoftext|>'M<|fim_prefix|>३   \n
.字Ａİt漢é'Re12345678", "tokens": 32, "pieces": ["fim", "İ", "<|", "endoftext", "|>'", "M", "<|", "fim", "_prefix", "|>", "३", "   \n", "
", ".字Ａİt漢é'Re", "123", "456", "78"]}
+{"text": "٣٤٥٦ſ  Ａ\u000bİſ're<|fim_prefix|>ع'll…\r\n\r\n!!'Dİ9'M<META_START>عåd३　0‍‍\r\n\r\nd'D­", "tokens": 46, "pieces": ["٣٤٥", "٦", "ſ", " ", " Ａ", "\u000bİſ're", "<|", "fim", "_prefix", "|>", "ع'll", "…\r\n\r\n", "!!'", "Dİ", "9", "'M", "<META", "_START", ">عåd", "३", "　", "0", "‍‍\r\n\r\n", "d'D", "­"]}
+{"text": "ꟲe0\r😀🏽   \nḍ̇'S
<|endoftext|>EOT\u000b!!Ａİ\n'Reſ", "tokens": 31, "pieces": ["ꟲe", "0", "\r", "😀🏽", "   \n", "ḍ̇'S", "
", "<|", "endoftext", "|>", "EOT", "\u000b", "!!", "Ａİ", "\n", "'Reſ"]}
+{"text": "('T   \n𐞁   \nå👍🏽aꟲ!!­'ſ\r\n\r\na'VE‍'Se㍿\"<|fim_prefix|>>İ'S,", "tokens": 40, "pieces": ["('", "T", "   \n", "𐞁", "   \n", "å", "👍🏽", "aꟲ", "!!­'", "ſ", "\r\n\r\n", "a'VE", "‍'", "Se", "㍿\"<|", "fim", "_prefix", "|>>", "İ'S", ","]}
+{"text": "'T'T👍🏽…<|fim_prefix|>'VE\té㋿", "tokens": 19, "pieces": ["'T'T", "👍🏽", "…", "<|", "fim", "_prefix", "|>'", "VE", "\té", "㋿"]}
+{"text": "­'re…'T,a…३½   \n-\r   \na'VE-ꟲ", "tokens": 22, "pieces": ["­'", "re", "…", "'T", ",a", "…", "३½", "   \n", "-\r", "   \n", "a'VE", "-ꟲ"]}
+{"text": "İ!!é   \n<META_START>Ⅳ\n…\r\n\r\n
m　", "tokens": 18, "pieces": ["İ", "!!", "é", "   \n", "<META", "_START", ">", "Ⅳ", "\n…\r\n\r\n", "
m", "　"]}
+{"text": "ع😀🏽'ſ㋿.t åfiZ", "tokens": 15, "pieces": ["ع", "😀🏽'", "ſ", "㋿.", "t", " åfi", "Z"]}
+{"text": "'s\r\n!td'M'D!​́ \u000b   \n'll😀🏽'Re!!>́9<!!sḍ̇٣٤٥٦12345678\n\ré\r'VÉ\r'VE<😀🏽🙂ḍ̇", "tokens": 53, "pieces": ["'s", "\r\n", "!td'M", "'D", "!​́", " \u000b   \n", "'ll", "😀🏽'", "Re", "!!>́", "9", "<!!", "sḍ̇", "٣٤٥", "٦12", "345", "678", "\n\r", "é", "\r", "'VÉ", "\r", "'VE", "<😀🏽🙂", "ḍ̇"]}
+{"text": ".-İé#$%é-!!e　漢­　\u000b>EOT'sع\r\n\r\ndꟲé<㍿efi 🙂'T…<EOT>'Re", "tokens": 43, "pieces": [".-", "İé", "#$%", "é", "-!!", "e", "　漢", "­", "　", "\u000b", ">EOT's", "ع", "\r\n\r\n", "dꟲé", "<㍿", "efi", " ", "🙂'", "T", "…", "<EOT", ">'", "Re"]}
+{"text": "\"\u000b're!!\nsſ👍🏽e
…ſ<|endoftext|>'D́s!!é9३\"㍿,
é😀🏽Ⅳ\t<\net-漢fiDžt", "tokens": 50, "pieces": ["\"", "\u000b", "'re", "!!\n", "sſ", "👍🏽", "e", "
", "…ſ", "<|", "endoftext", "|>'", "D́s", "!!", "é", "9३", "\"㍿,", "
é", "😀🏽", "Ⅳ", "\t", "<\n", "et", "-漢fi", "Džt"]}
+{"text": "Ⅳ३㋿'ll'S𐞁 fi\u000b<|fim_prefix|>漢'ſ#$%   \nm t‍'VE<|endoftext|> ३  
", "tokens": 44, "pieces": ["Ⅳ३", "㋿'", "ll'S", "𐞁", " fi", "\u000b", "<|", "fim", "_prefix", "|>", "漢'ſ", "#$%", "   \n", "m", " t", "‍'", "VE", "<|", "endoftext", "|>", " ", "३", "  
"]}
+{"text": "<  ꟲ…'s#$%\u000b🙂İs\r\n\r\n<EOT>㋿dßm>\"​\r\n\r\nⅣ'D𐞁-​'Śtß\r­<EOT>!漢d…३👍🏽", "tokens": 55, "pieces": ["<", " ", " ꟲ", "…", "'s", "#$%", "\u000b", "🙂İs", "\r\n\r\n", "<EOT", ">㋿", "dßm", ">\"​\r\n\r\n", "Ⅳ", "'D𐞁", "-​'", "Śtß", "\r", "­<", "EOT", ">!", "漢d", "…", "३", "👍🏽"]}
+{"text": "٣٤٥٦㋿0am<|fim_prefix|>åé<EOT>
#$%Ⅳ9<EOT>eⅣ12345678   \n…mßعe㍿ع'", "tokens": 48, "pieces": ["٣٤٥", "٦", "㋿", "0", "am", "<|", "fim", "_prefix", "|>", "åé", "<EOT", ">", "
", "#$%", "Ⅳ9", "<EOT", ">e", "Ⅳ12", "345", "678", "   \n", "…mßعe", "㍿ع", "'"]}
+{"text": "<½'Re'm12345678\nm   \n漢Džſ", "tokens": 14, "pieces": ["<", "½", "'Re'm", "123", "456", "78", "\n", "m", "   \n", "漢Džſ"]}
+{"text": "漢<|endoftext|>　'S'sꟲZꟲas<|endoftext|>Ａ㍿́fiſ0'M​912345678ſ", "tokens": 40, "pieces": ["漢", "<|", "endoftext", "|>", "　", "'S's", "ꟲZꟲas", "<|", "endoftext", "|>", "Ａ", "㍿́fiſ", "0", "'M", "​", "912", "345", "678", "ſ"]}
+{"text": " 'D३éDžİ'Sd
EOT. t", "tokens": 15, "pieces": [" '", "D", "३", "é", "Džİ'S", "d", "
EOT", ".", " t"]}
+{"text": "'ll😀🏽'DfiZ'VE  　-ꟲ
\rꟲe…
", "tokens": 25, "pieces": ["'ll", "😀🏽'", "Dfi", "Z'VE", "  ", "　", "-ꟲ", "
\r", "ꟲe", "…
"]}
+{"text": "३!\u000bds'll'M<META_START>\r\n", "tokens": 10, "pieces": ["३", "!", "\u000bds'll", "'M", "<META", "_START", ">\r\n"]}
+{"text": "𐞁'll½ḍ̇", "tokens": 9, "pieces": ["𐞁'll", "½", "ḍ̇"]}
+{"text": "!!ꟲß  ß'D(12345678👍🏽\td  <META_START>\r\n\r\nİＡſ½dd㋿😀🏽 é0éå<|endoftext|>é३", "tokens": 50, "pieces": ["!!", "ꟲß", " ", " ß'D", "(", "123", "456", "78", "👍🏽", "\td", " ", " <", "META", "_START", ">\r\n\r\n", "İＡſ", "½", "dd", "㋿😀🏽", " é", "0", "éå", "<|", "endoftext", "|>", "é", "३"]}
+{"text": "''llma㍿'s<|fim_prefix|>ꟲDž\n!​(-#$%…Z👍🏽eé tꟲ.\"\r…Dž😀🏽'll ", "tokens": 50, "pieces": ["''", "llma", "㍿'", "s", "<|", "fim", "_prefix", "|>", "ꟲ", "Dž", "\n", "!​(-#$%", "…Z", "👍🏽", "eé", " tꟲ", ".\"\r", "…Dž", "😀🏽'", "ll", " "]}
+{"text": "\r\nt'Re३'re!!\"㍿éß'M\r\n\r\n'Rea½㍿'M<|endoftext|>'ſ'D'Mß🙂Zd字'Re9e   \nmé'!!'Re's", "tokens": 47, "pieces": ["\r\n", "t'Re", "३", "'re", "!!\"㍿", "éß'M", "\r\n\r\n", "'Rea", "½", "㍿'", "M", "<|", "endoftext", "|>'", "ſ'D", "'Mß", "🙂Zd字'Re", "9", "e", "   \n", "mé", "'!!'", "Re's"]}
+{"text": "ß>'Refi12345678ßꟲé🙂\"'S٣٤٥٦!३!𐞁\u000b    👍🏽", "tokens": 32, "pieces": ["ß", ">'", "Refi", "123", "456", "78", "ßꟲé", "🙂\"'", "S", "٣٤٥", "٦", "!", "३", "!𐞁", "\u000b   ", " 👍🏽"]}
+{"text": "'SZ­t. (𐞁   \n'Reé
EOT\r'll…\r\n㍿ſ!!!İ  ſ,\r\nfi\r㍿㍿\"<|fim_prefix|>ع<META_START>", "tokens": 50, "pieces": ["'SZ", "­t", ".", " ", "(𐞁", "   \n", "'Reé", "
EOT", "\r", "'ll", "…\r\n", "㍿ſ", "!!!", "İ", " ", " ſ", ",\r\n", "fi", "\r", "㍿㍿\"<|", "fim", "_prefix", "|>", "ع", "<META", "_START", ">"]}
+{"text": "#$%>é!!", "tokens": 6, "pieces": ["#$%>", "é", "!!"]}
+{"text": "İḍ̇́9m'T12345678'S12345678s½३́é\r\n\r\n👍🏽'ſ㋿ꟲd 'Reḍ̇‍́<META_START>😀🏽'Dß're EOT! \r\n\r\n", "tokens": 56, "pieces": ["İḍ̇́", "9", "m'T", "123", "456", "78", "'S", "123", "456", "78", "s", "½३", "́é", "\r\n\r\n", "👍🏽'", "ſ", "㋿ꟲd", " ", "'Reḍ̇", "‍́", "<META", "_START", ">😀🏽'", "Dß're", " EOT", "!", " \r\n\r\n"]}
+{"text": ">漢ß🙂're‍'VE!!<|fim_prefix|>ḍ̇", "tokens": 19, "pieces": [">漢ß", "🙂'", "re", "‍'", "VE", "!!<|", "fim", "_prefix", "|>", "ḍ̇"]}
+{"text": "'lld'Re!𐞁>!漢<!!👍🏽İ\u000b>Dž12345678\t漢٣٤٥٦㍿", "tokens": 33, "pieces": ["'lld'Re", "!𐞁", ">!", "漢", "<!!👍🏽", "İ", "\u000b", ">Dž", "123", "456", "78", "\t漢", "٣٤٥", "٦", "㍿"]}
+{"text": "é<|fim_prefix|>Dž٣٤٥٦½👍🏽½'Re9'll𐞁d12345678́ſa  ß>\",'TaＡ   \n😀🏽ß!<\r\n\r\n<META_START>å   \n漢<|endoftext|>'llＡ", "tokens": 64, "pieces": ["é", "<|", "fim", "_prefix", "|>", "Dž", "٣٤٥", "٦½", "👍🏽", "½", "'Re", "9", "'ll𐞁d", "123", "456", "78", "́ſa", " ", " ß", ">\",'", "Ta", "Ａ", "   \n", "😀🏽", "ß", "!<\r\n\r\n", "<META", "_START", ">å", "   \n", "漢", "<|", "endoftext", "|>'", "ll", "Ａ"]}
+{"text": "­\t　Z<|endoftext|>EOTé(amd'M㋿ 字a   \nḍ̇　é'VEſＡḍ̇'ſß'ſ'　<'s'D<", "tokens": 47, "pieces": ["­", "\t", "　Z", "<|", "endoftext", "|>", "EOTé", "(amd'M", "㋿", " 字a", "   \n", "ḍ̇", "　é'VE", "ſ", "Ａḍ̇'ſ", "ß'ſ", "'", "　", "<'", "s'D", "<"]}
+{"text": "!!m𐞁", "tokens": 6, "pieces": ["!!", "m𐞁"]}
+{"text": "Z३\u000b\r'am!   \n,<|endoftext|>㋿🙂EOT㋿字#$%!…٣٤٥٦字<|fim_prefix|>!\rſ'S'D½​½ſ>\u000b
\r\n\r\n0", "tokens": 53, "pieces": ["Z", "३", "\u000b\r", "'am", "!", "   \n", ",<|", "endoftext", "|>㋿🙂", "EOT", "㋿字", "#$%!", "…", "٣٤٥", "٦", "字", "<|", "fim", "_prefix", "|>!\r", "ſ'S", "'D", "½", "​", "½", "ſ", ">", "\u000b
\r\n\r\n", "0"]}
+{"text": "\r🙂'D!!'lla-­🙂\u000b.'S ​dfi\rꟲİ㋿-\nⅣ\n é 0", "tokens": 33, "pieces": ["\r", "🙂'", "D", "!!'", "lla", "-­🙂", "\u000b", ".'", "S", " ", "​dfi", "\r", "ꟲ", "İ", "㋿-\n", "Ⅳ", "\n", " é", " ", "0"]}
+{"text": "\n'll\r'ſ\n're0<EOT>👍🏽d", "tokens": 15, "pieces": ["\n", "'ll", "\r", "'ſ", "\n", "'re", "0", "<EOT", ">👍🏽", "d"]}
+{"text": "!!Ａ

😀🏽\r\n३'M'Reꟲ㍿éDž,  Ａ<|endoftext|>", "tokens": 31, "pieces": ["!!", "Ａ", "
", "
", "😀🏽\r\n", "३", "'M'Re", "ꟲ", "㍿é", "Dž", ",", " ", " Ａ", "<|", "endoftext", "|>"]}
+{"text": "𐞁0-'ſ'VE<|fim_prefix|>a", "tokens": 16, "pieces": ["𐞁", "0", "-'", "ſ'VE", "<|", "fim", "_prefix", "|>", "a"]}
+{"text": "éＡ😀🏽
EOT㍿　😀🏽'VE!  ½å'lléⅣ,　<\u000b#$%漢.\tts\"'T<|fim_prefix|>\r,ßé'SédＡDž", "tokens": 57, "pieces": ["é", "Ａ", "😀🏽", "
EOT", "㍿", "　", "😀🏽'", "VE", "!", " ", " ", "½", "å'll", "é", "Ⅳ", ",", "　", "<", "\u000b", "#$%", "漢", ".", "\tts", "\"'", "T", "<|", "fim", "_prefix", "|>\r", ",ßé'S", "éd", "ＡDž"]}
+{"text": "'T३​漢'll0٣٤٥٦ꟲ ", "tokens": 14, "pieces": ["'T", "३", "​漢'll", "0٣٤", "٥٦", "ꟲ", " "]}
+{"text": "㍿m,㍿t\t
<|endoftext|>0tt123456780t'ſß're\u000be㍿٣٤٥٦'llⅣ'ſ½dåꟲ३!!9ḍ̇🙂", "tokens": 55, "pieces": ["㍿m", ",㍿", "t", "\t", "
", "<|", "endoftext", "|>", "0", "tt", "123", "456", "780", "t'ſ", "ß're", "\u000be", "㍿", "٣٤٥", "٦", "'ll", "Ⅳ", "'ſ", "½", "dåꟲ", "३", "!!", "9", "ḍ̇", "🙂"]}
+{"text": "!!t,'reDž12345678,s \r\n\r\n<|endoftext|>'Sḍ̇Ａ'S,🙂é'VE12345678éß
\r\n\r\n\r\n\r\n'S\r\nDž'T<|fim_prefix|>é३ſⅣ!!३
İ🙂", "tokens": 60, "pieces": ["!!", "t", ",'", "re", "Dž", "123", "456", "78", ",s", " \r\n\r\n", "<|", "endoftext", "|>'", "Sḍ̇", "Ａ'S", ",🙂", "é'VE", "123", "456", "78", "éß", "
\r\n\r\n\r\n\r\n", "'S", "\r\n", "Dž'T", "<|", "fim", "_prefix", "|>", "é", "३", "ſ", "Ⅳ", "!!", "३", "
İ", "🙂"]}
+{"text": "'M0\r\n\r\n\r0ßEOT'reＡ
", "tokens": 11, "pieces": ["'M", "0", "\r\n\r\n\r", "0", "ß", "EOT're", "Ａ", "
"]}
+{"text": "å‍Ａ's9'ſ🙂漢's
\u000b\t
a\"👍🏽عع-0Džfi\u000bt", "tokens": 29, "pieces": ["å", "‍Ａ's", "9", "'ſ", "🙂漢's", "
\u000b\t", "
a", "\"👍🏽", "عع", "-", "0", "Džfi", "\u000bt"]}
+{"text": "'set", "tokens": 2, "pieces": ["'set"]}
+{"text": "…𐞁fiꟲ", "tokens": 10, "pieces": ["…𐞁fiꟲ"]}
+{"text": "'re漢\r\n\u000b'Re㍿ee!!fisḍ̇​३\n<|endoftext|>😀🏽,t'ſ", "tokens": 32, "pieces": ["'re漢", "\r\n", "\u000b", "'Re", "㍿ee", "!!", "fisḍ̇", "​", "३", "\n", "<|", "endoftext", "|>😀🏽,", "t'ſ"]}
+{"text": "🙂   \n𐞁'T­'re(İ'reDž-'reDžs½\r\n>🙂😀🏽ḍ̇'re\r漢́", "tokens": 34, "pieces": ["🙂", "   \n", "𐞁'T", "­'", "re", "(İ're", "Dž", "-'", "re", "Džs", "½", "\r\n", ">🙂😀🏽", "ḍ̇'re", "\r", "漢́"]}
+{"text": "'lĺ  -d㋿\n!!'Re\r\n.é'D­å𐞁\u000bꟲ\r\n\r\n'S!!<|fim_prefix|>­e٣٤٥٦", "tokens": 41, "pieces": ["'lĺ", " ", " -", "d", "㋿\n", "!!'", "Re", "\r\n", ".é'D", "­å𐞁", "\u000bꟲ", "\r\n\r\n", "'S", "!!<|", "fim", "_prefix", "|>­", "e", "٣٤٥", "٦"]}
+{"text": "m'T­>d\u000bＡ'sⅣ fia🙂\u000b👍🏽fi👍🏽ſtع", "tokens": 25, "pieces": ["m'T", "­>", "d", "\u000bＡ's", "Ⅳ", " fia", "🙂", "\u000b", "👍🏽", "fi", "👍🏽", "ſtع"]}
+{"text": "'!\u000b㋿.9३t\u000ba.'Te 'D٣٤٥٦Ⅳ​ İ\"m  'Re'Re<META_START>𐞁　<|endoftext|> ㋿\rꟲ😀🏽", "tokens": 57, "pieces": ["'!", "\u000b", "㋿.", "9३", "t", "\u000ba", ".'", "Te", " ", "'D", "٣٤٥", "٦Ⅳ", "​", " İ", "\"m", " ", " '", "Re'Re", "<META", "_START", ">𐞁", "　", "<|", "endoftext", "|>", " ㋿\r", "ꟲ", "😀🏽"]}
+{"text": "\n'Re㍿\nm<EOT>‍'½ḍ̇Dž   \n…   ३.é", "tokens": 27, "pieces": ["\n", "'Re", "㍿\n", "m", "<EOT", ">‍'", "½", "ḍ̇", "Dž", "   \n", "…  ", " ", "३", ".é"]}
+{"text": "ḍ̇㍿'S🙂>\"<|endoftext|>Ａ<EOT>'३é!!<EOT>　<|fim_prefix|>'३\u000b'T\r\"  e🙂", "tokens": 44, "pieces": ["ḍ̇", "㍿'", "S", "🙂>\"<|", "endoftext", "|>", "Ａ", "<EOT", ">'", "३", "é", "!!<", "EOT", ">", "　", "<|", "fim", "_prefix", "|>'", "३", "\u000b", "'T", "\r", "\"", " ", " e", "🙂"]}
+{"text": "३𐞁m㋿ＡⅣ", "tokens": 12, "pieces": ["३", "𐞁m", "㋿Ａ", "Ⅳ"]}
+{"text": "fi ", "tokens": 2, "pieces": ["fi", " "]}
+{"text": "  s're​EOT're<EOT>ꟲ½'sfié́", "tokens": 19, "pieces": [" ", " s're", "​EOT're", "<EOT", ">ꟲ", "½", "'sfié́"]}
+{"text": " \t<EOT>­'D🙂'ſ<s'.٣٤٥٦.(\r\n\r\n'lltİ\r<|endoftext|><EOT>漢d", "tokens": 35, "pieces": [" ", "\t", "<EOT", ">­'", "D", "🙂'", "ſ", "<s", "'.", "٣٤٥", "٦", ".(\r\n\r\n", "'llt", "İ", "\r", "<|", "endoftext", "|><", "EOT", ">漢d"]}
+{"text": "字ꟲDž́🙂<|endoftext|>tＡ's12345678­<|fim_prefix|>'ſ́Z👍🏽mＡs<EOT>́'s<EOT>'D'VE#$%'VE\téß㍿ß'M", "tokens": 59, "pieces": ["字ꟲDž́", "🙂<|", "endoftext", "|>", "t", "Ａ's", "123", "456", "78", "­<|", "fim", "_prefix", "|>'", "ſ́", "Z", "👍🏽", "m", "Ａs", "<EOT", ">́'s", "<EOT", ">'", "D'VE", "#$%'", "VE", "\téß", "㍿ß'M"]}
+{"text": "0
३'ll🙂'll", "tokens": 7, "pieces": ["0", "
", "३", "'ll", "🙂'", "ll"]}
+{"text": "\r!!'T!!ꟲe٣٤٥٦fi<|fim_prefix|>👍🏽-#$%́𐞁\r\n#$%㍿'sé㍿", "tokens": 43, "pieces": ["\r", "!!'", "T", "!!", "ꟲe", "٣٤٥", "٦", "fi", "<|", "fim", "_prefix", "|>👍🏽-#$%́", "𐞁", "\r\n", "#$%㍿'", "sé", "㍿"]}
+{"text": "<EOT>'D", "tokens": 4, "pieces": ["<EOT", ">'", "D"]}
+{"text": "ꟲ.­Dž's\r\n 'VE   \n٣٤٥٦é!!9<EOT>fi-𐞁\r\u000b12345678\r\n.EOT<META_START>12345678İ'ſa<META_START>ſＡ-㍿   \n0", "tokens": 59, "pieces": ["ꟲ", ".­", "Dž's", "\r\n", " '", "VE", "   \n", "٣٤٥", "٦", "é", "!!", "9", "<EOT", ">fi", "-𐞁", "\r", "\u000b", "123", "456", "78", "\r\n", ".EOT", "<META", "_START", ">", "123", "456", "78", "İ'ſ", "a", "<META", "_START", ">ſ", "Ａ", "-㍿", "   \n", "0"]}
+{"text": "😀🏽s.​㍿,…å-e'VE9
fi   ", "tokens": 21, "pieces": ["😀🏽", "s", ".​㍿,", "…å", "-e'VE", "9", "
fi", "   "]}
+{"text": "\u000b12345678<|endoftext|>", "tokens": 11, "pieces": ["\u000b", "123", "456", "78", "<|", "endoftext", "|>"]}
+{"text": "ḍ̇Dž's.\n,㍿𐞁㍿s9'Ta   \n<|endoftext|>́👍🏽e'Re'lls   \n'll.d
.…m", "tokens": 46, "pieces": ["ḍ̇", "Dž's", ".\n", ",㍿", "𐞁", "㍿s", "9", "'Ta", "   \n", "<|", "endoftext", "|>́👍🏽", "e'Re", "'lls", "   \n", "'ll", ".d", "
", ".", "…m"]}
+{"text": "(㋿#$%'M\r 'DmEOT're'reeå­\u000b,å字<EOT>aİ👍🏽‍‍fiaḍ̇'re'VE   \n,'T!!'så\r", "tokens": 48, "pieces": ["(㋿#$%'", "M", "\r", " ", "'Dm", "EOT're", "'reeå", "­", "\u000b", ",å字", "<EOT", ">a", "İ", "👍🏽‍‍", "fiaḍ̇'re", "'VE", "   \n", ",'", "T", "!!'", "så", "\r"]}
+{"text": ".mİéå😀🏽\r½𐞁ßİ३…<عé'Re\r\r\n\r\n  ß​åddع0", "tokens": 34, "pieces": [".m", "İéå", "😀🏽\r", "½", "𐞁ß", "İ", "३", "…", "<عé'Re", "\r\r\n\r\n", " ", " ß", "​åddع", "0"]}
+{"text": "#$%<META_START>\nſd३!!३ḍ̇㋿12345678'll,   \n'ſ!! <|fim_prefix|>'ſé㍿,0…'ll३'TDž!٣٤٥٦Z😀🏽00ＡZ", "tokens": 58, "pieces": ["#$%<", "META", "_START", ">\n", "ſd", "३", "!!", "३", "ḍ̇", "㋿", "123", "456", "78", "'ll", ",", "   \n", "'ſ", "!!", " <|", "fim", "_prefix", "|>'", "ſé", "㍿,", "0", "…", "'ll", "३", "'TDž", "!", "٣٤٥", "٦", "Z", "😀🏽", "00", "ＡZ"]}
+{"text": "\t'DZ(><,!!عdDžm\nat-👍🏽\tß😀🏽३­́½'Sfi<!!<META_START>漢<META_START>mع", "tokens": 42, "pieces": ["\t", "'DZ", "(><,!!", "عd", "Džm", "\n", "at", "-👍🏽", "\tß", "😀🏽", "३", "­́", "½", "'Sfi", "<!!<", "META", "_START", ">漢", "<META", "_START", ">mع"]}
+{"text": "ß٣٤٥٦ꟲ fi
a", "tokens": 11, "pieces": ["ß", "٣٤٥", "٦", "ꟲ", " fi", "
a"]}
+{"text": "　'Ḿ​t　é㋿Ⅳ𐞁 ſ漢d‍fim<|fim_prefix|>", "tokens": 30, "pieces": ["　", "'Ḿ", "​t", "　é", "㋿", "Ⅳ", "𐞁", " ſ漢d", "‍fim", "<|", "fim", "_prefix", "|>"]}
+{"text": "'Re('S\n", "tokens": 4, "pieces": ["'Re", "('", "S", "\n"]}
+{"text": "Dž👍🏽Ⅳ\u000bfi'VE㍿at<EOT>  字eḍ̇\"字…\t字　é'Reſ", "tokens": 34, "pieces": ["Dž", "👍🏽", "Ⅳ", "\u000bfi'VE", "㍿at", "<EOT", ">", " ", " 字eḍ̇", "\"字", "…", "\t字", "　é'Re", "ſ"]}
+{"text": "'D<|fim_prefix|>d𐞁\r'll'Re٣٤٥٦३㍿'ll('ſ́\u000bs…'S\r\n\r\n👍🏽'D'<'VE'SZ09'D'S㋿<|endoftext|>", "tokens": 57, "pieces": ["'D", "<|", "fim", "_prefix", "|>", "d𐞁", "\r", "'ll'Re", "٣٤٥", "٦३", "㍿'", "ll", "('", "ſ́", "\u000bs", "…", "'S", "\r\n\r\n", "👍🏽'", "D", "'<'", "VE'S", "Z", "09", "'D'S", "㋿<|", "endoftext", "|>"]}
+{"text": "ḍ̇0‍🙂​​'Re0㍿>", "tokens": 14, "pieces": ["ḍ̇", "0", "‍🙂​​'", "Re", "0", "㍿>"]}
+{"text": "é'M\n\r'M'DＡ\"", "tokens": 9, "pieces": ["é'M", "\n\r", "'M'D", "Ａ", "\""]}
+{"text": "e㍿' EOTéåDž fiß<EOT>'s'll🙂\u000b'Tİ\r\nİ!", "tokens": 27, "pieces": ["e", "㍿'", " EOTéå", "Dž", " fiß", "<EOT", ">'", "s'll", "🙂", "\u000b", "'Tİ", "\r\n", "İ", "!"]}
+{"text": "\r0'VE<META_START>
'VEZعs　\t'VE㋿İ　ḍ̇́-té😀🏽Ａ'ſ\n\r   \n0é'S​", "tokens": 42, "pieces": ["\r", "0", "'VE", "<META", "_START", ">", "
", "'VEZعs", "　", "\t", "'VE", "㋿İ", "　ḍ̇́", "-té", "😀🏽", "Ａ'ſ", "\n\r   \n", "0", "é'S", "​"]}
+{"text": "　ſt \r\nś'M'D", "tokens": 9, "pieces": ["　ſt", " \r\n", "ś'M", "'D"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "9'M漢漢३!!é½''Dß字'll''ſ\r㍿Ⅳ", "tokens": 21, "pieces": ["9", "'M漢漢", "३", "!!", "é", "½", "''", "Dß字'll", "''", "ſ", "\r", "㍿", "Ⅳ"]}
+{"text": "́", "tokens": 1, "pieces": ["́"]}
+{"text": "->\r\n\r\n­'Re​ꟲ<|endoftext|>‍m…‍㋿0
eDž'S字\"<|endoftext|>Ⅳé㍿‍   \nع'M' >́'VEfi", "tokens": 55, "pieces": ["->\r\n\r\n", "­'", "Re", "​ꟲ", "<|", "endoftext", "|>‍", "m", "…", "‍㋿", "0", "
e", "Dž'S", "字", "\"<|", "endoftext", "|>", "Ⅳ", "é", "㍿‍", "   \n", "ع'M", "'", " ", ">́'VE", "fi"]}
+{"text": "0㍿'é're.!!ß0", "tokens": 12, "pieces": ["0", "㍿'", "é're", ".!!", "ß", "0"]}
+{"text": "'ſ'T🙂  'M<EOT>\u000b½a'ſ‍<EOT><EOT>字!!m(!!😀🏽ع", "tokens": 32, "pieces": ["'ſ'T", "🙂", " ", " '", "M", "<EOT", ">", "\u000b", "½", "a'ſ", "‍<", "EOT", "><", "EOT", ">字", "!!", "m", "(!!😀🏽", "ع"]}
+{"text": "\r\ń12345678<EOT>Ⅳ😀🏽'Re😀🏽<|fim_prefix|>漢", "tokens": 25, "pieces": ["\r\n", "́", "123", "456", "78", "<EOT", ">", "Ⅳ", "😀🏽'", "Re", "😀🏽<|", "fim", "_prefix", "|>", "漢"]}
+{"text": "\u000b'Re-<|endoftext|>𐞁-👍🏽'D\u000b<EOT>!!🙂\u000b\r", "tokens": 28, "pieces": ["\u000b", "'Re", "-<|", "endoftext", "|>", "𐞁", "-👍🏽'", "D", "\u000b", "<EOT", ">!!🙂", "\u000b\r"]}
+{"text": "'s\t#$%EOT0漢. .(t‍s>-'re\rİ12345678EOT<a'Re'S!!😀🏽́ ", "tokens": 33, "pieces": ["'s", "\t", "#$%", "EOT", "0", "漢", ".", " .(", "t", "‍s", ">-'", "re", "\r", "İ", "123", "456", "78", "EOT", "<a'Re", "'S", "!!😀🏽́", " "]}
+{"text": ",t㍿‍\r\n\r\nm…<EOT>'ll👍🏽>,", "tokens": 17, "pieces": [",t", "㍿‍\r\n\r\n", "m", "…", "<EOT", ">'", "ll", "👍🏽>,"]}
+{"text": "'ll>३\r\r\n\r\ń", "tokens": 6, "pieces": ["'ll", ">", "३", "\r\r\n\r\n", "́"]}
+{"text": "​", "tokens": 1, "pieces": ["​"]}
+{"text": "'D३😀🏽<|fim_prefix|><'T\r\n\r\nDž!\"tDž\r\n漢.　(a<|fim_prefix|>\r\n\r\n-㋿\n.\né<|fim_prefix|>DžⅣ字ad!!٣٤٥٦", "tokens": 55, "pieces": ["'D", "३", "😀🏽<|", "fim", "_prefix", "|><'", "T", "\r\n\r\n", "Dž", "!\"", "t", "Dž", "\r\n", "漢", ".", "　", "(a", "<|", "fim", "_prefix", "|>\r\n\r\n", "-㋿\n", ".\n", "é", "<|", "fim", "_prefix", "|>", "Dž", "Ⅳ", "字ad", "!!", "٣٤٥", "٦"]}
+{"text": "\r", "tokens": 1, "pieces": ["\r"]}
+{"text": "!!", "tokens": 1, "pieces": ["!!"]}
+{"text": ".𐞁​㍿\"e३'M      \ń<META_START>   \nfifi\t  😀🏽mt <|fim_prefix|>", "tokens": 33, "pieces": [".𐞁", "​㍿\"", "e", "३", "'M", "      \n", "́", "<META", "_START", ">", "   \n", "fifi", "\t ", " 😀🏽", "mt", " <|", "fim", "_prefix", "|>"]}
+{"text": "Z'MamＡ　'ſd½㋿㋿<META_START>a\"d字  Ⅳ<|endoftext|>́İ'ſ'VE'ſ\n12345678㍿　👍🏽𐞁İ", "tokens": 56, "pieces": ["Z'M", "am", "Ａ", "　", "'ſd", "½", "㋿㋿<", "META", "_START", ">a", "\"d字", " ", " ", "Ⅳ", "<|", "endoftext", "|>́", "İ'ſ", "'VE'ſ", "\n", "123", "456", "78", "㍿", "　", "👍🏽", "𐞁", "İ"]}
+{"text": "٣٤٥٦!Zſꟲ-…'ll ", "tokens": 15, "pieces": ["٣٤٥", "٦", "!Zſꟲ", "-", "…", "'ll", " "]}
+{"text": "'ll‍  İdİ\naEOTd!\r\n\r\n\r\n\r\n\u000b'M'VEꟲ㍿<|endoftext|>0   \n<|endoftext|>'ſ­㋿'ſ", "tokens": 46, "pieces": ["'ll", "‍", " ", " İd", "İ", "\n", "a", "EOTd", "!\r\n\r\n\r\n\r\n", "\u000b", "'M'VE", "ꟲ", "㍿<|", "endoftext", "|>", "0", "   \n", "<|", "endoftext", "|>'", "ſ", "­㋿'", "ſ"]}
+{"text": "fi\r\n\r\n…", "tokens": 4, "pieces": ["fi", "\r\n\r\n", "…"]}
+{"text": "ſ>'s'Sa9ع٣٤٥٦\r\n\r\n-Ⅳ\nß", "tokens": 17, "pieces": ["ſ", ">'", "s'S", "a", "9", "ع", "٣٤٥", "٦", "\r\n\r\n", "-", "Ⅳ", "\n", "ß"]}
+{"text": "٣٤٥٦<|fim_prefix|>0\u000b​(-३é字'S!!!!字fi'ſ<|endoftext|>0 's\u000bZ<META_START>㍿'Red\r>👍🏽s\n👍🏽'll'll
e", "tokens": 60, "pieces": ["٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "0", "\u000b", "​(-", "३", "é字'S", "!!!!", "字fi'ſ", "<|", "endoftext", "|>", "0", " ", "'s", "\u000bZ", "<META", "_START", ">㍿'", "Red", "\r", ">👍🏽", "s", "\n", "👍🏽'", "ll'll", "
e"]}
+{"text": "­t漢 (\nfi >t\rs!!'T're!!½'refi　­­!!\nḍ̇😀🏽#$%­EOT'T>", "tokens": 32, "pieces": ["­t漢", " (\n", "fi", " >", "t", "\r", "s", "!!'", "T're", "!!", "½", "'refi", "　", "­­!!\n", "ḍ̇", "😀🏽#$%­", "EOT'T", ">"]}
+{"text": "'S<|fim_prefix|>.㋿\"👍🏽½​ḍ̇<EOT>\u000b>9", "tokens": 25, "pieces": ["'S", "<|", "fim", "_prefix", "|>.㋿\"👍🏽", "½", "​ḍ̇", "<EOT", ">", "\u000b", ">", "9"]}
+{"text": "٣٤٥٦😀🏽㍿-0!!'VE''S!!<EOT>Z(-0'!!́३
", "tokens": 29, "pieces": ["٣٤٥", "٦", "😀🏽㍿-", "0", "!!'", "VE", "''", "S", "!!<", "EOT", ">Z", "(-", "0", "'!!́", "३", "
"]}
+{"text": "'ſ<EOT>㍿!İ're　t\r\n‍<EOT>½ſfi\u000b'Dé!漢­½‍'ſ\"ḍ̇éＡ<'Ss,", "tokens": 41, "pieces": ["'ſ", "<EOT", ">㍿!", "İ're", "　t", "\r\n", "‍<", "EOT", ">", "½", "ſfi", "\u000b", "'Dé", "!漢", "­", "½", "‍'", "ſ", "\"ḍ̇é", "Ａ", "<'", "Ss", ","]}
+{"text": ".ḍ̇åİ\"!!ḍ̇ꟲ漢  ­Ａ<META_START>\nſ>३12345678#$%a३\u000b'ſ9,", "tokens": 38, "pieces": [".ḍ̇å", "İ", "\"!!", "ḍ̇ꟲ漢", " ", " ­", "Ａ", "<META", "_START", ">\n", "ſ", ">", "३12", "345", "678", "#$%", "a", "३", "\u000b", "'ſ", "9", ","]}
+{"text": "㋿12345678>٣٤٥٦<|fim_prefix|>,'Re<|fim_prefix|>>́😀🏽ＡDž9'VE   \n're", "tokens": 37, "pieces": ["㋿", "123", "456", "78", ">", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>,'", "Re", "<|", "fim", "_prefix", "|>>́😀🏽", "ＡDž", "9", "'VE", "   \n", "'re"]}
+{"text": "Džſ­<   \n　\rme12345678dعſ­#$%-ḿ…\"　(Dž  's‍fi!٣٤٥٦<META_START><|endoftext|>\r\n'll
…   \n're", "tokens": 53, "pieces": ["Džſ", "­<", "   \n　\r", "me", "123", "456", "78", "dعſ", "­#$%-", "ḿ", "…", "\"", "　", "(Dž", " ", " '", "s", "‍fi", "!", "٣٤٥", "٦", "<META", "_START", "><|", "endoftext", "|>\r\n", "'ll", "
…   \n", "'re"]}
+{"text": "İſ,㍿!a0'M‍'ll漢<META_START>'VE<|endoftext|>Dž३…!Dž ḍ̇'Dé'll🙂ع३aåß   \n,½'Re\r\n\r\n漢'll'ß", "tokens": 56, "pieces": ["İſ", ",㍿!", "a", "0", "'M", "‍'", "ll漢", "<META", "_START", ">'", "VE", "<|", "endoftext", "|>", "Dž", "३", "…", "!Dž", " ḍ̇'D", "é'll", "🙂ع", "३", "aåß", "   \n", ",", "½", "'Re", "\r\n\r\n", "漢'll", "'ß"]}
+{"text": "٣٤٥٦Ａ㋿EOT​\r\n\r\n\"‍'Sa'VE٣٤٥٦Z!ꟲ🙂 'ſ'll", "tokens": 31, "pieces": ["٣٤٥", "٦", "Ａ", "㋿EOT", "​\r\n\r\n", "\"‍'", "Sa'VE", "٣٤٥", "٦", "Z", "!ꟲ", "🙂", " '", "ſ'll"]}
+{"text": "\t(s(", "tokens": 3, "pieces": ["\t", "(s", "("]}
+{"text": "ＡDž𐞁a-😀🏽é\r 漢
​'\u000b<EOT>𐞁EOTḍ̇'VE…>㍿\t
字🙂!'s­Ａ#$%'VE漢0ß'M're㍿", "tokens": 60, "pieces": ["ＡDž𐞁a", "-😀🏽", "é", "\r", " 漢", "
", "​'", "\u000b", "<EOT", ">𐞁EOTḍ̇'VE", "…", ">㍿", "\t", "
字", "🙂!'", "s", "­Ａ", "#$%'", "VE漢", "0", "ß'M", "'re", "㍿"]}
+{"text": "-!🙂'll٣٤٥٦ '.㍿Dž!!eſe", "tokens": 20, "pieces": ["-!🙂'", "ll", "٣٤٥", "٦", " ", "'.㍿", "Dž", "!!", "eſe"]}
+{"text": " 😀🏽9İ\t㋿…ß m\t", "tokens": 14, "pieces": [" 😀🏽", "9", "İ", "\t", "㋿", "…ß", " m", "\t"]}
+{"text": "…㋿🙂tm🙂字>EOT 漢'T­\r\r\n\r\n ٣٤٥٦éé", "tokens": 24, "pieces": ["…", "㋿🙂", "tm", "🙂字", ">EOT", " 漢'T", "­\r\r\n\r\n", " ", "٣٤٥", "٦", "éé"]}
+{"text": "'ſ\r漢
<|endoftext|>😀🏽\rå😀🏽<EOT><|endoftext|>a‍<|fim_prefix|>　ع\u000bå", "tokens": 44, "pieces": ["'ſ", "\r", "漢", "
", "<|", "endoftext", "|>😀🏽\r", "å", "😀🏽<", "EOT", "><|", "endoftext", "|>", "a", "‍<|", "fim", "_prefix", "|>", "　ع", "\u000bå"]}
+{"text": "ß'T'🙂EOTZdEOT🙂  ½!!'D<|endoftext|>fi0\"   \n㋿٣٤٥٦-é\"'VE　'S", "tokens": 40, "pieces": ["ß'T", "'🙂", "EOTZd", "EOT", "🙂", " ", " ", "½", "!!'", "D", "<|", "endoftext", "|>", "fi", "0", "\"", "   \n", "㋿", "٣٤٥", "٦", "-é", "\"'", "VE", "　", "'S"]}
+{"text": "İ\n's12345678ß<|fim_prefix|>\r\n\r\ns漢 -٣٤٥٦#$%  'Re0!!!㋿\t<META_START>Dž<dé<EOT>", "tokens": 43, "pieces": ["İ", "\n", "'s", "123", "456", "78", "ß", "<|", "fim", "_prefix", "|>\r\n\r\n", "s漢", " -", "٣٤٥", "٦", "#$%", " ", " '", "Re", "0", "!!!㋿", "\t", "<META", "_START", ">Dž", "<dé", "<EOT", ">"]}
+{"text": "\"́ع'T\rḍ̇é㍿👍🏽ḍ̇<META_START>\r\n\r\n​🙂's#$%,½'T<|endoftext|>ßDž ३'M​å<|endoftext|>''T", "tokens": 56, "pieces": ["\"́ع'T", "\r", "ḍ̇é", "㍿👍🏽", "ḍ̇", "<META", "_START", ">\r\n\r\n", "​🙂'", "s", "#$%,", "½", "'T", "<|", "endoftext", "|>", "ß", "Dž", " ", "३", "'M", "​å", "<|", "endoftext", "|>''", "T"]}
+{"text": "12345678ééİ  Dž<|endoftext|>!!𐞁<EOT>३㋿👍🏽漢‍<|fim_prefix|><|endoftext|>s", "tokens": 49, "pieces": ["123", "456", "78", "éé", "İ", " ", " Dž", "<|", "endoftext", "|>!!", "𐞁", "<EOT", ">", "३", "㋿👍🏽", "漢", "‍<|", "fim", "_prefix", "|><|", "endoftext", "|>", "s"]}
+{"text": "㍿🙂Ａ<­> éع123456780\r\n𐞁12345678'VE'S漢<|fim_prefix|><EOT>éDžİ'D're…Zeé>٣٤٥٦ \t'VE>fiéß", "tokens": 61, "pieces": ["㍿🙂", "Ａ", "<­>", " éع", "123", "456", "780", "\r\n", "𐞁", "123", "456", "78", "'VE'S", "漢", "<|", "fim", "_prefix", "|><", "EOT", ">é", "Džİ'D", "'re", "…Zeé", ">", "٣٤٥", "٦", " ", "\t", "'VE", ">fiéß"]}
+{"text": "👍🏽a'VE9ſ<EOT>عDž  ٣٤٥٦­Dž\r\n३fiß‍‍'De<|fim_prefix|>ſع漢<|fim_prefix|>\"<META_START>­Ａ", "tokens": 52, "pieces": ["👍🏽", "a'VE", "9", "ſ", "<EOT", ">ع", "Dž", " ", " ", "٣٤٥", "٦", "­Dž", "\r\n", "३", "fiß", "‍‍'", "De", "<|", "fim", "_prefix", "|>", "ſع漢", "<|", "fim", "_prefix", "|>\"<", "META", "_START", ">­", "Ａ"]}
+{"text": "å,\r\n\r\nع½㋿\r\né३-'M<|fim_prefix|>'M­ 'Téßİ'st३'s\"tＡ\r\n\r\nd\u000b'sḍ̇ſ٣٤٥٦\r\n", "tokens": 47, "pieces": ["å", ",\r\n\r\n", "ع", "½", "㋿\r\n", "é", "३", "-'", "M", "<|", "fim", "_prefix", "|>'", "M", "­", " '", "Téß", "İ's", "t", "३", "'s", "\"t", "Ａ", "\r\n\r\n", "d", "\u000b", "'sḍ̇ſ", "٣٤٥", "٦", "\r\n"]}
+{"text": "ß 'M#$%'s ३㍿　sdDž'll'sEOT
\r\n\r\n<|endoftext|> ‍\u000bEOT\u000b\n㍿Dž <EOT>éEOT'S㋿   \né", "tokens": 53, "pieces": ["ß", " '", "M", "#$%'", "s", " ", "३", "㍿", "　sd", "Dž'll", "'s", "EOT", "
\r\n\r\n", "<|", "endoftext", "|>", " ", "‍", "\u000bEOT", "\u000b\n", "㍿Dž", " <", "EOT", ">é", "EOT'S", "㋿", "   \n", "é"]}
+{"text": "٣٤٥٦åſ ‍és'ſ'lĺ12345678'T#$%<META_START>٣٤٥٦!ع  ́­", "tokens": 34, "pieces": ["٣٤٥", "٦", "åſ", " ", "‍és'ſ", "'lĺ", "123", "456", "78", "'T", "#$%<", "META", "_START", ">", "٣٤٥", "٦", "!ع", " ", " ́", "­"]}
+{"text": ">EOT'reꟲß\nſ'S's'llm\u000b👍🏽'㋿'lĺ\t㋿Ⅳ>漢👍🏽  Ａ", "tokens": 38, "pieces": [">EOT're", "ꟲß", "\n", "ſ'S", "'s'll", "m", "\u000b", "👍🏽'㋿'", "lĺ", "\t", "㋿", "Ⅳ", ">漢", "👍🏽", " ", " Ａ"]}
+{"text": "'re٣٤٥٦EOTEOT<३😀🏽're-Ⅳ'D­ß\té३​漢٣٤٥٦-'S>ḍ̇ſ0sſ9-d0İ", "tokens": 44, "pieces": ["'re", "٣٤٥", "٦", "EOTEOT", "<", "३", "😀🏽'", "re", "-", "Ⅳ", "'D", "­ß", "\té", "३", "​漢", "٣٤٥", "٦", "-'", "S", ">ḍ̇ſ", "0", "sſ", "9", "-d", "0", "İ"]}
+{"text": "12345678\tſ", "tokens": 5, "pieces": ["123", "456", "78", "\tſ"]}
+{"text": "  EOT\"Ⅳ😀🏽'ſ", "tokens": 11, "pieces": [" ", " EOT", "\"", "Ⅳ", "😀🏽'", "ſ"]}
+{"text": "½ßs\u000b\"😀🏽'llDžＡ .9İ'Re#$%12345678é", "tokens": 24, "pieces": ["½", "ßs", "\u000b", "\"😀🏽'", "ll", "DžＡ", " ", ".", "9", "İ'Re", "#$%", "123", "456", "78", "é"]}
+{"text": "<EOT>  👍🏽\u000b<mḍ̇0<|fim_prefix|>३  !!​!!漢<|fim_prefix|>\n
fi a½\t12345678'Re'  \u000b12345678<EOT><EOT>", "tokens": 53, "pieces": ["<EOT", ">", " ", " 👍🏽", "\u000b", "<mḍ̇", "0", "<|", "fim", "_prefix", "|>", "३", " ", " !!​!!", "漢", "<|", "fim", "_prefix", "|>\n", "
fi", " a", "½", "\t", "123", "456", "78", "'Re", "'", "  ", "\u000b", "123", "456", "78", "<EOT", "><", "EOT", ">"]}
+{"text": "'re😀🏽EOTß\ns'll\n<!!𐞁​a(😀🏽İ0s>#$%0<<EOT>́é>ع<Ⅳ'ع", "tokens": 44, "pieces": ["'re", "😀🏽", "EOTß", "\n", "s'll", "\n", "<!!", "𐞁", "​a", "(😀🏽", "İ", "0", "s", ">#$%", "0", "<<", "EOT", ">́é", ">ع", "<", "Ⅳ", "'ع"]}
+{"text": "(字as'ſ!ꟲ
9m👍🏽\"ⅣZḿ\"'Tİá12345678<é#$%0'Mé­,", "tokens": 39, "pieces": ["(字as'ſ", "!ꟲ", "
", "9", "m", "👍🏽\"", "Ⅳ", "Zḿ", "\"'", "Tİá", "123", "456", "78", "<é", "#$%", "0", "'Mé", "­,"]}
+{"text": "😀🏽0
😀🏽
12345678…", "tokens": 14, "pieces": ["😀🏽", "0", "
", "😀🏽", "
", "123", "456", "78", "…"]}
+{"text": "Dž12345678're'll㋿d9\"👍🏽<META_START>Dž'll😀🏽0\nDž!㋿ḍ̇Ａa'll'M٣٤٥٦ꟲ 
12345678", "tokens": 53, "pieces": ["Dž", "123", "456", "78", "'re'll", "㋿d", "9", "\"👍🏽<", "META", "_START", ">Dž'll", "😀🏽", "0", "\n", "Dž", "!㋿", "ḍ̇", "Ａa'll", "'M", "٣٤٥", "٦", "ꟲ", " ", "
", "123", "456", "78"]}
+{"text": "aa‍!Z㍿👍🏽!!>٣٤٥٦ ꟲDžＡ! ½ꟲéé.Dždafi<EOT>𐞁Dž­   \n…Ａ-👍🏽,  😀🏽𐞁👍🏽", "tokens": 66, "pieces": ["aa", "‍!", "Z", "㍿👍🏽!!>", "٣٤٥", "٦", " ꟲ", "DžＡ", "!", " ", "½", "ꟲéé", ".Dždafi", "<EOT", ">𐞁", "Dž", "­", "   \n", "…Ａ", "-👍🏽,", " ", " 😀🏽", "𐞁", "👍🏽"]}
+{"text": "<|endoftext|>½३㋿#$%a9,.åDžDž'S  ß漢12345678….'TDž", "tokens": 37, "pieces": ["<|", "endoftext", "|>", "½३", "㋿#$%", "a", "9", ",.", "å", "DžDž'S", " ", " ß漢", "123", "456", "78", "…", ".'", "TDž"]}
+{"text": "dⅣfifi'MⅣ३‍'s\n­'ll (!!'s  é\"-", "tokens": 25, "pieces": ["d", "Ⅳ", "fifi'M", "Ⅳ३", "‍'", "s", "\n", "­'", "ll", " ", "(!!'", "s", " ", " é", "\"-"]}
+{"text": "㋿🙂 ḍ̇#$%\r\n  ٣٤٥٦½ꟲ🙂'ſß\u000b\rعa‍<|endoftext|> <EOT>Ａ   \na­Z'll\r\n'T\r\n\r\nsⅣ'ſſEOT <EOT>#$%​", "tokens": 64, "pieces": ["㋿🙂", " ḍ̇", "#$%\r\n", " ", " ", "٣٤٥", "٦½", "ꟲ", "🙂'", "ſß", "\u000b\r", "عa", "‍<|", "endoftext", "|>", " <", "EOT", ">Ａ", "   \n", "a", "­Z'll", "\r\n", "'T", "\r\n\r\n", "s", "Ⅳ", "'ſſ", "EOT", " <", "EOT", ">#$%​"]}
+{"text": "漢ع Ⅳ🙂​'ll<|endoftext|>  'ḍ̇​İ…३\r\n٣٤٥٦", "tokens": 31, "pieces": ["漢ع", " ", "Ⅳ", "🙂​'", "ll", "<|", "endoftext", "|>", " ", " '", "ḍ̇", "​İ", "…", "३", "\r\n", "٣٤٥", "٦"]}
+{"text": "s​🙂9ſ0\r's👍🏽'VE 9(Ａ", "tokens": 17, "pieces": ["s", "​🙂", "9", "ſ", "0", "\r", "'s", "👍🏽'", "VE", " ", "9", "(Ａ"]}
+{"text": ".'S'VE字漢'lĺaDž!!éEOT\u000b<　Ａ㋿aådع<EOT>'SEOT\u000b​­<'Re", "tokens": 37, "pieces": [".'", "S'VE", "字漢'll", "́a", "Dž", "!!", "é", "EOT", "\u000b", "<", "　Ａ", "㋿aådع", "<EOT", ">'", "SEOT", "\u000b", "​­<'", "Re"]}
+{"text": "fi!!  ", "tokens": 3, "pieces": ["fi", "!!", "  "]}
+{"text": "\"‍'ſ'Ma9<EOT>'VE>\r\n'll<EOT>fi", "tokens": 17, "pieces": ["\"‍'", "ſ'M", "a", "9", "<EOT", ">'", "VE", ">\r\n", "'ll", "<EOT", ">fi"]}
+{"text": "mß'll'M 9عd9e'retEOT\r\n\r\n३'ſ9
㋿", "tokens": 23, "pieces": ["mß'll", "'M", " ", "9", "عd", "9", "e're", "t", "EOT", "\r\n\r\n", "३", "'ſ", "9", "
", "㋿"]}
+{"text": "<EOT>🙂0!!!‍½'a½½>s字‍dfi-'\r'ſ<EOT>'reⅣZß'Re…", "tokens": 31, "pieces": ["<EOT", ">🙂", "0", "!!!‍", "½", "'a", "½½", ">s字", "‍dfi", "-'\r", "'ſ", "<EOT", ">'", "re", "Ⅳ", "Zß'Re", "…"]}
+{"text": "!!eⅣ!<|fim_prefix|>", "tokens": 11, "pieces": ["!!", "e", "Ⅳ", "!<|", "fim", "_prefix", "|>"]}
+{"text": "a'ſ ", "tokens": 4, "pieces": ["a'ſ", " "]}
+{"text": "<|endoftext|>½<eİ'DZ'S٣٤٥٦'D>és're‍", "tokens": 23, "pieces": ["<|", "endoftext", "|>", "½", "<e", "İ'D", "Z'S", "٣٤٥", "٦", "'D", ">és're", "‍"]}
+{"text": "'M's​\r­　're'S'sdfi're'VE(​Ⅳ", "tokens": 18, "pieces": ["'M's", "​\r", "­", "　", "'re'S", "'sdfi're", "'VE", "(​", "Ⅳ"]}
+{"text": "
३EOT  éfi'll\r!…İ", "tokens": 13, "pieces": ["
", "३", "EOT", " ", " éfi'll", "\r", "!", "…İ"]}
+{"text": "'Ts,m", "tokens": 3, "pieces": ["'Ts", ",m"]}
+{"text": "𐞁Z12345678é\"<EOT>\u000b'ſ  <EOT>́٣٤٥٦ꟲZ", "tokens": 31, "pieces": ["𐞁", "Z", "123", "456", "78", "é", "\"<", "EOT", ">", "\u000b", "'ſ", " ", " <", "EOT", ">́", "٣٤٥", "٦", "ꟲ", "Z"]}
+{"text": "'M're Ⅳ𐞁­\"", "tokens": 11, "pieces": ["'M're", " ", "Ⅳ", "𐞁", "­\""]}
+{"text": "
㋿\r\n   \nés…", "tokens": 9, "pieces": ["
", "㋿\r\n", "   \n", "és", "…"]}
+{"text": "<(٣٤٥٦.m0字İ're٣٤٥٦m\r\n\r\n\r\n　00Z'M   \n'ſZ­Z's㋿   \n🙂   \n\nDž<|fim_prefix|>mİ's<|endoftext|>", "tokens": 51, "pieces": ["<(", "٣٤٥", "٦", ".m", "0", "字", "İ're", "٣٤٥", "٦", "m", "\r\n\r\n\r\n", "　", "00", "Z'M", "   \n", "'ſ", "Z", "­Z's", "㋿", "   \n", "🙂", "   \n\n", "Dž", "<|", "fim", "_prefix", "|>", "m", "İ's", "<|", "endoftext", "|>"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'ll३\u000b<META_START><|endoftext|>🙂\"!…Z字'T㋿s<EOT> 'T字!👍🏽…🙂…㍿,fi\"ḍ̇!ع\nå ​Ⅳ　½\"t", "tokens": 60, "pieces": ["'ll", "३", "\u000b", "<META", "_START", "><|", "endoftext", "|>🙂\"!", "…Z字'T", "㋿s", "<EOT", ">", " ", "'T字", "!👍🏽", "…", "🙂", "…", "㍿,", "fi", "\"ḍ̇", "!ع", "\n", "å", " ​", "Ⅳ", "　", "½", "\"t"]}
+{"text": " ꟲ \u000b12345678  \r
👍🏽𐞁", "tokens": 19, "pieces": [" ꟲ", " ", "\u000b", "123", "456", "78", "  \r", "
", "👍🏽", "𐞁"]}
+{"text": "½9🙂ß", "tokens": 4, "pieces": ["½9", "🙂ß"]}
+{"text": "'Re9́<\n漢t\"½#$%\u000b\u000b字٣٤٥٦('M'M#$%'‍　\"'S字​<|fim_prefix|> 'VE\u000b👍🏽'TZ​d", "tokens": 44, "pieces": ["'Re", "9", "́", "<\n", "漢t", "\"", "½", "#$%", "\u000b", "\u000b字", "٣٤٥", "٦", "('", "M'M", "#$%'‍", "　", "\"'", "S字", "​<|", "fim", "_prefix", "|>", " '", "VE", "\u000b", "👍🏽'", "TZ", "​d"]}
+{"text": "!\r\n​　　0ſ'T'reḍ̇​  ㋿#$%9EOT​", "tokens": 23, "pieces": ["!\r\n", "​", "　", "　", "0", "ſ'T", "'reḍ̇", "​", " ", " ㋿#$%", "9", "EOT", "​"]}
+{"text": "'VE'S<META_START>.\r\n\r\n٣٤٥٦<|fim_prefix|>\r'VEＡ\nＡZ\u000b.", "tokens": 27, "pieces": ["'VE'S", "<META", "_START", ">.\r\n\r\n", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>\r", "'VEＡ", "\n", "ＡZ", "\u000b", "."]}
+{"text": "'VE!.12345678éＡ'<EOT>fiea   \nḍ̇\t'Re0'm#$%𐞁!!‍EOT<|endoftext|>　Ａ,३Dž", "tokens": 46, "pieces": ["'VE", "!.", "123", "456", "78", "é", "Ａ", "'<", "EOT", ">fiea", "   \n", "ḍ̇", "\t", "'Re", "0", "'m", "#$%", "𐞁", "!!‍", "EOT", "<|", "endoftext", "|>", "　Ａ", ",", "३", "Dž"]}
+{"text": ".9aＡ!!åé字#$%Ⅳé 
EOT​mm(…‍'字字EOT   \n👍🏽\r\n<META_START>'.'VE🙂", "tokens": 41, "pieces": [".", "9", "a", "Ａ", "!!", "åé字", "#$%", "Ⅳ", "é", " ", "
EOT", "​mm", "(", "…", "‍'", "字字", "EOT", "   \n", "👍🏽\r\n", "<META", "_START", ">'.'", "VE", "🙂"]}
+{"text": "<EOT>\r\n👍🏽.sesEOT㋿\"'De!'VE9", "tokens": 18, "pieces": ["<EOT", ">\r\n", "👍🏽.", "ses", "EOT", "㋿\"'", "De", "!'", "VE", "9"]}
+{"text": "\t!!…'Re<|endoftext|> å12345678Ⅳ漢<'re!!mEOT\tEOT<META_START>ß　<|endoftext|>EOTm-𐞁Ａ ḍ̇漢ⅣZ!é'ſ😀🏽EOT", "tokens": 68, "pieces": ["\t", "!!", "…", "'Re", "<|", "endoftext", "|>", " å", "123", "456", "78Ⅳ", "漢", "<'", "re", "!!", "m", "EOT", "\tEOT", "<META", "_START", ">ß", "　", "<|", "endoftext", "|>", "EOTm", "-𐞁", "Ａ", " ḍ̇漢", "Ⅳ", "Z", "!é'ſ", "😀🏽", "EOT"]}
+{"text": "\u000b\rm­s'T𐞁Ⅳ're…३é>Ⅳ‍'s'ſ(\r\nfi<字tſEOT½éd́-'reDž\"<|endoftext|>m㋿'M", "tokens": 55, "pieces": ["\u000b\r", "m", "­s'T", "𐞁", "Ⅳ", "'re", "…", "३", "é", ">", "Ⅳ", "‍'", "s'ſ", "(\r\n", "fi", "<字tſ", "EOT", "½", "éd́", "-'", "re", "Dž", "\"<|", "endoftext", "|>", "m", "㋿'", "M"]}
+{"text": "Ⅳ#$%'Ree\u000b½<|endoftext|>ß​½Ａ½s 'sEOT𐞁\r\u000b½ḍ̇'٣٤٥٦", "tokens": 40, "pieces": ["Ⅳ", "#$%'", "Ree", "\u000b", "½", "<|", "endoftext", "|>", "ß", "​", "½", "Ａ", "½", "s", " ", "'s", "EOT𐞁", "\r", "\u000b", "½", "ḍ̇", "'", "٣٤٥", "٦"]}
+{"text": "ſé٣٤٥٦0‍t­Ⅳ½ꟲ'llⅣe\"½ ", "tokens": 24, "pieces": ["ſé", "٣٤٥", "٦0", "‍t", "­", "Ⅳ½", "ꟲ'll", "Ⅳ", "e", "\"", "½", " "]}
+{"text": "
>'T½émå9e>😀🏽ém  İéEOT   \n#$%Ⅳ'Rea<|endoftext|>å12345678𐞁ZEOT　字t'T", "tokens": 52, "pieces": ["
", ">'", "T", "½", "émå", "9", "e", ">😀🏽", "ém", " ", " İé", "EOT", "   \n", "#$%", "Ⅳ", "'Rea", "<|", "endoftext", "|>", "å", "123", "456", "78", "𐞁", "ZEOT", "　字t'T"]}
+{"text": "'D.é㋿!\r12345678٣٤٥٦\"fi<é㋿İ-\r\n\n𐞁ع\n\"é'S.'ll#$%!", "tokens": 39, "pieces": ["'D", ".é", "㋿!\r", "123", "456", "78٣", "٤٥٦", "\"fi", "<é", "㋿İ", "-\r\n\n", "𐞁ع", "\n", "\"é'S", ".'", "ll", "#$%!"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "字ß'Re\n𐞁åḍ̇漢å\t'S!!'ſ9<|fim_prefix|>\ts'M३'Dع㋿<EOT>\r\u000bⅣm\n-𐞁㍿", "tokens": 54, "pieces": ["字ß'Re", "\n", "𐞁åḍ̇漢å", "\t", "'S", "!!'", "ſ", "9", "<|", "fim", "_prefix", "|>", "\ts'M", "३", "'Dع", "㋿<", "EOT", ">\r", "\u000b", "Ⅳ", "m", "\n", "-𐞁", "㍿"]}
+{"text": "\n're'reDžfi
Dž  \r\n", "tokens": 11, "pieces": ["\n", "'re're", "Džfi", "
Dž", "  \r\n"]}
+{"text": "!EOT.'ſ   \n'T<EOT>'re'VE'Dſ   字 <EOT>", "tokens": 22, "pieces": ["!EOT", ".'", "ſ", "   \n", "'T", "<EOT", ">'", "re'VE", "'Dſ", "  ", " 字", " <", "EOT", ">"]}
+{"text": "'sm!　  t\"٣٤٥٦漢Zé'll 'll!٣٤٥٦  -00㋿́\u000b   \n m　́'Ddع .Dž𐞁", "tokens": 44, "pieces": ["'sm", "!", "　 ", " t", "\"", "٣٤٥", "٦", "漢Zé'll", " '", "ll", "!", "٣٤٥", "٦", " ", " -", "00", "㋿́", "\u000b   \n", " m", "　́'D", "dع", " .", "Dž𐞁"]}
+{"text": "'S  'ſ   \nt
<EOT>​fi\nſ㍿9'VE12345678Z㍿<|endoftext|>Ⅳ👍🏽's<<META_START>\n\r\n\r\n", "tokens": 46, "pieces": ["'S", " ", " '", "ſ", "   \n", "t", "
", "<EOT", ">​", "fi", "\n", "ſ", "㍿", "9", "'VE", "123", "456", "78", "Z", "㍿<|", "endoftext", "|>", "Ⅳ", "👍🏽'", "s", "<<", "META", "_START", ">\n\r\n\r\n"]}
+{"text": "漢👍🏽.Džſ0!!\r\n'T9å <META_START>åaåEOTİꟲ㍿‍㋿\t\tḍ̇", "tokens": 41, "pieces": ["漢", "👍🏽.", "Džſ", "0", "!!\r\n", "'T", "9", "å", " ", "<META", "_START", ">åaå", "EOTİꟲ", "㍿‍㋿", "\t", "\tḍ̇"]}
+{"text": "Z\r\n\r\n\r'ſ'MZ\r,12345678㍿㍿", "tokens": 18, "pieces": ["Z", "\r\n\r\n\r", "'ſ'M", "Z", "\r", ",", "123", "456", "78", "㍿㍿"]}
+{"text": "　\rd'ſa😀🏽're३<㋿\r\n\r\nꟲZ<🙂's  <|fim_prefix|>mꟲ👍🏽字", "tokens": 40, "pieces": ["　\r", "d'ſ", "a", "😀🏽'", "re", "३", "<㋿\r\n\r\n", "ꟲ", "Z", "<🙂'", "s", " ", " <|", "fim", "_prefix", "|>", "mꟲ", "👍🏽", "字"]}
+{"text": "ßİm(\r\n'lléＡ're\rs'DDž!fi३عdＡ'D-
​e㍿!!‍", "tokens": 30, "pieces": ["ß", "İm", "(\r\n", "'llé", "Ａ're", "\r", "s'D", "Dž", "!fi", "३", "عd", "Ａ'D", "-", "
", "​e", "㍿!!‍"]}
+{"text": "㍿ꟲ0dßt's漢   \n🙂😀🏽­ꟲ's👍🏽'Dtm<|endoftext|>é٣٤٥٦#$%!<EOT>字éع<EOT>'ll👍🏽Ａ", "tokens": 57, "pieces": ["㍿ꟲ", "0", "dßt's", "漢", "   \n", "🙂😀🏽­", "ꟲ's", "👍🏽'", "Dtm", "<|", "endoftext", "|>", "é", "٣٤٥", "٦", "#$%!<", "EOT", ">字éع", "<EOT", ">'", "ll", "👍🏽", "Ａ"]}
+{"text": "\u000b<|endoftext|>Ａ‍ß0#$%ⅣtZ>
're　Dž-ع!e\tß'ſ　é  ع<EOT>ß,<　
ḍ̇", "tokens": 47, "pieces": ["\u000b", "<|", "endoftext", "|>", "Ａ", "‍ß", "0", "#$%", "Ⅳ", "t", "Z", ">", "
", "'re", "　Dž", "-ع", "!e", "\tß'ſ", "　é", " ", " ع", "<EOT", ">ß", ",<", "　", "
ḍ̇"]}
+{"text": "éḍ̇\r\n\t0!'T\ts字㋿Dž\u000bع'reEOT'Re!.Z'ſ", "tokens": 27, "pieces": ["éḍ̇", "\r\n", "\t", "0", "!'", "T", "\ts字", "㋿Dž", "\u000bع're", "EOT'Re", "!.", "Z'ſ"]}
+{"text": "ḍ̇é<META_START>e!㍿\"'D👍🏽\"fidＡ'M'VE'!!🙂½\r\n\r\n>'s's
Zḍ̇'ll9漢m٣٤٥٦Z#$%(­", "tokens": 50, "pieces": ["ḍ̇é", "<META", "_START", ">e", "!㍿\"'", "D", "👍🏽\"", "fid", "Ａ'M", "'VE", "'!!🙂", "½", "\r\n\r\n", ">'", "s's", "
Zḍ̇'ll", "9", "漢m", "٣٤٥", "٦", "Z", "#$%(­"]}
+{"text": "0'lléa😀🏽 \r\n\r\n字… e'Tt> e  'Té​12345678EOTZ㋿
.½0Ａ㍿字𐞁́漢m'sa", "tokens": 49, "pieces": ["0", "'lléa", "😀🏽", " \r\n\r\n", "字", "…", " e'T", "t", ">", " e", " ", " '", "Té", "​", "123", "456", "78", "EOTZ", "㋿", "
", ".", "½0", "Ａ", "㍿字𐞁́漢m's", "a"]}
+{"text": "<|fim_prefix|>漢　fi𐞁ع#$%.😀🏽#$%#$%12345678½ꟲ'Re!å'Reع😀🏽\n'sfi\ńＡ½\t.>　'M's🙂", "tokens": 53, "pieces": ["<|", "fim", "_prefix", "|>", "漢", "　fi𐞁ع", "#$%.😀🏽#$%#$%", "123", "456", "78½", "ꟲ'Re", "!å'Re", "ع", "😀🏽\n", "'sfi", "\n", "́", "Ａ", "½", "\t", ".>", "　", "'M's", "🙂"]}
+{"text": "½'s
　　12345678   \nſEOT<EOT>\r㍿Zḍ̇!EOTſ'T\r\nß 𐞁", "tokens": 35, "pieces": ["½", "'s", "
　", "　", "123", "456", "78", "   \n", "ſ", "EOT", "<EOT", ">\r", "㍿Zḍ̇", "!EOTſ'T", "\r\n", "ß", " 𐞁"]}
+{"text": "'ſ<|fim_prefix|>'Rea12345678'll­٣٤٥٦Z0३9'Res<META_START>", "tokens": 29, "pieces": ["'ſ", "<|", "fim", "_prefix", "|>'", "Rea", "123", "456", "78", "'ll", "­", "٣٤٥", "٦", "Z", "0३9", "'Res", "<META", "_START", ">"]}
+{"text": "३12345678e-Zİe  Ⅳ'(\r\n\r\n‍\r\n\r\né   \n漢㍿\nＡ㍿å<
   \nEOT­Ⅳ,\"9<|endoftext|>\t9\u000b\r", "tokens": 50, "pieces": ["३12", "345", "678", "e", "-Zİe", " ", " ", "Ⅳ", "'(\r\n\r\n", "‍\r\n\r\n", "é", "   \n", "漢", "㍿\n", "Ａ", "㍿å", "<", "
   \n", "EOT", "­", "Ⅳ", ",\"", "9", "<|", "endoftext", "|>", "\t", "9", "\u000b\r"]}
+{"text": "é'VE''Ta  
<.­👍🏽\nİ\u000b#$%d٣٤٥٦'ſ'll '漢'Re‍½😀🏽'VE٣٤٥٦", "tokens": 41, "pieces": ["é'VE", "''", "Ta", "  ", "
", "<.­👍🏽\n", "İ", "\u000b", "#$%", "d", "٣٤٥", "٦", "'ſ'll", " '", "漢'Re", "‍", "½", "😀🏽'", "VE", "٣٤٥", "٦"]}
+{"text": "'Mfi  \r\n12345678EOT   ٣٤٥٦éZİſ …,👍🏽!", "tokens": 27, "pieces": ["'Mfi", "  \r\n", "123", "456", "78", "EOT", "  ", " ", "٣٤٥", "٦", "é", "Zİſ", " ", "…", ",👍🏽!"]}
+{"text": "'🙂😀🏽a\"-  0  <EOT>'𐞁'VEßé'D३👍🏽İ'D<EOT>👍🏽ßＡ'VEt ㋿  \tİé", "tokens": 49, "pieces": ["'🙂😀🏽", "a", "\"-", " ", " ", "0", " ", " <", "EOT", ">'", "𐞁'VE", "ßé'D", "३", "👍🏽", "İ'D", "<EOT", ">👍🏽", "ß", "Ａ'VE", "t", " ", "㋿", "  ", "\tİé"]}
+{"text": "👍🏽aßa\" .å", "tokens": 10, "pieces": ["👍🏽", "aßa", "\"", " .", "å"]}
+{"text": "   \nꟲ½\te\u000b३ع'Re漢'T9Ⅳ'>३-<EOT><|fim_prefix|><­-'D'll'D'sİ<|endoftext|>12345678EOT
", "tokens": 47, "pieces": ["   \n", "ꟲ", "½", "\te", "\u000b", "३", "ع'Re", "漢'T", "9Ⅳ", "'>", "३", "-<", "EOT", "><|", "fim", "_prefix", "|><­-'", "D'll", "'D's", "İ", "<|", "endoftext", "|>", "123", "456", "78", "EOT", "
"]}
+{"text": "İåeEOT\n‍👍🏽‍😀🏽 \r\n\r\n12345678", "tokens": 19, "pieces": ["İåe", "EOT", "\n", "‍👍🏽‍😀🏽", " \r\n\r\n", "123", "456", "78"]}
+{"text": "#$%'ſ\r\n  90😀🏽<|fim_prefix|>'ſ     \n   \n­㋿då", "tokens": 25, "pieces": ["#$%'", "ſ", "\r\n", " ", " ", "90", "😀🏽<|", "fim", "_prefix", "|>'", "ſ", "     \n   \n", "­㋿", "då"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'s'<|endoftext|>EOTعdİ\"å\ta", "tokens": 16, "pieces": ["'s", "'<|", "endoftext", "|>", "EOTعd", "İ", "\"å", "\ta"]}
+{"text": "'Ａ🙂   \n's\r12345678're", "tokens": 10, "pieces": ["'Ａ", "🙂", "   \n", "'s", "\r", "123", "456", "78", "'re"]}
+{"text": "ꟲ<'M>", "tokens": 6, "pieces": ["ꟲ", "<'", "M", ">"]}
+{"text": "👍🏽<META_START>fißå<İ㍿#$%'Re٣٤٥٦0́٣٤٥٦Z<|endoftext|>‍<|endoftext|>ß👍🏽ßfi,", "tokens": 52, "pieces": ["👍🏽<", "META", "_START", ">fißå", "<İ", "㍿#$%'", "Re", "٣٤٥", "٦0", "́", "٣٤٥", "٦", "Z", "<|", "endoftext", "|>‍<|", "endoftext", "|>", "ß", "👍🏽", "ßfi", ","]}
+{"text": "​<|fim_prefix|>\r'T㋿'VE字.​EOT,'T३", "tokens": 21, "pieces": ["​<|", "fim", "_prefix", "|>\r", "'T", "㋿'", "VE字", ".​", "EOT", ",'", "T", "३"]}
+{"text": "<META_START>\u000b", "tokens": 5, "pieces": ["<META", "_START", ">", "\u000b"]}
+{"text": "12345678㋿Džé½<META_START>>\"!!e'Re…'M٣٤٥٦EOTİ😀🏽", "tokens": 31, "pieces": ["123", "456", "78", "㋿Džé", "½", "<META", "_START", ">>\"!!", "e'Re", "…", "'M", "٣٤٥", "٦", "EOTİ", "😀🏽"]}
+{"text": "\"å\u000bⅣ.e  é३", "tokens": 9, "pieces": ["\"å", "\u000b", "Ⅳ", ".e", " ", " é", "३"]}
+{"text": "👍🏽ZDž<|endoftext|>  ", "tokens": 14, "pieces": ["👍🏽", "ZDž", "<|", "endoftext", "|>", "  "]}
+{"text": "​\r\nḍ̇́å'T　Z漢0

'Re\r\nå٣٤٥٦\t½㋿ꟲ'T㋿　㍿😀🏽 'VEß'refi>\nḍ̇m's12345678-ß\r\n", "tokens": 59, "pieces": ["​\r\n", "ḍ̇́å'T", "　Z漢", "0", "
", "
", "'Re", "\r\n", "å", "٣٤٥", "٦", "\t", "½", "㋿ꟲ'T", "㋿", "　", "㍿😀🏽", " '", "VEß're", "fi", ">\n", "ḍ̇m's", "123", "456", "78", "-ß", "\r\n"]}
+{"text": "½  12345678('ſ<EOT>😀🏽<|endoftext|>𐞁😀🏽\r\n\r\n(!'Sſ<|fim_prefix|>Z's👍🏽 👍🏽,", "tokens": 49, "pieces": ["½", " ", " ", "123", "456", "78", "('", "ſ", "<EOT", ">😀🏽<|", "endoftext", "|>", "𐞁", "😀🏽\r\n\r\n", "(!'", "Sſ", "<|", "fim", "_prefix", "|>", "Z's", "👍🏽", " ", "👍🏽,"]}
+{"text": "'llⅣ३>½12345678ḍ̇́é>a>'D(\r\n\r\n,12345678'M", "tokens": 25, "pieces": ["'ll", "Ⅳ३", ">", "½12", "345", "678", "ḍ̇́é", ">a", ">'", "D", "(\r\n\r\n", ",", "123", "456", "78", "'M"]}
+{"text": "İ字㋿㋿Z'Sع
ḍ̇EOT.'D
㋿e 🙂12345678\u000b,<META_START>ßå'Reé🙂,   \ne'ſ३'s>‍\"ꟲ's'", "tokens": 55, "pieces": ["İ字", "㋿㋿", "Z'S", "ع", "
ḍ̇", "EOT", ".'", "D", "
", "㋿e", " 🙂", "123", "456", "78", "\u000b", ",<", "META", "_START", ">ßå'Re", "é", "🙂,", "   \n", "e'ſ", "३", "'s", ">‍\"", "ꟲ's", "'"]}
+{"text": "m👍🏽", "tokens": 4, "pieces": ["m", "👍🏽"]}
+{"text": "字ⅣDž​  -0漢12345678", "tokens": 13, "pieces": ["字", "Ⅳ", "Dž", "​", " ", " -", "0", "漢", "123", "456", "78"]}
+{"text": "'DEOT'   \n 0字Z३", "tokens": 10, "pieces": ["'DEOT", "'", "   \n", " ", "0", "字", "Z", "३"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<!㋿12345678​(<EOT>字Ⅳm​d‍½'re👍🏽,\nDžs㍿𐞁Z12345678\r\n", "tokens": 40, "pieces": ["<!㋿", "123", "456", "78", "​(<", "EOT", ">字", "Ⅳ", "m", "​d", "‍", "½", "'re", "👍🏽,\n", "Džs", "㍿𐞁", "Z", "123", "456", "78", "\r\n"]}
+{"text": "'ſ<|endoftext|>t'Tdaع👍🏽字\rZ'Mꟲ\r  漢\t0fi<|endoftext|>'MⅣe',३­Ａt­​Ⅳé½><|fim_prefix|>", "tokens": 59, "pieces": ["'ſ", "<|", "endoftext", "|>", "t'T", "daع", "👍🏽", "字", "\r", "Z'M", "ꟲ", "\r", " ", " 漢", "\t", "0", "fi", "<|", "endoftext", "|>'", "M", "Ⅳ", "e", "',", "३", "­Ａt", "­​", "Ⅳ", "é", "½", "><|", "fim", "_prefix", "|>"]}
+{"text": "İ'Ré　Ⅳ ſ'reZsm\ń 'Tḍ̇'reEOT　​    \n𐞁\r<EOT>'Sa'Té٣٤٥٦­́٣٤٥٦DžⅣＡ", "tokens": 51, "pieces": ["İ'Re", "́", "　", "Ⅳ", " ſ're", "Zsm", "\n", "́", " '", "Tḍ̇'re", "EOT", "　", "​", "    \n", "𐞁", "\r", "<EOT", ">'", "Sa'T", "é", "٣٤٥", "٦", "­́", "٣٤٥", "٦", "Dž", "Ⅳ", "Ａ"]}
+{"text": "…字\u000btå>'T字'VEḍ̇½<seEOTꟲ'sd­ 9é.漢'VE'Re‍", "tokens": 35, "pieces": ["…字", "\u000btå", ">'", "T字'VE", "ḍ̇", "½", "<se", "EOTꟲ's", "d", "­", " ", "9", "é", ".漢'VE", "'Re", "‍"]}
+{"text": "t漢ع'M", "tokens": 4, "pieces": ["t漢ع'M"]}
+{"text": "Ź's12345678Z<META_START>İ'sé\r\n\r\n­ßs\r\n\r\nfi<9're\n'MéⅣ<|fim_prefix|>#$%.\"'Te३ \r\n\r\n>　e٣٤٥٦\u000bed", "tokens": 52, "pieces": ["Ź's", "123", "456", "78", "Z", "<META", "_START", ">İ's", "é", "\r\n\r\n", "­ßs", "\r\n\r\n", "fi", "<", "9", "'re", "\n", "'Mé", "Ⅳ", "<|", "fim", "_prefix", "|>#$%.\"'", "Te", "३", " \r\n\r\n", ">", "　e", "٣٤٥", "٦", "\u000bed"]}
+{"text": "'s'll  ३Džad'll-　 ㍿'T'ſ\"Ⅳ  字漢 ३ !!İa\r\n\r\n३0s", "tokens": 35, "pieces": ["'s'll", " ", " ", "३", "Džad'll", "-", "　", " ", "㍿'", "T'ſ", "\"", "Ⅳ", " ", " 字漢", " ", "३", " ", "!!", "İa", "\r\n\r\n", "३0", "s"]}
+{"text": " ‍㍿'VEEOT-\t🙂́12345678\r\n\r\n'Re#$%😀🏽​🙂-\r\n\r\n😀🏽're#$%ع,'VEEOT㍿👍🏽é𐞁m'D　👍🏽٣٤٥٦\"(ſ", "tokens": 62, "pieces": [" ", "‍㍿'", "VEEOT", "-", "\t", "🙂́", "123", "456", "78", "\r\n\r\n", "'Re", "#$%😀🏽​🙂-\r\n\r\n", "😀🏽'", "re", "#$%", "ع", ",'", "VEEOT", "㍿👍🏽", "é𐞁m'D", "　", "👍🏽", "٣٤٥", "٦", "\"(", "ſ"]}
+{"text": ".a\r\n
'Sꟲ㋿fiDž\n9fi 9🙂'Re👍🏽 d……३", "tokens": 30, "pieces": [".a", "\r\n", "
", "'Sꟲ", "㋿fi", "Dž", "\n", "9", "fi", " ", "9", "🙂'", "Re", "👍🏽", " d", "…", "…", "३"]}
+{"text": "d👍🏽fi!m漢<EOT>漢!!‍EOT\r\n<|fim_prefix|>'Re­'ll㍿　🙂\r\n\r\n,'Dḍ̇e­　­étع́'llß<|endoftext|>\r　-", "tokens": 59, "pieces": ["d", "👍🏽", "fi", "!m漢", "<EOT", ">漢", "!!‍", "EOT", "\r\n", "<|", "fim", "_prefix", "|>'", "Re", "­'", "ll", "㍿", "　", "🙂\r\n\r\n", ",'", "Dḍ̇e", "­", "　", "­étع́'ll", "ß", "<|", "endoftext", "|>\r", "　", "-"]}
+{"text": "<|endoftext|>'S!eⅣ\r\n<EOT>aéEOT'ſ\r\n\r\n­<|endoftext|>sß　👍🏽ⅣéEOT​", "tokens": 42, "pieces": ["<|", "endoftext", "|>'", "S", "!e", "Ⅳ", "\r\n", "<EOT", ">aé", "EOT'ſ", "\r\n\r\n", "­<|", "endoftext", "|>", "sß", "　", "👍🏽", "Ⅳ", "é", "EOT", "​"]}
+{"text": "\ŕ<|fim_prefix|>'D'M  
ḍ̇s   \n😀🏽#$%Ａéİ　㋿\n  ", "tokens": 31, "pieces": ["\r", "́", "<|", "fim", "_prefix", "|>'", "D'M", "  ", "
ḍ̇s", "   \n", "😀🏽#$%", "Ａé", "İ", "　", "㋿\n", "  "]}
+{"text": "ꟲ\"Zḍ̇ååfiꟲ", "tokens": 16, "pieces": ["ꟲ", "\"Zḍ̇ååfiꟲ"]}
+{"text": "\r\n\r\nm'll're'VE\u000b<META_START>EOTd\t🙂're٣٤٥٦ꟲ漢\t字#$%ḍ̇\"de", "tokens": 34, "pieces": ["\r\n\r\n", "m'll", "'re'VE", "\u000b", "<META", "_START", ">EOTd", "\t", "🙂'", "re", "٣٤٥", "٦", "ꟲ漢", "\t字", "#$%", "ḍ̇", "\"de"]}
+{"text": ".漢\t'㋿12345678ßZEOT'VE <\r   \n…㍿(fis㍿'VEDž's-ſ12345678٣٤٥٦", "tokens": 44, "pieces": [".漢", "\t", "'㋿", "123", "456", "78", "ß", "ZEOT'VE", " ", "<\r", "   \n", "…", "㍿(", "fis", "㍿'", "VEDž's", "-ſ", "123", "456", "78٣", "٤٥٦"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'TEOT\"-ſ㋿   \n㋿", "tokens": 12, "pieces": ["'TEOT", "\"-", "ſ", "㋿", "   \n", "㋿"]}
+{"text": ".'llåm0'T­‍'VE're  m½\ŕ\t", "tokens": 17, "pieces": [".'", "llåm", "0", "'T", "­‍'", "VE're", " ", " m", "½", "\r", "́", "\t"]}
+{"text": "'Re😀🏽३'Mt<META_START>", "tokens": 11, "pieces": ["'Re", "😀🏽", "३", "'Mt", "<META", "_START", ">"]}
+{"text": "ⅣZå\r!('llDž\r\n
ßſ're 𐞁'sꟲ", "tokens": 24, "pieces": ["Ⅳ", "Zå", "\r", "!('", "ll", "Dž", "\r\n", "
ßſ're", " 𐞁's", "ꟲ"]}
+{"text": "👍🏽d́.\r\n३   \n\"　\t😀🏽e  Z'ḍ̇EOT👍🏽>", "tokens": 27, "pieces": ["👍🏽", "d́", ".\r\n", "३", "   \n", "\"", "　", "\t", "😀🏽", "e", " ", " Z", "'ḍ̇", "EOT", "👍🏽>"]}
+{"text": "9m㋿12345678's'S'Ts'Re'Re\t<|fim_prefix|>.\"\r\n", "tokens": 22, "pieces": ["9", "m", "㋿", "123", "456", "78", "'s'S", "'Ts'Re", "'Re", "\t", "<|", "fim", "_prefix", "|>.\"\r\n"]}
+{"text": "EOT!字,'ſ字\r😀🏽é<EOT>İ#$%٣٤٥٦३m🙂\"<META_START>.é'S🙂ḍ̇ſ   \n   \n\" 9EOTe", "tokens": 45, "pieces": ["EOT", "!字", ",'", "ſ字", "\r", "😀🏽", "é", "<EOT", ">İ", "#$%", "٣٤٥", "٦३", "m", "🙂\"<", "META", "_START", ">.", "é'S", "🙂ḍ̇ſ", "   \n   \n", "\"", " ", "9", "EOTe"]}
+{"text": "   \na\r\n\r\n9<META_START>'ll<'VE'Re漢
­\r\nⅣ\u000b㋿字🙂(>Ａ", "tokens": 27, "pieces": ["   \n", "a", "\r\n\r\n", "9", "<META", "_START", ">'", "ll", "<'", "VE'Re", "漢", "
", "­\r\n", "Ⅳ", "\u000b", "㋿字", "🙂(>", "Ａ"]}
+{"text": "<EOT>㋿ſ Ⅳ ><|fim_prefix|>
Z🙂
d\t", "tokens": 23, "pieces": ["<EOT", ">㋿", "ſ", " ", "Ⅳ", " ", "><|", "fim", "_prefix", "|>", "
Z", "🙂", "
d", "\t"]}
+{"text": "
((½Ⅳ 𐞁‍#$%(é'T<#$%éEOTZ12345678's\n‍\u000b.ſe<|endoftext|>㋿​́>㋿<|fim_prefix|>
字<META_START>Dž٣٤٥٦", "tokens": 66, "pieces": ["
", "((", "½Ⅳ", " 𐞁", "‍#$%(", "é'T", "<#$%", "é", "EOTZ", "123", "456", "78", "'s", "\n", "‍", "\u000b", ".ſe", "<|", "endoftext", "|>㋿​́>㋿<|", "fim", "_prefix", "|>", "
字", "<META", "_START", ">Dž", "٣٤٥", "٦"]}
+{"text": "­漢EOT'D३é \r\n\r\n‍'s㍿   \n'll\n12345678ßEOTtd İع‍e#$%  İ'VEßＡ", "tokens": 37, "pieces": ["­漢", "EOT'D", "३", "é", " \r\n\r\n", "‍'", "s", "㍿", "   \n", "'ll", "\n", "123", "456", "78", "ß", "EOTtd", " İع", "‍e", "#$%", " ", " İ'VE", "ß", "Ａ"]}
+{"text": "fi'S,\r\n\"​<😀🏽", "tokens": 9, "pieces": ["fi'S", ",\r\n", "\"​<😀🏽"]}
+{"text": "ſ­ EOT'ſ<META_START>
'Re👍🏽😀🏽Dž\u000bad🙂s", "tokens": 24, "pieces": ["ſ", "­", " EOT'ſ", "<META", "_START", ">", "
", "'Re", "👍🏽😀🏽", "Dž", "\u000bad", "🙂s"]}
+{"text": "<|endoftext|>İ\n…-👍🏽㍿m's　­Džt <|fim_prefix|>12345678'T<|fim_prefix|>dḍ̇a", "tokens": 47, "pieces": ["<|", "endoftext", "|>", "İ", "\n", "…", "-👍🏽㍿", "m's", "　", "­Džt", " ", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'T", "<|", "fim", "_prefix", "|>", "dḍ̇a"]}
+{"text": "('D\r'ſ", "tokens": 5, "pieces": ["('", "D", "\r", "'ſ"]}
+{"text": "!!aé<EOT>e\"漢  漢 .㍿　", "tokens": 17, "pieces": ["!!", "aé", "<EOT", ">e", "\"漢", " ", " 漢", " .㍿", "　"]}
+{"text": "å½­12345678\t,ع,as'VE\r  ٣٤٥٦ḍ̇३   \n㍿٣٤٥٦　ſå½𐞁ßḍ̇\n12345678ǻ", "tokens": 53, "pieces": ["å", "½", "­", "123", "456", "78", "\t", ",ع", ",as'VE", "\r", " ", " ", "٣٤٥", "٦", "ḍ̇", "३", "   \n", "㍿", "٣٤٥", "٦", "　ſå", "½", "𐞁ßḍ̇", "\n", "123", "456", "78", "ǻ"]}
+{"text": "é'Tm
.́字
're​   \né'll", "tokens": 15, "pieces": ["é'T", "m", "
", ".́字", "
", "'re", "​", "   \n", "é'll"]}
+{"text": "㋿9EOT½,'re'S!'ſ<|endoftext|>🙂३İ're'T\r\n…ꟲ#$%'Sḍ̇😀🏽12345678'ſḍ̇\r's𐞁!!\n
漢#$%", "tokens": 58, "pieces": ["㋿", "9", "EOT", "½", ",'", "re'S", "!'", "ſ", "<|", "endoftext", "|>🙂", "३", "İ're", "'T", "\r\n", "…ꟲ", "#$%'", "Sḍ̇", "😀🏽", "123", "456", "78", "'ſḍ̇", "\r", "'s𐞁", "!!\n", "
漢", "#$%"]}
+{"text": ".fi　ꟲt12345678<EOT>\n㍿ḍ̇\r\n\r\ń<td\r\ń(t!", "tokens": 26, "pieces": [".fi", "　ꟲt", "123", "456", "78", "<EOT", ">\n", "㍿ḍ̇", "\r\n\r\n", "́", "<td", "\r\n", "́", "(t", "!"]}
+{"text": "İ<|endoftext|>EOTＡ\"e>　 \"㍿", "tokens": 19, "pieces": ["İ", "<|", "endoftext", "|>", "EOTＡ", "\"e", ">", "　", " \"㍿"]}
+{"text": "ſ<|endoftext|>9Ａ-'re>½>́ ", "tokens": 17, "pieces": ["ſ", "<|", "endoftext", "|>", "9", "Ａ", "-'", "re", ">", "½", ">́", " "]}
+{"text": "Ａ   \n(Ⅳ'VEſ(ZZå\r\n\r\nå\"  s㍿ḍ̇㍿9e.!!́\n", "tokens": 33, "pieces": ["Ａ", "   \n", "(", "Ⅳ", "'VEſ", "(ZZå", "\r\n\r\n", "å", "\"", " ", " s", "㍿ḍ̇", "㍿", "9", "e", ".!!́\n"]}
+{"text": "ꟲDž !<\r\n're  -", "tokens": 11, "pieces": ["ꟲ", "Dž", " !<\r\n", "'re", " ", " -"]}
+{"text": "ß9<|fim_prefix|>'sⅣ'sḍ̇éſ\t#$%Ａ'Mé­9\u000bés>　​<EOT>漢's😀🏽'll ½!!\r\n'M'T‍\n", "tokens": 51, "pieces": ["ß", "9", "<|", "fim", "_prefix", "|>'", "s", "Ⅳ", "'sḍ̇éſ", "\t", "#$%", "Ａ'M", "é", "­", "9", "\u000bés", ">", "　", "​<", "EOT", ">漢's", "😀🏽'", "ll", " ", "½", "!!\r\n", "'M'T", "‍\n"]}
+{"text": "́,字́\"d's'S\r\n　½9'D  ḍ̇½🙂ꟲ'́漢!!🙂", "tokens": 27, "pieces": ["́", ",字́", "\"d's", "'S", "\r\n", "　", "½9", "'D", " ", " ḍ̇", "½", "🙂ꟲ", "'́漢", "!!🙂"]}
+{"text": "#$%ZꟲＡam!9Ⅳß½́12345678!!", "tokens": 19, "pieces": ["#$%", "ZꟲＡam", "!", "9Ⅳ", "ß", "½", "́", "123", "456", "78", "!!"]}
+{"text": "
\r\n\r\n㍿<0\r\nß'9<|endoftext|>ſ", "tokens": 19, "pieces": ["
\r\n\r\n", "㍿<", "0", "\r\n", "ß", "'", "9", "<|", "endoftext", "|>", "ſ"]}
+{"text": "
ع…-å'S9👍🏽EOT́\"'ḍ̇.'é­<META_START>!́EOT<|fim_prefix|>字åå ", "tokens": 41, "pieces": ["
ع", "…", "-å'S", "9", "👍🏽", "EOT́", "\"'", "ḍ̇", ".'", "é", "­<", "META", "_START", ">!́", "EOT", "<|", "fim", "_prefix", "|>", "字åå", " "]}
+{"text": "<|fim_prefix|>𐞁'ſ9ḍ̇
字ꟲع éEOT𐞁 #$%!!<EOT>'ſ​३mEOT\r\nZ(​'s㍿#$%!!\"", "tokens": 57, "pieces": ["<|", "fim", "_prefix", "|>", "𐞁'ſ", "9", "ḍ̇", "
字ꟲع", " é", "EOT𐞁", " ", "#$%!!<", "EOT", ">'", "ſ", "​", "३", "m", "EOT", "\r\n", "Z", "(​'", "s", "㍿#$%!!\""]}
+{"text": "Ⅳ½​m<META_START>\r\nＡ'T…\u000bdDžaİ　<|fim_prefix|>‍'ll<META_START>Ⅳ‍\"\u000b'S-", "tokens": 40, "pieces": ["Ⅳ½", "​m", "<META", "_START", ">\r\n", "Ａ'T", "…", "\u000bd", "Dža", "İ", "　", "<|", "fim", "_prefix", "|>‍'", "ll", "<META", "_START", ">", "Ⅳ", "‍\"", "\u000b", "'S", "-"]}
+{"text": "ſe… EOT", "tokens": 7, "pieces": ["ſe", "…", " EOT"]}
+{"text": "३('VE漢\r\n\r\n  👍🏽-́a‍#$%<\u000b>😀🏽𐞁ſꟲ'Re
ꟲte'llİ", "tokens": 37, "pieces": ["३", "('", "VE漢", "\r\n\r\n", " ", " 👍🏽-́", "a", "‍#$%<", "\u000b", ">😀🏽", "𐞁ſꟲ'Re", "
ꟲte'll", "İ"]}
+{"text": "½‍\r­'reåⅣİé㍿,'s'S", "tokens": 17, "pieces": ["½", "‍\r", "­'", "reå", "Ⅳ", "İé", "㍿,'", "s'S"]}
+{"text": "((
Dž'… 0d\r>aé're'll<|endoftext|>'D'llع<EOT><|fim_prefix|>'>عé're<META_START>9\t   \nＡa", "tokens": 46, "pieces": ["((", "
Dž", "'", "…", " ", "0", "d", "\r", ">aé're", "'ll", "<|", "endoftext", "|>'", "D'll", "ع", "<EOT", "><|", "fim", "_prefix", "|>'>", "عé're", "<META", "_START", ">", "9", "\t   \n", "Ａa"]}
+{"text": "ع'll😀🏽're'Re㋿'M<META_START>字 ", "tokens": 19, "pieces": ["ع'll", "😀🏽'", "re'Re", "㋿'", "M", "<META", "_START", ">字", " "]}
+{"text": "fi㋿(d< 0\"Z漢ß‍😀🏽漢''ſé<|fim_prefix|>\r\n!9\"#$%…­EOT👍🏽\t👍🏽'TDž-", "tokens": 49, "pieces": ["fi", "㋿(", "d", "<", " ", "0", "\"Z漢ß", "‍😀🏽", "漢", "''", "ſé", "<|", "fim", "_prefix", "|>\r\n", "!", "9", "\"#$%", "…", "­EOT", "👍🏽", "\t", "👍🏽'", "TDž", "-"]}
+{"text": "ſm🙂…Ⅳ𐞁½́st!'re", "tokens": 16, "pieces": ["ſm", "🙂", "…", "Ⅳ", "𐞁", "½", "́st", "!'", "re"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n\r\n😀🏽ع́字🙂ß३'Re\"𐞁\"'ll  \n㋿12345678🙂\n's\n  #$%!!ꟲ'ſ#$%!!ſ\r\n👍🏽's're'T", "tokens": 51, "pieces": ["\r\n\r\n", "😀🏽", "ع́字", "🙂ß", "३", "'Re", "\"𐞁", "\"'", "ll", "  \n", "㋿", "123", "456", "78", "🙂\n", "'s", "\n", " ", " #$%!!", "ꟲ'ſ", "#$%!!", "ſ", "\r\n", "👍🏽'", "s're", "'T"]}
+{"text": "㍿㍿<👍🏽\"🙂  déEOTå<EOT>ḍ̇\r\n\r\n's\t<|fim_prefix|>><'S漢<EOT>㋿å're   \n½'D-", "tokens": 50, "pieces": ["㍿㍿<👍🏽\"🙂", " ", " dé", "EOTå", "<EOT", ">ḍ̇", "\r\n\r\n", "'s", "\t", "<|", "fim", "_prefix", "|>><'", "S漢", "<EOT", ">㋿", "å're", "   \n", "½", "'D", "-"]}
+{"text": "'VE.́　…\rⅣ<META_START>İ'Re\"é٣٤٥٦'VE\u000b字٣٤٥٦ḍ̇👍🏽0!!Ａ३é12345678mat\r\n'S👍🏽å漢‍'sDžＡ'S", "tokens": 61, "pieces": ["'VE", ".́", "　…\r", "Ⅳ", "<META", "_START", ">İ'Re", "\"é", "٣٤٥", "٦", "'VE", "\u000b字", "٣٤٥", "٦", "ḍ̇", "👍🏽", "0", "!!", "Ａ", "३", "é", "123", "456", "78", "mat", "\r\n", "'S", "👍🏽", "å漢", "‍'", "s", "DžＡ'S"]}
+{"text": "!!字é<|fim_prefix|>'D\r(Ⅳ'Dꟲ,🙂…EOT३'D(   \n   \n­   \n'lléas
'Ree\r\n- ", "tokens": 41, "pieces": ["!!", "字é", "<|", "fim", "_prefix", "|>'", "D", "\r", "(", "Ⅳ", "'Dꟲ", ",🙂", "…EOT", "३", "'D", "(", "   \n   \n", "­", "   \n", "'lléas", "
", "'Ree", "\r\n", "-", " "]}
+{"text": "…", "tokens": 2, "pieces": ["…"]}
+{"text": "'re<META_START>#$%Dž'😀🏽㋿ع   \nå0­
'lla字''s'S😀🏽'ſ \u000bZ-é \"'ll­👍🏽<|fim_prefix|>ꟲ!!\n", "tokens": 56, "pieces": ["'re", "<META", "_START", ">#$%", "Dž", "'😀🏽㋿", "ع", "   \n", "å", "0", "­", "
", "'lla字", "''", "s'S", "😀🏽'", "ſ", " ", "\u000bZ", "-é", " ", "\"'", "ll", "­👍🏽<|", "fim", "_prefix", "|>", "ꟲ", "!!\n"]}
+{"text": "'D…\u000b🙂a🙂 EOT!!٣٤٥٦12345678\r'Té३\r\n\r\n9'VE", "tokens": 25, "pieces": ["'D", "…", "\u000b", "🙂a", "🙂", " EOT", "!!", "٣٤٥", "٦12", "345", "678", "\r", "'Té", "३", "\r\n\r\n", "9", "'VE"]}
+{"text": "'Så\u000be𐞁<META_START>'ſ㍿'s㋿İ'S㍿d\t㋿'S'ſ're's😀🏽३#$%İⅣfi　fifidꟲ<m٣٤٥٦#$%ع", "tokens": 63, "pieces": ["'Så", "\u000be𐞁", "<META", "_START", ">'", "ſ", "㍿'", "s", "㋿İ'S", "㍿d", "\t", "㋿'", "S'ſ", "'re's", "😀🏽", "३", "#$%", "İ", "Ⅳ", "fi", "　fifidꟲ", "<m", "٣٤٥", "٦", "#$%", "ع"]}
+{"text": "t-a'D>éå㍿'s\té\r٣٤٥٦å­å'Re\r\n<EOT>🙂٣٤٥٦12345678­Ⅳ", "tokens": 39, "pieces": ["t", "-a'D", ">éå", "㍿'", "s", "\té", "\r", "٣٤٥", "٦", "å", "­å'Re", "\r\n", "<EOT", ">🙂", "٣٤٥", "٦12", "345", "678", "­", "Ⅳ"]}
+{"text": "½<EOT>'Re'ſ9>d   \n<'llé0dß12345678'D­ſ#$%'s", "tokens": 25, "pieces": ["½", "<EOT", ">'", "Re'ſ", "9", ">d", "   \n", "<'", "llé", "0", "dß", "123", "456", "78", "'D", "­ſ", "#$%'", "s"]}
+{"text": "'VE<META_START>", "tokens": 6, "pieces": ["'VE", "<META", "_START", ">"]}
+{"text": "'re's३'Re12345678eＡ'VE\nＡ,'s<META_START>#$%\n𐞁\"Dž", "tokens": 28, "pieces": ["'re's", "३", "'Re", "123", "456", "78", "e", "Ａ'VE", "\n", "Ａ", ",'", "s", "<META", "_START", ">#$%\n", "𐞁", "\"Dž"]}
+{"text": "\n'VE🙂½<|endoftext|><\n'M!'Mꟲ­<EOT>𐞁ꟲ're\u000bfis! 9'Da\r\na👍🏽😀🏽're(  12345678'", "tokens": 57, "pieces": ["\n", "'VE", "🙂", "½", "<|", "endoftext", "|><\n", "'M", "!'", "Mꟲ", "­<", "EOT", ">𐞁ꟲ're", "\u000bfis", "!", " ", "9", "'Da", "\r\n", "a", "👍🏽😀🏽'", "re", "(", " ", " ", "123", "456", "78", "'"]}
+{"text": "fi  \t👍🏽12345678're​ꟲ👍🏽EOT٣٤٥٦'ll٣٤٥٦ å('.", "tokens": 31, "pieces": ["fi", "  ", "\t", "👍🏽", "123", "456", "78", "'re", "​ꟲ", "👍🏽", "EOT", "٣٤٥", "٦", "'ll", "٣٤٥", "٦", " å", "('."]}
+{"text": "\"\rd㋿\t \t　'S\tså'VE🙂", "tokens": 15, "pieces": ["\"\r", "d", "㋿", "\t \t", "　", "'S", "\tså'VE", "🙂"]}
+{"text": "m३\r\n 𐞁👍🏽\r's,s😀🏽́­  \r\n\r\n🙂𐞁", "tokens": 25, "pieces": ["m", "३", "\r\n", " 𐞁", "👍🏽\r", "'s", ",s", "😀🏽́­", "  \r\n\r\n", "🙂𐞁"]}
+{"text": "<META_START>0ſ\r!EOT​é'Ḿ\r'M'S​et'reſ\u000b", "tokens": 22, "pieces": ["<META", "_START", ">", "0", "ſ", "\r", "!EOT", "​é'M", "́", "\r", "'M'S", "​et're", "ſ", "\u000b"]}
+{"text": "#$%,d
EOT漢\n​Ⅳꟲe'M", "tokens": 16, "pieces": ["#$%,", "d", "
EOT漢", "\n", "​", "Ⅳ", "ꟲe'M"]}
+{"text": "><|endoftext|>!ḍ̇'Ré.漢>'M<EOT>", "tokens": 20, "pieces": ["><|", "endoftext", "|>!", "ḍ̇'Re", "́", ".漢", ">'", "M", "<EOT", ">"]}
+{"text": "Zéſ--Dž<META_START><EOT>'s<EOT>\r\n\r\nꟲ́'VE字漢're!!s\r\n'-<EOT🙂  　#$%", "tokens": 38, "pieces": ["Zéſ", "--", "Dž", "<META", "_START", "><", "EOT", ">'", "s", "<EOT", ">\r\n\r\n", "ꟲ́'VE", "字漢're", "!!", "s", "\r\n", "'-<", "EOT", "🙂", "  ", "　", "#$%"]}
+{"text": " 👍🏽<EOT>
!!\t!!'sꟲ́<ꟲ🙂é'VEＡ\"Z𐞁'-İ<|endoftext|><s9​", "tokens": 45, "pieces": [" ", "👍🏽<", "EOT", ">", "
", "!!", "\t", "!!'", "sꟲ́", "<ꟲ", "🙂é'VE", "Ａ", "\"Z𐞁", "'-", "İ", "<|", "endoftext", "|><", "s", "9", "​"]}
+{"text": ",tع'D   \nḍ̇㍿'Re\r\n 𐞁'VEd👍🏽​'ll'ReＡ𐞁   \n🙂", "tokens": 35, "pieces": [",tع'D", "   \n", "ḍ̇", "㍿'", "Re", "\r\n", " 𐞁'VE", "d", "👍🏽​'", "ll'Re", "Ａ𐞁", "   \n", "🙂"]}
+{"text": "́'VEDž\nⅣé𐞁‍'M", "tokens": 16, "pieces": ["́'VE", "Dž", "\n", "Ⅳ", "é𐞁", "‍'", "M"]}
+{"text": "é   \nEOT
<'‍'Ttå!", "tokens": 13, "pieces": ["é", "   \n", "EOT", "
", "<'‍'", "Ttå", "!"]}
+{"text": "!!字\r\n\r\n'ſ'D　Z㋿'T(  Ⅳ0eé㋿a're   \n", "tokens": 27, "pieces": ["!!", "字", "\r\n\r\n", "'ſ'D", "　Z", "㋿'", "T", "(", " ", " ", "Ⅳ0", "eé", "㋿a're", "   \n"]}
+{"text": "aſ'D👍🏽­㍿aḍ̇\u000b​!   \n'S<|endoftext|>s're9fi>", "tokens": 31, "pieces": ["aſ'D", "👍🏽­㍿", "aḍ̇", "\u000b", "​!", "   \n", "'S", "<|", "endoftext", "|>", "s're", "9", "fi", ">"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "Ⅳ३Ａ٣٤٥٦0éſ\u000b\r𐞁 Džé½ḍ̇sd,'Sa\r\n\r\n३é", "tokens": 32, "pieces": ["Ⅳ३", "Ａ", "٣٤٥", "٦0", "éſ", "\u000b\r", "𐞁", " Džé", "½", "ḍ̇sd", ",'", "Sa", "\r\n\r\n", "३", "é"]}
+{"text": "t  d​ß'ſfi-!😀🏽a३'sḍ̇12345678Z'll­'Re#$%
  ,s'Så'Té'ſ(\r\n\r\ntſm'\r\n", "tokens": 47, "pieces": ["t", " ", " d", "​ß'ſ", "fi", "-!😀🏽", "a", "३", "'sḍ̇", "123", "456", "78", "Z'll", "­'", "Re", "#$%", "
 ", " ,", "s'S", "å'T", "é'ſ", "(\r\n\r\n", "tſm", "'\r\n"]}
+{"text": "<EOT>​漢<'DtEOT­ḍ̇<𐞁<字́ 'M're0", "tokens": 25, "pieces": ["<EOT", ">​", "漢", "<'", "Dt", "EOT", "­ḍ̇", "<𐞁", "<字́", " '", "M're", "0"]}
+{"text": "<META_START>>dé,!!-\rEOT-   \nt  Ⅳ   \n<EOT>\tḍ̇Z字", "tokens": 29, "pieces": ["<META", "_START", ">>", "dé", ",!!-\r", "EOT", "-", "   \n", "t", " ", " ", "Ⅳ", "   \n", "<EOT", ">", "\tḍ̇", "Z字"]}
+{"text": "\r\n
'Sſ٣٤٥٦!!…<META_START>DžZ३'Tع#$%e", "tokens": 24, "pieces": ["\r\n", "
", "'Sſ", "٣٤٥", "٦", "!!", "…", "<META", "_START", ">DžZ", "३", "'Tع", "#$%", "e"]}
+{"text": "<EOT>fi🙂'👍🏽'M   \n'Ta🙂t \u000b　>Ａ<a", "tokens": 22, "pieces": ["<EOT", ">fi", "🙂'👍🏽'", "M", "   \n", "'Ta", "🙂t", " \u000b", "　", ">Ａ", "<a"]}
+{"text": ".12345678'𐞁३ع'M(,½́\n३>#$%å'ſ𐞁<|fim_prefix|>ß<EOT>!!🙂….ꟲ\"", "tokens": 48, "pieces": [".", "123", "456", "78", "'𐞁", "३", "ع'M", "(,", "½", "́", "\n", "३", ">#$%", "å'ſ", "𐞁", "<|", "fim", "_prefix", "|>", "ß", "<EOT", ">!!🙂", "…", ".ꟲ", "\""]}
+{"text": "<|fim_prefix|>>   \n𐞁e", "tokens": 12, "pieces": ["<|", "fim", "_prefix", "|>>", "   \n", "𐞁e"]}
+{"text": "'Dt-ḍ̇३'ſ'dZ.m\r\n‍\r\n\r\n,Dž\r''M'VE", "tokens": 23, "pieces": ["'Dt", "-ḍ̇", "३", "'ſ'd", "Z", ".m", "\r\n", "‍\r\n\r\n", ",Dž", "\r", "''", "M'VE"]}
+{"text": "'VE'TＡ<\r\n'S'VEfi漢-#$%\u000b½sééd.½　'S.'ll>🙂Ａ's('T​漢'T", "tokens": 36, "pieces": ["'VE'T", "Ａ", "<\r\n", "'S'VE", "fi漢", "-#$%", "\u000b", "½", "sééd", ".", "½", "　", "'S", ".'", "ll", ">🙂", "Ａ's", "('", "T", "​漢'T"]}
+{"text": "'S<META_START>\"𐞁\r\n\r\n字‍,
\"🙂‍.aa!9'Dta'M​\t\nZ\t　…m­İ<META_START>𐞁,Za㋿'re", "tokens": 47, "pieces": ["'S", "<META", "_START", ">\"", "𐞁", "\r\n\r\n", "字", "‍,", "
", "\"🙂‍.", "aa", "!", "9", "'Dta'M", "​", "\t\n", "Z", "\t　", "…m", "­İ", "<META", "_START", ">𐞁", ",Za", "㋿'", "re"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㋿å㍿12345678<EOT>(-<|endoftext|>><EOT>!!\r\n'ſ<META_START>'VEſ
'sZ<|endoftext|>😀🏽9ßİ‍…EOTⅣع's(ſ <|fim_prefix|>", "tokens": 69, "pieces": ["㋿å", "㍿", "123", "456", "78", "<EOT", ">(-<|", "endoftext", "|>><", "EOT", ">!!\r\n", "'ſ", "<META", "_START", ">'", "VEſ", "
", "'s", "Z", "<|", "endoftext", "|>😀🏽", "9", "ß", "İ", "‍", "…EOT", "Ⅳ", "ع's", "(ſ", " <|", "fim", "_prefix", "|>"]}
+{"text": "  '‍\r\n9-'ree'rea\r\n\r\n३𐞁(́Dž<META_START>…'Ree😀🏽\"🙂'D0,fi", "tokens": 37, "pieces": [" ", " '‍\r\n", "9", "-'", "ree're", "a", "\r\n\r\n", "३", "𐞁", "(́", "Dž", "<META", "_START", ">", "…", "'Ree", "😀🏽\"🙂'", "D", "0", ",fi"]}
+{"text": "🙂0漢(Dž'VE<|fim_prefix|> \"ḍ̇­Z👍🏽٣٤٥٦漢(å字<EOT>EOT\"12345678's\n'D", "tokens": 43, "pieces": ["🙂", "0", "漢", "(Dž'VE", "<|", "fim", "_prefix", "|>", " ", "\"ḍ̇", "­Z", "👍🏽", "٣٤٥", "٦", "漢", "(å字", "<EOT", ">EOT", "\"", "123", "456", "78", "'s", "\n", "'D"]}
+{"text": "<|fim_prefix|><|endoftext|>'Re…'T#$% d<|endoftext|><|fim_prefix|>12345678", "tokens": 34, "pieces": ["<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "Re", "…", "'T", "#$%", " d", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "123", "456", "78"]}
+{"text": "　㋿𐞁İ\nmḍ̇'re<|fim_prefix|>'Sḍ̇mfi9<٣٤٥٦'Dß're   \n ḍ̇㍿\r‍'👍🏽<|endoftext|>🙂ſ'S", "tokens": 60, "pieces": ["　", "㋿𐞁", "İ", "\n", "mḍ̇'re", "<|", "fim", "_prefix", "|>'", "Sḍ̇mfi", "9", "<", "٣٤٥", "٦", "'Dß're", "   \n", " ḍ̇", "㍿\r", "‍'👍🏽<|", "endoftext", "|>🙂", "ſ'S"]}
+{"text": "'D<EOT>'re½½Ａs9>'M<META_START>,😀🏽.'Re　́🙂'Ms's३­\r\n­9<d-'ll  ", "tokens": 37, "pieces": ["'D", "<EOT", ">'", "re", "½½", "Ａs", "9", ">'", "M", "<META", "_START", ">,😀🏽.'", "Re", "　́", "🙂'", "Ms's", "३", "­\r\n", "­", "9", "<d", "-'", "ll", "  "]}
+{"text": "字.漢'D'S#$%-t!!\u000b٣٤٥٦'T👍🏽\"Ⅳ㍿字", "tokens": 25, "pieces": ["字", ".漢'D", "'S", "#$%-", "t", "!!", "\u000b", "٣٤٥", "٦", "'T", "👍🏽\"", "Ⅳ", "㍿字"]}
+{"text": "漢\nİ.m", "tokens": 4, "pieces": ["漢", "\n", "İ", ".m"]}
+{"text": "İ‍​
㋿　漢‍\r३!!́<EOT>é́t𐞁Ⅳ#$%'VE'sfi,ſḍ̇'M-,EOT   \nＡ's", "tokens": 44, "pieces": ["İ", "‍​", "
", "㋿", "　漢", "‍\r", "३", "!!́<", "EOT", ">é́t𐞁", "Ⅳ", "#$%'", "VE's", "fi", ",ſḍ̇'M", "-,", "EOT", "   \n", "Ａ's"]}
+{"text": "'re…0!!٣٤٥٦ßdZ‍'sZ", "tokens": 16, "pieces": ["'re", "…", "0", "!!", "٣٤٥", "٦", "ßd", "Z", "‍'", "s", "Z"]}
+{"text": "fiＡ   \nEOT\t½'ll,s Ａ9", "tokens": 12, "pieces": ["fi", "Ａ", "   \n", "EOT", "\t", "½", "'ll", ",s", " Ａ", "9"]}
+{"text": "𐞁!!漢٣٤٥٦　㋿'S\r\n\r\nſ", "tokens": 18, "pieces": ["𐞁", "!!", "漢", "٣٤٥", "٦", "　", "㋿'", "S", "\r\n\r\n", "ſ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "!\r\n\r\n.\u000b­ſ.åe", "tokens": 9, "pieces": ["!\r\n\r\n", ".", "\u000b", "­ſ", ".åe"]}
+{"text": " \t9'Mſ9!!\"\"9'llꟲ\u000bİ㋿!!fiZع'ſⅣⅣſ", "tokens": 29, "pieces": [" ", "\t", "9", "'Mſ", "9", "!!\"\"", "9", "'llꟲ", "\u000bİ", "㋿!!", "fi", "Zع'ſ", "ⅣⅣ", "ſ"]}
+{"text": "EOT३<EOT> 12345678<EOT>'T'Reḍ̇   \n'Dm'sd😀🏽\t㍿,t<EOT> 'Tع\rå", "tokens": 41, "pieces": ["EOT", "३", "<EOT", ">", " ", "123", "456", "78", "<EOT", ">'", "T'Re", "ḍ̇", "   \n", "'Dm's", "d", "😀🏽", "\t", "㍿,", "t", "<EOT", ">", " ", "'Tع", "\r", "å"]}
+{"text": "\u000bＡé
e\r'T  <|endoftext|>t!!<EOT>e'D٣٤٥٦𐞁👍🏽Ⅳ\rſ'lltDž('", "tokens": 44, "pieces": ["\u000bＡé", "
e", "\r", "'T", " ", " <|", "endoftext", "|>", "t", "!!<", "EOT", ">e'D", "٣٤٥", "٦", "𐞁", "👍🏽", "Ⅳ", "\r", "ſ'll", "t", "Dž", "('"]}
+{"text": "\nḍ̇㋿㍿😀🏽漢a", "tokens": 15, "pieces": ["\n", "ḍ̇", "㋿㍿😀🏽", "漢a"]}
+{"text": "s ㍿'reＡt!!𐞁½d㋿EOT…d!!㍿㍿e
éİ.​‍ßZ
३0Ⅳ,　é'S'VE漢३0's", "tokens": 54, "pieces": ["s", " ", "㍿'", "re", "Ａt", "!!", "𐞁", "½", "d", "㋿EOT", "…d", "!!㍿㍿", "e", "
é", "İ", ".​‍", "ß", "Z", "
", "३0Ⅳ", ",", "　é'S", "'VE漢", "३0", "'s"]}
+{"text": " <㍿ع😀🏽Z𐞁ſ
mm​dß'Re漢\r\n\r\n   \n\"…\"", "tokens": 27, "pieces": [" <㍿", "ع", "😀🏽", "Z𐞁ſ", "
mm", "​dß'Re", "漢", "\r\n\r\n   \n", "\"", "…", "\""]}
+{"text": "   \ném'S½'s
字­<EOT>'ſ\r\n\r\n‍ſ٣٤٥٦\r\n\r\n
'VE​éDž㍿\u000bååع\r\n'se\rعt''ll", "tokens": 48, "pieces": ["   \n", "ém'S", "½", "'s", "
字", "­<", "EOT", ">'", "ſ", "\r\n\r\n", "‍ſ", "٣٤٥", "٦", "\r\n\r\n", "
", "'VE", "​é", "Dž", "㍿", "\u000bååع", "\r\n", "'se", "\r", "عt", "''", "ll"]}
+{"text": "字mſ🙂'", "tokens": 5, "pieces": ["字mſ", "🙂'"]}
+{"text": "🙂 ", "tokens": 2, "pieces": ["🙂", " "]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'s<|endoftext|>㋿\"👍🏽\rEOT́!e", "tokens": 21, "pieces": ["'s", "<|", "endoftext", "|>㋿\"👍🏽\r", "EOT́", "!e"]}
+{"text": ".㋿at字<'Sm'M9字e
\u000bع!👍🏽ß㍿..-d  ḍ̇🙂.'S\r'ſ\r\n\r\nＡ'ſ12345678'VE
é'ſ\n", "tokens": 52, "pieces": [".㋿", "at字", "<'", "Sm'M", "9", "字e", "
", "\u000bع", "!👍🏽", "ß", "㍿..-", "d", " ", " ḍ̇", "🙂.'", "S", "\r", "'ſ", "\r\n\r\n", "Ａ'ſ", "123", "456", "78", "'VE", "
é'ſ", "\n"]}
+{"text": "ḍ̇e'ſ👍🏽<|fim_prefix|><|endoftext|>s!­ <EOT>é😀🏽ſ½…'Mꟲ\u000b -㋿  'S\r#$%fi字<META_START>-<\u000b\r(-\reé㋿", "tokens": 68, "pieces": ["ḍ̇e'ſ", "👍🏽<|", "fim", "_prefix", "|><|", "endoftext", "|>", "s", "!­", " ", "<EOT", ">é", "😀🏽", "ſ", "½", "…", "'Mꟲ", "\u000b", " -㋿", " ", " '", "S", "\r", "#$%", "fi字", "<META", "_START", ">-<", "\u000b\r", "(-\r", "eé", "㋿"]}
+{"text": "fid  <|endoftext|><META_START>!­ 'D३Z🙂<|endoftext|>#$%字'ſé", "tokens": 34, "pieces": ["fid", " ", " <|", "endoftext", "|><", "META", "_START", ">!­", " ", "'D", "३", "Z", "🙂<|", "endoftext", "|>#$%", "字'ſ", "é"]}
+{"text": "'ll  !!​<EOT><|fim_prefix|>ع‍'ll<EOT>‍‍''S.EOT#$%'
\u000b👍🏽Dž'\r\n\r\nİ́", "tokens": 38, "pieces": ["'ll", " ", " !!​<", "EOT", "><|", "fim", "_prefix", "|>", "ع", "‍'", "ll", "<EOT", ">‍‍''", "S", ".EOT", "#$%'", "
", "\u000b", "👍🏽", "Dž", "'\r\n\r\n", "İ́"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<|fim_prefix|>a­fi\"'S'ſ३<0'Sé>'VE㋿a.'Re'T\r\nſDža🙂0\"ſ", "tokens": 37, "pieces": ["<|", "fim", "_prefix", "|>", "a", "­fi", "\"'", "S'ſ", "३", "<", "0", "'Sé", ">'", "VE", "㋿a", ".'", "Re'T", "\r\n", "ſ", "Dža", "🙂", "0", "\"ſ"]}
+{"text": "㍿12345678'S!!#$%fi'ß\t㋿åe.­😀🏽'VE\r\n\r\nDž‍漢٣٤٥٦İ㍿  >9'Re\u000b9!\u000b0   \nß‍'Re'ſſ", "tokens": 57, "pieces": ["㍿", "123", "456", "78", "'S", "!!#$%", "fi", "'ß", "\t", "㋿åe", ".­😀🏽'", "VE", "\r\n\r\n", "Dž", "‍漢", "٣٤٥", "٦", "İ", "㍿", " ", " >", "9", "'Re", "\u000b", "9", "!", "\u000b", "0", "   \n", "ß", "‍'", "Re'ſ", "ſ"]}
+{"text": "tm'll\t12345678<,३Ａ🙂12345678Dž'll𐞁İå𐞁\u000b\u000b
", "tokens": 31, "pieces": ["tm'll", "\t", "123", "456", "78", "<,", "३", "Ａ", "🙂", "123", "456", "78", "Dž'll", "𐞁İå𐞁", "\u000b\u000b
"]}
+{"text": "'Reßå>12345678å­m😀🏽", "tokens": 15, "pieces": ["'Reßå", ">", "123", "456", "78", "å", "­m", "😀🏽"]}
+{"text": "​ ſå㍿ꟲ<|fim_prefix|>-EOT<|fim_prefix|>'T,(㍿ <META_START>
ßعé'Mḍ̇.", "tokens": 44, "pieces": ["​", " ſå", "㍿ꟲ", "<|", "fim", "_prefix", "|>-", "EOT", "<|", "fim", "_prefix", "|>'", "T", ",(㍿", " ", "<META", "_START", ">", "
ßعé'M", "ḍ̇", "."]}
+{"text": "　㋿㋿\u000bꟲ", "tokens": 11, "pieces": ["　", "㋿㋿", "\u000bꟲ"]}
+{"text": "　ꟲ३'ſ'ſ\n'll!!'M'S1234567812345678🙂\r\nZ\r", "tokens": 25, "pieces": ["　ꟲ", "३", "'ſ'ſ", "\n", "'ll", "!!'", "M'S", "123", "456", "781", "234", "567", "8", "🙂\r\n", "Z", "\r"]}
+{"text": "fi​'D\"Džmſ 
>३ꟲ\r\n'ſa", "tokens": 20, "pieces": ["fi", "​'", "D", "\"Džmſ", " ", "
", ">", "३", "ꟲ", "\r\n", "'ſa"]}
+{"text": "é>…‍́漢́ꟲ09…12345678d-　<|endoftext|>   \n\r<META_START>''    EOTå-<META_START> ,'sEOT#$%   \n<|endoftext|>9!!…😀🏽", "tokens": 66, "pieces": ["é", ">", "…", "‍́漢́ꟲ", "09", "…", "123", "456", "78", "d", "-", "　", "<|", "endoftext", "|>", "   \n\r", "<META", "_START", ">''", "   ", " EOTå", "-<", "META", "_START", ">", " ", ",'", "s", "EOT", "#$%", "   \n", "<|", "endoftext", "|>", "9", "!!", "…", "😀🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "å'lls<|fim_prefix|>'M'-12345678   \n'D  é", "tokens": 20, "pieces": ["å'll", "s", "<|", "fim", "_prefix", "|>'", "M", "'-", "123", "456", "78", "   \n", "'D", " ", " é"]}
+{"text": "३漢t<EOT>!!!!es\u000b\u000b\r\n​'ſ<|fim_prefix|>'TZ\"å<eꟲ　9\rſ(字‍​字 'M   \n👍🏽0", "tokens": 44, "pieces": ["३", "漢t", "<EOT", ">!!!!", "es", "\u000b\u000b\r\n", "​'", "ſ", "<|", "fim", "_prefix", "|>'", "TZ", "\"å", "<eꟲ", "　", "9", "\r", "ſ", "(字", "‍​", "字", " '", "M", "   \n", "👍🏽", "0"]}
+{"text": "🙂　<EOT>99 ㍿'D🙂-", "tokens": 14, "pieces": ["🙂", "　", "<EOT", ">", "99", " ㍿'", "D", "🙂-"]}
+{"text": "'T   \n'T‍mZ'llmＡ!\r\n\r\n(ds\t", "tokens": 13, "pieces": ["'T", "   \n", "'T", "‍m", "Z'll", "m", "Ａ", "!\r\n\r\n", "(ds", "\t"]}
+{"text": "­
Dž<META_START>\"ßİ#$%'M'sꟲ(\r\n\r\n<ꟲ'S'M😀🏽d३….​½ꟲ٣٤٥٦", "tokens": 41, "pieces": ["­", "
Dž", "<META", "_START", ">\"", "ß", "İ", "#$%'", "M's", "ꟲ", "(\r\n\r\n", "<ꟲ'S", "'M", "😀🏽", "d", "३", "…", ".​", "½", "ꟲ", "٣٤٥", "٦"]}
+{"text": "'Da‍㍿,'Reß12345678'DeZ-'re'D's,-12345678'VE'll३(", "tokens": 28, "pieces": ["'Da", "‍㍿,'", "Reß", "123", "456", "78", "'De", "Z", "-'", "re'D", "'s", ",-", "123", "456", "78", "'VE'll", "३", "("]}
+{"text": "​   \n'VEſ", "tokens": 5, "pieces": ["​", "   \n", "'VEſ"]}
+{"text": "-ß'Re३å .", "tokens": 7, "pieces": ["-ß'Re", "३", "å", " ."]}
+{"text": "åḍ̇!!<|fim_prefix|>\r's'S‍'sſ٣٤٥٦'D12345678.#$%-!fi　fi<  'é‍😀🏽३å> ", "tokens": 47, "pieces": ["åḍ̇", "!!<|", "fim", "_prefix", "|>\r", "'s'S", "‍'", "sſ", "٣٤٥", "٦", "'D", "123", "456", "78", ".#$%-!", "fi", "　fi", "<", " ", " '", "é", "‍😀🏽", "३", "å", ">", " "]}
+{"text": "ß😀🏽ſ'llt'T''T'M0́!a'S,㍿٣٤٥٦>
…s>́'re\n's", "tokens": 34, "pieces": ["ß", "😀🏽", "ſ'll", "t'T", "''", "T'M", "0", "́", "!a'S", ",㍿", "٣٤٥", "٦", ">", "
", "…s", ">́'re", "\n", "'s"]}
+{"text": "
\r\n
İ0'Red#$%<EOT> 12345678åe   \nع'VE'Re d'T漢> 'll'Tİ́㍿३𐞁ß12345678  ㋿", "tokens": 52, "pieces": ["
\r\n", "
İ", "0", "'Red", "#$%<", "EOT", ">", " ", "123", "456", "78", "åe", "   \n", "ع'VE", "'Re", " d'T", "漢", ">", " '", "ll'T", "İ́", "㍿", "३", "𐞁ß", "123", "456", "78", " ", " ㋿"]}
+{"text": "\u000bعع<|endoftext|>㍿  ​<|endoftext|>EOT'ſtd㍿'s‍'M\r(#$%9\n<|fim_prefix|>!   \n'ſ9٣٤٥٦'T\tⅣ", "tokens": 60, "pieces": ["\u000bعع", "<|", "endoftext", "|>㍿", " ", " ​<|", "endoftext", "|>", "EOT'ſ", "td", "㍿'", "s", "‍'", "M", "\r", "(#$%", "9", "\n", "<|", "fim", "_prefix", "|>!", "   \n", "'ſ", "9٣٤", "٥٦", "'T", "\t", "Ⅳ"]}
+{"text": "e<META_START>EOT''ress'VEm>'S- 'M字\r\n\r\n'Sḍ̇İ0're'Re
́d<t\"\rfi'TEOT　<'T\ŕ🙂𐞁", "tokens": 46, "pieces": ["e", "<META", "_START", ">EOT", "''", "ress'VE", "m", ">'", "S", "-", " '", "M字", "\r\n\r\n", "'Sḍ̇", "İ", "0", "'re'Re", "
́d", "<t", "\"\r", "fi'T", "EOT", "　", "<'", "T", "\r", "́", "🙂𐞁"]}
+{"text": "'re0Ａ.㋿<EOT>EOT‍ß\r
\n字<\u000bꟲḍ̇Dž'D́ésⅣ!\u000b<…(<|endoftext|>0<EOT>'s'Re <META_START>'re'Sſa", "tokens": 60, "pieces": ["'re", "0", "Ａ", ".㋿<", "EOT", ">EOT", "‍ß", "\r
\n", "字", "<", "\u000bꟲḍ̇", "Dž'D", "́és", "Ⅳ", "!", "\u000b", "<", "…", "(<|", "endoftext", "|>", "0", "<EOT", ">'", "s'Re", " <", "META", "_START", ">'", "re'S", "ſa"]}
+{"text": "\"  é", "tokens": 4, "pieces": ["\"", " ", " é"]}
+{"text": "😀🏽's…½\t३#$%<å", "tokens": 15, "pieces": ["😀🏽'", "s", "…", "½", "\t", "३", "#$%<", "å"]}
+{"text": "ꟲع ßＡe(\r\n\r\neß㍿  ḍ̇'sꟲ<|endoftext|>ḍ̇'T\r'Reé-0İ㍿<|fim_prefix|>Dž   \n　", "tokens": 55, "pieces": ["ꟲع", " ß", "Ａe", "(\r\n\r\n", "eß", "㍿", " ", " ḍ̇'s", "ꟲ", "<|", "endoftext", "|>", "ḍ̇'T", "\r", "'Reé", "-", "0", "İ", "㍿<|", "fim", "_prefix", "|>", "Dž", "   \n", "　"]}
+{"text": "عe 'D३'s'reéa#$%9字\r!'s", "tokens": 17, "pieces": ["عe", " ", "'D", "३", "'s're", "éa", "#$%", "9", "字", "\r", "!'", "s"]}
+{"text": "'ſⅣⅣ12345678>Dž​٣٤٥٦३", "tokens": 19, "pieces": ["'ſ", "ⅣⅣ1", "234", "567", "8", ">Dž", "​", "٣٤٥", "٦३"]}
+{"text": "\rſ'ſ.ſ", "tokens": 6, "pieces": ["\r", "ſ'ſ", ".ſ"]}
+{"text": "​(ꟲ'M🙂'VE\re'VE\n12345678İ's!!>٣٤٥٦Z\r\n\r\n\tＡ३\r\nZ㍿\r,­٣٤٥٦-\r !!'VE<|endoftext|><|endoftext|>", "tokens": 61, "pieces": ["​(", "ꟲ'M", "🙂'", "VE", "\r", "e'VE", "\n", "123", "456", "78", "İ's", "!!>", "٣٤٥", "٦", "Z", "\r\n\r\n", "\tＡ", "३", "\r\n", "Z", "㍿\r", ",­", "٣٤٥", "٦", "-\r", " ", "!!'", "VE", "<|", "endoftext", "|><|", "endoftext", "|>"]}
+{"text": "ⅣⅣZé'T　\tm…'T<|fim_prefix|>ḍ̇-   \n㋿Z'sé漢३​m   \nd", "tokens": 36, "pieces": ["ⅣⅣ", "Zé'T", "　", "\tm", "…", "'T", "<|", "fim", "_prefix", "|>", "ḍ̇", "-", "   \n", "㋿Z's", "é漢", "३", "​m", "   \n", "d"]}
+{"text": "!!ꟲ'Ts, #$%,…<mＡßt㋿\u000b9½", "tokens": 21, "pieces": ["!!", "ꟲ'T", "s", ",", " #$%,", "…", "<m", "Ａßt", "㋿", "\u000b", "9½"]}
+{"text": "eEOTꟲ
\"३m'T٣٤٥٦㍿e(㍿ å٣٤٥٦३fi🙂", "tokens": 33, "pieces": ["e", "EOTꟲ", "
", "\"", "३", "m'T", "٣٤٥", "٦", "㍿e", "(㍿", " å", "٣٤٥", "٦३", "fi", "🙂"]}
+{"text": "ſ\n😀🏽're<|fim_prefix|>🙂>​aİ\r\n\r\n
ée

é‍,a'VE​aß\r\n\t9t<|fim_prefix|>\rſ٣٤٥٦<|fim_prefix|>Džae", "tokens": 57, "pieces": ["ſ", "\n", "😀🏽'", "re", "<|", "fim", "_prefix", "|>🙂>​", "a", "İ", "\r\n\r\n", "
ée", "
", "
é", "‍,", "a'VE", "​aß", "\r\n", "\t", "9", "t", "<|", "fim", "_prefix", "|>\r", "ſ", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "Džae"]}
+{"text": "<|endoftext|>㍿­ås½  ع\r\n(ع𐞁👍🏽-'ll!'llm㋿Z", "tokens": 36, "pieces": ["<|", "endoftext", "|>㍿­", "ås", "½", " ", " ع", "\r\n", "(ع𐞁", "👍🏽-'", "ll", "!'", "llm", "㋿Z"]}
+{"text": "<|fim_prefix|>İd㍿ß ­🙂!>,\r\n\r\n𐞁٣٤٥٦<META_START>\" ,ꟲ…tå　a½é<|endoftext|>,٣٤٥٦é>", "tokens": 56, "pieces": ["<|", "fim", "_prefix", "|>", "İd", "㍿ß", " ­🙂!>,\r\n\r\n", "𐞁", "٣٤٥", "٦", "<META", "_START", ">\"", " ,", "ꟲ", "…tå", "　a", "½", "é", "<|", "endoftext", "|>,", "٣٤٥", "٦", "é", ">"]}
+{"text": "> ́!<META_START>\t're'T㍿ſ㍿EOT\r\n\r\n­'ReEOTⅣ'M", "tokens": 29, "pieces": [">", " ́", "!<", "META", "_START", ">", "\t", "'re'T", "㍿ſ", "㍿EOT", "\r\n\r\n", "­'", "Re", "EOT", "Ⅳ", "'M"]}
+{"text": "m-½𐞁Zꟲ漢㋿'D<|fim_prefix|>.<|fim_prefix|>'re'T0''lle\ńmsd12345678!!'Reſ(Ⅳ", "tokens": 48, "pieces": ["m", "-", "½", "𐞁Zꟲ漢", "㋿'", "D", "<|", "fim", "_prefix", "|>.<|", "fim", "_prefix", "|>'", "re'T", "0", "''", "lle", "\n", "́msd", "123", "456", "78", "!!'", "Reſ", "(", "Ⅳ"]}
+{"text": "ꟲ👍🏽<META_START>٣٤٥٦　Dž‍<META_START>9'M㋿fi<|endoftext|>'ſs\té(㋿", "tokens": 43, "pieces": ["ꟲ", "👍🏽<", "META", "_START", ">", "٣٤٥", "٦", "　Dž", "‍<", "META", "_START", ">", "9", "'M", "㋿fi", "<|", "endoftext", "|>'", "ſs", "\té", "(㋿"]}
+{"text": "𐞁'VE\r\n🙂‍字字(", "tokens": 12, "pieces": ["𐞁'VE", "\r\n", "🙂‍", "字字", "("]}
+{"text": "́­'Re><EOT>Ａ́å.'VE½\n'Tt9åⅣ\"fi🙂Ａ", "tokens": 27, "pieces": ["́", "­'", "Re", "><", "EOT", ">Ａ́å", ".'", "VE", "½", "\n", "'Tt", "9", "å", "Ⅳ", "\"fi", "🙂Ａ"]}
+{"text": "<ſå½EOTeDžé ", "tokens": 12, "pieces": ["<ſå", "½", "EOTe", "Džé", " "]}
+{"text": "éİ(\r㍿   \né३Z!!9<EOT>\u000bⅣ\u000b<|fim_prefix|>'ſ　ḍ̇漢-\tm'Té", "tokens": 37, "pieces": ["é", "İ", "(\r", "㍿", "   \n", "é", "३", "Z", "!!", "9", "<EOT", ">", "\u000b", "Ⅳ", "\u000b", "<|", "fim", "_prefix", "|>'", "ſ", "　ḍ̇漢", "-", "\tm'T", "é"]}
+{"text": "'ll  \"\u000b  🙂३<‍🙂12345678Dž  <㋿e漢'ſⅣ0ع<|endoftext|>a㍿", "tokens": 39, "pieces": ["'ll", " ", " \"", "\u000b ", " 🙂", "३", "<‍🙂", "123", "456", "78", "Dž", " ", " <㋿", "e漢'ſ", "Ⅳ0", "ع", "<|", "endoftext", "|>", "a", "㍿"]}
+{"text": "!!'ſa'Re\rＡ!Ａ9m", "tokens": 11, "pieces": ["!!'", "ſa'Re", "\r", "Ａ", "!Ａ", "9", "m"]}
+{"text": "ع12345678", "tokens": 4, "pieces": ["ع", "123", "456", "78"]}
+{"text": "​字ع're\n ㍿'VEé'llfi", "tokens": 14, "pieces": ["​字ع're", "\n", " ㍿'", "VEé'll", "fi"]}
+{"text": "   \n.عİ12345678d'fia\n​३ḍ̇m!><META_START>३<EOT>'re#$%(​👍🏽𐞁
'S­'llſſ\n👍🏽   \nDž'Re 'sfi", "tokens": 56, "pieces": ["   \n", ".ع", "İ", "123", "456", "78", "d", "'fia", "\n", "​", "३", "ḍ̇m", "!><", "META", "_START", ">", "३", "<EOT", ">'", "re", "#$%(​👍🏽", "𐞁", "
", "'S", "­'", "llſſ", "\n", "👍🏽", "   \n", "Dž'Re", " ", "'sfi"]}
+{"text": "d", "tokens": 1, "pieces": ["d"]}
+{"text": "\t㋿", "tokens": 4, "pieces": ["\t", "㋿"]}
+{"text": ">   ㋿'llZ\t<|endoftext|><|endoftext|>'VE­ḍ̇!!'s­-\r'", "tokens": 35, "pieces": [">", "  ", " ", "㋿'", "ll", "Z", "\t", "<|", "endoftext", "|><|", "endoftext", "|>'", "VE", "­ḍ̇", "!!'", "s", "­-\r", "'"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ꟲDž㍿𐞁d<|endoftext|><|fim_prefix|><  (عＡ字‍‍'T👍🏽's's#$%!!<Ⅳß ٣٤٥٦>'Dع　", "tokens": 56, "pieces": ["ꟲ", "Dž", "㍿𐞁d", "<|", "endoftext", "|><|", "fim", "_prefix", "|><", " ", " (", "عＡ字", "‍‍'", "T", "👍🏽'", "s's", "#$%!!<", "Ⅳ", "ß", " ", "٣٤٥", "٦", ">'", "Dع", "　"]}
+{"text": "m   \n's9İé(!>३㋿­<|fim_prefix|>  <META_START>!漢𐞁<EOT>ḍ̇s#$%åß12345678'D", "tokens": 46, "pieces": ["m", "   \n", "'s", "9", "İé", "(!>", "३", "㋿­<|", "fim", "_prefix", "|>", " ", " <", "META", "_START", ">!", "漢𐞁", "<EOT", ">ḍ̇s", "#$%", "åß", "123", "456", "78", "'D"]}
+{"text": "!é🙂\r\n३s𐞁'llEOT>
㋿>,́<𐞁عḍ̇\"عté0sam", "tokens": 35, "pieces": ["!é", "🙂\r\n", "३", "s𐞁'll", "EOT", ">", "
", "㋿>,́<", "𐞁عḍ̇", "\"عté", "0", "sam"]}
+{"text": "fiZ'ſ!\nß\u000bsea0'ſ
Ⅳ🙂👍🏽   \n‍
('M　t<META_START>('DＡ!éⅣ‍ m\té9d😀🏽'ſ", "tokens": 48, "pieces": ["fi", "Z'ſ", "!\n", "ß", "\u000bsea", "0", "'ſ", "
", "Ⅳ", "🙂👍🏽", "   \n", "‍", "
", "('", "M", "　t", "<META", "_START", ">('", "DＡ", "!é", "Ⅳ", "‍", " m", "\té", "9", "d", "😀🏽'", "ſ"]}
+{"text": "12345678\n'…><|fim_prefix|>Ａ(d'ſ!'ll<|fim_prefix|>'s", "tokens": 26, "pieces": ["123", "456", "78", "\n", "'", "…", "><|", "fim", "_prefix", "|>", "Ａ", "(d'ſ", "!'", "ll", "<|", "fim", "_prefix", "|>'", "s"]}
+{"text": "\r\n Z>'ſåſ\"ſ½­-(<　ع\r\n\r\n
", "tokens": 18, "pieces": ["\r\n", " Z", ">'", "ſåſ", "\"ſ", "½", "­-(<", "　ع", "\r\n\r\n", "
"]}
+{"text": "!😀🏽🙂EOT'VEſ", "tokens": 10, "pieces": ["!😀🏽🙂", "EOT'VE", "ſ"]}
+{"text": "é#$%m\r\n\r\nß<EOT>𐞁>\t(‍Ａ\r\n\r\n'ſḍ̇३'S🙂İ(#$%", "tokens": 32, "pieces": ["é", "#$%", "m", "\r\n\r\n", "ß", "<EOT", ">𐞁", ">", "\t", "(‍", "Ａ", "\r\n\r\n", "'ſḍ̇", "३", "'S", "🙂İ", "(#$%"]}
+{"text": ".'Sḍ̇'S<META_START>…", "tokens": 12, "pieces": [".'", "Sḍ̇'S", "<META", "_START", ">", "…"]}
+{"text": "ع<META_START> …Ａ🙂'T.   \n!'Re🙂é12345678Z\r\n", "tokens": 24, "pieces": ["ع", "<META", "_START", ">", " ", "…Ａ", "🙂'", "T", ".", "   \n", "!'", "Re", "🙂é", "123", "456", "78", "Z", "\r\n"]}
+{"text": "\t३‍Ａ🙂Ⅳ㋿İḍ̇
<\r\n\r\n½<|fim_prefix|>ꟲ'DعＡDž'D'VE<|endoftext|>'ſ", "tokens": 43, "pieces": ["\t", "३", "‍Ａ", "🙂", "Ⅳ", "㋿İḍ̇", "
", "<\r\n\r\n", "½", "<|", "fim", "_prefix", "|>", "ꟲ'D", "ع", "ＡDž'D", "'VE", "<|", "endoftext", "|>'", "ſ"]}
+{"text": "maſ\r\n\r\n'TDž'D  Dž\rⅣ'T12345678å\t
Dž漢(!ع(!!  ½EOT\r\nḍ̇!!<EOT>　<|fim_prefix|>", "tokens": 50, "pieces": ["maſ", "\r\n\r\n", "'TDž'D", " ", " Dž", "\r", "Ⅳ", "'T", "123", "456", "78", "å", "\t", "
Dž漢", "(!", "ع", "(!!", " ", " ", "½", "EOT", "\r\n", "ḍ̇", "!!<", "EOT", ">", "　", "<|", "fim", "_prefix", "|>"]}
+{"text": "​<|fim_prefix|>\t'lls漢Ⅳ >'T٣٤٥٦! Z#$%\"'re>
ع'M'ſEOT's👍🏽'\r\n\r\n‍​s\n­<|endoftext|>​!!ḍ̇0,", "tokens": 59, "pieces": ["​<|", "fim", "_prefix", "|>", "\t", "'lls漢", "Ⅳ", " ", ">'", "T", "٣٤٥", "٦", "!", " Z", "#$%\"'", "re", ">", "
ع'M", "'ſ", "EOT's", "👍🏽'\r\n\r\n", "‍​", "s", "\n", "­<|", "endoftext", "|>​!!", "ḍ̇", "0", ","]}
+{"text": "½!t३<META_START>\n  .d㍿'Res​12345678   \n\r\n<META_START>.漢…ع…ß'Re漢'VE<|endoftext|>٣٤٥٦ß<META_START>
.\u000b'Séd
漢", "tokens": 60, "pieces": ["½", "!t", "३", "<META", "_START", ">\n", " ", " .", "d", "㍿'", "Res", "​", "123", "456", "78", "   \n\r\n", "<META", "_START", ">.", "漢", "…ع", "…ß'Re", "漢'VE", "<|", "endoftext", "|>", "٣٤٥", "٦", "ß", "<META", "_START", ">", "
", ".", "\u000b", "'Séd", "
漢"]}
+{"text": "…s👍🏽e३'VE''re<é9", "tokens": 16, "pieces": ["…s", "👍🏽", "e", "३", "'VE", "''", "re", "<é", "9"]}
+{"text": "٣٤٥٦<|endoftext|>Z　   \n", "tokens": 14, "pieces": ["٣٤٥", "٦", "<|", "endoftext", "|>", "Z", "　   \n"]}
+{"text": "m>'S12345678\r\nḍ̇m‍ḍ̇漢d9<|fim_prefix|>ds, (  EOT!<META_START>'D9é, a
#$%𐞁d́🙂", "tokens": 52, "pieces": ["m", ">'", "S", "123", "456", "78", "\r\n", "ḍ̇m", "‍ḍ̇漢d", "9", "<|", "fim", "_prefix", "|>", "ds", ",", " (", " ", " EOT", "!<", "META", "_START", ">'", "D", "9", "é", ",", " a", "
", "#$%", "𐞁d́", "🙂"]}
+{"text": "(", "tokens": 1, "pieces": ["("]}
+{"text": ">​-<|fim_prefix|>㍿'Tt(<　'D🙂 Z\r\n\r\n
(s'VE.#$%Dž​'T<META_START>㋿\t​
Dž'-", "tokens": 47, "pieces": [">​-<|", "fim", "_prefix", "|>㍿'", "Tt", "(<", "　", "'D", "🙂", " Z", "\r\n\r\n", "
", "(s'VE", ".#$%", "Dž", "​'", "T", "<META", "_START", ">㋿", "\t", "​", "
Dž", "'-"]}
+{"text": "'Ḿ9", "tokens": 3, "pieces": ["'Ḿ", "9"]}
+{"text": "'s'S>", "tokens": 3, "pieces": ["'s'S", ">"]}
+{"text": "‍㋿Ⅳ", "tokens": 6, "pieces": ["‍㋿", "Ⅳ"]}
+{"text": "٣٤٥٦\r\n\r\n­å ­0<EOT>​½½9字e \u000b", "tokens": 20, "pieces": ["٣٤٥", "٦", "\r\n\r\n", "­å", " ­", "0", "<EOT", ">​", "½½9", "字e", " \u000b"]}
+{"text": "ßⅣ>  m'VEfi　ḍ̇", "tokens": 13, "pieces": ["ß", "Ⅳ", ">", " ", " m'VE", "fi", "　ḍ̇"]}
+{"text": "'M<|fim_prefix|>ع\t<META_START><ꟲ'S><|endoftext|>‍'ſ\u000b́
EOTé­
   \n9", "tokens": 37, "pieces": ["'M", "<|", "fim", "_prefix", "|>", "ع", "\t", "<META", "_START", "><", "ꟲ'S", "><|", "endoftext", "|>‍'", "ſ", "\u000b́", "
EOTé", "­", "
   \n", "9"]}
+{"text": "\rß\rZa\tm　👍🏽0　🙂漢<EOT>EOT'll're''Ａ\u000b<   \naa-'llå\r\nḍ̇t­<12345678'Mſ", "tokens": 40, "pieces": ["\r", "ß", "\r", "Za", "\tm", "　", "👍🏽", "0", "　", "🙂漢", "<EOT", ">EOT'll", "'re", "''", "Ａ", "\u000b", "<", "   \n", "aa", "-'", "llå", "\r\n", "ḍ̇t", "­<", "123", "456", "78", "'Mſ"]}
+{"text": "　ßd٣٤٥٦EOT\r\n\r\n9-🙂'ſEOT\r\u000b<|fim_prefix|>'🙂 !!字mZꟲ<|endoftext|>!!٣٤٥٦'ſ!'ſ!!ſ", "tokens": 51, "pieces": ["　ßd", "٣٤٥", "٦", "EOT", "\r\n\r\n", "9", "-🙂'", "ſ", "EOT", "\r", "\u000b", "<|", "fim", "_prefix", "|>'🙂", " !!", "字m", "Zꟲ", "<|", "endoftext", "|>!!", "٣٤٥", "٦", "'ſ", "!'", "ſ", "!!", "ſ"]}
+{"text": "0're<…,12345678<META_START>­Džå'Tḍ̇'Re👍🏽\nDž漢𐞁", "tokens": 34, "pieces": ["0", "'re", "<", "…", ",", "123", "456", "78", "<META", "_START", ">­", "Džå'T", "ḍ̇'Re", "👍🏽\n", "Dž漢𐞁"]}
+{"text": "<EOT>-'VE…<|fim_prefix|>'́́'0e‍s,''ll'ſ\t…s0👍🏽é", "tokens": 34, "pieces": ["<EOT", ">-'", "VE", "…", "<|", "fim", "_prefix", "|>'́́'", "0", "e", "‍s", ",''", "ll'ſ", "\t", "…s", "0", "👍🏽", "é"]}
+{"text": "ḍ̇ <EOT>　३'Tḍ̇漢 ſ's…'D… 　<\rعİétḍ̇å🙂0é\u000bع<|endoftext|>'T\u000b३<META_START>", "tokens": 54, "pieces": ["ḍ̇", " <", "EOT", ">", "　", "३", "'Tḍ̇漢", " ſ's", "…", "'D", "… ", "　", "<\r", "عİétḍ̇å", "🙂", "0", "é", "\u000bع", "<|", "endoftext", "|>'", "T", "\u000b", "३", "<META", "_START", ">"]}
+{"text": "٣٤٥٦(é👍🏽e9   \n(😀🏽0\r'Sſ're漢é\r\né👍🏽,0 ſds's㍿9ḍ̇'re(🙂ſa　", "tokens": 47, "pieces": ["٣٤٥", "٦", "(é", "👍🏽", "e", "9", "   \n", "(😀🏽", "0", "\r", "'Sſ're", "漢é", "\r\n", "é", "👍🏽,", "0", " ſds's", "㍿", "9", "ḍ̇'re", "(🙂", "ſa", "　"]}
+{"text": "ßİ0​'ſ#$%​\"㋿́'Sꟲ<ع-٣٤٥٦", "tokens": 26, "pieces": ["ß", "İ", "0", "​'", "ſ", "#$%​\"㋿́'", "Sꟲ", "<ع", "-", "٣٤٥", "٦"]}
+{"text": "😀🏽<|fim_prefix|>s!'M!!😀🏽\u000bea", "tokens": 18, "pieces": ["😀🏽<|", "fim", "_prefix", "|>", "s", "!'", "M", "!!😀🏽", "\u000bea"]}
+{"text": ".½\r\n𐞁ſ㋿½👍🏽Dž''ll㋿'S's'ſ½0 mfi　Z,s'Redİ", "tokens": 38, "pieces": [".", "½", "\r\n", "𐞁ſ", "㋿", "½", "👍🏽", "Dž", "''", "ll", "㋿'", "S's", "'ſ", "½0", " mfi", "　Z", ",s'Re", "d", "İ"]}
+{"text": "㍿", "tokens": 3, "pieces": ["㍿"]}
+{"text": "é12345678fi  𐞁'ſ<|fim_prefix|><META_START>३!!İ\t0Z!d.<|fim_prefix|>🙂#$%>…!", "tokens": 43, "pieces": ["é", "123", "456", "78", "fi", " ", " 𐞁'ſ", "<|", "fim", "_prefix", "|><", "META", "_START", ">", "३", "!!", "İ", "\t", "0", "Z", "!d", ".<|", "fim", "_prefix", "|>🙂#$%>", "…", "!"]}
+{"text": "#$%㍿'M<META_START>m
,!!0'S'ſ'VE'D", "tokens": 22, "pieces": ["#$%㍿'", "M", "<META", "_START", ">m", "
", ",!!", "0", "'S'ſ", "'VE'D"]}
+{"text": "<|endoftext|>'S字m'VEt́9#$%''ret\r'll­", "tokens": 22, "pieces": ["<|", "endoftext", "|>'", "S字m'VE", "t́", "9", "#$%''", "ret", "\r", "'ll", "­"]}
+{"text": "mⅣé", "tokens": 4, "pieces": ["m", "Ⅳ", "é"]}
+{"text": "DžEOT  (<EOT>'Re'll½🙂㋿ⅣＡ́(👍🏽><META_START>́", "tokens": 29, "pieces": ["DžEOT", " ", " (<", "EOT", ">'", "Re'll", "½", "🙂㋿", "Ⅳ", "Ａ́", "(👍🏽><", "META", "_START", ">́"]}
+{"text": "३ Ａ(­'D　s　Dž🙂Dž<é👍🏽.,a Dž'Dſ'Re#$%㍿'ſ'", "tokens": 37, "pieces": ["३", " Ａ", "(­'", "D", "　s", "　Dž", "🙂Dž", "<é", "👍🏽.,", "a", " Dž'D", "ſ'Re", "#$%㍿'", "ſ", "'"]}
+{"text": "\r\n\r\n😀🏽m\r\n㋿d åm\t", "tokens": 14, "pieces": ["\r\n\r\n", "😀🏽", "m", "\r\n", "㋿d", " åm", "\t"]}
+{"text": "'VE👍🏽's'ſ-३.­'Re\r\n\r\n'S", "tokens": 17, "pieces": ["'VE", "👍🏽'", "s'ſ", "-", "३", ".­'", "Re", "\r\n\r\n", "'S"]}
+{"text": " 😀🏽Ａ<|endoftext|>   \n㍿ 'ſ　\t🙂Ａ ३#$%Dž<META_START>0'T'0\u000b", "tokens": 38, "pieces": [" ", "😀🏽", "Ａ", "<|", "endoftext", "|>", "   \n", "㍿", " ", "'ſ", "　", "\t", "🙂Ａ", " ", "३", "#$%", "Dž", "<META", "_START", ">", "0", "'T", "'", "0", "\u000b"]}
+{"text": "Ａ<|endoftext|>fiß9ꟲ<|endoftext|>e ½ >㋿İ😀🏽' ㍿😀🏽́\u000b३\n\u000b9<EOT>d'M'Tße", "tokens": 53, "pieces": ["Ａ", "<|", "endoftext", "|>", "fiß", "9", "ꟲ", "<|", "endoftext", "|>", "e", " ", "½", " ", ">㋿", "İ", "😀🏽'", " ", "㍿😀🏽́", "\u000b", "३", "\n", "\u000b", "9", "<EOT", ">d'M", "'Tße"]}
+{"text": "…½é\r\ne\t9  #$%'ll(s漢'ſ<|endoftext|>Ａ<|fim_prefix|>'S<|endoftext|>'D>EOT㋿٣٤٥٦🙂<½'M½té>'T", "tokens": 59, "pieces": ["…", "½", "é", "\r\n", "e", "\t", "9", " ", " #$%'", "ll", "(s漢'ſ", "<|", "endoftext", "|>", "Ａ", "<|", "fim", "_prefix", "|>'", "S", "<|", "endoftext", "|>'", "D", ">EOT", "㋿", "٣٤٥", "٦", "🙂<", "½", "'M", "½", "té", ">'", "T"]}
+{"text": "　Zma<‍és'VE'sm'S   \n<EOT>👍🏽ꟲ9😀🏽", "tokens": 25, "pieces": ["　Zma", "<‍", "és'VE", "'sm'S", "   \n", "<EOT", ">👍🏽", "ꟲ", "9", "😀🏽"]}
+{"text": "ß'VE<|fim_prefix|>d\t!!ḍ̇å\ńſ\"́é​　'D'VE㋿!'sé😀🏽EOT 'lld😀🏽́'s<EOT>", "tokens": 52, "pieces": ["ß'VE", "<|", "fim", "_prefix", "|>", "d", "\t", "!!", "ḍ̇å", "\n", "́ſ", "\"́é", "​", "　", "'D'VE", "㋿!'", "sé", "😀🏽", "EOT", " ", "'lld", "😀🏽́'", "s", "<EOT", ">"]}
+{"text": "é<|endoftext|>EOT́<|fim_prefix|> \n( fiß-㋿'ſ<|fim_prefix|>,'s   \n#$%-
\r", "tokens": 42, "pieces": ["é", "<|", "endoftext", "|>", "EOT́", "<|", "fim", "_prefix", "|>", " \n", "(", " fiß", "-㋿'", "ſ", "<|", "fim", "_prefix", "|>,'", "s", "   \n", "#$%-", "
\r"]}
+{"text": "
é٣٤٥٦'D   \n'll\u000bå'MEOT  'll'ſⅣ'\rfifid😀🏽­…字😀🏽३'ll'Dd,ḍ̇", "tokens": 46, "pieces": ["
é", "٣٤٥", "٦", "'D", "   \n", "'ll", "\u000bå'M", "EOT", " ", " '", "ll'ſ", "Ⅳ", "'\r", "fifid", "😀🏽­", "…字", "😀🏽", "३", "'ll'D", "d", ",ḍ̇"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿½<ſ'll   \n(½'ll字'Re!!!!<…ꟲ½a\tＡ'VE'lltⅣDžm'Re ", "tokens": 35, "pieces": ["㍿", "½", "<ſ'll", "   \n", "(", "½", "'ll字'Re", "!!!!<", "…ꟲ", "½", "a", "\tＡ'VE", "'llt", "Ⅳ", "Džm'Re", " "]}
+{"text": "'s…\u000b\r-'s'll's'ſ​\r\n\r\n'Sm\u000b½ !\ré9😀🏽<EOT>s　ſ", "tokens": 30, "pieces": ["'s", "…\u000b\r", "-'", "s'll", "'s'ſ", "​\r\n\r\n", "'Sm", "\u000b", "½", " !\r", "é", "9", "😀🏽<", "EOT", ">s", "　ſ"]}
+{"text": "😀🏽ſ'ſİ
字<META_START>ém'Re   \n​<́३ 'T", "tokens": 24, "pieces": ["😀🏽", "ſ'ſ", "İ", "
字", "<META", "_START", ">ém'Re", "   \n", "​<́", "३", " ", "'T"]}
+{"text": "'VE<#$%'re<|fim_prefix|>!fié٣٤٥٦'s>fis\"<|fim_prefix|>　३'ll\r\n12345678𐞁>,", "tokens": 42, "pieces": ["'VE", "<#$%'", "re", "<|", "fim", "_prefix", "|>!", "fié", "٣٤٥", "٦", "'s", ">fis", "\"<|", "fim", "_prefix", "|>", "　", "३", "'ll", "\r\n", "123", "456", "78", "𐞁", ">,"]}
+{"text": " 
a éꟲ👍🏽
ꟲ'ſ 'VEt<META_START><EOT>Z🙂½漢", "tokens": 30, "pieces": [" ", "
a", " éꟲ", "👍🏽", "
ꟲ'ſ", " '", "VEt", "<META", "_START", "><", "EOT", ">Z", "🙂", "½", "漢"]}
+{"text": "Ⅳİ''ll\t…å😀🏽   \n\u000b!عDž", "tokens": 19, "pieces": ["Ⅳ", "İ", "''", "ll", "\t", "…å", "😀🏽", "   \n", "\u000b", "!ع", "Dž"]}
+{"text": "\r\nfi 👍🏽!!,😀🏽İ字EOT\r\n\r\nⅣⅣ.ḍ̇…🙂Ⅳ
(('Ss  t́Ⅳ   \nZ\t  's\r\n\r\n!!", "tokens": 44, "pieces": ["\r\n", "fi", " ", "👍🏽!!,😀🏽", "İ字", "EOT", "\r\n\r\n", "ⅣⅣ", ".ḍ̇", "…", "🙂", "Ⅳ", "
", "(('", "Ss", " ", " t́", "Ⅳ", "   \n", "Z", "\t ", " '", "s", "\r\n\r\n", "!!"]}
+{"text": "é", "tokens": 1, "pieces": ["é"]}
+{"text": "­-👍🏽Ａ😀🏽s\t.12345678½  \r\nḍ̇''Re​‍.
sḍ̇a", "tokens": 30, "pieces": ["­-👍🏽", "Ａ", "😀🏽", "s", "\t", ".", "123", "456", "78½", "  \r\n", "ḍ̇", "''", "Re", "​‍.", "
sḍ̇a"]}
+{"text": "Ａ‍👍🏽\t​ås字 ع'Ds", "tokens": 14, "pieces": ["Ａ", "‍👍🏽", "\t", "​ås字", " ع'D", "s"]}
+{"text": "9", "tokens": 1, "pieces": ["9"]}
+{"text": "Dž", "tokens": 2, "pieces": ["Dž"]}
+{"text": "́,İt'VE!!å'ſⅣ🙂'ſ's9\r\nſ<EOT>𐞁ḍ̇　<|fim_prefix|>Ź٣٤٥٦'Dİfiꟲß,s0a  字", "tokens": 55, "pieces": ["́", ",İt'VE", "!!", "å'ſ", "Ⅳ", "🙂'", "ſ's", "9", "\r\n", "ſ", "<EOT", ">𐞁ḍ̇", "　", "<|", "fim", "_prefix", "|>", "Ź", "٣٤٥", "٦", "'Dİfiꟲß", ",s", "0", "a", " ", " 字"]}
+{"text": "'S<|fim_prefix|><<|fim_prefix|><META_START>…-\r\n\"é\rZ'llع(fi", "tokens": 28, "pieces": ["'S", "<|", "fim", "_prefix", "|><<|", "fim", "_prefix", "|><", "META", "_START", ">", "…", "-\r\n", "\"é", "\r", "Z'll", "ع", "(fi"]}
+{"text": "s'½   \nééſ'll👍🏽'ſ😀🏽fi\r\n9é‍'VE\r…<META_START>　𐞁\r'Dİſ\"é  字İé'M'DＡ🙂,ſ", "tokens": 52, "pieces": ["s", "'", "½", "   \n", "ééſ'll", "👍🏽'", "ſ", "😀🏽", "fi", "\r\n", "9", "é", "‍'", "VE", "\r", "…", "<META", "_START", ">", "　𐞁", "\r", "'Dİſ", "\"é", " ", " 字İé'M", "'DＡ", "🙂,", "ſ"]}
+{"text": "'re  fi e'D('D", "tokens": 8, "pieces": ["'re", " ", " fi", " e'D", "('", "D"]}
+{"text": "9're字­'D字'🙂12345678å>🙂's३ſ   \n", "tokens": 21, "pieces": ["9", "'re字", "­'", "D字", "'🙂", "123", "456", "78", "å", ">🙂'", "s", "३", "ſ", "   \n"]}
+{"text": "12345678😀🏽!字\r\n'Tḍ̇٣٤٥٦­½'T'VE<META_START>Ⅳ\"", "tokens": 29, "pieces": ["123", "456", "78", "😀🏽!", "字", "\r\n", "'Tḍ̇", "٣٤٥", "٦", "­", "½", "'T'VE", "<META", "_START", ">", "Ⅳ", "\""]}
+{"text": ".👍🏽\r\n\r\nd­‍<|endoftext|>😀🏽　Ⅳ<|endoftext|>12345678m\r\n\r\n'S漢ꟲ", "tokens": 38, "pieces": [".👍🏽\r\n\r\n", "d", "­‍<|", "endoftext", "|>😀🏽", "　", "Ⅳ", "<|", "endoftext", "|>", "123", "456", "78", "m", "\r\n\r\n", "'S漢ꟲ"]}
+{"text": ".>#$%Z12345678…㍿", "tokens": 13, "pieces": [".>#$%", "Z", "123", "456", "78", "…", "㍿"]}
+{"text": "#$%   \n'Re   \n<́(<EOT>ꟲ㍿​fiéfi\t​Ⅳ'S ́ßemd\t0\n", "tokens": 33, "pieces": ["#$%", "   \n", "'Re", "   \n", "<́", "(<", "EOT", ">ꟲ", "㍿​", "fiéfi", "\t", "​", "Ⅳ", "'S", " ́ßemd", "\t", "0", "\n"]}
+{"text": "(…'lleá#$%EOT!! ​9ß­'res\"ⅣⅣ-'M३e#$%'s12345678'll<|fim_prefix|>…Džfi‍åZ<META_START><|endoftext|>", "tokens": 60, "pieces": ["(", "…", "'lleá", "#$%", "EOT", "!!", " ", "​", "9", "ß", "­'", "res", "\"", "ⅣⅣ", "-'", "M", "३", "e", "#$%'", "s", "123", "456", "78", "'ll", "<|", "fim", "_prefix", "|>", "…Džfi", "‍å", "Z", "<META", "_START", "><|", "endoftext", "|>"]}
+{"text": "
‍३'re0\r\nDž­🙂a👍🏽­<EOT>㍿-ḍ̇Dž", "tokens": 28, "pieces": ["
", "‍", "३", "'re", "0", "\r\n", "Dž", "­🙂", "a", "👍🏽­<", "EOT", ">㍿-", "ḍ̇", "Dž"]}
+{"text": "\té'ſ   \nḍ̇aꟲ''VE'VEé  漢…' Ａ'Re's.<META_START>", "tokens": 32, "pieces": ["\té'ſ", "   \n", "ḍ̇aꟲ", "''", "VE'VE", "é", " ", " 漢", "…", "'", " Ａ'Re", "'s", ".<", "META", "_START", ">"]}
+{"text": "12345678'stⅣع.… ,EOT字İ漢㋿ !!<META_START>'M🙂㋿
", "tokens": 32, "pieces": ["123", "456", "78", "'st", "Ⅳ", "ع", ".", "…", " ", ",EOT字İ漢", "㋿", " ", "!!<", "META", "_START", ">'", "M", "🙂㋿", "
"]}
+{"text": "   \n.Ａ<META_START>İ,½👍🏽're\t'VE𐞁عéDžſ(#$%'reſ  ㋿😀🏽ع!å𐞁‍s👍🏽å­Z'", "tokens": 58, "pieces": ["   \n", ".Ａ", "<META", "_START", ">İ", ",", "½", "👍🏽'", "re", "\t", "'VE𐞁عé", "Džſ", "(#$%'", "reſ", " ", " ㋿😀🏽", "ع", "!å𐞁", "‍s", "👍🏽", "å", "­Z", "'"]}
+{"text": "ḍ̇ꟲms12345678e'S9<META_START>٣٤٥٦字ḍ̇\"ع㍿İ'M'llſ\r\n    🙂a<|endoftext|>fi漢!३<|fim_prefix|>　\u000b٣٤٥٦>", "tokens": 62, "pieces": ["ḍ̇ꟲms", "123", "456", "78", "e'S", "9", "<META", "_START", ">", "٣٤٥", "٦", "字ḍ̇", "\"ع", "㍿İ'M", "'llſ", "\r\n", "   ", " 🙂", "a", "<|", "endoftext", "|>", "fi漢", "!", "३", "<|", "fim", "_prefix", "|>", "　", "\u000b", "٣٤٥", "٦", ">"]}
+{"text": "ßå<EOT>ع0ع12345678½㋿　Džꟲtſ-sꟲ#$%'ſ'ſt''D  sDž\"a‍Ⅳ字12345678   \n", "tokens": 49, "pieces": ["ßå", "<EOT", ">ع", "0", "ع", "123", "456", "78½", "㋿", "　Džꟲtſ", "-sꟲ", "#$%'", "ſ'ſ", "t", "''", "D", " ", " s", "Dž", "\"a", "‍", "Ⅳ", "字", "123", "456", "78", "   \n"]}
+{"text": "m<|endoftext|>Ⅳ\r\n\r\n!\r\n\r\n'漢   'S'Ses'D're𐞁'VE.a<EOT>Džm(", "tokens": 36, "pieces": ["m", "<|", "endoftext", "|>", "Ⅳ", "\r\n\r\n", "!\r\n\r\n", "'漢", "  ", " ", "'S'S", "es'D", "'re𐞁'VE", ".a", "<EOT", ">Džm", "("]}
+{"text": "\téa\t0t漢ꟲEOT\u000bEOT́e­<EOT>-\u000b​", "tokens": 24, "pieces": ["\téa", "\t", "0", "t漢ꟲ", "EOT", "\u000bEOT́e", "­<", "EOT", ">-", "\u000b", "​"]}
+{"text": "<|endoftext|>½EOTfiḍ̇​½́
\"ḍ̇#$%Dž​Ａꟲ\"<", "tokens": 32, "pieces": ["<|", "endoftext", "|>", "½", "EOTfiḍ̇", "​", "½", "́", "
", "\"ḍ̇", "#$%", "Dž", "​Ａꟲ", "\"<"]}
+{"text": "٣٤٥٦0(😀🏽'lld0\r.<EOT><İ'Re'Re#$%<|endoftext|>#$%<|endoftext|>ß­'Re>sa", "tokens": 44, "pieces": ["٣٤٥", "٦0", "(😀🏽'", "lld", "0", "\r", ".<", "EOT", "><", "İ'Re", "'Re", "#$%<|", "endoftext", "|>#$%<|", "endoftext", "|>", "ß", "­'", "Re", ">sa"]}
+{"text": "😀🏽12345678㋿ḍ̇.𐞁\r\n<|endoftext|>,ß -😀🏽é.'S9\r\n\r\n　!!漢", "tokens": 38, "pieces": ["😀🏽", "123", "456", "78", "㋿ḍ̇", ".𐞁", "\r\n", "<|", "endoftext", "|>,", "ß", " -😀🏽", "é", ".'", "S", "9", "\r\n\r\n", "　", "!!", "漢"]}
+{"text": "👍🏽\u000b  ſ>‍!!字٣٤٥٦\"ḍ̇'३ß9é३\"e\nß0
!Ａd   Ａ9\n", "tokens": 40, "pieces": ["👍🏽", "\u000b ", " ſ", ">‍!!", "字", "٣٤٥", "٦", "\"ḍ̇", "'", "३", "ß", "9", "é", "३", "\"e", "\n", "ß", "0", "
", "!Ａd", "  ", " Ａ", "9", "\n"]}
+{"text": "t12345678 'ſfiḍ̇ſfiⅣ㍿>", "tokens": 18, "pieces": ["t", "123", "456", "78", " '", "ſfiḍ̇ſfi", "Ⅳ", "㍿>"]}
+{"text": "('Mꟲ字<!!ZＡfi½İm👍🏽'S", "tokens": 19, "pieces": ["('", "Mꟲ字", "<!!", "ZＡfi", "½", "İm", "👍🏽'", "S"]}
+{"text": "  <'sZ　‍½e'ſe
e9   \n<|fim_prefix|>'Dß-<|endoftext|>٣٤٥٦\u000bd\r\nſ😀🏽\n…aémＡ…㍿½👍🏽३s
 ", "tokens": 63, "pieces": [" ", " <'", "s", "Z", "　", "‍", "½", "e'ſ", "e", "
e", "9", "   \n", "<|", "fim", "_prefix", "|>'", "Dß", "-<|", "endoftext", "|>", "٣٤٥", "٦", "\u000bd", "\r\n", "ſ", "😀🏽\n", "…aém", "Ａ", "…", "㍿", "½", "👍🏽", "३", "s", "
 "]}
+{"text": " ſ>!'Re㋿'M's'T,İ!ع9-(­å㍿ع-'ll<META_START>𐞁'Re​d😀🏽ꟲ !!😀🏽", "tokens": 49, "pieces": [" ſ", ">!'", "Re", "㋿'", "M's", "'T", ",İ", "!ع", "9", "-(­", "å", "㍿ع", "-'", "ll", "<META", "_START", ">𐞁'Re", "​d", "😀🏽", "ꟲ", " ", "!!😀🏽"]}
+{"text": "३-   \n٣٤٥٦é ſ!!'ll'ſ   \n>'å­'ll½'M𐞁́Dž​<|endoftext|>!fißſa12345678<|endoftext|>́9<d're'M\n‍\u000b", "tokens": 63, "pieces": ["३", "-", "   \n", "٣٤٥", "٦", "é", " ſ", "!!'", "ll'ſ", "   \n", ">'", "å", "­'", "ll", "½", "'M𐞁́", "Dž", "​<|", "endoftext", "|>!", "fißſa", "123", "456", "78", "<|", "endoftext", "|>́", "9", "<d're", "'M", "\n", "‍", "\u000b"]}
+{"text": "Z'Sfiꟲ0're\r!Ａ\r\n\r\n-t'TEOT  .  EOTＡd'reé,!!字字<<,字", "tokens": 32, "pieces": ["Z'S", "fiꟲ", "0", "'re", "\r", "!Ａ", "\r\n\r\n", "-t'T", "EOT", " ", " .", " ", " EOTＡd're", "é", ",!!", "字字", "<<,", "字"]}
+{"text": "  \n9👍🏽é're<EOT>字<|endoftext|>(0​\rＡ　0İ㍿'D㋿ḍ̇<EOT>㋿\"Z", "tokens": 44, "pieces": ["  \n", "9", "👍🏽", "é're", "<EOT", ">字", "<|", "endoftext", "|>(", "0", "​\r", "Ａ", "　", "0", "İ", "㍿'", "D", "㋿ḍ̇", "<EOT", ">㋿\"", "Z"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'😀🏽ع!𐞁　s\"😀🏽字٣٤٥٦٣٤٥٦İ,٣٤٥٦ꟲ#$%,\r\n\r\n字a", "tokens": 39, "pieces": ["'😀🏽", "ع", "!𐞁", "　s", "\"😀🏽", "字", "٣٤٥", "٦٣٤", "٥٦", "İ", ",", "٣٤٥", "٦", "ꟲ", "#$%,\r\n\r\n", "字a"]}
+{"text": "\rDž'ſ're12345678‍'Re'T<eع‍İ!!0'(漢  ​(", "tokens": 25, "pieces": ["\r", "Dž'ſ", "'re", "123", "456", "78", "‍'", "Re'T", "<eع", "‍İ", "!!", "0", "'(", "漢", " ", " ​("]}
+{"text": "Z漢-'VEDž  🙂,9字9…<META_START>\"\r'M
ع\u000b\tt", "tokens": 24, "pieces": ["Z漢", "-'", "VEDž", " ", " 🙂,", "9", "字", "9", "…", "<META", "_START", ">\"\r", "'M", "
ع", "\u000b", "\tt"]}
+{"text": "<ḍ̇漢<EOT>ꟲ'T<('Reꟲع\r\n\r\nDžⅣ'll㍿!!Dž   \n'T'Dعfi<|fim_prefix|>漢é­m'ſ㋿   \n㋿0\u000b<META_START>'refi", "tokens": 63, "pieces": ["<ḍ̇漢", "<EOT", ">ꟲ'T", "<('", "Reꟲع", "\r\n\r\n", "Dž", "Ⅳ", "'ll", "㍿!!", "Dž", "   \n", "'T'D", "عfi", "<|", "fim", "_prefix", "|>", "漢é", "­m'ſ", "㋿", "   \n", "㋿", "0", "\u000b", "<META", "_START", ">'", "refi"]}
+{"text": "0'Tt漢漢 <|endoftext|><|fim_prefix|><|fim_prefix|>'T\"m'S½\u000bt'ſḍ̇>ßſ'Tt>s éZ 12345678'Ma­'Re😀🏽", "tokens": 56, "pieces": ["0", "'Tt漢漢", " ", "<|", "endoftext", "|><|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>'", "T", "\"m'S", "½", "\u000bt'ſ", "ḍ̇", ">ßſ'T", "t", ">s", " é", "Z", " ", "123", "456", "78", "'Ma", "­'", "Re", "😀🏽"]}
+{"text": "'VE'll\r\n\r\n's'M're­'ss'D३ß㍿", "tokens": 16, "pieces": ["'VE'll", "\r\n\r\n", "'s'M", "'re", "­'", "ss'D", "३", "ß", "㍿"]}
+{"text": "​㍿㍿    字३३Dž!12345678s'VEt漢­EOT", "tokens": 25, "pieces": ["​㍿㍿", "   ", " 字", "३३", "Dž", "!", "123", "456", "78", "s'VE", "t漢", "­EOT"]}
+{"text": "'S‍s😀🏽'Re  ㋿émfi0", "tokens": 18, "pieces": ["'S", "‍s", "😀🏽'", "Re", " ", " ㋿", "émfi", "0"]}
+{"text": "#$%dé'ſ́Z'MEOT.'VE>", "tokens": 14, "pieces": ["#$%", "dé'ſ", "́", "Z'M", "EOT", ".'", "VE", ">"]}
+{"text": "t>Dž'Re aEOT­\r\n\r\n<EOT>字9EOT-!(\u000b'Mm-", "tokens": 23, "pieces": ["t", ">Dž'Re", " a", "EOT", "­\r\n\r\n", "<EOT", ">字", "9", "EOT", "-!(", "\u000b", "'Mm", "-"]}
+{"text": "字㍿　!('T \r9'll😀🏽'D<META_START> EOT‍<|endoftext|><EOT>(Dž-'D​\r\nEOT", "tokens": 43, "pieces": ["字", "㍿", "　", "!('", "T", " \r", "9", "'ll", "😀🏽'", "D", "<META", "_START", ">", " EOT", "‍<|", "endoftext", "|><", "EOT", ">(", "Dž", "-'", "D", "​\r\n", "EOT"]}
+{"text": ">漢㋿d t😀🏽‍Dž   \n'TsdEOT\"<|endoftext|>ع🙂\r👍🏽(ß9's,", "tokens": 36, "pieces": [">漢", "㋿d", " t", "😀🏽‍", "Dž", "   \n", "'Tsd", "EOT", "\"<|", "endoftext", "|>", "ع", "🙂\r", "👍🏽(", "ß", "9", "'s", ","]}
+{"text": "㋿\u000b‍EOTåt字\r\né\r  #$%ꟲ>㋿é'S 'm.𐞁", "tokens": 35, "pieces": ["㋿", "\u000b", "‍EOTåt字", "\r\n", "é", "\r", " ", " #$%", "ꟲ", ">㋿", "é'S", " '", "m", ".𐞁"]}
+{"text": "\r\n <META_START>'ſḍ̇​'Re,", "tokens": 13, "pieces": ["\r\n", " <", "META", "_START", ">'", "ſḍ̇", "​'", "Re", ","]}
+{"text": "'ſ!
\"'S>'s<EOT>ſ'Re.
　½<|fim_prefix|>   \nd'<'ſé'll", "tokens": 31, "pieces": ["'ſ", "!", "
", "\"'", "S", ">'", "s", "<EOT", ">ſ'Re", ".", "
", "　", "½", "<|", "fim", "_prefix", "|>", "   \n", "d", "'<'", "ſé'll"]}
+{"text": "(Ź\n<|fim_prefix|>́'VEＡ<|fim_prefix|>", "tokens": 19, "pieces": ["(Ź", "\n", "<|", "fim", "_prefix", "|>́'", "VEＡ", "<|", "fim", "_prefix", "|>"]}
+{"text": "😀🏽'VEfiḍ̇\r\n\r\nßéſ#$%Ａm<EOT>!'re½ 'Re­३\nⅣ (>'reعe\r漢", "tokens": 37, "pieces": ["😀🏽'", "VEfiḍ̇", "\r\n\r\n", "ßéſ", "#$%", "Ａm", "<EOT", ">!'", "re", "½", " ", "'Re", "­", "३", "\n", "Ⅳ", " (>'", "reعe", "\r", "漢"]}
+{"text": "'s㍿m'VE>ßß<META_START>'ſ (Ⅳ‍'D<m\"", "tokens": 24, "pieces": ["'s", "㍿m'VE", ">ßß", "<META", "_START", ">'", "ſ", " ", "(", "Ⅳ", "‍'", "D", "<m", "\""]}
+{"text": "३𐞁-\t…㍿Dž字!!👍🏽ꟲ'VEé#$%\r\n<'s<|endoftext|>字", "tokens": 37, "pieces": ["३", "𐞁", "-", "\t", "…", "㍿Dž字", "!!👍🏽", "ꟲ'VE", "é", "#$%\r\n", "<'", "s", "<|", "endoftext", "|>", "字"]}
+{"text": "㋿9e,🙂å<EOT>\r\n­'M>.eꟲ.'st'ſ३<EOT>0Z'M.", "tokens": 32, "pieces": ["㋿", "9", "e", ",🙂", "å", "<EOT", ">\r\n", "­'", "M", ">.", "eꟲ", ".'", "st'ſ", "३", "<EOT", ">", "0", "Z'M", "."]}
+{"text": "   \n'Dž.'ssé
9<META_START>́(#$%'M'S㍿Ⅳ漢éé's   \n­\r<META_START>\u000b<META_START>'M😀🏽", "tokens": 44, "pieces": ["   \n", "'Dž", ".'", "ssé", "
", "9", "<META", "_START", ">́", "(#$%'", "M'S", "㍿", "Ⅳ", "漢éé's", "   \n", "­\r", "<META", "_START", ">", "\u000b", "<META", "_START", ">'", "M", "😀🏽"]}
+{"text": "ḍ̇é漢", "tokens": 5, "pieces": ["ḍ̇é漢"]}
+{"text": "Z12345678\u000b('D,é>'<|endoftext|>'\r\n漢's<EOT>m<|endoftext|>Zt", "tokens": 33, "pieces": ["Z", "123", "456", "78", "\u000b", "('", "D", ",é", ">'<|", "endoftext", "|>'\r\n", "漢's", "<EOT", ">m", "<|", "endoftext", "|>", "Zt"]}
+{"text": "!!'re'VE'll're　ع'D　\u000b9!!", "tokens": 14, "pieces": ["!!'", "re'VE", "'ll're", "　ع'D", "　", "\u000b", "9", "!!"]}
+{"text": "
å  å‍>👍🏽\r\n<|endoftext|>ݽe­ꟲDž-ḍ̇!!ꟲfi<|fim_prefix|>\t'VEs <é\r\n\r\n'll٣٤٥٦", "tokens": 55, "pieces": ["
å", " ", " å", "‍>👍🏽\r\n", "<|", "endoftext", "|>", "İ", "½", "e", "­ꟲ", "Dž", "-ḍ̇", "!!", "ꟲfi", "<|", "fim", "_prefix", "|>", "\t", "'VEs", " <", "é", "\r\n\r\n", "'ll", "٣٤٥", "٦"]}
+{"text": "\r\n'VE>dd́字'Re'lle's\né   t३ 漢'ſ!!#$%漢३\n\"
'👍🏽😀🏽EOT", "tokens": 38, "pieces": ["\r\n", "'VE", ">dd́字'Re", "'lle's", "\n", "é", "  ", " t", "३", " 漢'ſ", "!!#$%", "漢", "३", "\n", "\"", "
", "'👍🏽😀🏽", "EOT"]}
+{"text": "etd12345678<EOT>  ", "tokens": 9, "pieces": ["etd", "123", "456", "78", "<EOT", ">", "  "]}
+{"text": "\n½'re<META_START>İİ\"\n 'M>'ſ's\u000b'VE㋿d<EOT>　🙂a\nEOTé<META_START>​", "tokens": 38, "pieces": ["\n", "½", "'re", "<META", "_START", ">İİ", "\"\n", " '", "M", ">'", "ſ's", "\u000b", "'VE", "㋿d", "<EOT", ">", "　", "🙂a", "\n", "EOTé", "<META", "_START", ">​"]}
+{"text": ".\r\n\r\n٣٤٥٦", "tokens": 5, "pieces": [".\r\n\r\n", "٣٤٥", "٦"]}
+{"text": "å字( å  .s<META_START>-　m३9<META_START>(<EOT> ́!​<<META_START><EOT>'Tm", "tokens": 38, "pieces": ["å字", "(", " å", " ", " .", "s", "<META", "_START", ">-", "　m", "३9", "<META", "_START", ">(<", "EOT", ">", " ́", "!​<<", "META", "_START", "><", "EOT", ">'", "Tm"]}
+{"text": "#$%ع\"\n", "tokens": 4, "pieces": ["#$%", "ع", "\"\n"]}
+{"text": " \nſ<EOT>ꟲ-👍🏽(mm#$%!!(\t
'D\"  <EOT>
'Re<EOT>́#$%>", "tokens": 37, "pieces": [" \n", "ſ", "<EOT", ">ꟲ", "-👍🏽(", "mm", "#$%!!(", "\t", "
", "'D", "\"", " ", " <", "EOT", ">", "
", "'Re", "<EOT", ">́", "#$%>"]}
+{"text": "!!   \nßåå", "tokens": 7, "pieces": ["!!", "   \n", "ßåå"]}
+{"text": "ꟲ'VE­́Ⅳte!-'M#$%", "tokens": 15, "pieces": ["ꟲ'VE", "­́", "Ⅳ", "te", "!-'", "M", "#$%"]}
+{"text": "​㋿0\r'M漢é́Dždåe s   \nå😀🏽'Resd   \n३>'ll\u000b  'refi'lla'VE½\n", "tokens": 40, "pieces": ["​㋿", "0", "\r", "'M漢é́", "Dždåe", " s", "   \n", "å", "😀🏽'", "Resd", "   \n", "३", ">'", "ll", "\u000b ", " '", "refi'll", "a'VE", "½", "\n"]}
+{"text": "e'Re9٣٤٥٦​٣٤٥٦'T", "tokens": 13, "pieces": ["e'Re", "9٣٤", "٥٦", "​", "٣٤٥", "٦", "'T"]}
+{"text": "🙂m", "tokens": 2, "pieces": ["🙂m"]}
+{"text": " 
́'ll字İ", "tokens": 6, "pieces": [" ", "
́'ll", "字", "İ"]}
+{"text": "å'Mꟲ'S\t٣٤٥٦३…e­　­å३é<|endoftext|>　　\r\t<EOT>.", "tokens": 35, "pieces": ["å'M", "ꟲ'S", "\t", "٣٤٥", "٦३", "…e", "­", "　", "­å", "३", "é", "<|", "endoftext", "|>", "　　\r", "\t", "<EOT", ">."]}
+{"text": "٣٤٥٦t𐞁   \n\r\n!éDž>'T'S.'s0'ſ ", "tokens": 24, "pieces": ["٣٤٥", "٦", "t𐞁", "   \n\r\n", "!é", "Dž", ">'", "T'S", ".'", "s", "0", "'ſ", " "]}
+{"text": "٣٤٥٦'reſ   \n\r\n<EOT><Ⅳ　<EOT>\r३0
s½'VE   \n#$%٣٤٥٦\u000b<META_START>𐞁", "tokens": 41, "pieces": ["٣٤٥", "٦", "'reſ", "   \n\r\n", "<EOT", "><", "Ⅳ", "　", "<EOT", ">\r", "३0", "
s", "½", "'VE", "   \n", "#$%", "٣٤٥", "٦", "\u000b", "<META", "_START", ">𐞁"]}
+{"text": "'　ḍ̇…d'é<|endoftext|>EOT  \u000b㋿'Re'll­   \n😀🏽½𐞁<|endoftext|>#$%é9<EOT>'VE9's(İ", "tokens": 55, "pieces": ["'", "　ḍ̇", "…d", "'é", "<|", "endoftext", "|>", "EOT", "  ", "\u000b", "㋿'", "Re'll", "­", "   \n", "😀🏽", "½", "𐞁", "<|", "endoftext", "|>#$%", "é", "9", "<EOT", ">'", "VE", "9", "'s", "(İ"]}
+{"text": "​'漢00
<META_START>…㍿!😀🏽‍-'𐞁  😀🏽\r\n\r\n👍🏽Ａ漢字<<𐞁m\r\n", "tokens": 42, "pieces": ["​'", "漢", "00", "
", "<META", "_START", ">", "…", "㍿!😀🏽‍-'", "𐞁", " ", " 😀🏽\r\n\r\n", "👍🏽", "Ａ漢字", "<<", "𐞁m", "\r\n"]}
+{"text": "fi‍(", "tokens": 3, "pieces": ["fi", "‍("]}
+{"text": "<EOT>­!ꟲ字é㍿m　 ㍿éＡⅣEOTfi　'ſ𐞁a   \n‍<EOT>ſ é\r\n\r\n\"å'S", "tokens": 48, "pieces": ["<EOT", ">­!", "ꟲ字é", "㍿m", "　", " ", "㍿é", "Ａ", "Ⅳ", "EOTfi", "　", "'ſ𐞁a", "   \n", "‍<", "EOT", ">ſ", " é", "\r\n\r\n", "\"å'S"]}
+{"text": "Z   \n!!ß(<|endoftext|>EOT३　<META_START>ḍ̇>åEOTß!字ꟲ½字.㍿!!é 'VE\t", "tokens": 43, "pieces": ["Z", "   \n", "!!", "ß", "(<|", "endoftext", "|>", "EOT", "३", "　", "<META", "_START", ">ḍ̇", ">å", "EOTß", "!字ꟲ", "½", "字", ".㍿!!", "é", " '", "VE", "\t"]}
+{"text": "'s\t#$%‍‍    \n　Dž ٣٤٥٦ 0.fiꟲ<\u000b'D…'re12345678ꟲ…㍿ع'T<|fim_prefix|>\tå­'T'D>!!'ſm", "tokens": 59, "pieces": ["'s", "\t", "#$%‍‍", "    \n", "　Dž", " ", "٣٤٥", "٦", " ", "0", ".fiꟲ", "<", "\u000b", "'D", "…", "'re", "123", "456", "78", "ꟲ", "…", "㍿ع'T", "<|", "fim", "_prefix", "|>", "\tå", "­'", "T'D", ">!!'", "ſm"]}
+{"text": "　'VEع'reeⅣ   \n<META_START>\r\n٣٤٥٦३ ‍  EOT-.　😀🏽'sa", "tokens": 29, "pieces": ["　", "'VEع're", "e", "Ⅳ", "   \n", "<META", "_START", ">\r\n", "٣٤٥", "٦३", " ‍", " ", " EOT", "-.", "　", "😀🏽'", "sa"]}
+{"text": "㍿EOTſ<12345678𐞁\tßa  .​t漢<|fim_prefix|><ع😀🏽\u000b\n
　字Z0Dž<|fim_prefix|>", "tokens": 47, "pieces": ["㍿EOTſ", "<", "123", "456", "78", "𐞁", "\tßa", " ", " .​", "t漢", "<|", "fim", "_prefix", "|><", "ع", "😀🏽", "\u000b\n", "
", "　字", "Z", "0", "Dž", "<|", "fim", "_prefix", "|>"]}
+{"text": "\"'T'D'Re  <META_START>́'sİ<|fim_prefix|>\r३\r\nꟲaßſ½́½'ll", "tokens": 31, "pieces": ["\"'", "T'D", "'Re", " ", " <", "META", "_START", ">́'s", "İ", "<|", "fim", "_prefix", "|>\r", "३", "\r\n", "ꟲaßſ", "½", "́", "½", "'ll"]}
+{"text": "<'s\nİ३#$%İd ‍ſ字㋿㍿ſ-字>  😀🏽́ß\na", "tokens": 30, "pieces": ["<'", "s", "\n", "İ", "३", "#$%", "İd", " ‍", "ſ字", "㋿㍿", "ſ", "-字", ">", " ", " 😀🏽́", "ß", "\n", "a"]}
+{"text": "字 ", "tokens": 2, "pieces": ["字", " "]}
+{"text": "-'lltİ12345678ꟲd½İ0ß<META_START>ḍ̇t-<  👍🏽", "tokens": 28, "pieces": ["-'", "llt", "İ", "123", "456", "78", "ꟲd", "½", "İ", "0", "ß", "<META", "_START", ">ḍ̇t", "-<", " ", " 👍🏽"]}
+{"text": " ㋿\r<|fim_prefix|> 0é!!.㋿'ſḍ̇é'll  'T#$%\t\r\n\r\n12345678fi\"\"Džé'Reع<", "tokens": 44, "pieces": [" ", "㋿\r", "<|", "fim", "_prefix", "|>", " ", "0", "é", "!!.㋿'", "ſḍ̇é'll", " ", " '", "T", "#$%", "\t\r\n\r\n", "123", "456", "78", "fi", "\"\"", "Džé'Re", "ع", "<"]}
+{"text": "'llå,\r­  \u000b㍿\r\n\r\n\r'👍🏽\r\n\r\né", "tokens": 20, "pieces": ["'llå", ",\r", "­", "  ", "\u000b", "㍿\r\n\r\n\r", "'👍🏽\r\n\r\n", "é"]}
+{"text": "'ſ", "tokens": 2, "pieces": ["'ſ"]}
+{"text": " 're'éé㍿ḍ̇DžZ(m😀🏽
عé\rⅣ'M㋿ḍ̇İé½\u000b", "tokens": 37, "pieces": [" '", "re", "'éé", "㍿ḍ̇", "DžZ", "(m", "😀🏽", "
عé", "\r", "Ⅳ", "'M", "㋿ḍ̇", "İé", "½", "\u000b"]}
+{"text": "'ſ<t'll12345678　aEOT'VÉ", "tokens": 14, "pieces": ["'ſ", "<t'll", "123", "456", "78", "　a", "EOT'VE", "́"]}
+{"text": "'D𐞁", "tokens": 5, "pieces": ["'D𐞁"]}
+{"text": "ſ‍<
٣٤٥٦<|endoftext|>Ⅳt𐞁­\n👍🏽🙂a🙂'M<|fim_prefix|>字Dž𐞁ع́㋿<é漢…,e(𐞁", "tokens": 61, "pieces": ["ſ", "‍<", "
", "٣٤٥", "٦", "<|", "endoftext", "|>", "Ⅳ", "t𐞁", "­\n", "👍🏽🙂", "a", "🙂'", "M", "<|", "fim", "_prefix", "|>", "字Dž𐞁ع́", "㋿<", "é漢", "…", ",e", "(𐞁"]}
+{"text": "​.'ś‍­.'ll9m٣٤٥٦ßⅣ'ſḍ̇'Re\tmß>𐞁#$%Ⅳ(\t  !ꟲＡZ 0d0", "tokens": 46, "pieces": ["​.'", "ś", "‍­.'", "ll", "9", "m", "٣٤٥", "٦", "ß", "Ⅳ", "'ſḍ̇'Re", "\tmß", ">𐞁", "#$%", "Ⅳ", "(", "\t ", " !", "ꟲ", "ＡZ", " ", "0", "d", "0"]}
+{"text": "́!'DZ Dž<|fim_prefix|>   \n'Re", "tokens": 14, "pieces": ["́", "!'", "DZ", " Dž", "<|", "fim", "_prefix", "|>", "   \n", "'Re"]}
+{"text": "Ⅳ\r🙂'M9-́   \n!!İ­\t!字'D<|fim_prefix|>ꟲe'VE   \n's😀🏽mعꟲet　👍🏽'D字🙂<EOT>'Re", "tokens": 53, "pieces": ["Ⅳ", "\r", "🙂'", "M", "9", "-́", "   \n", "!!", "İ", "­", "\t", "!字'D", "<|", "fim", "_prefix", "|>", "ꟲe'VE", "   \n", "'s", "😀🏽", "mعꟲet", "　", "👍🏽'", "D字", "🙂<", "EOT", ">'", "Re"]}
+{"text": "　,>  Z٣٤٥٦(‍'s…\r'Re>…é\u000bİꟲ<EOT>'S'Re!\ndḍ̇'DéZ字 ſ'Re0ع'S \u000bİ", "tokens": 49, "pieces": ["　", ",>", " ", " Z", "٣٤٥", "٦", "(‍'", "s", "…\r", "'Re", ">", "…é", "\u000bİꟲ", "<EOT", ">'", "S'Re", "!\n", "dḍ̇'D", "é", "Z字", " ſ'Re", "0", "ع'S", " ", "\u000bİ"]}
+{"text": "'MZ‍!!'S३ß<|fim_prefix|>(<|fim_prefix|>e're<EOT>d٣٤٥٦'VE   \n'VEe0👍🏽  ", "tokens": 40, "pieces": ["'MZ", "‍!!'", "S", "३", "ß", "<|", "fim", "_prefix", "|>(<|", "fim", "_prefix", "|>", "e're", "<EOT", ">d", "٣٤٥", "٦", "'VE", "   \n", "'VEe", "0", "👍🏽", "  "]}
+{"text": "#$%‍ å𐞁é㍿ <<META_START>EOTd'ſ12345678\r!漢<EOT><META_START>­'Tfi\n.'Sm#$%", "tokens": 44, "pieces": ["#$%‍", " å𐞁é", "㍿", " ", "<<", "META", "_START", ">EOTd'ſ", "123", "456", "78", "\r", "!漢", "<EOT", "><", "META", "_START", ">­'", "Tfi", "\n", ".'", "Sm", "#$%"]}
+{"text": ",漢½m'T३👍🏽Dž\r\n
́-s\r\n\r\n<|fim_prefix|>a३éİ­🙂عfi­ſ'Mfi٣٤٥٦\n", "tokens": 39, "pieces": [",漢", "½", "m'T", "३", "👍🏽", "Dž", "\r\n", "
́", "-s", "\r\n\r\n", "<|", "fim", "_prefix", "|>", "a", "३", "é", "İ", "­🙂", "عfi", "­ſ'M", "fi", "٣٤٥", "٦", "\n"]}
+{"text": "…#$%", "tokens": 4, "pieces": ["…", "#$%"]}
+{"text": "<|fim_prefix|>", "tokens": 6, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "👍🏽fi   \nes'T　é0å😀🏽ع\t<EOT>12345678İd́Ａ­ḍ̇<|fim_prefix|>\rＡß! ", "tokens": 43, "pieces": ["👍🏽", "fi", "   \n", "es'T", "　é", "0", "å", "😀🏽", "ع", "\t", "<EOT", ">", "123", "456", "78", "İd́", "Ａ", "­ḍ̇", "<|", "fim", "_prefix", "|>\r", "Ａß", "!", " "]}
+{"text": " ­<", "tokens": 3, "pieces": [" ", "­<"]}
+{"text": "\"e🙂>ع-é12345678Džḍ̇.t👍🏽!३", "tokens": 21, "pieces": ["\"e", "🙂>", "ع", "-é", "123", "456", "78", "Džḍ̇", ".t", "👍🏽!", "३"]}
+{"text": "३\r\nå!\nZ㋿ſ'Re,𐞁'll(\n'D!<META_START>'re'ſ  字m", "tokens": 30, "pieces": ["३", "\r\n", "å", "!\n", "Z", "㋿ſ'Re", ",𐞁'll", "(\n", "'D", "!<", "META", "_START", ">'", "re'ſ", " ", " 字m"]}
+{"text": "<|fim_prefix|>字<EOT>𐞁'VEİs   \nعⅣ'ReéfiⅣDž\u000bfi", "tokens": 32, "pieces": ["<|", "fim", "_prefix", "|>", "字", "<EOT", ">𐞁'VE", "İs", "   \n", "ع", "Ⅳ", "'Reéfi", "Ⅳ", "Dž", "\u000bfi"]}
+{"text": "m-<\r\n\r\n'ſ\u000b\"", "tokens": 8, "pieces": ["m", "-<\r\n\r\n", "'ſ", "\u000b", "\""]}
+{"text": "'ſ're㍿m'S'Reꟲ\r
🙂.12345678sfi<META_START>,'<|fim_prefix|>9ꟲ\u000b漢\nt>字\r\nsſ'Red'Tm<EOT>ZEOT\t'T", "tokens": 56, "pieces": ["'ſ're", "㍿m'S", "'Reꟲ", "\r", "
", "🙂.", "123", "456", "78", "sfi", "<META", "_START", ">,'<|", "fim", "_prefix", "|>", "9", "ꟲ", "\u000b漢", "\n", "t", ">字", "\r\n", "sſ'Re", "d'T", "m", "<EOT", ">ZEOT", "\t", "'T"]}
+{"text": ",　", "tokens": 2, "pieces": [",", "　"]}
+{"text": "EOT🙂!EOT're,ß'Ms\r\n9\r\n\r\nZ#$%\"'sEOT'ſ   \n'll😀🏽㍿'M-  ½'ſ!a'D'll0\n", "tokens": 45, "pieces": ["EOT", "🙂!", "EOT're", ",ß'M", "s", "\r\n", "9", "\r\n\r\n", "Z", "#$%\"'", "s", "EOT'ſ", "   \n", "'ll", "😀🏽㍿'", "M", "-", " ", " ", "½", "'ſ", "!a'D", "'ll", "0", "\n"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "   \n Ⅳ<META_START>0e 🙂", "tokens": 11, "pieces": ["   \n", " ", "Ⅳ", "<META", "_START", ">", "0", "e", " 🙂"]}
+{"text": "d<|endoftext|>'sİ!'VEß,́Dž!tⅣ'M<ꟲ字   \n\u000b!!㍿٣٤٥٦　!!<\rDž'T''VE<META_START><|endoftext|>(漢㋿", "tokens": 60, "pieces": ["d", "<|", "endoftext", "|>'", "s", "İ", "!'", "VEß", ",́", "Dž", "!t", "Ⅳ", "'M", "<ꟲ字", "   \n", "\u000b", "!!㍿", "٣٤٥", "٦", "　", "!!<\r", "Dž'T", "''", "VE", "<META", "_START", "><|", "endoftext", "|>(", "漢", "㋿"]}
+{"text": "#$%\r\n​aé<EOT>　  !३'é\r­\rZ字!!é0٣٤٥٦'Re'M ", "tokens": 29, "pieces": ["#$%\r\n", "​aé", "<EOT", ">", "　 ", " !", "३", "'é", "\r", "­\r", "Z字", "!!", "é", "0٣٤", "٥٦", "'Re'M", " "]}
+{"text": "e!EOTع­<|endoftext|>0t½½<EOT>ع́'ſ", "tokens": 24, "pieces": ["e", "!EOTع", "­<|", "endoftext", "|>", "0", "t", "½½", "<EOT", ">ع́'ſ"]}
+{"text": "éＡ㍿ḍ̇e'VEDž\r 12345678½é're'Re0\t\r\n\r\ń½!!\r\n\r\n👍🏽'Dfi'S<|endoftext|>s\r\n-ꟲa<|fim_prefix|>'ſ<META_START> 'res", "tokens": 64, "pieces": ["é", "Ａ", "㍿ḍ̇e'VE", "Dž", "\r", " ", "123", "456", "78½", "é're", "'Re", "0", "\t\r\n\r\n", "́", "½", "!!\r\n\r\n", "👍🏽'", "Dfi'S", "<|", "endoftext", "|>", "s", "\r\n", "-ꟲa", "<|", "fim", "_prefix", "|>'", "ſ", "<META", "_START", ">", " ", "'res"]}
+{"text": "\"‍٣٤٥٦é0!!ꟲＡ", "tokens": 14, "pieces": ["\"‍", "٣٤٥", "٦", "é", "0", "!!", "ꟲ", "Ａ"]}
+{"text": "és", "tokens": 2, "pieces": ["és"]}
+{"text": "Ⅳع<META_START>­<META_START>𐞁#$%\t😀🏽fi ꟲfi'ſ!!t<EOT>'D'MZꟲ", "tokens": 41, "pieces": ["Ⅳ", "ع", "<META", "_START", ">­<", "META", "_START", ">𐞁", "#$%", "\t", "😀🏽", "fi", " ꟲfi'ſ", "!!", "t", "<EOT", ">'", "D'M", "Zꟲ"]}
+{"text": "🙂DžＡ9<META_START><META_START>fi'D𐞁EOT.0‍<漢,'M>३㍿‍漢'fi>'S", "tokens": 38, "pieces": ["🙂DžＡ", "9", "<META", "_START", "><", "META", "_START", ">fi'D", "𐞁", "EOT", ".", "0", "‍<", "漢", ",'", "M", ">", "३", "㍿‍", "漢", "'fi", ">'", "S"]}
+{"text": "​  <|endoftext|>字(​ 'ſEOT'Mß‍㍿<|endoftext|>字ſ　'sꟲ12345678Ⅳ'Dꟲ३'reⅣs'll'll\n ㋿Ａ　a
㍿३   \n", "tokens": 66, "pieces": ["​", " ", " <|", "endoftext", "|>", "字", "(​", " '", "ſ", "EOT'M", "ß", "‍㍿<|", "endoftext", "|>", "字ſ", "　", "'sꟲ", "123", "456", "78Ⅳ", "'Dꟲ", "३", "'re", "Ⅳ", "s'll", "'ll", "\n", " ㋿", "Ａ", "　a", "
", "㍿", "३", "   \n"]}
+{"text": "𐞁's㍿dſ'ſ　👍🏽\t#$%Ⅳſ<
🙂\"m‍🙂ſ", "tokens": 30, "pieces": ["𐞁's", "㍿dſ'ſ", "　", "👍🏽", "\t", "#$%", "Ⅳ", "ſ", "<", "
", "🙂\"", "m", "‍🙂", "ſ"]}
+{"text": "\r", "tokens": 1, "pieces": ["\r"]}
+{"text": "m\"'T<<META_START>　　👍🏽'T ꟲ字㋿é!  #$%\u000b!!٣٤٥٦漢'M", "tokens": 36, "pieces": ["m", "\"'", "T", "<<", "META", "_START", ">", "　", "　", "👍🏽'", "T", " ꟲ字", "㋿é", "!", " ", " #$%", "\u000b", "!!", "٣٤٥", "٦", "漢'M"]}
+{"text": "<'så漢'M'ſ🙂٣٤٥٦\nfi😀🏽d  #$%(", "tokens": 22, "pieces": ["<'", "så漢'M", "'ſ", "🙂", "٣٤٥", "٦", "\n", "fi", "😀🏽", "d", " ", " #$%("]}
+{"text": "d'S
  ", "tokens": 4, "pieces": ["d'S", "
  "]}
+{"text": " EOT́😀🏽­d\tＡ123456780.'VE😀🏽é<META_START>åé9<|endoftext|>­ß'S'EOTDž'llßİ", "tokens": 44, "pieces": [" EOT́", "😀🏽­", "d", "\tＡ", "123", "456", "780", ".'", "VE", "😀🏽", "é", "<META", "_START", ">åé", "9", "<|", "endoftext", "|>­", "ß'S", "'EOTDž'll", "ß", "İ"]}
+{"text": "👍🏽İ<|fim_prefix|>", "tokens": 10, "pieces": ["👍🏽", "İ", "<|", "fim", "_prefix", "|>"]}
+{"text": "<|endoftext|>\r\n-d\r\n\r\n<|endoftext|>   \n'D>½…\t🙂", "tokens": 24, "pieces": ["<|", "endoftext", "|>\r\n", "-d", "\r\n\r\n", "<|", "endoftext", "|>", "   \n", "'D", ">", "½", "…", "\t", "🙂"]}
+{"text": "ع'reå", "tokens": 4, "pieces": ["ع're", "å"]}
+{"text": "EOT'll're　åt\r\nZ 9<|fim_prefix|>'M…>­㍿!!fiعEOT\u000b'Re", "tokens": 33, "pieces": ["EOT'll", "'re", "　åt", "\r\n", "Z", " ", "9", "<|", "fim", "_prefix", "|>'", "M", "…", ">­㍿!!", "fiع", "EOT", "\u000b", "'Re"]}
+{"text": "㋿ß漢…Z<EOT>㍿\"ß<#$%
\r\n\tZEOTZ9́><EOT>ＡZ'M­'Re　\r é字!!é", "tokens": 43, "pieces": ["㋿ß漢", "…Z", "<EOT", ">㍿\"", "ß", "<#$%", "
\r\n", "\tZEOTZ", "9", "́", "><", "EOT", ">ＡZ'M", "­'", "Re", "　\r", " é字", "!!", "é"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿'ſ'VE'VE'Re<META_START>'Mḍ̇　­​\u000b(<EOT>ḍ̇​'Re㍿㋿　\u000ba'reé\r㍿\n,12345678  𐞁", "tokens": 59, "pieces": ["㍿'", "ſ'VE", "'VE'Re", "<META", "_START", ">'", "Mḍ̇", "　", "­​", "\u000b", "(<", "EOT", ">ḍ̇", "​'", "Re", "㍿㋿", "　", "\u000ba're", "é", "\r", "㍿\n", ",", "123", "456", "78", " ", " 𐞁"]}
+{"text": "​
字>㍿😀🏽\"'D'reéDž  're‍é'Re\"'T٣٤٥٦12345678٣٤٥٦Z<EOT12345678\"'S'DdåⅣ​d­fi", "tokens": 53, "pieces": ["​", "
字", ">㍿😀🏽\"'", "D're", "é", "Dž", " ", " '", "re", "‍é'Re", "\"'", "T", "٣٤٥", "٦12", "345", "678", "٣٤٥", "٦", "Z", "<EOT", "123", "456", "78", "\"'", "S'D", "då", "Ⅳ", "​d", "­fi"]}
+{"text": "ß#$%🙂३a'VE\r\n>'ſ　s漢́\t>'Re<­", "tokens": 20, "pieces": ["ß", "#$%🙂", "३", "a'VE", "\r\n", ">'", "ſ", "　s漢́", "\t", ">'", "Re", "<­"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "é\rDž12345678　'll\tḍ̇'T\"!'llعs'll'll ㋿", "tokens": 25, "pieces": ["é", "\r", "Dž", "123", "456", "78", "　", "'ll", "\tḍ̇'T", "\"!'", "llعs'll", "'ll", " ", "㋿"]}
+{"text": ">Ａ#$%åEOT's字ß‍ \t9'ſ>'M  <META_START>'S'Res<|endoftext|><|endoftext|>İ㍿é9Džé's漢'", "tokens": 53, "pieces": [">Ａ", "#$%", "å", "EOT's", "字ß", "‍", " ", "\t", "9", "'ſ", ">'", "M", " ", " <", "META", "_START", ">'", "S'Re", "s", "<|", "endoftext", "|><|", "endoftext", "|>", "İ", "㍿é", "9", "Džé's", "漢", "'"]}
+{"text": "Ⅳ!!0\u000bé\r\n\r\nＡ!!Džꟲ'9…9'D㍿\n<META_START>0Z12345678'M#$%
\r\nfi'reß<as#$%'ll\r\n\r\n👍🏽<EOT>字", "tokens": 56, "pieces": ["Ⅳ", "!!", "0", "\u000bé", "\r\n\r\n", "Ａ", "!!", "Džꟲ", "'", "9", "…", "9", "'D", "㍿\n", "<META", "_START", ">", "0", "Z", "123", "456", "78", "'M", "#$%", "
\r\n", "fi're", "ß", "<as", "#$%'", "ll", "\r\n\r\n", "👍🏽<", "EOT", ">字"]}
+{"text": "عſ३es9​㍿\r\n'D<Z　a<|fim_prefix|>\r\n\r\n", "tokens": 21, "pieces": ["عſ", "३", "es", "9", "​㍿\r\n", "'D", "<Z", "　a", "<|", "fim", "_prefix", "|>\r\n\r\n"]}
+{"text": "éDž.­ …>…\r\n­", "tokens": 14, "pieces": ["é", "Dž", ".­", " ", "…", ">", "…\r\n", "­"]}
+{"text": "​㋿'T'D㋿㍿>字 ㍿", "tokens": 19, "pieces": ["​㋿'", "T'D", "㋿㍿>", "字", " ", "㍿"]}
+{"text": "\r!!'re's‍!m(字­
\téع́d😀🏽EOTaDž\"e'VE\rå0\nꟲＡ漢>\n9… 'Déعع", "tokens": 49, "pieces": ["\r", "!!'", "re's", "‍!", "m", "(字", "­", "
", "\téع́d", "😀🏽", "EOTa", "Dž", "\"e'VE", "\r", "å", "0", "\n", "ꟲＡ漢", ">\n", "9", "…", " ", "'Déعع"]}
+{"text": "Ａ\r​a\t🙂　'Dع​t𐞁'llfiİ", "tokens": 18, "pieces": ["Ａ", "\r", "​a", "\t", "🙂", "　", "'Dع", "​t𐞁'll", "fi", "İ"]}
+{"text": "EOT😀🏽<|endoftext|>‍\r\n\"Dž<EOT>ꟲ'\rd.<9\r\r\n\r\n!\n…9　٣٤٥٦", "tokens": 39, "pieces": ["EOT", "😀🏽<|", "endoftext", "|>‍\r\n", "\"Dž", "<EOT", ">ꟲ", "'\r", "d", ".<", "9", "\r\r\n\r\n", "!\n", "…", "9", "　", "٣٤٥", "٦"]}
+{"text": "'re 👍🏽字\r!!<|endoftext|>sⅣ'T(　Z\r\n😀🏽٣٤٥٦0🙂👍🏽'M<|endoftext|>\r漢ḍ̇\r\n\r\n İ<9Ⅳ'Ds", "tokens": 58, "pieces": ["'re", " ", "👍🏽", "字", "\r", "!!<|", "endoftext", "|>", "s", "Ⅳ", "'T", "(", "　Z", "\r\n", "😀🏽", "٣٤٥", "٦0", "🙂👍🏽'", "M", "<|", "endoftext", "|>\r", "漢ḍ̇", "\r\n\r\n", " İ", "<", "9Ⅳ", "'Ds"]}
+{"text": "\u000b\tſ漢é", "tokens": 6, "pieces": ["\u000b", "\tſ漢é"]}
+{"text": "Dž#$% t'Re‍ ꟲ", "tokens": 10, "pieces": ["Dž", "#$%", " t'Re", "‍", " ꟲ"]}
+{"text": "Zꟲ½e#$%e", "tokens": 9, "pieces": ["Zꟲ", "½", "e", "#$%", "e"]}
+{"text": "　…‍​'s'ſ🙂'll <|fim_prefix|>ع<d'Re 9㋿'Re३'s#$%'Re३Dž<META_START>\t!é٣٤٥٦ḍ̇e…漢Dž", "tokens": 58, "pieces": ["　", "…", "‍​'", "s'ſ", "🙂'", "ll", " <|", "fim", "_prefix", "|>", "ع", "<d'Re", " ", "9", "㋿'", "Re", "३", "'s", "#$%'", "Re", "३", "Dž", "<META", "_START", ">", "\t", "!é", "٣٤٥", "٦", "ḍ̇e", "…漢", "Dž"]}
+{"text": "'T<|fim_prefix|>12345678'\r\n
á İ\"  İ 's", "tokens": 21, "pieces": ["'T", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'\r\n", "
á", " İ", "\"", " ", " İ", " ", "'s"]}
+{"text": "'s\t9EOT'ſ<😀🏽​>0漢sſ ꟲ'VEǻ‍", "tokens": 26, "pieces": ["'s", "\t", "9", "EOT'ſ", "<😀🏽​>", "0", "漢sſ", " ꟲ'VE", "ǻ", "‍"]}
+{"text": "><META_START>'M", "tokens": 5, "pieces": ["><", "META", "_START", ">'", "M"]}
+{"text": ".!<|endoftext|> ३#$%", "tokens": 12, "pieces": [".!<|", "endoftext", "|>", " ", "३", "#$%"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'T​å३t𐞁å½­​0a", "tokens": 17, "pieces": ["'T", "​å", "३", "t𐞁å", "½", "­​", "0", "a"]}
+{"text": "‍", "tokens": 1, "pieces": ["‍"]}
+{"text": "\u000bétＡ\r\nå   \n​0'T EOT9\r\n\r\n   \nt\"'Sa", "tokens": 21, "pieces": ["\u000bét", "Ａ", "\r\n", "å", "   \n", "​", "0", "'T", " EOT", "9", "\r\n\r\n   \n", "t", "\"'", "Sa"]}
+{"text": "(-‍
<META_START>'S­<META_START>Z漢Z🙂<EOT>12345678 'VEs'Re漢👍🏽​>　 ​́s😀🏽Ⅳ'D
Z'Z", "tokens": 48, "pieces": ["(-‍", "
", "<META", "_START", ">'", "S", "­<", "META", "_START", ">Z漢", "Z", "🙂<", "EOT", ">", "123", "456", "78", " ", "'VEs'Re", "漢", "👍🏽​>", "　", " ​́", "s", "😀🏽", "Ⅳ", "'D", "
Z", "'Z"]}
+{"text": "…fi'll's　#$%㋿s<å'Re's>td#$%.Ⅳ😀🏽👍🏽'T<EOT>㍿​ß'M", "tokens": 39, "pieces": ["…fi'll", "'s", "　", "#$%㋿", "s", "<å'Re", "'s", ">td", "#$%.", "Ⅳ", "😀🏽👍🏽'", "T", "<EOT", ">㍿​", "ß'M"]}
+{"text": "<META_START>㍿é0\r\n\r\n㋿d　'…12345678漢㋿Z ſ  'Re  (  'reDž\n\r\n\r\n", "tokens": 41, "pieces": ["<META", "_START", ">㍿", "é", "0", "\r\n\r\n", "㋿d", "　", "'", "…", "123", "456", "78", "漢", "㋿Z", " ſ", " ", " '", "Re", " ", " (", " ", " '", "re", "Dž", "\n\r\n\r\n"]}
+{"text": "'llDž12345678aé<'T<EOT>-'S ३eEOTſ\r'ſ\u000bꟲEOT‍ .DžⅣZ!!<EOTtع'D　é,ǻＡ३", "tokens": 52, "pieces": ["'ll", "Dž", "123", "456", "78", "aé", "<'", "T", "<EOT", ">-'", "S", " ", "३", "e", "EOTſ", "\r", "'ſ", "\u000bꟲ", "EOT", "‍", " .", "Dž", "Ⅳ", "Z", "!!<", "EOTtع'D", "　é", ",ǻ", "Ａ", "३"]}
+{"text": "#$%‍½İ'T㋿‍漢e ", "tokens": 13, "pieces": ["#$%‍", "½", "İ'T", "㋿‍", "漢e", " "]}
+{"text": "'VE!Z३fi३9Dž　'T
'T>‍'Re'Re ,.㋿'s#$%'T\r\n㍿9½<|endoftext|>'lle   \n漢 字​", "tokens": 48, "pieces": ["'VE", "!Z", "३", "fi", "३9", "Dž", "　", "'T", "
", "'T", ">‍'", "Re'Re", " ", ",.㋿'", "s", "#$%'", "T", "\r\n", "㍿", "9½", "<|", "endoftext", "|>'", "lle", "   \n", "漢", " 字", "​"]}
+{"text": "é👍🏽ꟲ𐞁 漢Z'ſſ'll!!<|fim_prefix|>\r\nſ­   \n­\r\n\r\n'll٣٤٥٦\tfi12345678ḍ̇é   \n\"12345678İt'Sḍ̇🙂-", "tokens": 57, "pieces": ["é", "👍🏽", "ꟲ𐞁", " 漢", "Z'ſ", "ſ'll", "!!<|", "fim", "_prefix", "|>\r\n", "ſ", "­", "   \n", "­\r\n\r\n", "'ll", "٣٤٥", "٦", "\tfi", "123", "456", "78", "ḍ̇é", "   \n", "\"", "123", "456", "78", "İt'S", "ḍ̇", "🙂-"]}
+{"text": "-㍿́#$%ꟲ-㍿\r\n\r\n\r\n'D　
‍ꟲ ꟲعé#$%
​🙂ßع👍🏽'ſ'D​<|endoftext|>!'ll\r\n\r\nDž½ßd", "tokens": 57, "pieces": ["-㍿́#$%", "ꟲ", "-㍿\r\n\r\n\r\n", "'D", "　", "
", "‍ꟲ", " ꟲعé", "#$%", "
", "​🙂", "ßع", "👍🏽'", "ſ'D", "​<|", "endoftext", "|>!'", "ll", "\r\n\r\n", "Dž", "½", "ßd"]}
+{"text": "'sſ  's
…ع<EOT><!!", "tokens": 13, "pieces": ["'sſ", " ", " '", "s", "
", "…ع", "<EOT", "><!!"]}
+{"text": " ⅣZ㍿'llß\u000be'VE٣٤٥٦ḍ̇(漢", "tokens": 23, "pieces": [" ", "Ⅳ", "Z", "㍿'", "llß", "\u000be'VE", "٣٤٥", "٦", "ḍ̇", "(漢"]}
+{"text": "\n\n>-٣٤٥٦>e!　٣٤٥٦
㍿<|endoftext|>
<fi😀🏽'VE>İé\n<ꟲ­ßſ🙂12345678'DZ ㋿ Ⅳ", "tokens": 58, "pieces": ["\n\n", ">-", "٣٤٥", "٦", ">e", "!", "　", "٣٤٥", "٦", "
", "㍿<|", "endoftext", "|>", "
", "<fi", "😀🏽'", "VE", ">İé", "\n", "<ꟲ", "­ßſ", "🙂", "123", "456", "78", "'DZ", " ", "㋿", " ", "Ⅳ"]}
+{"text": "\td#$%#$%><EOT>\r\n,t\t0<|fim_prefix|>\nع<EOT>३½\r\n", "tokens": 25, "pieces": ["\td", "#$%#$%><", "EOT", ">\r\n", ",t", "\t", "0", "<|", "fim", "_prefix", "|>\n", "ع", "<EOT", ">", "३½", "\r\n"]}
+{"text": "́-­'T'lld0.e'M,'Se\r\n<EOT>\r\n\r\n!!㍿'reDž字", "tokens": 25, "pieces": ["́", "-­'", "T'll", "d", "0", ".e'M", ",'", "Se", "\r\n", "<EOT", ">\r\n\r\n", "!!㍿'", "re", "Dž字"]}
+{"text": ".'sEOT\r\n\r\nⅣå!s", "tokens": 11, "pieces": [".'", "s", "EOT", "\r\n\r\n", "Ⅳ", "å", "!s"]}
+{"text": "३İ'll३漢", "tokens": 5, "pieces": ["३", "İ'll", "३", "漢"]}
+{"text": "Z   \n‍Ａ'VE\r\nméå\t㋿\té​‍\"é'ſt㋿!", "tokens": 29, "pieces": ["Z", "   \n", "‍Ａ'VE", "\r\n", "méå", "\t", "㋿", "\té", "​‍\"", "é'ſ", "t", "㋿!"]}
+{"text": "fi'ſ\r\n\r\n!!.  \"ع", "tokens": 8, "pieces": ["fi'ſ", "\r\n\r\n", "!!.", " ", " \"", "ع"]}
+{"text": "𐞁ꟲ're\n<\"İém­'re", "tokens": 18, "pieces": ["𐞁ꟲ're", "\n", "<\"", "İém", "­'", "re"]}
+{"text": "\r\nå0​👍🏽Ａ're'TEOT", "tokens": 13, "pieces": ["\r\n", "å", "0", "​👍🏽", "Ａ're", "'TEOT"]}
+{"text": "\n>'Sfí㋿ed
'Re<|fim_prefix|>aZ<|fim_prefix|>漢
", "tokens": 27, "pieces": ["\n", ">'", "Sfí", "㋿ed", "
", "'Re", "<|", "fim", "_prefix", "|>", "a", "Z", "<|", "fim", "_prefix", "|>", "漢", "
"]}
+{"text": "123456789
ꟲ­<|fim_prefix|>㋿٣٤٥٦­'ſ'S!ß'Smḍ̇ḍ̇", "tokens": 35, "pieces": ["123", "456", "789", "
ꟲ", "­<|", "fim", "_prefix", "|>㋿", "٣٤٥", "٦", "­'", "ſ'S", "!ß'S", "mḍ̇ḍ̇"]}
+{"text": "३", "tokens": 1, "pieces": ["३"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿​٣٤٥٦12345678'Dع🙂9ſ<META_START>😀🏽ß㋿İ'Ret३Zع9İ'Reſ‍字‍!३​'s<|fim_prefix|><|fim_prefix|>𐞁12345678​\n'llm", "tokens": 66, "pieces": ["㍿​", "٣٤٥", "٦12", "345", "678", "'Dع", "🙂", "9", "ſ", "<META", "_START", ">😀🏽", "ß", "㋿İ'Re", "t", "३", "Zع", "9", "İ'Re", "ſ", "‍字", "‍!", "३", "​'", "s", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", "𐞁", "123", "456", "78", "​\n", "'llm"]}
+{"text": "字as'ś'sＡ漢12345678å", "tokens": 12, "pieces": ["字as's", "́'s", "Ａ漢", "123", "456", "78", "å"]}
+{"text": "<|endoftext|>s012345678<|endoftext|>0>\"\r\n\r\n㋿İ𐞁.漢,'Ta'Dd\n   \n㋿'S½漢\r\n \n漢", "tokens": 47, "pieces": ["<|", "endoftext", "|>", "s", "012", "345", "678", "<|", "endoftext", "|>", "0", ">\"\r\n\r\n", "㋿İ𐞁", ".漢", ",'", "Ta'D", "d", "\n   \n", "㋿'", "S", "½", "漢", "\r\n \n", "漢"]}
+{"text": " ㋿३ßda'T!!", "tokens": 9, "pieces": [" ㋿", "३", "ßda'T", "!!"]}
+{"text": "<Dž 𐞁㋿\u000bع‍", "tokens": 14, "pieces": ["<Dž", " 𐞁", "㋿", "\u000bع", "‍"]}
+{"text": "🙂e٣٤٥٦'llZ<|fim_prefix|>'T", "tokens": 15, "pieces": ["🙂e", "٣٤٥", "٦", "'ll", "Z", "<|", "fim", "_prefix", "|>'", "T"]}
+{"text": "m,'\"e字㋿字\u000b'll\u000b0å\r'M9ds𐞁Ａ\r\n  're12345678ḍ̇éaEOT\r½dZ\r\n\r\n   \n>e,9é", "tokens": 49, "pieces": ["m", ",'\"", "e字", "㋿字", "\u000b", "'ll", "\u000b", "0", "å", "\r", "'M", "9", "ds𐞁", "Ａ", "\r\n", " ", " '", "re", "123", "456", "78", "ḍ̇éa", "EOT", "\r", "½", "d", "Z", "\r\n\r\n   \n", ">e", ",", "9", "é"]}
+{"text": "12345678'M😀🏽.٣٤٥٦'T'Re३e(<㍿åd('T<META_START>'ll\r\n\r\n'VE㋿🙂m​,ḍ̇   \n#$%ß   \n‍<|endoftext|>ß'T½'
Dž#$%", "tokens": 65, "pieces": ["123", "456", "78", "'M", "😀🏽.", "٣٤٥", "٦", "'T'Re", "३", "e", "(<㍿", "åd", "('", "T", "<META", "_START", ">'", "ll", "\r\n\r\n", "'VE", "㋿🙂", "m", "​,", "ḍ̇", "   \n", "#$%", "ß", "   \n", "‍<|", "endoftext", "|>", "ß'T", "½", "'", "
Dž", "#$%"]}
+{"text": "a\r\n\r\nEOT   \nḍ̇>12345678's<|fim_prefix|>'ſ.EOT12345678'Rema'D𐞁'T<|endoftext|>fi.", "tokens": 43, "pieces": ["a", "\r\n\r\n", "EOT", "   \n", "ḍ̇", ">", "123", "456", "78", "'s", "<|", "fim", "_prefix", "|>'", "ſ", ".EOT", "123", "456", "78", "'Rema'D", "𐞁'T", "<|", "endoftext", "|>", "fi", "."]}
+{"text": "!!<EOT>!!fi漢İ<EOT>Ａe.ḍ̇t漢㍿​!!'reda'M.'ſ‍é>  'VÉ", "tokens": 38, "pieces": ["!!<", "EOT", ">!!", "fi漢", "İ", "<EOT", ">Ａe", ".ḍ̇t漢", "㍿​!!'", "reda'M", ".'", "ſ", "‍é", ">", " ", " '", "VÉ"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "­>\"ådſ　 ", "tokens": 7, "pieces": ["­>\"", "ådſ", "　 "]}
+{"text": "'D'D  'Re12345678'Re'T ZEOT ع㍿\t's㍿­ſ,   ", "tokens": 26, "pieces": ["'D'D", " ", " '", "Re", "123", "456", "78", "'Re'T", " ZEOT", " ع", "㍿", "\t", "'s", "㍿­", "ſ", ",", "   "]}
+{"text": "'Re'S,-👍🏽  'T
é　#$%", "tokens": 15, "pieces": ["'Re'S", ",-👍🏽", " ", " '", "T", "
é", "　", "#$%"]}
+{"text": "😀🏽\u000b'llＡ\r\n\r\n\r\n<|endoftext|>(㍿.'s👍🏽½dDž\"", "tokens": 27, "pieces": ["😀🏽", "\u000b", "'ll", "Ａ", "\r\n\r\n\r\n", "<|", "endoftext", "|>(㍿.'", "s", "👍🏽", "½", "d", "Dž", "\""]}
+{"text": "9'Re0İ0'M\n<|endoftext|>'T😀🏽٣٤٥٦0", "tokens": 23, "pieces": ["9", "'Re", "0", "İ", "0", "'M", "\n", "<|", "endoftext", "|>'", "T", "😀🏽", "٣٤٥", "٦0"]}
+{"text": "<|endoftext|><EOT>s㋿\r\n\r\n👍🏽éad.'sſ<META_START>'S", "tokens": 28, "pieces": ["<|", "endoftext", "|><", "EOT", ">s", "㋿\r\n\r\n", "👍🏽", "éad", ".'", "sſ", "<META", "_START", ">'", "S"]}
+{"text": "a \u000b'ſꟲfi<'VE'Re<META_START>\r\n", "tokens": 16, "pieces": ["a", " ", "\u000b", "'ſꟲfi", "<'", "VE'Re", "<META", "_START", ">\r\n"]}
+{"text": "\r\n\r\n­Dž's'M'S<́'VE'Re\t　'३'🙂é👍🏽\u000b<|endoftext|>Ⅳ३‍㋿'re", "tokens": 39, "pieces": ["\r\n\r\n", "­Dž's", "'M'S", "<́'VE", "'Re", "\t", "　", "'", "३", "'🙂", "é", "👍🏽", "\u000b", "<|", "endoftext", "|>", "Ⅳ३", "‍㋿'", "re"]}
+{"text": "é漢a  t'Z\tع>  #$%\tİ…'ReDž…٣٤٥٦'D!!é\nⅣmＡt sZ<META_START>😀🏽'Mfi'll", "tokens": 51, "pieces": ["é漢a", " ", " t", "'Z", "\tع", ">", " ", " #$%", "\tİ", "…", "'Re", "Dž", "…", "٣٤٥", "٦", "'D", "!!", "é", "\n", "Ⅳ", "m", "Ａt", " s", "Z", "<META", "_START", ">😀🏽'", "Mfi'll"]}
+{"text": "٣٤٥٦ß'Re…!'re\tZmé字9fi!'TEOT -'ſ's(漢a", "tokens": 26, "pieces": ["٣٤٥", "٦", "ß'Re", "…", "!'", "re", "\tZmé字", "9", "fi", "!'", "TEOT", " -'", "ſ's", "(漢a"]}
+{"text": "<|endoftext|>m½!!‍0　<|fim_prefix|>-\r<META_START>12345678'T'Zs12345678.　'sZ‍<|endoftext|>d'VEd漢'S'VEⅣ
\u000bé漢'Re   \n", "tokens": 63, "pieces": ["<|", "endoftext", "|>", "m", "½", "!!‍", "0", "　", "<|", "fim", "_prefix", "|>-\r", "<META", "_START", ">", "123", "456", "78", "'T", "'Zs", "123", "456", "78", ".", "　", "'s", "Z", "‍<|", "endoftext", "|>", "d'VE", "d漢'S", "'VE", "Ⅳ", "
", "\u000bé漢'Re", "   \n"]}
+{"text": "ſ‍Ａ(ſ३\t'D \tⅣ's\r\"EOT.٣٤٥٦   \nİ \"", "tokens": 24, "pieces": ["ſ", "‍Ａ", "(ſ", "३", "\t", "'D", " ", "\t", "Ⅳ", "'s", "\r", "\"EOT", ".", "٣٤٥", "٦", "   \n", "İ", " \""]}
+{"text": "　(!'Re<s\t<META_START>'Re<|fim_prefix|>\rع\u000bDž're　ß‍'T99d!!åⅣ,‍'D!!㍿
a'll\nŹ'D　", "tokens": 51, "pieces": ["　", "(!'", "Re", "<s", "\t", "<META", "_START", ">'", "Re", "<|", "fim", "_prefix", "|>\r", "ع", "\u000bDž're", "　ß", "‍'", "T", "99", "d", "!!", "å", "Ⅳ", ",‍'", "D", "!!㍿", "
a'll", "\n", "Ź'D", "　"]}
+{"text": "'D're㋿0!", "tokens": 7, "pieces": ["'D're", "㋿", "0", "!"]}
+{"text": "Ⅳ'ſ‍<|fim_prefix|>9t'Re\rḍ̇🙂'D\r\n\r\nſ'Re字! ع'D\"…　e'll\n!İ !<|fim_prefix|>　tＡ\"fi", "tokens": 50, "pieces": ["Ⅳ", "'ſ", "‍<|", "fim", "_prefix", "|>", "9", "t'Re", "\r", "ḍ̇", "🙂'", "D", "\r\n\r\n", "ſ'Re", "字", "!", " ع'D", "\"", "…", "　e'll", "\n", "!İ", " !<|", "fim", "_prefix", "|>", "　t", "Ａ", "\"fi"]}
+{"text": "🙂\u000bİ12345678\r\n12345678", "tokens": 10, "pieces": ["🙂", "\u000bİ", "123", "456", "78", "\r\n", "123", "456", "78"]}
+{"text": "åe\u000b0m <\t'T㍿…'VE𐞁e9<|fim_prefix|>'sſ<EOT>!!<EOT>\n\r\n㋿Ⅳ'D　<0é", "tokens": 50, "pieces": ["åe", "\u000b", "0", "m", " <", "\t", "'T", "㍿", "…", "'VE𐞁e", "9", "<|", "fim", "_prefix", "|>'", "sſ", "<EOT", ">!!<", "EOT", ">\n\r\n", "㋿", "Ⅳ", "'D", "　", "<", "0", "é"]}
+{"text": "'ll'Ddm>㋿'İ're'S-'S<META_START>>𐞁 …Ａ", "tokens": 25, "pieces": ["'ll'D", "dm", ">㋿'", "İ're", "'S", "-'", "S", "<META", "_START", ">>", "𐞁", " ", "…Ａ"]}
+{"text": "12345678'M<EOT>\r,Ａ  字'sm\r\n\r\n m>𐞁   \n عſe٣٤٥٦", "tokens": 31, "pieces": ["123", "456", "78", "'M", "<EOT", ">\r", ",Ａ", " ", " 字's", "m", "\r\n\r\n", " m", ">𐞁", "   \n", " عſe", "٣٤٥", "٦"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿　<EOT>'DZ.   \n!\r\n\r\n\n-👍🏽'ſ\"'D\"㍿   \n'D,'ſ", "tokens": 28, "pieces": ["㍿", "　", "<EOT", ">'", "DZ", ".", "   \n", "!\r\n\r\n\n", "-👍🏽'", "ſ", "\"'", "D", "\"㍿", "   \n", "'D", ",'", "ſ"]}
+{"text": "ZaعeéEOT🙂(!!<META_START>'T٣٤٥٦ع 0éⅣ\n'ſ<EOT><EOT><|endoftext|>'re👍🏽\r\n\r\nå.<  字", "tokens": 50, "pieces": ["Zaعeé", "EOT", "🙂(!!<", "META", "_START", ">'", "T", "٣٤٥", "٦", "ع", " ", "0", "é", "Ⅳ", "\n", "'ſ", "<EOT", "><", "EOT", "><|", "endoftext", "|>'", "re", "👍🏽\r\n\r\n", "å", ".<", " ", " 字"]}
+{"text": "İm12345678<EOT>\r''12345678'T-t　ß12345678
<|fim_prefix|>‍", "tokens": 28, "pieces": ["İm", "123", "456", "78", "<EOT", ">\r", "''", "123", "456", "78", "'T", "-t", "　ß", "123", "456", "78", "
", "<|", "fim", "_prefix", "|>‍"]}
+{"text": "ḍ̇ea\" 字ع\r
👍🏽
👍🏽😀🏽åḍ̇३Ａ\u000b<|endoftext|>'M­'TZ'ſ👍🏽(‍㋿३0", "tokens": 51, "pieces": ["ḍ̇ea", "\"", " 字ع", "\r", "
", "👍🏽", "
", "👍🏽😀🏽", "åḍ̇", "३", "Ａ", "\u000b", "<|", "endoftext", "|>'", "M", "­'", "TZ'ſ", "👍🏽(‍㋿", "३0"]}
+{"text": "'D\n½½㍿<META_START>\r\nꟲ́12345678 a\t#$%٣٤٥٦\n!d0'ſ12345678٣٤٥٦㍿ßé😀🏽.'", "tokens": 48, "pieces": ["'D", "\n", "½½", "㍿<", "META", "_START", ">\r\n", "ꟲ́", "123", "456", "78", " a", "\t", "#$%", "٣٤٥", "٦", "\n", "!d", "0", "'ſ", "123", "456", "78٣", "٤٥٦", "㍿ßé", "😀🏽.'"]}
+{"text": "Dž>Ａa㍿́<(ḍ̇İ#$%\r'<META_START>   \n　e!!!!9<'T", "tokens": 28, "pieces": ["Dž", ">Ａa", "㍿́", "<(", "ḍ̇", "İ", "#$%\r", "'<", "META", "_START", ">", "   \n", "　e", "!!!!", "9", "<'", "T"]}
+{"text": "#$%!字\"👍🏽㋿a'Re\t​Ａ​İ'M\rſ'T\u000bİ字<'D!!
", "tokens": 28, "pieces": ["#$%!", "字", "\"👍🏽㋿", "a'Re", "\t", "​Ａ", "​İ'M", "\r", "ſ'T", "\u000bİ字", "<'", "D", "!!", "
"]}
+{"text": "ꟲ're  😀🏽\"'", "tokens": 9, "pieces": ["ꟲ're", " ", " 😀🏽\"'"]}
+{"text": "　…'s   \nßEOTé", "tokens": 10, "pieces": ["　", "…", "'s", "   \n", "ß", "EOTé"]}
+{"text": "́(", "tokens": 2, "pieces": ["́", "("]}
+{"text": "\r\n\r\n
å<|fim_prefix|>EOT'Ss \r\nt…㋿'ll!!'VE're 0Zt👍🏽ع'D", "tokens": 37, "pieces": ["\r\n\r\n", "
å", "<|", "fim", "_prefix", "|>", "EOT'S", "s", " \r\n", "t", "…", "㋿'", "ll", "!!'", "VE're", " ", "0", "Zt", "👍🏽", "ع'D"]}
+{"text": "'Dß字9\r\n\r\n३…d'VEfi👍🏽Z…ſ(\tDže<EOT>३", "tokens": 28, "pieces": ["'Dß字", "9", "\r\n\r\n", "३", "…d'VE", "fi", "👍🏽", "Z", "…ſ", "(", "\tDže", "<EOT", ">", "३"]}
+{"text": "\"ḍ̇<!!𐞁
　<EOT>ع\"!,!!　''T　12345678<META_START>漢́\"漢 <|endoftext|>🙂'ſ's㋿👍🏽>‍", "tokens": 53, "pieces": ["\"ḍ̇", "<!!", "𐞁", "
", "　", "<EOT", ">ع", "\"!,!!", "　", "''", "T", "　", "123", "456", "78", "<META", "_START", ">漢́", "\"漢", " <|", "endoftext", "|>🙂'", "ſ's", "㋿👍🏽>‍"]}
+{"text": "'\r\nع'Dé'<|endoftext|>'Re12345678\r\n\r\nfi#$%t\r\n\r\n字EOT<<|fim_prefix|>   \n-'VE'Re​   \n<EOT>", "tokens": 39, "pieces": ["'\r\n", "ع'D", "é", "'<|", "endoftext", "|>'", "Re", "123", "456", "78", "\r\n\r\n", "fi", "#$%", "t", "\r\n\r\n", "字", "EOT", "<<|", "fim", "_prefix", "|>", "   \n", "-'", "VE'Re", "​", "   \n", "<EOT", ">"]}
+{"text": "'ReEOT𐞁ḍ̇<|fim_prefix|>e½İ\u000b½å", "tokens": 23, "pieces": ["'Re", "EOT𐞁ḍ̇", "<|", "fim", "_prefix", "|>", "e", "½", "İ", "\u000b", "½", "å"]}
+{"text": "ſe​", "tokens": 3, "pieces": ["ſe", "​"]}
+{"text": "'Re😀🏽'\r😀🏽12345678\tß\r\n\r\n　<|fim_prefix|>́ſ<|endoftext|>#$%('s\r\n\r\n,!!ꟲ𐞁👍🏽­́ß ", "tokens": 52, "pieces": ["'Re", "😀🏽'\r", "😀🏽", "123", "456", "78", "\tß", "\r\n\r\n", "　", "<|", "fim", "_prefix", "|>́", "ſ", "<|", "endoftext", "|>#$%('", "s", "\r\n\r\n", ",!!", "ꟲ𐞁", "👍🏽­́", "ß", " "]}
+{"text": "'D👍🏽́<META_START>'s<EOT😀🏽­,Ⅳ字 ع­'👍🏽😀🏽'T", "tokens": 31, "pieces": ["'D", "👍🏽́<", "META", "_START", ">'", "s", "<EOT", "😀🏽­,", "Ⅳ", "字", " ع", "­'👍🏽😀🏽'", "T"]}
+{"text": "mſſ(Ⅳ🙂'VE'M'åé½m", "tokens": 15, "pieces": ["mſſ", "(", "Ⅳ", "🙂'", "VE'M", "'åé", "½", "m"]}
+{"text": "‍Dž   \n9", "tokens": 5, "pieces": ["‍Dž", "   \n", "9"]}
+{"text": "0…‍as'Re\n\r.é!éſ'T'9(t
.\r字,#$%s-é½ſsⅣ", "tokens": 31, "pieces": ["0", "…", "‍as'Re", "\n\r", ".é", "!éſ'T", "'", "9", "(t", "
", ".\r", "字", ",#$%", "s", "-é", "½", "ſs", "Ⅳ"]}
+{"text": "\u000b<EOTé३!३漢d'Re㋿s'Séé'S-
ß\rİ   \n​-<|fim_prefix|>#$%<d字́'ſß<META_START>m", "tokens": 49, "pieces": ["\u000b", "<EOTé", "३", "!", "३", "漢d'Re", "㋿s'S", "éé'S", "-", "
ß", "\r", "İ", "   \n", "​-<|", "fim", "_prefix", "|>#$%<", "d字́'ſ", "ß", "<META", "_START", ">m"]}
+{"text": "å  's　\"<|fim_prefix|>12345678'll.    \n -　\u000bé½ß'Dſ\"!!ꟲm😀🏽'Rea12345678Ⅳ", "tokens": 43, "pieces": ["å", " ", " '", "s", "　", "\"<|", "fim", "_prefix", "|>", "123", "456", "78", "'ll", ".", "    \n", " -", "　", "\u000bé", "½", "ß'D", "ſ", "\"!!", "ꟲm", "😀🏽'", "Rea", "123", "456", "78Ⅳ"]}
+{"text": "'ḍ̇  ३'ReＡ३\r\n
s(  .​9
-\n½…½­😀🏽'D(fi", "tokens": 32, "pieces": ["'ḍ̇", " ", " ", "३", "'Re", "Ａ", "३", "\r\n", "
s", "(", " ", " .​", "9", "
", "-\n", "½", "…", "½", "­😀🏽'", "D", "(fi"]}
+{"text": "'Mḍ̇s(sfiZ٣٤٥٦d'D‍漢\r\n\r\n!12345678३EOT'S0́㋿漢　½", "tokens": 33, "pieces": ["'Mḍ̇s", "(sfi", "Z", "٣٤٥", "٦", "d'D", "‍漢", "\r\n\r\n", "!", "123", "456", "78३", "EOT'S", "0", "́", "㋿漢", "　", "½"]}
+{"text": "漢! \r\ń😀🏽'😀🏽 <META_START>'SZ\"t,ع'ſ𐞁<|endoftext|>Z#$%\"", "tokens": 36, "pieces": ["漢", "!", " \r\n", "́", "😀🏽'😀🏽", " <", "META", "_START", ">'", "SZ", "\"t", ",ع'ſ", "𐞁", "<|", "endoftext", "|>", "Z", "#$%\""]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ſ
s👍🏽㍿­å<|fim_prefix|>ß<META_START>a", "tokens": 23, "pieces": ["ſ", "
s", "👍🏽㍿­", "å", "<|", "fim", "_prefix", "|>", "ß", "<META", "_START", ">a"]}
+{"text": "Ⅳſİ'S'll'D'llé-ß'S ​́­m", "tokens": 17, "pieces": ["Ⅳ", "ſ", "İ'S", "'ll'D", "'llé", "-ß'S", " ​́­", "m"]}
+{"text": "0EOT-३s𐞁   \nḍ̇'M\r\n㋿fi!𐞁a'D''se<|fim_prefix|>\"İ<|fim_prefix|>Ａ­ḍ̇", "tokens": 47, "pieces": ["0", "EOT", "-", "३", "s𐞁", "   \n", "ḍ̇'M", "\r\n", "㋿fi", "!𐞁a'D", "''", "se", "<|", "fim", "_prefix", "|>\"", "İ", "<|", "fim", "_prefix", "|>", "Ａ", "­ḍ̇"]}
+{"text": "­\neḍ̇fi\"s.'S漢   'VE😀🏽é\r\n\r\n!!s  Z-ع(mé\r\ń's.　t३!", "tokens": 35, "pieces": ["­\n", "eḍ̇fi", "\"s", ".'", "S漢", "  ", " ", "'VE", "😀🏽", "é", "\r\n\r\n", "!!", "s", " ", " Z", "-ع", "(mé", "\r\n", "́'s", ".", "　t", "३", "!"]}
+{"text": "漢#$%9fiⅣ½㍿s😀🏽fi\r", "tokens": 17, "pieces": ["漢", "#$%", "9", "fi", "Ⅳ½", "㍿s", "😀🏽", "fi", "\r"]}
+{"text": "<|endoftext|>\r\n\r\nꟲ\u000b'VE<EOT>\n<META_START>…Ⅳ𐞁  \n👍🏽9'll12345678​", "tokens": 38, "pieces": ["<|", "endoftext", "|>\r\n\r\n", "ꟲ", "\u000b", "'VE", "<EOT", ">\n", "<META", "_START", ">", "…", "Ⅳ", "𐞁", "  \n", "👍🏽", "9", "'ll", "123", "456", "78", "​"]}
+{"text": "'sDž<EOT>'Re", "tokens": 7, "pieces": ["'s", "Dž", "<EOT", ">'", "Re"]}
+{"text": "🙂   ­'M d'ſ 😀🏽㍿e<EOT>å<0'll\"'Dm", "tokens": 24, "pieces": ["🙂", "  ", " ­'", "M", " d'ſ", " 😀🏽㍿", "e", "<EOT", ">å", "<", "0", "'ll", "\"'", "Dm"]}
+{"text": "\n<d-Dž   \n…0\t", "tokens": 11, "pieces": ["\n", "<d", "-Dž", "   \n", "…", "0", "\t"]}
+{"text": "é'll'lleİ <|fim_prefix|>…'Re'll👍🏽maé٣٤٥٦åİ'VE㋿🙂٣٤٥٦<|endoftext|>ée'Re\t\r\n!'Mfi
字🙂", "tokens": 57, "pieces": ["é'll", "'lle", "İ", " <|", "fim", "_prefix", "|>", "…", "'Re'll", "👍🏽", "maé", "٣٤٥", "٦", "å", "İ'VE", "㋿🙂", "٣٤٥", "٦", "<|", "endoftext", "|>", "ée'Re", "\t\r\n", "!'", "Mfi", "
字", "🙂"]}
+{"text": "Džå0‍.'M\u000b'Se‍漢<META_START>!!'T\u000bⅣ́", "tokens": 24, "pieces": ["Džå", "0", "‍.'", "M", "\u000b", "'Se", "‍漢", "<META", "_START", ">!!'", "T", "\u000b", "Ⅳ", "́"]}
+{"text": "Z\"", "tokens": 2, "pieces": ["Z", "\""]}
+{"text": "aſ'ſ(e<EOT>>'T Z12345678
<'Reé👍🏽s!!٣٤٥٦'D\r\ns👍🏽d<EOT>Dž\"ß'ع\rꟲa", "tokens": 49, "pieces": ["aſ'ſ", "(e", "<EOT", ">>'", "T", " Z", "123", "456", "78", "
", "<'", "Reé", "👍🏽", "s", "!!", "٣٤٥", "٦", "'D", "\r\n", "s", "👍🏽", "d", "<EOT", ">Dž", "\"ß", "'ع", "\r", "ꟲa"]}
+{"text": ".t(ta<META_START>'M‍😀🏽'ré🙂'Sé12345678　é", "tokens": 24, "pieces": [".t", "(ta", "<META", "_START", ">'", "M", "‍😀🏽'", "ré", "🙂'", "Sé", "123", "456", "78", "　é"]}
+{"text": "'M å​'ſ漢é!", "tokens": 10, "pieces": ["'M", " å", "​'", "ſ漢é", "!"]}
+{"text": "e…d\r\n\r\n½　'S'M‍\"\tİe-   \n!!'re३(<META_START>\n字 ​fi 's ,\n9ꟲ­", "tokens": 36, "pieces": ["e", "…d", "\r\n\r\n", "½", "　", "'S'M", "‍\"", "\tİe", "-", "   \n", "!!'", "re", "३", "(<", "META", "_START", ">\n", "字", " ", "​fi", " ", "'s", " ,\n", "9", "ꟲ", "­"]}
+{"text": "#$%\r   \n½ a'S­'D", "tokens": 11, "pieces": ["#$%\r", "   \n", "½", " a'S", "­'", "D"]}
+{"text": "🙂aß㍿<|fim_prefix|>'VE  𐞁#$%ſ'll#$%\r\nＡ<|endoftext|>", "tokens": 33, "pieces": ["🙂aß", "㍿<|", "fim", "_prefix", "|>'", "VE", " ", " 𐞁", "#$%", "ſ'll", "#$%\r\n", "Ａ", "<|", "endoftext", "|>"]}
+{"text": "𐞁 å!ae(\r\ns\t字'M'll'TＡ😀🏽٣٤٥٦ع\t́😀🏽éZİ\u000b", "tokens": 34, "pieces": ["𐞁", " å", "!ae", "(\r\n", "s", "\t字'M", "'ll'T", "Ａ", "😀🏽", "٣٤٥", "٦", "ع", "\t́", "😀🏽", "é", "Zİ", "\u000b"]}
+{"text": "0m٣٤٥٦Ⅳ'T", "tokens": 9, "pieces": ["0", "m", "٣٤٥", "٦Ⅳ", "'T"]}
+{"text": "å'M", "tokens": 3, "pieces": ["å'M"]}
+{"text": "å'Ret'Retꟲ𐞁
m🙂🙂\n𐞁e", "tokens": 23, "pieces": ["å'Re", "t'Re", "tꟲ𐞁", "
m", "🙂🙂\n", "𐞁e"]}
+{"text": "'re're>åſ㍿​\u000bé'M0'M\r", "tokens": 16, "pieces": ["'re're", ">åſ", "㍿​", "\u000bé'M", "0", "'M", "\r"]}
+{"text": "e　\u000b'S.a", "tokens": 5, "pieces": ["e", "　", "\u000b", "'S", ".a"]}
+{"text": " <    \n漢d're​eİe\"\t㋿
ع́\t(", "tokens": 21, "pieces": [" ", "<", "    \n", "漢d're", "​e", "İe", "\"", "\t", "㋿", "
ع́", "\t", "("]}
+{"text": "<EOT>!!'s'S'Tt", "tokens": 9, "pieces": ["<EOT", ">!!'", "s'S", "'Tt"]}
+{"text": ",'ſḍ̇<|fim_prefix|>d  é<META_START>字'ſ㋿<META_START>㋿e", "tokens": 32, "pieces": [",'", "ſḍ̇", "<|", "fim", "_prefix", "|>", "d", " ", " é", "<META", "_START", ">字'ſ", "㋿<", "META", "_START", ">㋿", "e"]}
+{"text": "Dž 'D𐞁
👍🏽#$%𐞁!<EOT>٣٤٥٦Z!!t", "tokens": 30, "pieces": ["Dž", " '", "D𐞁", "
", "👍🏽#$%", "𐞁", "!<", "EOT", ">", "٣٤٥", "٦", "Z", "!!", "t"]}
+{"text": "\t,Ⅳ", "tokens": 4, "pieces": ["\t", ",", "Ⅳ"]}
+{"text": "  ​'re   \nعt𐞁'D<EOT>ta   \nåé'D漢👍🏽så㍿́DžDžt  Z'S< ", "tokens": 42, "pieces": [" ", " ​'", "re", "   \n", "عt𐞁'D", "<EOT", ">ta", "   \n", "åé'D", "漢", "👍🏽", "så", "㍿́DžDžt", " ", " Z'S", "<", " "]}
+{"text": "<|fim_prefix|>…'s.𐞁عfi字<EOT>  >\r\n're", "tokens": 23, "pieces": ["<|", "fim", "_prefix", "|>", "…", "'s", ".𐞁عfi字", "<EOT", ">", " ", " >\r\n", "'re"]}
+{"text": "'VE9👍🏽", "tokens": 6, "pieces": ["'VE", "9", "👍🏽"]}
+{"text": "Ⅳfi(\"'D<META_START>\r\nİ>Ａ漢😀🏽'S　.mEOTZ
<META_START>……!!9字ḍ̇𐞁<ꟲ\r\n<", "tokens": 48, "pieces": ["Ⅳ", "fi", "(\"'", "D", "<META", "_START", ">\r\n", "İ", ">Ａ漢", "😀🏽'", "S", "　", ".m", "EOTZ", "
", "<META", "_START", ">", "…", "…", "!!", "9", "字ḍ̇𐞁", "<ꟲ", "\r\n", "<"]}
+{"text": "'M#$%٣٤٥٦(#$%.m㍿㋿9#$%'T㋿\r\n\r\n!!Ａḍ̇", "tokens": 30, "pieces": ["'M", "#$%", "٣٤٥", "٦", "(#$%.", "m", "㍿㋿", "9", "#$%'", "T", "㋿\r\n\r\n", "!!", "Ａḍ̇"]}
+{"text": "'s<|fim_prefix|>'ReZ😀🏽㋿漢s𐞁Ⅳḍ̇t  İ ́e👍🏽…ḍ̇fi   \n　漢ß'VE", "tokens": 47, "pieces": ["'s", "<|", "fim", "_prefix", "|>'", "Re", "Z", "😀🏽㋿", "漢s𐞁", "Ⅳ", "ḍ̇t", " ", " İ", " ́e", "👍🏽", "…ḍ̇fi", "   \n", "　漢ß'VE"]}
+{"text": "'re'Dİ字9​.🙂​㋿\t-
İé12345678‍
<|endoftext|>㍿12345678👍🏽\r㍿Zfi'VE>　é<EOT>", "tokens": 52, "pieces": ["'re'D", "İ字", "9", "​.🙂​㋿", "\t", "-", "
İé", "123", "456", "78", "‍", "
", "<|", "endoftext", "|>㍿", "123", "456", "78", "👍🏽\r", "㍿Zfi'VE", ">", "　é", "<EOT", ">"]}
+{"text": "0   \n­   …'re漢­'T\r٣٤٥٦9s<EOT>9<EOT>d. 're\n'sⅣ\r\n'T<|fim_prefix|>", "tokens": 41, "pieces": ["0", "   \n", "­", "   ", "…", "'re漢", "­'", "T", "\r", "٣٤٥", "٦9", "s", "<EOT", ">", "9", "<EOT", ">d", ".", " '", "re", "\n", "'s", "Ⅳ", "\r\n", "'T", "<|", "fim", "_prefix", "|>"]}
+{"text": "🙂㋿'re字'll,<EOT>s\r½　ḍ̇𐞁漢'D<|fim_prefix|>٣٤٥٦٣٤٥٦'re'Re,👍🏽!!­\r9", "tokens": 48, "pieces": ["🙂㋿'", "re字'll", ",<", "EOT", ">s", "\r", "½", "　ḍ̇𐞁漢'D", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦٣٤", "٥٦", "'re'Re", ",👍🏽!!­\r", "9"]}
+{"text": "'VE", "tokens": 2, "pieces": ["'VE"]}
+{"text": "
ß 's'Re#$%  \r\n㍿́m 'M12345678!!
🙂<|fim_prefix|><!!'VE'T-#$%'re𐞁𐞁İ!   \n", "tokens": 46, "pieces": ["
ß", " ", "'s'Re", "#$%", "  \r\n", "㍿́m", " '", "M", "123", "456", "78", "!!", "
", "🙂<|", "fim", "_prefix", "|><!!'", "VE'T", "-#$%'", "re𐞁𐞁", "İ", "!", "   \n"]}
+{"text": "!ß🙂٣٤٥٦!
'T'M<EOT>ß>é'M'D!!Džİ<EOT>½EOT", "tokens": 30, "pieces": ["!ß", "🙂", "٣٤٥", "٦", "!", "
", "'T'M", "<EOT", ">ß", ">é'M", "'D", "!!", "Džİ", "<EOT", ">", "½", "EOT"]}
+{"text": "mZas　!Ⅳ>
'S㍿0\r­ꟲ,#$%漢'T'll
-½'ſ'D!!Zté\"漢9字字's
½", "tokens": 42, "pieces": ["m", "Zas", "　", "!", "Ⅳ", ">", "
", "'S", "㍿", "0", "\r", "­ꟲ", ",#$%", "漢'T", "'ll", "
", "-", "½", "'ſ'D", "!!", "Zté", "\"漢", "9", "字字's", "
", "½"]}
+{"text": "<'Re­  'T㋿'VE0   \nEOT\n　mééİ.\r\n\r\né<|endoftext|>å<|endoftext|>🙂!12345678\"İ'S-Dž", "tokens": 49, "pieces": ["<'", "Re", "­", " ", " '", "T", "㋿'", "VE", "0", "   \n", "EOT", "\n", "　méé", "İ", ".\r\n\r\n", "é", "<|", "endoftext", "|>", "å", "<|", "endoftext", "|>🙂!", "123", "456", "78", "\"İ'S", "-Dž"]}
+{"text": "­'T<EOT>å'D're\r\n\r\n-é,12345678.<,٣٤٥٦ſ<EOT>٣٤٥٦\t́\"'VE½m\u000bꟲ", "tokens": 40, "pieces": ["­'", "T", "<EOT", ">å'D", "'re", "\r\n\r\n", "-é", ",", "123", "456", "78", ".<,", "٣٤٥", "٦", "ſ", "<EOT", ">", "٣٤٥", "٦", "\t́", "\"'", "VE", "½", "m", "\u000bꟲ"]}
+{"text": "'M🙂12345678e\r\n9,12345678İ'reعＡ", "tokens": 16, "pieces": ["'M", "🙂", "123", "456", "78", "e", "\r\n", "9", ",", "123", "456", "78", "İ're", "ع", "Ａ"]}
+{"text": "  \"-m'<EOT>३㍿字🙂 \tꟲ<META_START>‍ḍ̇éḍ̇#$%­å,'s", "tokens": 37, "pieces": [" ", " \"-", "m", "'<", "EOT", ">", "३", "㍿字", "🙂", " ", "\tꟲ", "<META", "_START", ">‍", "ḍ̇éḍ̇", "#$%­", "å", ",'", "s"]}
+{"text": "㍿\rEOTḍ̇'S ßİ​d,<EOT>½٣٤٥٦Ⅳ<META_START>'  ٣٤٥٦漢'Dé　'S𐞁ḍ̇mfi\u000b\rm'Re  ½<|fim_prefix|><|endoftext|>>   \n'", "tokens": 71, "pieces": ["㍿\r", "EOTḍ̇'S", " ß", "İ", "​d", ",<", "EOT", ">", "½٣٤", "٥٦Ⅳ", "<META", "_START", ">'", " ", " ", "٣٤٥", "٦", "漢'D", "é", "　", "'S𐞁ḍ̇mfi", "\u000b\r", "m'Re", " ", " ", "½", "<|", "fim", "_prefix", "|><|", "endoftext", "|>>", "   \n", "'"]}
+{"text": "\r\n\r\né<　(ḍ̇ ", "tokens": 10, "pieces": ["\r\n\r\n", "é", "<", "　", "(ḍ̇", " "]}
+{"text": "t,!㍿😀🏽<Z ſ12345678ſ\"", "tokens": 17, "pieces": ["t", ",!㍿😀🏽<", "Z", " ſ", "123", "456", "78", "ſ", "\""]}
+{"text": "tⅣİ𐞁'TＡ.🙂'llⅣ́>éé", "tokens": 20, "pieces": ["t", "Ⅳ", "İ𐞁'T", "Ａ", ".🙂'", "ll", "Ⅳ", "́", ">éé"]}
+{"text": "é́٣٤٥٦Džmſ\r𐞁<|fim_prefix|>­s\r\n9ß     \n å'Re…", "tokens": 32, "pieces": ["é́", "٣٤٥", "٦", "Džmſ", "\r", "𐞁", "<|", "fim", "_prefix", "|>­", "s", "\r\n", "9", "ß", "     \n", " å'Re", "…"]}
+{"text": "!!­d(ſe<|endoftext|>Ⅳſ'D\r\n\r\n#$%dd漢㋿(ع(漢EOT.'s½字", "tokens": 35, "pieces": ["!!­", "d", "(ſe", "<|", "endoftext", "|>", "Ⅳ", "ſ'D", "\r\n\r\n", "#$%", "dd漢", "㋿(", "ع", "(漢", "EOT", ".'", "s", "½", "字"]}
+{"text": "<META_START>ꟲ'Re  fi漢!!å>'D", "tokens": 16, "pieces": ["<META", "_START", ">ꟲ'Re", " ", " fi漢", "!!", "å", ">'", "D"]}
+{"text": "12345678­ꟲ!! 漢́'reéZ's<e<EOT>", "tokens": 20, "pieces": ["123", "456", "78", "­ꟲ", "!!", " 漢́'re", "é", "Z's", "<e", "<EOT", ">"]}
+{"text": "́éé.㋿İé३​><…漢­🙂'VE\t   \n\n!Ⅳ", "tokens": 27, "pieces": ["́éé", ".㋿", "İé", "३", "​><", "…漢", "­🙂'", "VE", "\t   \n\n", "!", "Ⅳ"]}
+{"text": "eⅣ😀🏽'D're३'s's9-0!", "tokens": 16, "pieces": ["e", "Ⅳ", "😀🏽'", "D're", "३", "'s's", "9", "-", "0", "!"]}
+{"text": "0   \n(½å<|fim_prefix|> m عd'llé!Z字EOTå😀🏽㍿é.İ　Ａ   \nfi
.'ßfi​Z'VEfi   \n", "tokens": 50, "pieces": ["0", "   \n", "(", "½", "å", "<|", "fim", "_prefix", "|>", " m", " عd'll", "é", "!Z字EOTå", "😀🏽㍿", "é", ".İ", "　Ａ", "   \n", "fi", "
", ".'", "ßfi", "​Z'VE", "fi", "   \n"]}
+{"text": "<|endoftext|>  \n…Ａİ‍  ,", "tokens": 15, "pieces": ["<|", "endoftext", "|>", "  \n", "…Ａİ", "‍", " ", " ,"]}
+{"text": "a'S!", "tokens": 3, "pieces": ["a'S", "!"]}
+{"text": "👍🏽\r\n\r\n<|fim_prefix|>字'M.ḍ̇ꟲ", "tokens": 19, "pieces": ["👍🏽\r\n\r\n", "<|", "fim", "_prefix", "|>", "字'M", ".ḍ̇ꟲ"]}
+{"text": "<EOT> ½字\nm\r\n\r\n'T<>>mſaå㋿ 'T!𐞁ع<EOT><|endoftext|>\r\n\r\na're,123456789'S   \n-", "tokens": 45, "pieces": ["<EOT", ">", " ", "½", "字", "\n", "m", "\r\n\r\n", "'T", "<>>", "mſaå", "㋿", " ", "'T", "!𐞁ع", "<EOT", "><|", "endoftext", "|>\r\n\r\n", "a're", ",", "123", "456", "789", "'S", "   \n", "-"]}
+{"text": "'Re<|endoftext|>Dž\n٣٤٥٦ḍ̇ta!fi…a٣٤٥٦　-Ⅳ😀🏽é\n#$%漢👍🏽   　😀🏽'T<META_START>'Mſ'ſé", "tokens": 60, "pieces": ["'Re", "<|", "endoftext", "|>", "Dž", "\n", "٣٤٥", "٦", "ḍ̇ta", "!fi", "…a", "٣٤٥", "٦", "　", "-", "Ⅳ", "😀🏽", "é", "\n", "#$%", "漢", "👍🏽", "   ", "　", "😀🏽'", "T", "<META", "_START", ">'", "Mſ'ſ", "é"]}
+{"text": "́㍿'Re9d#$%#$%ꟲＡꟲ<|fim_prefix|>\r\n\n<|endoftext|>EOTZ㍿m", "tokens": 40, "pieces": ["́", "㍿'", "Re", "9", "d", "#$%#$%", "ꟲＡꟲ", "<|", "fim", "_prefix", "|>\r\n\n", "<|", "endoftext", "|>", "EOTZ", "㍿m"]}
+{"text": "'Tt㍿😀🏽efi'T12345678sİ 'S​(​'S'T", "tokens": 24, "pieces": ["'Tt", "㍿😀🏽", "efi'T", "123", "456", "78", "s", "İ", " '", "S", "​(​'", "S'T"]}
+{"text": "9'<ⅣⅣ  0<EOT>'ll　d'ſDž", "tokens": 19, "pieces": ["9", "'<", "ⅣⅣ", " ", " ", "0", "<EOT", ">'", "ll", "　d'ſ", "Dž"]}
+{"text": "\r\n.d<|fim_prefix|>字­,ꟲꟲ!EOT's", "tokens": 21, "pieces": ["\r\n", ".d", "<|", "fim", "_prefix", "|>", "字", "­,", "ꟲꟲ", "!EOT's"]}
+{"text": "ſ.'ſ<|endoftext|>👍🏽EOT👍🏽Ａ Ⅳ👍🏽9'ſ　<EOT><EOT>å…\"m'M>\u000b.<'VEm", "tokens": 47, "pieces": ["ſ", ".'", "ſ", "<|", "endoftext", "|>👍🏽", "EOT", "👍🏽", "Ａ", " ", "Ⅳ", "👍🏽", "9", "'ſ", "　", "<EOT", "><", "EOT", ">å", "…", "\"m'M", ">", "\u000b", ".<'", "VEm"]}
+{"text": "  'll12345678<META_START>'D\u000bſ\t'Re𐞁…㍿e'ſ­EOT𐞁.Ａ'ReEOT\n", "tokens": 40, "pieces": [" ", " '", "ll", "123", "456", "78", "<META", "_START", ">'", "D", "\u000bſ", "\t", "'Re𐞁", "…", "㍿e'ſ", "­EOT𐞁", ".Ａ'Re", "EOT", "\n"]}
+{"text": "s३漢㍿\r\n\r\nꟲع
DžEOT\"ſ३ḍ̇m<EOT>Dž", "tokens": 28, "pieces": ["s", "३", "漢", "㍿\r\n\r\n", "ꟲع", "
DžEOT", "\"ſ", "३", "ḍ̇m", "<EOT", ">Dž"]}
+{"text": "  ſ…'MåDžḍ̇\t'Re,<|endoftext|>ⅣＡ字 \n  İfi.\tétſsꟲ<|endoftext|>㍿>ꟲ", "tokens": 53, "pieces": [" ", " ſ", "…", "'Må", "Džḍ̇", "\t", "'Re", ",<|", "endoftext", "|>", "Ⅳ", "Ａ字", " \n", " ", " İfi", ".", "\tétſsꟲ", "<|", "endoftext", "|>㍿>", "ꟲ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<|endoftext|> ", "tokens": 8, "pieces": ["<|", "endoftext", "|>", " "]}
+{"text": "12345678're'½'ſ😀🏽漢‍(ſ m𐞁漢->Ⅳ😀🏽'ſ(字\u000bm9Džعḍ̇漢ḍ̇   \n½ß ", "tokens": 48, "pieces": ["123", "456", "78", "'re", "'", "½", "'ſ", "😀🏽", "漢", "‍(", "ſ", " m𐞁漢", "->", "Ⅳ", "😀🏽'", "ſ", "(字", "\u000bm", "9", "Džعḍ̇漢ḍ̇", "   \n", "½", "ß", " "]}
+{"text": "'Re -e<EOT><META_START>𐞁EOT9'VE<|endoftext|>\r'D㋿e!\r\n😀🏽‍́ḍ̇…ع字é<EOT><|fim_prefix|>'ſ", "tokens": 54, "pieces": ["'Re", " ", "-e", "<EOT", "><", "META", "_START", ">𐞁", "EOT", "9", "'VE", "<|", "endoftext", "|>\r", "'D", "㋿e", "!\r\n", "😀🏽‍́", "ḍ̇", "…ع字é", "<EOT", "><|", "fim", "_prefix", "|>'", "ſ"]}
+{"text": "<|endoftext|>>a#$%dZEOT m\naع", "tokens": 17, "pieces": ["<|", "endoftext", "|>>", "a", "#$%", "d", "ZEOT", " m", "\n", "aع"]}
+{"text": "🙂‍DžDž㍿字\u000b's字'é're", "tokens": 16, "pieces": ["🙂‍", "DžDž", "㍿字", "\u000b", "'s字", "'é're"]}
+{"text": "ع,<|fim_prefix|>'e    \n>ḍ̇\u000bd'D12345678're  a#$%…Dž𐞁\nå㍿\u000bⅣ!!\"½\n\"​#$%​Ⅳ½́́t", "tokens": 56, "pieces": ["ع", ",<|", "fim", "_prefix", "|>'", "e", "    \n", ">ḍ̇", "\u000bd'D", "123", "456", "78", "'re", " ", " a", "#$%", "…Dž𐞁", "\n", "å", "㍿", "\u000b", "Ⅳ", "!!\"", "½", "\n", "\"​#$%​", "Ⅳ½", "́́t"]}
+{"text": "-<META_START>.'Sfi🙂9İ­#$%Ⅳ9\"m\r<META_START>'ll३s\r\n\r\nfiZe३'ll", "tokens": 32, "pieces": ["-<", "META", "_START", ">.'", "Sfi", "🙂", "9", "İ", "­#$%", "Ⅳ9", "\"m", "\r", "<META", "_START", ">'", "ll", "३", "s", "\r\n\r\n", "fi", "Ze", "३", "'ll"]}
+{"text": "​\rＡ(٣٤٥٦d👍🏽<ع'DعＡé'Re\r\n\r\n  \t'ſt#$%Z\"Dž‍.'Sa\r　𐞁     \n\r\n", "tokens": 43, "pieces": ["​\r", "Ａ", "(", "٣٤٥", "٦", "d", "👍🏽<", "ع'D", "عＡé'Re", "\r\n\r\n", "  ", "\t", "'ſt", "#$%", "Z", "\"Dž", "‍.'", "Sa", "\r", "　𐞁", "     \n\r\n"]}
+{"text": "ꟲ,'M", "tokens": 5, "pieces": ["ꟲ", ",'", "M"]}
+{"text": "㋿　fi,ع'll12345678'reé\r\n,\ns'", "tokens": 18, "pieces": ["㋿", "　fi", ",ع'll", "123", "456", "78", "'reé", "\r\n", ",\n", "s", "'"]}
+{"text": "'re-Ⅳ\"ḍ̇ع!!s", "tokens": 11, "pieces": ["'re", "-", "Ⅳ", "\"ḍ̇ع", "!!", "s"]}
+{"text": "'lléꟲ\n12345678ḍ̇Ⅳ0㍿'VE'D12345678e㍿ß㋿'sß-½s\u000b\t'll…#$%\r <EOT>Z'TtEOT 𐞁,ꟲd", "tokens": 65, "pieces": ["'lléꟲ", "\n", "123", "456", "78", "ḍ̇", "Ⅳ0", "㍿'", "VE'D", "123", "456", "78", "e", "㍿ß", "㋿'", "sß", "-", "½", "s", "\u000b", "\t", "'ll", "…", "#$%\r", " <", "EOT", ">Z'T", "t", "EOT", " 𐞁", ",ꟲd"]}
+{"text": "\u000b
åZ‍ \r\n\r\n\r\n\r\nEOT   \n‍tع…'Re\r\n!ⅣſⅣ!!😀🏽9<(\r\n>'​fi\u000b🙂", "tokens": 36, "pieces": ["\u000b", "
å", "Z", "‍", " \r\n\r\n\r\n\r\n", "EOT", "   \n", "‍tع", "…", "'Re", "\r\n", "!", "Ⅳ", "ſ", "Ⅳ", "!!😀🏽", "9", "<(\r\n", ">'​", "fi", "\u000b", "🙂"]}
+{"text": " …३\r'M
!漢- 
12345678t<|endoftext|>
'D,\na'Red ٣٤٥٦漢\"é㋿ s‍>\r\n\r\ns9DžZ½😀🏽", "tokens": 53, "pieces": [" ", "…", "३", "\r", "'M", "
", "!漢", "-", " ", "
", "123", "456", "78", "t", "<|", "endoftext", "|>", "
", "'D", ",\n", "a'Re", "d", " ", "٣٤٥", "٦", "漢", "\"é", "㋿", " s", "‍>\r\n\r\n", "s", "9", "DžZ", "½", "😀🏽"]}
+{"text": "'ll𐞁\r…'ll!Ⅳ-<|endoftext|>ß \r\n\r\n\r\n\r\nét㋿\n'Tt12345678", "tokens": 35, "pieces": ["'ll𐞁", "\r", "…", "'ll", "!", "Ⅳ", "-<|", "endoftext", "|>", "ß", " \r\n\r\n\r\n\r\n", "ét", "㋿\n", "'Tt", "123", "456", "78"]}
+{"text": "'s\u000b-'s‍EOT#$%ſ\u000bßEOT\u000b(åعfi", "tokens": 19, "pieces": ["'s", "\u000b", "-'", "s", "‍EOT", "#$%", "ſ", "\u000bß", "EOT", "\u000b", "(åعfi"]}
+{"text": "\t<  '漢e漢12345678'Re'D'D912345678\u000b  éad　ḍ̇İmm!!12345678३㋿\r\n", "tokens": 36, "pieces": ["\t", "<", " ", " '", "漢e漢", "123", "456", "78", "'Re'D", "'D", "912", "345", "678", "\u000b ", " éad", "　ḍ̇", "İmm", "!!", "123", "456", "78३", "㋿\r\n"]}
+{"text": "Z09٣٤٥٦0é'T're 'T", "tokens": 12, "pieces": ["Z", "09٣", "٤٥٦", "0", "é'T", "'re", " ", "'T"]}
+{"text": "㍿٣٤٥٦\nt㍿字\r\n\r\n漢٣٤٥٦\n<'re‍>\t㍿㍿Ⅳ\r\n!'VE.9e'.ع", "tokens": 41, "pieces": ["㍿", "٣٤٥", "٦", "\n", "t", "㍿字", "\r\n\r\n", "漢", "٣٤٥", "٦", "\n", "<'", "re", "‍>", "\t", "㍿㍿", "Ⅳ", "\r\n", "!'", "VE", ".", "9", "e", "'.", "ع"]}
+{"text": "!! ‍é½३Ａ'VEſ<|fim_prefix|>ع​é😀🏽'T\r<|fim_prefix|> d!!a<EOT>'ll٣٤٥٦½Ａ<字s😀🏽#$%d½㋿e#$%", "tokens": 62, "pieces": ["!!", " ", "‍é", "½३", "Ａ'VE", "ſ", "<|", "fim", "_prefix", "|>", "ع", "​é", "😀🏽'", "T", "\r", "<|", "fim", "_prefix", "|>", " d", "!!", "a", "<EOT", ">'", "ll", "٣٤٥", "٦½", "Ａ", "<字s", "😀🏽#$%", "d", "½", "㋿e", "#$%"]}
+{"text": "ع​Ａ(<META_START>t12345678>'S'T<EOT>😀🏽a'Re٣٤٥٦\r\nd", "tokens": 28, "pieces": ["ع", "​Ａ", "(<", "META", "_START", ">t", "123", "456", "78", ">'", "S'T", "<EOT", ">😀🏽", "a'Re", "٣٤٥", "٦", "\r\n", "d"]}
+{"text": "<META_START>!!\"
#$%\"'lléß
ß　12345678->t👍🏽\r\n\r\n're漢　‍<|fim_prefix|>d0   \n 0's㋿e#$%<META_START>0😀🏽", "tokens": 55, "pieces": ["<META", "_START", ">!!\"", "
", "#$%\"'", "lléß", "
ß", "　", "123", "456", "78", "->", "t", "👍🏽\r\n\r\n", "'re漢", "　", "‍<|", "fim", "_prefix", "|>", "d", "0", "   \n", " ", "0", "'s", "㋿e", "#$%<", "META", "_START", ">", "0", "😀🏽"]}
+{"text": "'Da<३éſd'Ret'Re𐞁字字'DEOT\r\n\r\nEOT\"½'S­ -\r.tå\r\n\r\n​​ع㋿😀🏽", "tokens": 41, "pieces": ["'Da", "<", "३", "éſd'Re", "t'Re", "𐞁字字'D", "EOT", "\r\n\r\n", "EOT", "\"", "½", "'S", "­", " ", "-\r", ".tå", "\r\n\r\n", "​​", "ع", "㋿😀🏽"]}
+{"text": "\r\n'llＡ", "tokens": 3, "pieces": ["\r\n", "'ll", "Ａ"]}
+{"text": ">🙂\"'Rea", "tokens": 5, "pieces": [">🙂\"'", "Rea"]}
+{"text": "'D'ſ'٣٤٥٦  <\u000b漢㋿0'llＡ.\t'D🙂'T٣٤٥٦  ٣٤٥٦-<|endoftext|>!! <|fim_prefix|><|endoftext|>字Džé㍿ع\r\nd\u000b're㍿​ḍ̇", "tokens": 76, "pieces": ["'D'ſ", "'", "٣٤٥", "٦", " ", " <", "\u000b漢", "㋿", "0", "'ll", "Ａ", ".", "\t", "'D", "🙂'", "T", "٣٤٥", "٦", " ", " ", "٣٤٥", "٦", "-<|", "endoftext", "|>!!", " ", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "字Džé", "㍿ع", "\r\n", "d", "\u000b", "'re", "㍿​", "ḍ̇"]}
+{"text": "'　字'D٣٤٥٦dſZ  \u000b­　字é'reéé
<EOT>ḍ̇fi😀🏽İḍ̇é‍३md𐞁<|endoftext|>­👍🏽​'VE'‍\r", "tokens": 61, "pieces": ["'", "　字'D", "٣٤٥", "٦", "dſ", "Z", "  ", "\u000b", "­", "　字é're", "éé", "
", "<EOT", ">ḍ̇fi", "😀🏽", "İḍ̇é", "‍", "३", "md𐞁", "<|", "endoftext", "|>­👍🏽​'", "VE", "'‍\r"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "😀🏽 ㍿'ſ😀🏽👍🏽ḍ̇'Dİ'S字\r9😀🏽漢字fi<|endoftext|>s(\t­\r(", "tokens": 43, "pieces": ["😀🏽", " ", "㍿'", "ſ", "😀🏽👍🏽", "ḍ̇'D", "İ'S", "字", "\r", "9", "😀🏽", "漢字fi", "<|", "endoftext", "|>", "s", "(", "\t", "­\r", "("]}
+{"text": "åm½s\"'Re'D字\r\n''ſ字ع0s12345678😀🏽Ａ\u000b<|endoftext|>\"
EOT're", "tokens": 35, "pieces": ["åm", "½", "s", "\"'", "Re'D", "字", "\r\n", "''", "ſ字ع", "0", "s", "123", "456", "78", "😀🏽", "Ａ", "\u000b", "<|", "endoftext", "|>\"", "
EOT're"]}
+{"text": "   \ń👍🏽1234567812345678", "tokens": 11, "pieces": ["   \n", "́", "👍🏽", "123", "456", "781", "234", "567", "8"]}
+{"text": "\r\"\"é\r\n\r\n#$%😀🏽-𐞁…\r\n  de…t­s>EOT!!", "tokens": 27, "pieces": ["\r", "\"\"", "é", "\r\n\r\n", "#$%😀🏽-", "𐞁", "…\r\n", " ", " de", "…t", "­s", ">EOT", "!!"]}
+{"text": "́ḍ̇", "tokens": 4, "pieces": ["́ḍ̇"]}
+{"text": "''字9ꟲ 'VE\u000b😀🏽\n'ſ!0Zß٣٤٥٦m　😀🏽<<|fim_prefix|>字å  'Re\r\n३'T'D<<d👍🏽İ…(", "tokens": 54, "pieces": ["''", "字", "9", "ꟲ", " ", "'VE", "\u000b", "😀🏽\n", "'ſ", "!", "0", "Zß", "٣٤٥", "٦", "m", "　", "😀🏽<<|", "fim", "_prefix", "|>", "字å", " ", " '", "Re", "\r\n", "३", "'T'D", "<<", "d", "👍🏽", "İ", "…", "("]}
+{"text": "ع<", "tokens": 2, "pieces": ["ع", "<"]}
+{"text": "
\t\u000bḍ̇'\"", "tokens": 7, "pieces": ["
\t", "\u000bḍ̇", "'\""]}
+{"text": "\"'M३ds😀🏽'T​\r\n.\t  d🙂٣٤٥٦
३'Ss\r\n\r\nfi'T\r\n\r\n\u000b", "tokens": 28, "pieces": ["\"'", "M", "३", "ds", "😀🏽'", "T", "​\r\n", ".", "\t ", " d", "🙂", "٣٤٥", "٦", "
", "३", "'Ss", "\r\n\r\n", "fi'T", "\r\n\r\n", "\u000b"]}
+{"text": "0‍'SZ(12345678㋿🙂'D12345678
\"ⅣEOT'T\r\n\r\n字<|endoftext|>#$%<|endoftext|>'D\u000b<|fim_prefix|>​　Ａ'Refi­Dž0'<ſfi-,🙂", "tokens": 64, "pieces": ["0", "‍'", "SZ", "(", "123", "456", "78", "㋿🙂'", "D", "123", "456", "78", "
", "\"", "Ⅳ", "EOT'T", "\r\n\r\n", "字", "<|", "endoftext", "|>#$%<|", "endoftext", "|>'", "D", "\u000b", "<|", "fim", "_prefix", "|>​", "　Ａ'Re", "fi", "­Dž", "0", "'<", "ſfi", "-,🙂"]}
+{"text": "<EOT>< \"'Re<|fim_prefix|><META_START>", "tokens": 15, "pieces": ["<EOT", "><", " ", "\"'", "Re", "<|", "fim", "_prefix", "|><", "META", "_START", ">"]}
+{"text": "½\u000b'ſＡDž.\r­><|fim_prefix|>!!½s　ß🙂", "tokens": 22, "pieces": ["½", "\u000b", "'ſ", "ＡDž", ".\r", "­><|", "fim", "_prefix", "|>!!", "½", "s", "　ß", "🙂"]}
+{"text": "0.३é!90🙂d9'VE​字 t.'S३😀🏽0ß字<\rＡ٣٤٥٦🙂字m<META_START><<|fim_prefix|>👍🏽", "tokens": 48, "pieces": ["0", ".", "३", "é", "!", "90", "🙂d", "9", "'VE", "​字", " t", ".'", "S", "३", "😀🏽", "0", "ß字", "<\r", "Ａ", "٣٤٥", "٦", "🙂字m", "<META", "_START", "><<|", "fim", "_prefix", "|>👍🏽"]}
+{"text": "ḍ̇漢'Dé​#$%㋿'re''re<>\r\né😀🏽12345678", "tokens": 27, "pieces": ["ḍ̇漢'D", "é", "​#$%㋿'", "re", "''", "re", "<>\r\n", "é", "😀🏽", "123", "456", "78"]}
+{"text": "'ll३-té½e'…\n​ß\u000bⅣ😀🏽Ⅳ'M9!३'", "tokens": 25, "pieces": ["'ll", "३", "-té", "½", "e", "'", "…\n", "​ß", "\u000b", "Ⅳ", "😀🏽", "Ⅳ", "'M", "9", "!", "३", "'"]}
+{"text": "'llع<META_START>😀🏽 -'s Džع99( 'Re9até9٣٤٥٦㍿漢->\"EOTéEOT½!!ßa12345678​
'VE'Re", "tokens": 51, "pieces": ["'llع", "<META", "_START", ">😀🏽", " -'", "s", " Džع", "99", "(", " '", "Re", "9", "até", "9٣٤", "٥٦", "㍿漢", "->\"", "EOTé", "EOT", "½", "!!", "ßa", "123", "456", "78", "​", "
", "'VE'Re"]}
+{"text": "ع'VE字", "tokens": 4, "pieces": ["ع'VE", "字"]}
+{"text": "٣٤٥٦𐞁12345678'<META_START>…​'VE𐞁(ß", "tokens": 26, "pieces": ["٣٤٥", "٦", "𐞁", "123", "456", "78", "'<", "META", "_START", ">", "…", "​'", "VE𐞁", "(ß"]}
+{"text": "12345678字(İ  字😀🏽३\u000bm𐞁<|fim_prefix|>👍🏽  \"fi'T'Msꟲ́½​\"<EOT>漢fi\u000b<|endoftext|>㍿fi", "tokens": 57, "pieces": ["123", "456", "78", "字", "(İ", " ", " 字", "😀🏽", "३", "\u000bm𐞁", "<|", "fim", "_prefix", "|>👍🏽", " ", " \"", "fi'T", "'Msꟲ́", "½", "​\"<", "EOT", ">漢fi", "\u000b", "<|", "endoftext", "|>㍿", "fi"]}
+{"text": "㍿12345678­ꟲ'VE'DꟲDž'Sḍ̇ḍ̇.'T'\r\n\r\n'll\rDž   \n'llZåſ<|endoftext|>𐞁.", "tokens": 49, "pieces": ["㍿", "123", "456", "78", "­ꟲ'VE", "'Dꟲ", "Dž'S", "ḍ̇ḍ̇", ".'", "T", "'\r\n\r\n", "'ll", "\r", "Dž", "   \n", "'ll", "Zåſ", "<|", "endoftext", "|>", "𐞁", "."]}
+{"text": "<ꟲ३é<|fim_prefix|>0(​😀🏽", "tokens": 19, "pieces": ["<ꟲ", "३", "é", "<|", "fim", "_prefix", "|>", "0", "(​😀🏽"]}
+{"text": " 's\"'ll<META_START>\r'M…  'D'\t­　‍Ａ㋿\r\n\r\n   \n.", "tokens": 27, "pieces": [" '", "s", "\"'", "ll", "<META", "_START", ">\r", "'M", "… ", " '", "D", "'", "\t", "­", "　", "‍Ａ", "㋿\r\n\r\n", "   \n", "."]}
+{"text": " 'ReEOTİ́é­s𐞁'Dع٣٤٥٦'M0½㋿\n'VEa", "tokens": 28, "pieces": [" '", "Re", "EOTİ́é", "­s𐞁'D", "ع", "٣٤٥", "٦", "'M", "0½", "㋿\n", "'VEa"]}
+{"text": "­\"Ａ", "tokens": 3, "pieces": ["­\"", "Ａ"]}
+{"text": "!!\r\na㋿'reéDž\ré!!!!t字tḍ̇!!<m<META_START>'DDž .\r\u000be漢<META_START>,", "tokens": 40, "pieces": ["!!\r\n", "a", "㋿'", "reé", "Dž", "\r", "é", "!!!!", "t字tḍ̇", "!!<", "m", "<META", "_START", ">'", "DDž", " ", ".\r", "\u000be漢", "<META", "_START", ">,"]}
+{"text": " 12345678!((\rm‍e ½ſ'VE  'S३\t‍.9<", "tokens": 23, "pieces": [" ", "123", "456", "78", "!((\r", "m", "‍e", " ", "½", "ſ'VE", " ", " '", "S", "३", "\t", "‍.", "9", "<"]}
+{"text": "!<|endoftext|>12345678\ns½0<\"٣٤٥٦​
Ａ㍿   \n
İ字é​", "tokens": 33, "pieces": ["!<|", "endoftext", "|>", "123", "456", "78", "\n", "s", "½0", "<\"", "٣٤٥", "٦", "​", "
Ａ", "㍿", "   \n", "
İ字é", "​"]}
+{"text": "🙂ꟲ<m'M<META_START>\u000bt\n
​㋿㍿.\r<META_START>\"​12345678㋿字e\"'ſ漢'T\t!ſ​
're<…​", "tokens": 50, "pieces": ["🙂ꟲ", "<m'M", "<META", "_START", ">", "\u000bt", "\n", "
", "​㋿㍿.\r", "<META", "_START", ">\"​", "123", "456", "78", "㋿字e", "\"'", "ſ漢'T", "\t", "!ſ", "​", "
", "'re", "<", "…", "​"]}
+{"text": "ßEOT½ 0½عZ　'‍‍'VEé\u000b", "tokens": 18, "pieces": ["ß", "EOT", "½", " ", "0½", "ع", "Z", "　", "'‍‍'", "VEé", "\u000b"]}
+{"text": "åİa\t字9㋿9…<|fim_prefix|>,　‍'re…\t'12345678-'D<|fim_prefix|>漢   \n!'M　'D\t字…åe", "tokens": 51, "pieces": ["å", "İa", "\t字", "9", "㋿", "9", "…", "<|", "fim", "_prefix", "|>,", "　", "‍'", "re", "…", "\t", "'", "123", "456", "78", "-'", "D", "<|", "fim", "_prefix", "|>", "漢", "   \n", "!'", "M", "　", "'D", "\t字", "…åe"]}
+{"text": "ḍ̇\nḍ̇​٣٤٥٦", "tokens": 12, "pieces": ["ḍ̇", "\n", "ḍ̇", "​", "٣٤٥", "٦"]}
+{"text": "fi  ,ß\"İZ09\u000b   \né\"'Reİꟲ\"ß'T́!!('ree-'S'reḍ̇Z
'VE", "tokens": 35, "pieces": ["fi", " ", " ,", "ß", "\"İZ", "09", "\u000b   \n", "é", "\"'", "Re", "İꟲ", "\"ß'T", "́", "!!('", "ree", "-'", "S're", "ḍ̇", "Z", "
", "'VE"]}
+{"text": "<META_START>漢ꟲ🙂İ👍🏽\r\n\r\n字' Ａ😀🏽(ꟲ𐞁<|endoftext|>ＡZéa👍🏽٣٤٥٦\r", "tokens": 48, "pieces": ["<META", "_START", ">漢ꟲ", "🙂İ", "👍🏽\r\n\r\n", "字", "'", " Ａ", "😀🏽(", "ꟲ𐞁", "<|", "endoftext", "|>", "ＡZéa", "👍🏽", "٣٤٥", "٦", "\r"]}
+{"text": "12345678​
\n‍­9½­'re<|endoftext|>İ👍🏽fi'ſé½'ſ​\u000b㋿0
字é<|endoftext|>d३0Ａ㍿­٣٤٥٦12345678>EOT-🙂", "tokens": 67, "pieces": ["123", "456", "78", "​", "
\n", "‍­", "9½", "­'", "re", "<|", "endoftext", "|>", "İ", "👍🏽", "fi'ſ", "é", "½", "'ſ", "​", "\u000b", "㋿", "0", "
字é", "<|", "endoftext", "|>", "d", "३0", "Ａ", "㍿­", "٣٤٥", "٦12", "345", "678", ">EOT", "-🙂"]}
+{"text": "عt\"é<|fim_prefix|>Dž!!é㋿'VEé½\n-٣٤٥٦", "tokens": 30, "pieces": ["عt", "\"é", "<|", "fim", "_prefix", "|>", "Dž", "!!", "é", "㋿'", "VEé", "½", "\n", "-", "٣٤٥", "٦"]}
+{"text": "İ㋿'T'VE'SⅣ0EOT٣٤٥٦,.٣٤٥٦Ａ½", "tokens": 25, "pieces": ["İ", "㋿'", "T'VE", "'S", "Ⅳ0", "EOT", "٣٤٥", "٦", ",.", "٣٤٥", "٦", "Ａ", "½"]}
+{"text": "ße'D३Z‍", "tokens": 5, "pieces": ["ße'D", "३", "Z", "‍"]}
+{"text": "é<|fim_prefix|>9dåſ!!Z ", "tokens": 15, "pieces": ["é", "<|", "fim", "_prefix", "|>", "9", "dåſ", "!!", "Z", " "]}
+{"text": " 'SEOTDž\r\n\u000b
‍ع😀🏽\r\nع<EOT>'sḍ̇å
", "tokens": 25, "pieces": [" '", "SEOTDž", "\r\n", "\u000b", "
", "‍ع", "😀🏽\r\n", "ع", "<EOT", ">'", "sḍ̇å", "
"]}
+{"text": "𐞁㋿ḍ̇\n　½ſḍ̇m漢<EOT>", "tokens": 22, "pieces": ["𐞁", "㋿ḍ̇", "\n", "　", "½", "ſḍ̇m漢", "<EOT", ">"]}
+{"text": "'T३!!9'T'MⅣ\r\n\r\n🙂½.ꟲ-Z…'s0漢عع\r'Re(ع'll123456780㋿(<|endoftext|>\r\n३é", "tokens": 43, "pieces": ["'T", "३", "!!", "9", "'T'M", "Ⅳ", "\r\n\r\n", "🙂", "½", ".ꟲ", "-Z", "…", "'s", "0", "漢عع", "\r", "'Re", "(ع'll", "123", "456", "780", "㋿(<|", "endoftext", "|>\r\n", "३", "é"]}
+{"text": "(
\"
>", "tokens": 5, "pieces": ["(", "
", "\"", "
", ">"]}
+{"text": "漢́\r\n\r\n\t<META_START>́字字a  'Dé", "tokens": 15, "pieces": ["漢́", "\r\n\r\n", "\t", "<META", "_START", ">́字字a", " ", " '", "Dé"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "　Dž 'refi\r'\u000b<|endoftext|>Z\t0", "tokens": 19, "pieces": ["　Dž", " '", "refi", "\r", "'", "\u000b", "<|", "endoftext", "|>", "Z", "\t", "0"]}
+{"text": "<EOT>'Re㋿İ-éEOTＡſa‍字\"㍿…İع​'VE'VE㋿Ａḍ̇ꟲ 's.👍🏽>\r\n\r\n३   \n\r\n…12345678ad   \n㍿", "tokens": 60, "pieces": ["<EOT", ">'", "Re", "㋿İ", "-é", "EOTＡſa", "‍字", "\"㍿", "…İع", "​'", "VE'VE", "㋿Ａḍ̇ꟲ", " '", "s", ".👍🏽>\r\n\r\n", "३", "   \n\r\n", "…", "123", "456", "78", "ad", "   \n", "㍿"]}
+{"text": "\",\r\n\r\nḍ̇\r\n\r\n<|endoftext|>(tİ<|fim_prefix|>'re\r\n\r\n🙂'llea\u000b<META_START>Ａe", "tokens": 34, "pieces": ["\",\r\n\r\n", "ḍ̇", "\r\n\r\n", "<|", "endoftext", "|>(", "t", "İ", "<|", "fim", "_prefix", "|>'", "re", "\r\n\r\n", "🙂'", "llea", "\u000b", "<META", "_START", ">Ａe"]}
+{"text": "sZ0's😀🏽
३", "tokens": 9, "pieces": ["s", "Z", "0", "'s", "😀🏽", "
", "३"]}
+{"text": "\rs字   \n漢'D​m𐞁e0,Z0½", "tokens": 17, "pieces": ["\r", "s字", "   \n", "漢'D", "​m𐞁e", "0", ",Z", "0½"]}
+{"text": "12345678　\r\n'Re>ſ\ne Ａ\t­   \n…mＡfi#$%éå'", "tokens": 26, "pieces": ["123", "456", "78", "　\r\n", "'Re", ">ſ", "\n", "e", " Ａ", "\t", "­", "   \n", "…m", "Ａfi", "#$%", "éå", "'"]}
+{"text": "<|fim_prefix|>   \na\r\n\r\n'.'𐞁🙂३'re.0\r\n\r\n👍🏽,<|endoftext|>< éDžé'T𐞁㍿\r'll.𐞁👍🏽\u000bİ‍", "tokens": 57, "pieces": ["<|", "fim", "_prefix", "|>", "   \n", "a", "\r\n\r\n", "'.'", "𐞁", "🙂", "३", "'re", ".", "0", "\r\n\r\n", "👍🏽,<|", "endoftext", "|><", " é", "Džé'T", "𐞁", "㍿\r", "'ll", ".𐞁", "👍🏽", "\u000bİ", "‍"]}
+{"text": "‍'ſ
  'ſ​!!.EOT  عİ#$%\r\n\r\n漢's'Sfi", "tokens": 21, "pieces": ["‍'", "ſ", "
 ", " '", "ſ", "​!!.", "EOT", " ", " ع", "İ", "#$%\r\n\r\n", "漢's", "'Sfi"]}
+{"text": "!   \n#$%ع'llmꟲDž'VE\t\r\n\r\n-½­'VE𐞁EOT're's🙂", "tokens": 29, "pieces": ["!", "   \n", "#$%", "ع'll", "mꟲ", "Dž'VE", "\t\r\n\r\n", "-", "½", "­'", "VE𐞁", "EOT're", "'s", "🙂"]}
+{"text": "fi\nⅣ'Re㍿!!­", "tokens": 10, "pieces": ["fi", "\n", "Ⅳ", "'Re", "㍿!!­"]}
+{"text": "'M!!a0'VE\r\n\r\nß漢(Ⅳm  ع>(!", "tokens": 17, "pieces": ["'M", "!!", "a", "0", "'VE", "\r\n\r\n", "ß漢", "(", "Ⅳ", "m", " ", " ع", ">(!"]}
+{"text": "'VE#$%efi're.'re'ſ'T'VEḍ̇㋿'S㋿<|endoftext|>٣٤٥٦👍🏽", "tokens": 39, "pieces": ["'VE", "#$%", "efi're", ".'", "re'ſ", "'T'VE", "ḍ̇", "㋿'", "S", "㋿<|", "endoftext", "|>", "٣٤٥", "٦", "👍🏽"]}
+{"text": "<|endoftext|>'ſ  'T0'll𐞁<|endoftext|>'S<|endoftext|>'s👍🏽🙂👍🏽9d🙂ßعZ,  's<|endoftext|>😀🏽'T's\u000bŹ   \n<<<\ré𐞁", "tokens": 75, "pieces": ["<|", "endoftext", "|>'", "ſ", " ", " '", "T", "0", "'ll𐞁", "<|", "endoftext", "|>'", "S", "<|", "endoftext", "|>'", "s", "👍🏽🙂👍🏽", "9", "d", "🙂ßع", "Z", ",", " ", " '", "s", "<|", "endoftext", "|>😀🏽'", "T's", "\u000bŹ", "   \n", "<<<\r", "é𐞁"]}
+{"text": "fi'ſ.#$%\r\n\r\n'Md‍åsfié !!å\r12345678! <|fim_prefix|>é\"漢字漢\né½> \r㍿", "tokens": 46, "pieces": ["fi'ſ", ".#$%\r\n\r\n", "'Md", "‍åsfié", " ", "!!", "å", "\r", "123", "456", "78", "!", " ", "<|", "fim", "_prefix", "|>", "é", "\"漢字漢", "\n", "é", "½", ">", " \r", "㍿"]}
+{"text": "e'ReⅣm　'T#$%👍🏽\u000b,", "tokens": 14, "pieces": ["e'Re", "Ⅳ", "m", "　", "'T", "#$%👍🏽", "\u000b", ","]}
+{"text": "'ſع9ꟲfi", "tokens": 8, "pieces": ["'ſع", "9", "ꟲfi"]}
+{"text": "(å字téعⅣé,", "tokens": 10, "pieces": ["(å字téع", "Ⅳ", "é", ","]}
+{"text": "<́'Re9'㍿ ½\"<|fim_prefix|>\r\n.<|endoftext|>  're\r\n\r\nms٣٤٥٦é😀🏽'VE漢ßdd́>sḍ̇é'Sm", "tokens": 49, "pieces": ["<́'Re", "9", "'㍿", " ", "½", "\"<|", "fim", "_prefix", "|>\r\n", ".<|", "endoftext", "|>", " ", " ", "'re", "\r\n\r\n", "ms", "٣٤٥", "٦", "é", "😀🏽'", "VE漢ßdd́", ">sḍ̇é'S", "m"]}
+{"text": ">‍\n'ſ-　Z字'ſſ12345678åꟲعs'llDž\r\n\r\nfiⅣß'Mé👍🏽Dž漢㋿👍🏽'S\u000b'Så", "tokens": 51, "pieces": [">‍\n", "'ſ", "-", "　Z字'ſ", "ſ", "123", "456", "78", "åꟲعs'll", "Dž", "\r\n\r\n", "fi", "Ⅳ", "ß'M", "é", "👍🏽", "Dž漢", "㋿👍🏽'", "S", "\u000b", "'Så"]}
+{"text": "漢ꟲ…\r\n\r\nés'Sİ12345678ſaع'MEOTⅣ
'Tꟲ", "tokens": 26, "pieces": ["漢ꟲ", "…\r\n\r\n", "és'S", "İ", "123", "456", "78", "ſaع'M", "EOT", "Ⅳ", "
", "'Tꟲ"]}
+{"text": "Ⅳ  'VE>ḍ̇\n'S\n🙂<|endoftext|>.Dž''MZ㍿'ll\r\n\r\né‍12345678٣٤٥٦😀🏽'llé'Mt㋿'ll\n\tEOTß", "tokens": 57, "pieces": ["Ⅳ", " ", " '", "VE", ">ḍ̇", "\n", "'S", "\n", "🙂<|", "endoftext", "|>.", "Dž", "''", "MZ", "㍿'", "ll", "\r\n\r\n", "é", "‍", "123", "456", "78٣", "٤٥٦", "😀🏽'", "llé'M", "t", "㋿'", "ll", "\n", "\tEOTß"]}
+{"text": "ḍ̇fi", "tokens": 4, "pieces": ["ḍ̇fi"]}
+{"text": "åDžßDžⅣ.'Re<EOT>́-\"12345678fifi!!<|endoftext|>", "tokens": 29, "pieces": ["å", "Džß", "Dž", "Ⅳ", ".'", "Re", "<EOT", ">́", "-\"", "123", "456", "78", "fifi", "!!<|", "endoftext", "|>"]}
+{"text": "½<|fim_prefix|>​12345678a", "tokens": 12, "pieces": ["½", "<|", "fim", "_prefix", "|>​", "123", "456", "78", "a"]}
+{"text": "e  EOTß👍🏽<'VE𐞁<EOT><EOT>(<|fim_prefix|>#$%<ḍ̇'Re're#$%#$%å'ſſ́\rå字   \n>'M're\t", "tokens": 53, "pieces": ["e", " ", " EOTß", "👍🏽<'", "VE𐞁", "<EOT", "><", "EOT", ">(<|", "fim", "_prefix", "|>#$%<", "ḍ̇'Re", "'re", "#$%#$%", "å'ſ", "ſ́", "\r", "å字", "   \n", ">'", "M're", "\t"]}
+{"text": "
ḍ̇'s\r\n0   \n㍿'T!'T,'ll🙂<|endoftext|>Dž!'s🙂's'll'VE's'\u000b", "tokens": 38, "pieces": ["
ḍ̇'s", "\r\n", "0", "   \n", "㍿'", "T", "!'", "T", ",'", "ll", "🙂<|", "endoftext", "|>", "Dž", "!'", "s", "🙂'", "s'll", "'VE's", "'", "\u000b"]}
+{"text": "\u000b\t👍🏽'll#$%m<٣٤٥٦‍\t  'D😀🏽<\n​­EOT३.㋿!㋿Z", "tokens": 37, "pieces": ["\u000b", "\t", "👍🏽'", "ll", "#$%", "m", "<", "٣٤٥", "٦", "‍", "\t ", " '", "D", "😀🏽<\n", "​­", "EOT", "३", ".㋿!㋿", "Z"]}
+{"text": "(9'll", "tokens": 3, "pieces": ["(", "9", "'ll"]}
+{"text": "🙂
…ſd#$%\u000b'VEé'Re\u000ba(<|endoftext|>mＡ́🙂字​'S　\r\n'llß'llⅣ", "tokens": 38, "pieces": ["🙂", "
", "…ſd", "#$%", "\u000b", "'VEé'Re", "\u000ba", "(<|", "endoftext", "|>", "m", "Ａ́", "🙂字", "​'", "S", "　\r\n", "'llß'll", "Ⅳ"]}
+{"text": " EOT'Re\u000b0字", "tokens": 6, "pieces": [" EOT'Re", "\u000b", "0", "字"]}
+{"text": "Z.<EOT> 
9عt 'Rea🙂字m!<㍿ꟲḍ̇fi'D　ḍ̇9're('ſß\r\n\r\nss<META_START>", "tokens": 44, "pieces": ["Z", ".<", "EOT", ">", " ", "
", "9", "عt", " '", "Rea", "🙂字m", "!<㍿", "ꟲḍ̇fi'D", "　ḍ̇", "9", "'re", "('", "ſß", "\r\n\r\n", "ss", "<META", "_START", ">"]}
+{"text": "ⅣEOT<|endoftext|>fi'll<|fim_prefix|>e  \tZ 'T\"ꟲ字,EOT漢<EOT>Dž\"\r\n'ſ\r\nſ><\r\n\r\n'S­👍🏽\råé#$%", "tokens": 55, "pieces": ["Ⅳ", "EOT", "<|", "endoftext", "|>", "fi'll", "<|", "fim", "_prefix", "|>", "e", "  ", "\tZ", " ", "'T", "\"ꟲ字", ",EOT漢", "<EOT", ">Dž", "\"\r\n", "'ſ", "\r\n", "ſ", "><\r\n\r\n", "'S", "­👍🏽\r", "åé", "#$%"]}
+{"text": "0'ſ㋿'T　>\n㍿'re字!!'reDž\t👍🏽 dd-​‍0İ  ", "tokens": 31, "pieces": ["0", "'ſ", "㋿'", "T", "　", ">\n", "㍿'", "re字", "!!'", "re", "Dž", "\t", "👍🏽", " dd", "-​‍", "0", "İ", "  "]}
+{"text": "\r-'>12345678\"!!漢㍿٣٤٥٦­ＡmＡع", "tokens": 21, "pieces": ["\r", "-'>", "123", "456", "78", "\"!!", "漢", "㍿", "٣٤٥", "٦", "­Ａm", "Ａع"]}
+{"text": "\u000b٣٤٥٦\n'D😀🏽Z'S\"'ſ٣٤٥٦​9\r\n\r\n(#$%<EOT>!!🙂ع<>İt३'ḍ̇　　́Ⅳ㍿㍿", "tokens": 50, "pieces": ["\u000b", "٣٤٥", "٦", "\n", "'D", "😀🏽", "Z'S", "\"'", "ſ", "٣٤٥", "٦", "​", "9", "\r\n\r\n", "(#$%<", "EOT", ">!!🙂", "ع", "<>", "İt", "३", "'ḍ̇", "　", "　́", "Ⅳ", "㍿㍿"]}
+{"text": "<EOT>'s\r\n", "tokens": 5, "pieces": ["<EOT", ">'", "s", "\r\n"]}
+{"text": "…  'ſ​>Dž,'s<'Re<|fim_prefix|>fißß<META_START><'S'VE<|fim_prefix|>t🙂<EOT>Ⅳ\u000b\r'VE<|fim_prefix|>e,a<|endoftext|>字ＡİDž", "tokens": 68, "pieces": ["… ", " '", "ſ", "​>", "Dž", ",'", "s", "<'", "Re", "<|", "fim", "_prefix", "|>", "fißß", "<META", "_START", "><'", "S'VE", "<|", "fim", "_prefix", "|>", "t", "🙂<", "EOT", ">", "Ⅳ", "\u000b\r", "'VE", "<|", "fim", "_prefix", "|>", "e", ",a", "<|", "endoftext", "|>", "字", "ＡİDž"]}
+{"text": "漢's'T𐞁\u000b\t12345678<EOT>'D9ſḍ̇9'VE'S㋿Z👍🏽d­漢éd", "tokens": 38, "pieces": ["漢's", "'T𐞁", "\u000b", "\t", "123", "456", "78", "<EOT", ">'", "D", "9", "ſḍ̇", "9", "'VE'S", "㋿Z", "👍🏽", "d", "­漢éd"]}
+{"text": "é٣٤٥٦­#$%ḍ̇½ḍ̇  ㍿ḍ̇\t<META_START>­½٣٤٥٦'Re𐞁EOTع<|fim_prefix|><|fim_prefix|>!Ⅳfié<|fim_prefix|>\r…0#$%​'M   \nt're", "tokens": 77, "pieces": ["é", "٣٤٥", "٦", "­#$%", "ḍ̇", "½", "ḍ̇", " ", " ㍿", "ḍ̇", "\t", "<META", "_START", ">­", "½٣٤", "٥٦", "'Re𐞁", "EOTع", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>!", "Ⅳ", "fié", "<|", "fim", "_prefix", "|>\r", "…", "0", "#$%​'", "M", "   \n", "t're"]}
+{"text": "\n­Ⅳ\r\n\r\n 'M,
<EOT>\r\n\r\n,é e'Sfi👍🏽", "tokens": 20, "pieces": ["\n", "­", "Ⅳ", "\r\n\r\n", " ", "'M", ",", "
", "<EOT", ">\r\n\r\n", ",é", " e'S", "fi", "👍🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\u000b(́'res ꟲm\r\néé\r\n\r\nḍ̇!<efiEOTd12345678 字'VE　< ٣٤٥٦٣٤٥٦'Re Ⅳ३", "tokens": 46, "pieces": ["\u000b", "(́'re", "s", " ꟲm", "\r\n", "éé", "\r\n\r\n", "ḍ̇", "!<", "efi", "EOTd", "123", "456", "78", " 字'VE", "　", "<", " ", "٣٤٥", "٦٣٤", "٥٦", "'Re", " ", "Ⅳ३"]}
+{"text": "   \n#$%0'VEfi…½'.\r\n\r\né", "tokens": 14, "pieces": ["   \n", "#$%", "0", "'VEfi", "…", "½", "'.\r\n\r\n", "é"]}
+{"text": "…Ａ　fi!'ſ<åmDž\r\nＡ'M'M𐞁!😀🏽", "tokens": 24, "pieces": ["…Ａ", "　fi", "!'", "ſ", "<åm", "Dž", "\r\n", "Ａ'M", "'M𐞁", "!😀🏽"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "👍🏽12345678३­​<META_START>.'S字
\r\nfia'ſDž'T's­'VEm३d字'll", "tokens": 34, "pieces": ["👍🏽", "123", "456", "78३", "­​<", "META", "_START", ">.'", "S字", "
\r\n", "fia'ſ", "Dž'T", "'s", "­'", "VEm", "३", "d字'll"]}
+{"text": "<<META_START>\r\n\r\nå<'Tfi9#$%<EOT>Dž\r\n😀🏽🙂‍😀🏽\t,'T.'s\u000b字e#$% \u000b  t9٣٤٥٦\t'ſ   \n", "tokens": 50, "pieces": ["<<", "META", "_START", ">\r\n\r\n", "å", "<'", "Tfi", "9", "#$%<", "EOT", ">Dž", "\r\n", "😀🏽🙂‍😀🏽", "\t", ",'", "T", ".'", "s", "\u000b字e", "#$%", " \u000b ", " t", "9٣٤", "٥٦", "\t", "'ſ", "   \n"]}
+{"text": ">\ń٣٤٥٦-a‍<|endoftext|>\u000bé'T12345678Dž0eß\r\nfi\r\n\r\n　ß́<META_START>́ ⅣDž<|fim_prefix|>t​…åZ​a<|fim_prefix|>", "tokens": 64, "pieces": [">\n", "́", "٣٤٥", "٦", "-a", "‍<|", "endoftext", "|>", "\u000bé'T", "123", "456", "78", "Dž", "0", "eß", "\r\n", "fi", "\r\n\r\n", "　ß́", "<META", "_START", ">́", " ", "Ⅳ", "Dž", "<|", "fim", "_prefix", "|>", "t", "​", "…å", "Z", "​a", "<|", "fim", "_prefix", "|>"]}
+{"text": "­..😀🏽're漢\t\t\r\n😀🏽\u000bß'VE𐞁é漢<|endoftext|>​Ⅳ<EOT>'Ś…<|fim_prefix|>(Ⅳ\tm३", "tokens": 49, "pieces": ["­..😀🏽'", "re漢", "\t\t\r\n", "😀🏽", "\u000bß'VE", "𐞁é漢", "<|", "endoftext", "|>​", "Ⅳ", "<EOT", ">'", "Ś", "…", "<|", "fim", "_prefix", "|>(", "Ⅳ", "\tm", "३"]}
+{"text": "😀🏽漢😀🏽  's-\"\r'ſDž0#$%!!👍🏽!<META_START> Dž㋿'<|endoftext|>'VEع  m\r字Ⅳ٣٤٥٦>Dž½<​<EOT><|fim_prefix|><EOT>", "tokens": 71, "pieces": ["😀🏽", "漢", "😀🏽", " ", " '", "s", "-\"\r", "'ſ", "Dž", "0", "#$%!!👍🏽!<", "META", "_START", ">", " Dž", "㋿'<|", "endoftext", "|>'", "VEع", " ", " m", "\r", "字", "Ⅳ٣٤", "٥٦", ">Dž", "½", "<​<", "EOT", "><|", "fim", "_prefix", "|><", "EOT", ">"]}
+{"text": "‍#$%éİ
३>0\"'VEé", "tokens": 13, "pieces": ["‍#$%", "é", "İ", "
", "३", ">", "0", "\"'", "VEé"]}
+{"text": "‍,'res'VE‍DžⅣ's٣٤٥٦\r\n\r\n'Re  🙂'M\r\n\r\n\rdſ \nZ½é", "tokens": 29, "pieces": ["‍,'", "res'VE", "‍Dž", "Ⅳ", "'s", "٣٤٥", "٦", "\r\n\r\n", "'Re", " ", " 🙂'", "M", "\r\n\r\n\r", "dſ", " \n", "Z", "½", "é"]}
+{"text": "'re!ع\rmDž😀🏽#$%…é
\nİ\"é'VEß(sd'VE <漢­ꟲ\r\n\r\nså'M", "tokens": 38, "pieces": ["'re", "!ع", "\r", "m", "Dž", "😀🏽#$%", "…é", "
\n", "İ", "\"é'VE", "ß", "(sd'VE", " ", "<漢", "­ꟲ", "\r\n\r\n", "så'M"]}
+{"text": "'D, \r\n\r\nعꟲ'ſ", "tokens": 9, "pieces": ["'D", ",", " \r\n\r\n", "عꟲ'ſ"]}
+{"text": "漢<|fim_prefix|>aéع   \na'VE­‍ſDž<META_START>字­t'\te𐞁0́'VEsİ
ß字'll!İ(-<EOT>ꟲ", "tokens": 51, "pieces": ["漢", "<|", "fim", "_prefix", "|>", "aéع", "   \n", "a'VE", "­‍", "ſ", "Dž", "<META", "_START", ">字", "­t", "'", "\te𐞁", "0", "́'VE", "s", "İ", "
ß字'll", "!İ", "(-<", "EOT", ">ꟲ"]}
+{"text": "ßİꟲ😀🏽'\r\ne<|fim_prefix|>Dž٣٤٥٦t(ſ'ReＡ", "tokens": 27, "pieces": ["ß", "İꟲ", "😀🏽'\r\n", "e", "<|", "fim", "_prefix", "|>", "Dž", "٣٤٥", "٦", "t", "(ſ'Re", "Ａ"]}
+{"text": "'ll字,aß'Re½ Ａ", "tokens": 8, "pieces": ["'ll字", ",aß'Re", "½", " Ａ"]}
+{"text": "Ⅳ's漢İ
(𐞁0ée\r\n\r\nd½\rḍ̇9!9
​,٣٤٥٦\r\nع'ſ३'Re", "tokens": 38, "pieces": ["Ⅳ", "'s漢", "İ", "
", "(𐞁", "0", "ée", "\r\n\r\n", "d", "½", "\r", "ḍ̇", "9", "!", "9", "
", "​,", "٣٤٥", "٦", "\r\n", "ع'ſ", "३", "'Re"]}
+{"text": "e'M　9　(…'Re<EOT>!Z<|fim_prefix|>'D", "tokens": 21, "pieces": ["e'M", "　", "9", "　", "(", "…", "'Re", "<EOT", ">!", "Z", "<|", "fim", "_prefix", "|>'", "D"]}
+{"text": "Z  \r😀🏽‍'VE字Ａ😀🏽-\t#$%'>́Dž\r-\r\n're漢'ſ", "tokens": 28, "pieces": ["Z", "  \r", "😀🏽‍'", "VE字", "Ａ", "😀🏽-", "\t", "#$%'>́", "Dž", "\r", "-\r\n", "'re漢'ſ"]}
+{"text": "é
٣٤٥٦  'M🙂fim 'S<", "tokens": 15, "pieces": ["é", "
", "٣٤٥", "٦", " ", " '", "M", "🙂fim", " '", "S", "<"]}
+{"text": "å
🙂ⅣDž\n👍🏽s's'res   \n's'll!fi😀🏽​a're", "tokens": 27, "pieces": ["å", "
", "🙂", "Ⅳ", "Dž", "\n", "👍🏽", "s's", "'res", "   \n", "'s'll", "!fi", "😀🏽​", "a're"]}
+{"text": "9<EOT>EOT‍ 're\"<|endoftext|>३t'T\n.İ\n'T́s🙂<'D\ta", "tokens": 28, "pieces": ["9", "<EOT", ">EOT", "‍", " ", "'re", "\"<|", "endoftext", "|>", "३", "t'T", "\n", ".İ", "\n", "'T́s", "🙂<'", "D", "\ta"]}
+{"text": "'ſ'llⅣ<EOT>", "tokens": 8, "pieces": ["'ſ'll", "Ⅳ", "<EOT", ">"]}
+{"text": "🙂ß𐞁'll<|endoftext|>   \n<|endoftext|>Ａ<|fim_prefix|>'M字㍿'Re's!<META_START>!!fiEOTⅣ", "tokens": 48, "pieces": ["🙂ß𐞁'll", "<|", "endoftext", "|>", "   \n", "<|", "endoftext", "|>", "Ａ", "<|", "fim", "_prefix", "|>'", "M字", "㍿'", "Re's", "!<", "META", "_START", ">!!", "fi", "EOT", "Ⅳ"]}
+{"text": "\u000bé‍'re
é́漢 　t<|endoftext|>'Re12345678\"­ ́<META_START><EOT>㋿<META_START>\u000b字e\r'll", "tokens": 47, "pieces": ["\u000bé", "‍'", "re", "
é́漢", " ", "　t", "<|", "endoftext", "|>'", "Re", "123", "456", "78", "\"­", " ́", "<META", "_START", "><", "EOT", ">㋿<", "META", "_START", ">", "\u000b字e", "\r", "'ll"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "fi'Dİ'reé<EOT>åع\"Ⅳ(téİ", "tokens": 17, "pieces": ["fi'D", "İ're", "é", "<EOT", ">åع", "\"", "Ⅳ", "(té", "İ"]}
+{"text": "9å'reⅣ're­\u000b'Téd ,　字😀🏽'Såع<EOT'sİå
-'re>٣٤٥٦ḍ̇\r,½ꟲ漢‍ꟲ…Ⅳ's", "tokens": 57, "pieces": ["9", "å're", "Ⅳ", "'re", "­", "\u000b", "'Téd", " ", ",", "　字", "😀🏽'", "Såع", "<EOT's", "İå", "
", "-'", "re", ">", "٣٤٥", "٦", "ḍ̇", "\r", ",", "½", "ꟲ漢", "‍ꟲ", "…", "Ⅳ", "'s"]}
+{"text": "㋿‍!!​'re-EOT\r\n\r\n-​,'ll​éd\n<META_START>!ß­ m'Rea'ſ \r'Re<META_START>d…0", "tokens": 41, "pieces": ["㋿‍!!​'", "re", "-EOT", "\r\n\r\n", "-​,'", "ll", "​éd", "\n", "<META", "_START", ">!", "ß", "­", " m'Re", "a'ſ", " \r", "'Re", "<META", "_START", ">d", "…", "0"]}
+{"text": "'M'ſ'D½\t…𐞁….\n12345678<EOT>İ
.'M‍㍿<|fim_prefix|>", "tokens": 35, "pieces": ["'M'ſ", "'D", "½", "\t", "…𐞁", "…", ".\n", "123", "456", "78", "<EOT", ">İ", "
", ".'", "M", "‍㍿<|", "fim", "_prefix", "|>"]}
+{"text": "ß\ra
9😀🏽'ſ>…😀🏽Ⅳ­'T<㋿İꟲ‍'ſ 0'll.t", "tokens": 36, "pieces": ["ß", "\r", "a", "
", "9", "😀🏽'", "ſ", ">", "…", "😀🏽", "Ⅳ", "­'", "T", "<㋿", "İꟲ", "‍'", "ſ", " ", "0", "'ll", ".t"]}
+{"text": "'sſ'Re\"\n123456780'ſa ", "tokens": 11, "pieces": ["'sſ'Re", "\"\n", "123", "456", "780", "'ſa", " "]}
+{"text": "\r\n 漢t ḍ̇😀🏽sꟲ'Dt\rfi\"  漢td  ", "tokens": 25, "pieces": ["\r\n", " 漢t", " ḍ̇", "😀🏽", "sꟲ'D", "t", "\r", "fi", "\"", " ", " 漢td", "  "]}
+{"text": "ع㋿Z'M𐞁   \n…'ll'VE,e.Džs", "tokens": 21, "pieces": ["ع", "㋿Z'M", "𐞁", "   \n", "…", "'ll'VE", ",e", ".Džs"]}
+{"text": " 'DéＡ<\r\n\r\n>Dž!d字#$%'D!½e‍­s!<\réＡعfi'Re", "tokens": 29, "pieces": [" '", "Dé", "Ａ", "<\r\n\r\n", ">Dž", "!d字", "#$%'", "D", "!", "½", "e", "‍­", "s", "!<\r", "é", "Ａعfi'Re"]}
+{"text": "(aſİ'ſ
字Ａ\"३e9!\r  ½
's​\r\n\r\n'VE", "tokens": 23, "pieces": ["(aſ", "İ'ſ", "
字", "Ａ", "\"", "३", "e", "9", "!\r", " ", " ", "½", "
", "'s", "​\r\n\r\n", "'VE"]}
+{"text": "Ａ   \nꟲ'T\"fis
's𐞁🙂å\r\na\r\n\r\n", "tokens": 21, "pieces": ["Ａ", "   \n", "ꟲ'T", "\"fis", "
", "'s𐞁", "🙂å", "\r\n", "a", "\r\n\r\n"]}
+{"text": "m 'VE-'.👍🏽EOTé\r\nétå", "tokens": 17, "pieces": ["m", " ", "'VE", "-'.👍🏽", "EOTé", "\r\n", "étå"]}
+{"text": "'S'D-ſ‍#$%'Dß́'S  s!'MZé>é", "tokens": 19, "pieces": ["'S'D", "-ſ", "‍#$%'", "Dß́'S", " ", " s", "!'", "MZé", ">é"]}
+{"text": "'ll,'VEs'VE're​a​\"-Zع'Séå…ꟲ字", "tokens": 24, "pieces": ["'ll", ",'", "VEs'VE", "'re", "​a", "​\"-", "Zع'S", "éå", "…ꟲ字"]}
+{"text": "\n   \n  s  mfi !\t'Dt!!ꟲ,dİ12345678㍿…'Reع<|endoftext|>​漢ع😀🏽'ſ  　m", "tokens": 44, "pieces": ["\n   \n", " ", " s", " ", " mfi", " !", "\t", "'Dt", "!!", "ꟲ", ",d", "İ", "123", "456", "78", "㍿", "…", "'Reع", "<|", "endoftext", "|>​", "漢ع", "😀🏽'", "ſ", "  ", "　m"]}
+{"text": "㍿ßßm'DDž  ٣٤٥٦'Re
 𐞁(½\n   \n٣٤٥٦<|endoftext|>å'Mß́0\"…,'Re'M<EOT>(fi<|fim_prefix|>EOT㋿Ⅳ٣٤٥٦", "tokens": 69, "pieces": ["㍿ßßm'D", "Dž", " ", " ", "٣٤٥", "٦", "'Re", "
", " 𐞁", "(", "½", "\n   \n", "٣٤٥", "٦", "<|", "endoftext", "|>", "å'M", "ß́", "0", "\"", "…", ",'", "Re'M", "<EOT", ">(", "fi", "<|", "fim", "_prefix", "|>", "EOT", "㋿", "Ⅳ٣٤", "٥٦"]}
+{"text": "(ꟲé　<|fim_prefix|>   \n<|fim_prefix|>  🙂😀🏽fi0a>\n٣٤٥٦éꟲ😀🏽́é<é㋿", "tokens": 47, "pieces": ["(ꟲé", "　", "<|", "fim", "_prefix", "|>", "   \n", "<|", "fim", "_prefix", "|>", " ", " 🙂😀🏽", "fi", "0", "a", ">\n", "٣٤٥", "٦", "éꟲ", "😀🏽́", "é", "<é", "㋿"]}
+{"text": "…'lléع \n<'reⅣ<ß<|fim_prefix|>½12345678…😀🏽Ⅳ<|endoftext|>\"३ع㍿té
d​m½", "tokens": 49, "pieces": ["…", "'lléع", " \n", "<'", "re", "Ⅳ", "<ß", "<|", "fim", "_prefix", "|>", "½12", "345", "678", "…", "😀🏽", "Ⅳ", "<|", "endoftext", "|>\"", "३", "ع", "㍿té", "
d", "​m", "½"]}
+{"text": "٣٤٥٦Ⅳ  ​Ⅳ'reſ́'Re٣٤٥٦éé<<|endoftext|>  <|fim_prefix|>عåⅣ😀🏽  ḍ̇'D'D
٣٤٥٦㍿'s'VEs'Re👍🏽0'VEå\r\n>字", "tokens": 74, "pieces": ["٣٤٥", "٦Ⅳ", " ", " ​", "Ⅳ", "'reſ́'Re", "٣٤٥", "٦", "éé", "<<|", "endoftext", "|>", " ", " <|", "fim", "_prefix", "|>", "عå", "Ⅳ", "😀🏽", " ", " ḍ̇'D", "'D", "
", "٣٤٥", "٦", "㍿'", "s'VE", "s'Re", "👍🏽", "0", "'VEå", "\r\n", ">字"]}
+{"text": "#$%!!㋿Z½٣٤٥٦ḍ̇\tＡtعd㋿<META_START>漢'Téع9Ａ'é\né­#$%Dž…", "tokens": 44, "pieces": ["#$%!!㋿", "Z", "½٣٤", "٥٦", "ḍ̇", "\tＡtعd", "㋿<", "META", "_START", ">漢'T", "éع", "9", "Ａ", "'é", "\n", "é", "­#$%", "Dž", "…"]}
+{"text": "m
ḍ̇ع're're漢   \n\r\nＡⅣ\n'res<|fim_prefix|>‍عé12345678", "tokens": 30, "pieces": ["m", "
ḍ̇ع're", "'re漢", "   \n\r\n", "Ａ", "Ⅳ", "\n", "'res", "<|", "fim", "_prefix", "|>‍", "عé", "123", "456", "78"]}
+{"text": "é'SDž'sعß'T.", "tokens": 9, "pieces": ["é'S", "Dž's", "عß'T", "."]}
+{"text": "\"　--Dž-‍mＡ\r\n\n<EOT>\"   \n're", "tokens": 15, "pieces": ["\"", "　", "--", "Dž", "-‍", "m", "Ａ", "\r\n\n", "<EOT", ">\"", "   \n", "'re"]}
+{"text": "\u000bmé0‍­'S㍿­३𐞁Dž‍", "tokens": 19, "pieces": ["\u000bmé", "0", "‍­'", "S", "㍿­", "३", "𐞁", "Dž", "‍"]}
+{"text": "!!字㍿ Ⅳ  #$% !!漢<|fim_prefix|>😀🏽,
\"ꟲEOT  Z\"'Tعå٣٤٥٦0><EOT>😀🏽-tfi\t㋿😀🏽", "tokens": 62, "pieces": ["!!", "字", "㍿", " ", "Ⅳ", " ", " #$%", " ", "!!", "漢", "<|", "fim", "_prefix", "|>😀🏽,", "
", "\"ꟲ", "EOT", " ", " Z", "\"'", "Tعå", "٣٤٥", "٦0", "><", "EOT", ">😀🏽-", "tfi", "\t", "㋿😀🏽"]}
+{"text": "EOT'RedⅣZ🙂('Re'D\rDž'VE\t\t.'T㋿\u000b​㍿​😀🏽é0٣٤٥٦\r\nZ-'re🙂fi漢½'re.ع", "tokens": 50, "pieces": ["EOT'Re", "d", "Ⅳ", "Z", "🙂('", "Re'D", "\r", "Dž'VE", "\t", "\t", ".'", "T", "㋿", "\u000b", "​㍿​😀🏽", "é", "0٣٤", "٥٦", "\r\n", "Z", "-'", "re", "🙂fi漢", "½", "'re", ".ع"]}
+{"text": "#$%½sé", "tokens": 4, "pieces": ["#$%", "½", "sé"]}
+{"text": "\u000bat<İ<EOT>…ß🙂عꟲ字're३,'T٣٤٥٦'Re…Ａ\r\n  ́t>\r\n's​<EOT>
éDž9'Dع‍", "tokens": 48, "pieces": ["\u000bat", "<İ", "<EOT", ">", "…ß", "🙂عꟲ字're", "३", ",'", "T", "٣٤٥", "٦", "'Re", "…Ａ", "\r\n", " ", " ́t", ">\r\n", "'s", "​<", "EOT", ">", "
é", "Dž", "9", "'Dع", "‍"]}
+{"text": "a漢\u000bİ​\n\r's!'Re'D👍🏽İ\r\n'VEİ'St ", "tokens": 21, "pieces": ["a漢", "\u000bİ", "​\n\r", "'s", "!'", "Re'D", "👍🏽", "İ", "\r\n", "'VEİ'S", "t", " "]}
+{"text": "𐞁d'Sع㋿éݽ'S\u000bſ'T\"9ſ123456780\r\nß'smＡ,½　", "tokens": 31, "pieces": ["𐞁d'S", "ع", "㋿é", "İ", "½", "'S", "\u000bſ'T", "\"", "9", "ſ", "123", "456", "780", "\r\n", "ß's", "m", "Ａ", ",", "½", "　"]}
+{"text": "́m#$%'T　('VE\r,Ⅳ<META_START>😀🏽!!½  ́\t-　0'D३å‍>eſd", "tokens": 37, "pieces": ["́m", "#$%'", "T", "　", "('", "VE", "\r", ",", "Ⅳ", "<META", "_START", ">😀🏽!!", "½", " ", " ́", "\t", "-", "　", "0", "'D", "३", "å", "‍>", "eſd"]}
+{"text": "  \n ", "tokens": 2, "pieces": ["  \n", " "]}
+{"text": "\t   \n<|endoftext|>\r\n9,\r\n12345678EOT", "tokens": 15, "pieces": ["\t   \n", "<|", "endoftext", "|>\r\n", "9", ",\r\n", "123", "456", "78", "EOT"]}
+{"text": "'Dſ'S9<META_START>३İ ,'T🙂\u000b're\t'e'Re<fi​🙂<|fim_prefix|>'D,‍<|fim_prefix|>　-12345678字12345678é　ꟲ", "tokens": 52, "pieces": ["'Dſ'S", "9", "<META", "_START", ">", "३", "İ", " ,'", "T", "🙂", "\u000b", "'re", "\t", "'e'Re", "<fi", "​🙂<|", "fim", "_prefix", "|>'", "D", ",‍<|", "fim", "_prefix", "|>", "　", "-", "123", "456", "78", "字", "123", "456", "78", "é", "　ꟲ"]}
+{"text": "(㋿\u000b0\r\n\r\n'M", "tokens": 8, "pieces": ["(㋿", "\u000b", "0", "\r\n\r\n", "'M"]}
+{"text": "\t
'ſⅣ㍿ <META_START>字'D　>", "tokens": 18, "pieces": ["\t", "
", "'ſ", "Ⅳ", "㍿", " ", "<META", "_START", ">字'D", "　", ">"]}
+{"text": "m\r㍿( Dž\n३-­\"<EOT>\t's", "tokens": 19, "pieces": ["m", "\r", "㍿(", " Dž", "\n", "३", "-­\"<", "EOT", ">", "\t", "'s"]}
+{"text": "३!İ🙂(,字d0​漢a", "tokens": 12, "pieces": ["३", "!İ", "🙂(,", "字d", "0", "​漢a"]}
+{"text": "!!e   \n<#$% a >ع   \n​३\u000b'VE­\r", "tokens": 18, "pieces": ["!!", "e", "   \n", "<#$%", " a", " >", "ع", "   \n", "​", "३", "\u000b", "'VE", "­\r"]}
+{"text": ",'Dž", "tokens": 3, "pieces": [",'", "Dž"]}
+{"text": "Ａ'ſ   \n", "tokens": 4, "pieces": ["Ａ'ſ", "   \n"]}
+{"text": "ſEOT0‍-éZع\r", "tokens": 10, "pieces": ["ſ", "EOT", "0", "‍-", "é", "Zع", "\r"]}
+{"text": "'re EOTŹ'३عś\r.ع
… ß👍🏽", "tokens": 22, "pieces": ["'re", " EOTŹ", "'", "३", "عś", "\r", ".ع", "
…", " ß", "👍🏽"]}
+{"text": "'DEOTＡ'Re\r\n\u000b   \n😀🏽ae,ſDžꟲ.㍿'llİ३𐞁Ａ'M'VE…é'll9<|endoftext|><|endoftext|>'", "tokens": 53, "pieces": ["'DEOTＡ'Re", "\r\n\u000b   \n", "😀🏽", "ae", ",ſ", "Džꟲ", ".㍿'", "ll", "İ", "३", "𐞁", "Ａ'M", "'VE", "…é'll", "9", "<|", "endoftext", "|><|", "endoftext", "|>'"]}
+{"text": "Ⅳ('s\"!!'S#$%'ll<META_START>é'll\u000b ㋿!a's<|fim_prefix|>('re　<|fim_prefix|>\r\né
½'Re\t½½'s!́'ll३   \n ", "tokens": 55, "pieces": ["Ⅳ", "('", "s", "\"!!'", "S", "#$%'", "ll", "<META", "_START", ">é'll", "\u000b", " ㋿!", "a's", "<|", "fim", "_prefix", "|>('", "re", "　", "<|", "fim", "_prefix", "|>\r\n", "é", "
", "½", "'Re", "\t", "½½", "'s", "!́'ll", "३", "   \n", " "]}
+{"text": "e12345678", "tokens": 4, "pieces": ["e", "123", "456", "78"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "fi0‍ḍ̇<META_START><|endoftext|>ḍ̇>9  '<|fim_prefix|>\nß́'VE\r\n​(𐞁𐞁", "tokens": 43, "pieces": ["fi", "0", "‍ḍ̇", "<META", "_START", "><|", "endoftext", "|>", "ḍ̇", ">", "9", " ", " '<|", "fim", "_prefix", "|>\n", "ß́'VE", "\r\n", "​(", "𐞁𐞁"]}
+{"text": "­-<EOT>'D9👍🏽👍🏽é\"👍🏽e's<|fim_prefix|>12345678İt åé३'D >('VE\n", "tokens": 43, "pieces": ["­-<", "EOT", ">'", "D", "9", "👍🏽👍🏽", "é", "\"👍🏽", "e's", "<|", "fim", "_prefix", "|>", "123", "456", "78", "İt", " åé", "३", "'D", " ", ">('", "VE", "\n"]}
+{"text": "'lls\r\n\r\n \"'TＡ'Re٣٤٥٦sé 😀🏽", "tokens": 17, "pieces": ["'lls", "\r\n\r\n", " \"'", "TＡ'Re", "٣٤٥", "٦", "sé", " ", "😀🏽"]}
+{"text": "s\n'VE\rEOT\n", "tokens": 8, "pieces": ["s", "\n", "'VE", "\r", "EOT", "\n"]}
+{"text": "fiⅣ
>", "tokens": 5, "pieces": ["fi", "Ⅳ", "
", ">"]}
+{"text": "½!!عDžⅣⅣ<EOT>İ😀🏽'T     \néß'Dm'Tعß!, ع>", "tokens": 30, "pieces": ["½", "!!", "ع", "Dž", "ⅣⅣ", "<EOT", ">İ", "😀🏽'", "T", "     \n", "éß'D", "m'T", "عß", "!,", " ع", ">"]}
+{"text": " \r\n\r\nⅣ'Rea", "tokens": 5, "pieces": [" \r\n\r\n", "Ⅳ", "'Rea"]}
+{"text": "#$%å's🙂㍿'Re\t😀🏽Z<EOT>　­e‍'s漢're>!-'sß٣٤٥٦'s<|fim_prefix|>㍿0!!   \ń<|endoftext|>👍🏽9m­<META_START>Ａ", "tokens": 68, "pieces": ["#$%", "å's", "🙂㍿'", "Re", "\t", "😀🏽", "Z", "<EOT", ">", "　", "­e", "‍'", "s漢're", ">!-'", "sß", "٣٤٥", "٦", "'s", "<|", "fim", "_prefix", "|>㍿", "0", "!!", "   \n", "́", "<|", "endoftext", "|>👍🏽", "9", "m", "­<", "META", "_START", ">Ａ"]}
+{"text": "<EOT>Ａ>㋿Ⅳ#$%­­'VEs\rİ'Md　  \r\n…<'s<EOT>.ſ٣٤٥٦EOT\"9​<　t\u000b", "tokens": 43, "pieces": ["<EOT", ">Ａ", ">㋿", "Ⅳ", "#$%­­'", "VEs", "\r", "İ'M", "d", "　  \r\n", "…", "<'", "s", "<EOT", ">.", "ſ", "٣٤٥", "٦", "EOT", "\"", "9", "​<", "　t", "\u000b"]}
+{"text": "<META_START>Ａé-'\n", "tokens": 8, "pieces": ["<META", "_START", ">Ａé", "-'\n"]}
+{"text": "<|fim_prefix|>a'Re<<META_START>𐞁漢
½", "tokens": 19, "pieces": ["<|", "fim", "_prefix", "|>", "a'Re", "<<", "META", "_START", ">𐞁漢", "
", "½"]}
+{"text": "<|endoftext|>٣٤٥٦Džéś9Ａ　🙂s!<,㍿12345678\n<META_START>'M'VE<|endoftext|>😀🏽", "tokens": 47, "pieces": ["<|", "endoftext", "|>", "٣٤٥", "٦", "Džéś", "9", "Ａ", "　", "🙂s", "!<,㍿", "123", "456", "78", "\n", "<META", "_START", ">'", "M'VE", "<|", "endoftext", "|>😀🏽"]}
+{"text": "é🙂漢<d'sİ३​  '<EOT>𐞁Ⅳfi'VEd.­   \n…\u000b㋿   \n𐞁㋿d\"EOT--'ſZ\tm", "tokens": 50, "pieces": ["é", "🙂漢", "<d's", "İ", "३", "​", " ", " '<", "EOT", ">𐞁", "Ⅳ", "fi'VE", "d", ".­", "   \n", "…", "\u000b", "㋿", "   \n", "𐞁", "㋿d", "\"EOT", "--'", "ſ", "Z", "\tm"]}
+{"text": "'M'ret👍🏽ꟲ\u000bt12345678'M  -٣٤٥٦!'re", "tokens": 23, "pieces": ["'M're", "t", "👍🏽", "ꟲ", "\u000bt", "123", "456", "78", "'M", " ", " -", "٣٤٥", "٦", "!'", "re"]}
+{"text": "\r\n\r\nİ'VE٣٤٥٦­é<EOT>Z\t \n", "tokens": 15, "pieces": ["\r\n\r\n", "İ'VE", "٣٤٥", "٦", "­é", "<EOT", ">Z", "\t \n"]}
+{"text": "<|endoftext|>'s🙂𐞁​‍d", "tokens": 16, "pieces": ["<|", "endoftext", "|>'", "s", "🙂𐞁", "​‍", "d"]}
+{"text": "<EOT>'sßꟲ ,12345678㍿🙂're<|fim_prefix|>'MＡſ'll㋿½e!,'ll‍ꟲⅣ<EOT>>", "tokens": 45, "pieces": ["<EOT", ">'", "sßꟲ", " ,", "123", "456", "78", "㍿🙂'", "re", "<|", "fim", "_prefix", "|>'", "MＡſ'll", "㋿", "½", "e", "!,'", "ll", "‍ꟲ", "Ⅳ", "<EOT", ">>"]}
+{"text": "<|endoftext|>\"'sfi", "tokens": 10, "pieces": ["<|", "endoftext", "|>\"'", "sfi"]}
+{"text": "(m12345678㍿३'Re(İ'D( #$%sZ'llé0🙂‍­9", "tokens": 25, "pieces": ["(m", "123", "456", "78", "㍿", "३", "'Re", "(İ'D", "(", " ", "#$%", "s", "Z'll", "é", "0", "🙂‍­", "9"]}
+{"text": "<EOT>ſ(字\t​!ſＡ٣٤٥٦😀🏽　 ३'TfiＡ…'s㋿<'VE", "tokens": 32, "pieces": ["<EOT", ">ſ", "(字", "\t", "​!", "ſ", "Ａ", "٣٤٥", "٦", "😀🏽", "　", " ", "३", "'Tfi", "Ａ", "…", "'s", "㋿<'", "VE"]}
+{"text": "'  d字😀🏽­Z<|fim_prefix|>Ⅳ
fi", "tokens": 19, "pieces": ["'", " ", " d字", "😀🏽­", "Z", "<|", "fim", "_prefix", "|>", "Ⅳ", "
fi"]}
+{"text": "😀🏽㍿", "tokens": 6, "pieces": ["😀🏽㍿"]}
+{"text": "\t\n<|endoftext|><EOT>m,\r\n\r\n\u000b🙂\"<|endoftext|>\na", "tokens": 23, "pieces": ["\t\n", "<|", "endoftext", "|><", "EOT", ">m", ",\r\n\r\n", "\u000b", "🙂\"<|", "endoftext", "|>\n", "a"]}
+{"text": "s,\"…!!'res‍Dž  ḍ̇漢ⅣDž12345678'D'M😀🏽👍🏽   \n'D 
", "tokens": 35, "pieces": ["s", ",\"", "…", "!!'", "res", "‍Dž", " ", " ḍ̇漢", "Ⅳ", "Dž", "123", "456", "78", "'D'M", "😀🏽👍🏽", "   \n", "'D", " 
"]}
+{"text": "ḍ̇㋿ع'M<META_START>''M m漢\r　'D0s'TZEOTfi­", "tokens": 26, "pieces": ["ḍ̇", "㋿ع'M", "<META", "_START", ">''", "M", " m漢", "\r", "　", "'D", "0", "s'T", "ZEOTfi", "­"]}
+{"text": "🙂<EOT>åe㋿'D….ḍ̇́\n.DžⅣḍ̇😀🏽'VE'S漢😀🏽Ａ!!d(a𐞁   \nZ<|fim_prefix|>٣٤٥٦EOT", "tokens": 60, "pieces": ["🙂<", "EOT", ">åe", "㋿'", "D", "…", ".ḍ̇́", "\n", ".Dž", "Ⅳ", "ḍ̇", "😀🏽'", "VE'S", "漢", "😀🏽", "Ａ", "!!", "d", "(a𐞁", "   \n", "Z", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "EOT"]}
+{"text": "‍ aé<|endoftext|>Ａ٣٤٥٦ſ\u000bꟲ\nt'll㋿ß\"!!\nséå- ع'M漢\r\n\r\n 'DEOT㍿12345678½Ａ", "tokens": 50, "pieces": ["‍", " aé", "<|", "endoftext", "|>", "Ａ", "٣٤٥", "٦", "ſ", "\u000bꟲ", "\n", "t'll", "㋿ß", "\"!!\n", "séå", "-", " ع'M", "漢", "\r\n\r\n", " '", "DEOT", "㍿", "123", "456", "78½", "Ａ"]}
+{"text": "dét\u000b   \n#$%\t#$%'S12345678\r\n𐞁\u000b'T‍  'ree㍿㍿\"İＡ.   \nd\r\n\r\néé<META_START>aß\n", "tokens": 45, "pieces": ["dét", "\u000b   \n", "#$%", "\t", "#$%'", "S", "123", "456", "78", "\r\n", "𐞁", "\u000b", "'T", "‍", " ", " '", "ree", "㍿㍿\"", "İＡ", ".", "   \n", "d", "\r\n\r\n", "éé", "<META", "_START", ">aß", "\n"]}
+{"text": "12345678İ\u000b'VE\u000b<|fim_prefix|>99,👍🏽Ａ'D😀🏽½  👍🏽'll३-á'Reß'll", "tokens": 37, "pieces": ["123", "456", "78", "İ", "\u000b", "'VE", "\u000b", "<|", "fim", "_prefix", "|>", "99", ",👍🏽", "Ａ'D", "😀🏽", "½", " ", " 👍🏽'", "ll", "३", "-á'Re", "ß'll"]}
+{"text": "  ㋿\"", "tokens": 6, "pieces": [" ", " ㋿\""]}
+{"text": "!!é's.m>'M🙂İ'<|fim_prefix|>\r\n(　\u000b's ́,٣٤٥٦.'T'll
½m<'VEd'ſ", "tokens": 37, "pieces": ["!!", "é's", ".m", ">'", "M", "🙂İ", "'<|", "fim", "_prefix", "|>\r\n", "(", "　", "\u000b", "'s", " ́", ",", "٣٤٥", "٦", ".'", "T'll", "
", "½", "m", "<'", "VEd'ſ"]}
+{"text": "-\n😀🏽(dd३!!'ſå'T\r\n\u000bſ'VE'VEa…\u000b​ 're", "tokens": 27, "pieces": ["-\n", "😀🏽(", "dd", "३", "!!'", "ſå'T", "\r\n", "\u000bſ'VE", "'VEa", "…", "\u000b", "​", " '", "re"]}
+{"text": "\r\n\r\n<|endoftext|>12345678­‍\r\nع'sé'T>Ⅳ
ꟲ!́<|endoftext|>", "tokens": 35, "pieces": ["\r\n\r\n", "<|", "endoftext", "|>", "123", "456", "78", "­‍\r\n", "ع's", "é'T", ">", "Ⅳ", "
ꟲ", "!́", "<|", "endoftext", "|>"]}
+{"text": "'D'VEt<EOT>\r㋿\r", "tokens": 12, "pieces": ["'D'VE", "t", "<EOT", ">\r", "㋿\r"]}
+{"text": "'Re<META_START>å<EOT>", "tokens": 9, "pieces": ["'Re", "<META", "_START", ">å", "<EOT", ">"]}
+{"text": "t'll٣٤٥٦­\ra　Ａ ḍ̇🙂-𐞁'reⅣDžåé㍿\r\n\r\n'Re!\n👍🏽\r\n\r\n\r'S👍🏽å३‍\u000b㍿
­", "tokens": 55, "pieces": ["t'll", "٣٤٥", "٦", "­\r", "a", "　Ａ", " ḍ̇", "🙂-", "𐞁're", "Ⅳ", "Džåé", "㍿\r\n\r\n", "'Re", "!\n", "👍🏽\r\n\r\n\r", "'S", "👍🏽", "å", "३", "‍", "\u000b", "㍿", "
", "­"]}
+{"text": "!!Ⅳ🙂Dž\r\n\r\n're   \ńd漢½'S🙂må\"'S٣٤٥٦!🙂ß\t‍é", "tokens": 30, "pieces": ["!!", "Ⅳ", "🙂Dž", "\r\n\r\n", "'re", "   \n", "́d漢", "½", "'S", "🙂må", "\"'", "S", "٣٤٥", "٦", "!🙂", "ß", "\t", "‍é"]}
+{"text": ".­é 12345678'Re½👍🏽ꟲ字,!ſ'ſDž
👍🏽🙂३\n ", "tokens": 31, "pieces": [".­", "é", " ", "123", "456", "78", "'Re", "½", "👍🏽", "ꟲ字", ",!", "ſ'ſ", "Dž", "
", "👍🏽🙂", "३", "\n", " "]}
+{"text": "eعé٣٤٥٦🙂  >­é  ꟲ🙂\r\n\r\n\r", "tokens": 20, "pieces": ["eعé", "٣٤٥", "٦", "🙂", " ", " >­", "é", " ", " ꟲ", "🙂\r\n\r\n\r"]}
+{"text": "åd<|endoftext|>'́\r\n\r\n's㋿😀🏽ḍ̇😀🏽'Re🙂å0'D‍#$%'VEḍ̇🙂　(🙂sd#$%éa\"\u000b­ſİ\r\n\r\n", "tokens": 54, "pieces": ["åd", "<|", "endoftext", "|>'́\r\n\r\n", "'s", "㋿😀🏽", "ḍ̇", "😀🏽'", "Re", "🙂å", "0", "'D", "‍#$%'", "VEḍ̇", "🙂", "　", "(🙂", "sd", "#$%", "éa", "\"", "\u000b", "­ſ", "İ", "\r\n\r\n"]}
+{"text": "\rDžZmZ'Dt!'s!㍿", "tokens": 13, "pieces": ["\r", "DžZm", "Z'D", "t", "!'", "s", "!㍿"]}
+{"text": "ݽ#$%ß👍🏽'll­'ſ\n字'Dé㍿a'३'D 😀🏽\t  <|endoftext|>Dž३fiꟲEOTtdé…>'ſ", "tokens": 51, "pieces": ["İ", "½", "#$%", "ß", "👍🏽'", "ll", "­'", "ſ", "\n", "字'D", "é", "㍿a", "'", "३", "'D", " 😀🏽", "\t ", " <|", "endoftext", "|>", "Dž", "३", "fiꟲ", "EOTtdé", "…", ">'", "ſ"]}
+{"text": "EOT ́<|fim_prefix|>a'llßع   \n!,😀🏽é😀🏽-İ'sß#$%㋿é", "tokens": 34, "pieces": ["EOT", " ́", "<|", "fim", "_prefix", "|>", "a'll", "ßع", "   \n", "!,😀🏽", "é", "😀🏽-", "İ's", "ß", "#$%㋿", "é"]}
+{"text": "½<😀🏽'Re", "tokens": 7, "pieces": ["½", "<😀🏽'", "Re"]}
+{"text": "३'Re<|endoftext|>😀🏽!३ḍ̇!!.😀🏽\u000b'M>㍿", "tokens": 27, "pieces": ["३", "'Re", "<|", "endoftext", "|>😀🏽!", "३", "ḍ̇", "!!.😀🏽", "\u000b", "'M", ">㍿"]}
+{"text": "((", "tokens": 1, "pieces": ["(("]}
+{"text": "'sée 'S‍\t.,Džm½….‍㍿Ⅳ　𐞁'll٣٤٥٦عa🙂
-ꟲ\r\n\r\n३'ſ<'T's!'-EOT
", "tokens": 52, "pieces": ["'sée", " '", "S", "‍", "\t", ".,", "Džm", "½", "…", ".‍㍿", "Ⅳ", "　𐞁'll", "٣٤٥", "٦", "عa", "🙂", "
", "-ꟲ", "\r\n\r\n", "३", "'ſ", "<'", "T's", "!'-", "EOT", "
"]}
+{"text": "\t字…'s字em <å½㍿　", "tokens": 15, "pieces": ["\t字", "…", "'s字em", " <", "å", "½", "㍿", "　"]}
+{"text": "Ⅳ'Re\u000b\n'ſ\tt<META_START> sae\"  'ſ12345678é'reİ'ss㋿<|fim_prefix|>#$%　e漢'VE.fi>…é½ꟲ…", "tokens": 54, "pieces": ["Ⅳ", "'Re", "\u000b\n", "'ſ", "\tt", "<META", "_START", ">", " sae", "\"", " ", " '", "ſ", "123", "456", "78", "é're", "İ's", "s", "㋿<|", "fim", "_prefix", "|>#$%", "　e漢'VE", ".fi", ">", "…é", "½", "ꟲ", "…"]}
+{"text": "ḍ̇Dž<|endoftext|>'MEOTＡ  ſ'lls٣٤٥٦<|endoftext|>Zꟲ,a,\t\r\n\r\n\r\n", "tokens": 39, "pieces": ["ḍ̇", "Dž", "<|", "endoftext", "|>'", "MEOTＡ", " ", " ſ'll", "s", "٣٤٥", "٦", "<|", "endoftext", "|>", "Zꟲ", ",a", ",", "\t\r\n\r\n\r\n"]}
+{"text": "EOT…㋿'T,t9'Me\u000b( Ａ!!('ſⅣfi🙂're!0(ḍ̇'T'D㍿
's'll", "tokens": 40, "pieces": ["EOT", "…", "㋿'", "T", ",t", "9", "'Me", "\u000b", "(", " Ａ", "!!('", "ſ", "Ⅳ", "fi", "🙂'", "re", "!", "0", "(ḍ̇'T", "'D", "㍿", "
", "'s'll"]}
+{"text": "m<<|fim_prefix|>!!å🙂!!<|fim_prefix|>fi😀🏽éꟲſ'Re३   \n0😀🏽\ńå½
\r\n\r\n!!a'VE-ع>", "tokens": 49, "pieces": ["m", "<<|", "fim", "_prefix", "|>!!", "å", "🙂!!<|", "fim", "_prefix", "|>", "fi", "😀🏽", "éꟲſ'Re", "३", "   \n", "0", "😀🏽\n", "́å", "½", "
\r\n\r\n", "!!", "a'VE", "-ع", ">"]}
+{"text": "<|endoftext|>ß   \nfi'Re9­'T\t 'Må\"㋿", "tokens": 23, "pieces": ["<|", "endoftext", "|>", "ß", "   \n", "fi'Re", "9", "­'", "T", "\t", " '", "Må", "\"㋿"]}
+{"text": "Ⅳ(d­\r>éⅣ", "tokens": 9, "pieces": ["Ⅳ", "(d", "­\r", ">é", "Ⅳ"]}
+{"text": "ßİZ,Ａé\"t 'VE‍'>'T're½!㍿\tm.<|endoftext|>ḍ̇,'VEd0!Zm!!e漢😀🏽t­å.­", "tokens": 48, "pieces": ["ß", "İZ", ",Ａé", "\"t", " '", "VE", "‍'>'", "T're", "½", "!㍿", "\tm", ".<|", "endoftext", "|>", "ḍ̇", ",'", "VEd", "0", "!Zm", "!!", "e漢", "😀🏽", "t", "­å", ".­"]}
+{"text": "'se'reeDžZ-　e　Ⅳ½Ⅳ👍🏽🙂tat𐞁ḍ̇'VE9<ꟲſİ𐞁(‍étꟲ", "tokens": 49, "pieces": ["'se're", "e", "DžZ", "-", "　e", "　", "Ⅳ½Ⅳ", "👍🏽🙂", "tat𐞁ḍ̇'VE", "9", "<ꟲſ", "İ𐞁", "(‍", "étꟲ"]}
+{"text": "ꟲ'ſ<|fim_prefix|>'M½ß\r\n\r\né½å​٣٤٥٦\u000b…'T​Ⅳsع🙂0", "tokens": 35, "pieces": ["ꟲ'ſ", "<|", "fim", "_prefix", "|>'", "M", "½", "ß", "\r\n\r\n", "é", "½", "å", "​", "٣٤٥", "٦", "\u000b", "…", "'T", "​", "Ⅳ", "sع", "🙂", "0"]}
+{"text": "é're ३.‍dßع½𐞁<　<\r're'T's(ḍ̇𐞁  \r\n\r\n\n\r'S12345678'\r\n\r\né\r\n", "tokens": 39, "pieces": ["é're", " ", "३", ".‍", "dßع", "½", "𐞁", "<", "　", "<\r", "'re'T", "'s", "(ḍ̇𐞁", "  \r\n\r\n\n\r", "'S", "123", "456", "78", "'\r\n\r\n", "é", "\r\n"]}
+{"text": "a
. 漢-  -<|fim_prefix|>ع字٣٤٥٦fiꟲ'ſ漢'T<㋿'T#$%a#$%dⅣ#$%😀🏽", "tokens": 47, "pieces": ["a", "
", ".", " 漢", "-", " ", " -<|", "fim", "_prefix", "|>", "ع字", "٣٤٥", "٦", "fiꟲ'ſ", "漢'T", "<㋿'", "T", "#$%", "a", "#$%", "d", "Ⅳ", "#$%😀🏽"]}
+{"text": "㋿d's'Dž'sDž<|endoftext|>'ll'VE,(­åſ𐞁ßDž\u000bfi>-‍t  å<META_START>", "tokens": 45, "pieces": ["㋿d's", "'Dž's", "Dž", "<|", "endoftext", "|>'", "ll'VE", ",(­", "åſ𐞁ß", "Dž", "\u000bfi", ">-‍", "t", " ", " å", "<META", "_START", ">"]}
+{"text": "'re#$%½a'S\t-<   \n12345678<EOT>'VE\r\n\r\n
…,\"t　 ", "tokens": 24, "pieces": ["'re", "#$%", "½", "a'S", "\t", "-<", "   \n", "123", "456", "78", "<EOT", ">'", "VE", "\r\n\r\n", "
", "…", ",\"", "t", "　 "]}
+{"text": "३(漢'ſ­㍿ >", "tokens": 11, "pieces": ["३", "(漢'ſ", "­㍿", " ", ">"]}
+{"text": "
'T'ſ٣٤٥٦\"\u000bꟲ<|fim_prefix|>'M'llſ\r\n'D\r\n\r\n'ſ٣٤٥٦", "tokens": 31, "pieces": ["
", "'T'ſ", "٣٤٥", "٦", "\"", "\u000bꟲ", "<|", "fim", "_prefix", "|>'", "M'll", "ſ", "\r\n", "'D", "\r\n\r\n", "'ſ", "٣٤٥", "٦"]}
+{"text": "İ<EOT>​é'S\r𐞁\r\n\r\n<META_START><…​!!9'Re", "tokens": 23, "pieces": ["İ", "<EOT", ">​", "é'S", "\r", "𐞁", "\r\n\r\n", "<META", "_START", "><", "…", "​!!", "9", "'Re"]}
+{"text": "\r\n\r\n<tＡꟲ🙂ꟲ　're­🙂ععDžs
", "tokens": 20, "pieces": ["\r\n\r\n", "<t", "Ａꟲ", "🙂ꟲ", "　", "'re", "­🙂", "ععDžs", "
"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "<EOT>0fi0-\u000b", "tokens": 8, "pieces": ["<EOT", ">", "0", "fi", "0", "-", "\u000b"]}
+{"text": "'ſꟲZ<|endoftext|>\u000b", "tokens": 14, "pieces": ["'ſꟲ", "Z", "<|", "endoftext", "|>", "\u000b"]}
+{"text": "dt!!Z   \n'T'D0\rEOT'Re<|fim_prefix|>aß\u000baⅣ !字İ'DＡſ's\"ḍ̇'S漢Ａe३a\r\n\r\n<META_START>å'Re", "tokens": 47, "pieces": ["dt", "!!", "Z", "   \n", "'T'D", "0", "\r", "EOT'Re", "<|", "fim", "_prefix", "|>", "aß", "\u000ba", "Ⅳ", " !", "字", "İ'D", "Ａſ's", "\"ḍ̇'S", "漢Ａe", "३", "a", "\r\n\r\n", "<META", "_START", ">å'Re"]}
+{"text": "'S　'T‍\t12345678m(\"字", "tokens": 11, "pieces": ["'S", "　", "'T", "‍", "\t", "123", "456", "78", "m", "(\"", "字"]}
+{"text": "\r\n'ſ<漢'VE>,'Re\u000btfié漢
ḍ̇
'Mḍ̇<META_START>ß's#$%\rع   \nＡ!!", "tokens": 38, "pieces": ["\r\n", "'ſ", "<漢'VE", ">,'", "Re", "\u000btfié漢", "
ḍ̇", "
", "'Mḍ̇", "<META", "_START", ">ß's", "#$%\r", "ع", "   \n", "Ａ", "!!"]}
+{"text": "<EOT>!字㋿字ß<|fim_prefix|><🙂ḍ̇\r漢 ſfi…\r\n\r\né​EOT'Mḍ̇m
ḿDžé­½<|endoftext|>字<EOT>9", "tokens": 58, "pieces": ["<EOT", ">!", "字", "㋿字ß", "<|", "fim", "_prefix", "|><🙂", "ḍ̇", "\r", "漢", " ſfi", "…\r\n\r\n", "é", "​EOT'M", "ḍ̇m", "
ḿ", "Džé", "­", "½", "<|", "endoftext", "|>", "字", "<EOT", ">", "9"]}
+{"text": "'M👍🏽字'ḍ̇d'D\r\n\r\nfi   \n​åİ<META_START>Z'S<|fim_prefix|>'ſ'ſ\r\n\r\neＡ㍿漢're漢d<|fim_prefix|>9\n#$%😀🏽İ", "tokens": 56, "pieces": ["'M", "👍🏽", "字", "'ḍ̇d'D", "\r\n\r\n", "fi", "   \n", "​å", "İ", "<META", "_START", ">Z'S", "<|", "fim", "_prefix", "|>'", "ſ'ſ", "\r\n\r\n", "e", "Ａ", "㍿漢're", "漢d", "<|", "fim", "_prefix", "|>", "9", "\n", "#$%😀🏽", "İ"]}
+{"text": "<EOT>'reع\r\n<!EOT🙂!!9-(🙂é.‍d<|endoftext|>\nＡ'T😀🏽", "tokens": 31, "pieces": ["<EOT", ">'", "reع", "\r\n", "<!", "EOT", "🙂!!", "9", "-(🙂", "é", ".‍", "d", "<|", "endoftext", "|>\n", "Ａ'T", "😀🏽"]}
+{"text": "　!!12345678\t'MZ<EOT>'T.\t'VE𐞁\r!!٣٤٥٦!!  ", "tokens": 28, "pieces": ["　", "!!", "123", "456", "78", "\t", "'MZ", "<EOT", ">'", "T", ".", "\t", "'VE𐞁", "\r", "!!", "٣٤٥", "٦", "!!", "  "]}
+{"text": "!!ꟲ漢 𐞁½👍🏽9'!!漢,'re漢　​é\r字!'VEefi\n<|fim_prefix|>d\r\nꟲ", "tokens": 43, "pieces": ["!!", "ꟲ漢", " 𐞁", "½", "👍🏽", "9", "'!!", "漢", ",'", "re漢", "　", "​é", "\r", "字", "!'", "VEefi", "\n", "<|", "fim", "_prefix", "|>", "d", "\r\n", "ꟲ"]}
+{"text": "   \n\u000b", "tokens": 2, "pieces": ["   \n", "\u000b"]}
+{"text": "<<EOT>'Reé<|endoftext|><META_START>.'ReEOT   \n", "tokens": 21, "pieces": ["<<", "EOT", ">'", "Reé", "<|", "endoftext", "|><", "META", "_START", ">.'", "Re", "EOT", "   \n"]}
+{"text": "m<EOT>\n­ع  é́'S'Mt!!''ll\r\n\r\n<'ſ,'", "tokens": 19, "pieces": ["m", "<EOT", ">\n", "­ع", " ", " é́'S", "'Mt", "!!''", "ll", "\r\n\r\n", "<'", "ſ", ",'"]}
+{"text": "t 'M
fi.EOTꟲḍ̇\t​\u000be'SＡ'Re\u000b,", "tokens": 22, "pieces": ["t", " '", "M", "
fi", ".EOTꟲḍ̇", "\t", "​", "\u000be'S", "Ａ'Re", "\u000b", ","]}
+{"text": "ßm'D .🙂\u000b<|endoftext|>Ａ'VE'T३9<|fim_prefix|>ḍ̇ḍ̇‍s<|fim_prefix|><|fim_prefix|> #$%12345678å<|endoftext|><EOT>\r0tع(字\r", "tokens": 70, "pieces": ["ßm'D", " ", ".🙂", "\u000b", "<|", "endoftext", "|>", "Ａ'VE", "'T", "३9", "<|", "fim", "_prefix", "|>", "ḍ̇ḍ̇", "‍s", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", " ", "#$%", "123", "456", "78", "å", "<|", "endoftext", "|><", "EOT", ">\r", "0", "tع", "(字", "\r"]}
+{"text": "0'VE'll 'VE  ,'sEOT12345678字<字㍿㋿!'Mꟲ!!Dž\r.åm'S0\tⅣDž#$%s½'ll🙂㍿'ll…㋿", "tokens": 59, "pieces": ["0", "'VE'll", " ", "'VE", " ", " ,'", "s", "EOT", "123", "456", "78", "字", "<字", "㍿㋿!'", "Mꟲ", "!!", "Dž", "\r", ".åm'S", "0", "\t", "Ⅳ", "Dž", "#$%", "s", "½", "'ll", "🙂㍿'", "ll", "…", "㋿"]}
+{"text": "<-EOT​   \n<META_START>㍿漢'VEdꟲ123456789", "tokens": 22, "pieces": ["<-", "EOT", "​", "   \n", "<META", "_START", ">㍿", "漢'VE", "dꟲ", "123", "456", "789"]}
+{"text": "\r .٣٤٥٦漢㋿'ll👍🏽t🙂'D\t㋿,'VE..'ReＡ'ſ<EOT>!!<|fim_prefix|>　\u000b <(", "tokens": 46, "pieces": ["\r", " ", ".", "٣٤٥", "٦", "漢", "㋿'", "ll", "👍🏽", "t", "🙂'", "D", "\t", "㋿,'", "VE", "..'", "Re", "Ａ'ſ", "<EOT", ">!!<|", "fim", "_prefix", "|>", "　\u000b", " <("]}
+{"text": "…då!('T👍🏽,字漢㋿'ll12345678½\u000båå,👍🏽\"", "tokens": 32, "pieces": ["…då", "!('", "T", "👍🏽,", "字漢", "㋿'", "ll", "123", "456", "78½", "\u000båå", ",👍🏽\""]}
+{"text": "ꟲéꟲ<|endoftext|>😀🏽s<|fim_prefix|>'Daéعt­'12345678 ३d​\t३'M#$%#$%\tDž09​👍🏽字<|fim_prefix|>漢fiꟲ", "tokens": 64, "pieces": ["ꟲéꟲ", "<|", "endoftext", "|>😀🏽", "s", "<|", "fim", "_prefix", "|>'", "Daéعt", "­'", "123", "456", "78", " ", "३", "d", "​", "\t", "३", "'M", "#$%#$%", "\tDž", "09", "​👍🏽", "字", "<|", "fim", "_prefix", "|>", "漢fiꟲ"]}
+{"text": "éfiꟲ<EOT>ß'ſ\r\n\r\n'VE\u000b\r ­'llḍ̇𐞁12345678ßꟲ½12345678İＡ漢'S12345678fi9<META_START>🙂'Mt!!s", "tokens": 56, "pieces": ["éfiꟲ", "<EOT", ">ß'ſ", "\r\n\r\n", "'VE", "\u000b\r", " ­'", "llḍ̇𐞁", "123", "456", "78", "ßꟲ", "½12", "345", "678", "İＡ漢'S", "123", "456", "78", "fi", "9", "<META", "_START", ">🙂'", "Mt", "!!", "s"]}
+{"text": "#$%\"Dž<EOT>é\r\nEOTⅣ\u000b   \n.éaEOTḍ̇㍿ꟲd𐞁㍿Džſ‍s\"İ㋿\"fi<|fim_prefix|>'D\r\n\r\n", "tokens": 57, "pieces": ["#$%\"", "Dž", "<EOT", ">é", "\r\n", "EOT", "Ⅳ", "\u000b   \n", ".éa", "EOTḍ̇", "㍿ꟲd𐞁", "㍿Džſ", "‍s", "\"İ", "㋿\"", "fi", "<|", "fim", "_prefix", "|>'", "D", "\r\n\r\n"]}
+{"text": "\tt'S'SEOT​Z.eꟲ'll'D½İ३字ḿ'!!tå  é'll'Dİ(#$%­𐞁'll٣٤٥٦​t'Re\t …", "tokens": 49, "pieces": ["\tt'S", "'SEOT", "​Z", ".eꟲ'll", "'D", "½", "İ", "३", "字ḿ", "'!!", "tå", " ", " é'll", "'Dİ", "(#$%­", "𐞁'll", "٣٤٥", "٦", "​t'Re", "\t …"]}
+{"text": "'VE>'ll٣٤٥٦", "tokens": 8, "pieces": ["'VE", ">'", "ll", "٣٤٥", "٦"]}
+{"text": "­漢<EOT>عe𐞁<EOT>>ts    e'!!'Red漢're!d!!ع\rsfi👍🏽", "tokens": 33, "pieces": ["­漢", "<EOT", ">عe𐞁", "<EOT", ">>", "ts", "   ", " e", "'!!'", "Red漢're", "!d", "!!", "ع", "\r", "sfi", "👍🏽"]}
+{"text": "㋿३\r\n<EOT><META_START><|fim_prefix|>Ⅳ'T'Mḍ̇ZZ\r\t   \n\",'S'VE", "tokens": 30, "pieces": ["㋿", "३", "\r\n", "<EOT", "><", "META", "_START", "><|", "fim", "_prefix", "|>", "Ⅳ", "'T'M", "ḍ̇", "ZZ", "\r\t   \n", "\",'", "S'VE"]}
+{"text": "…'ſ\r\n\r\n\r\r<EOT>Ⅳ　​'S>'T‍<|fim_prefix|><EOT>9ß\r'ſ''VE.!!'VEm'Dé…\r\n㍿ſꟲé\n\raEOT", "tokens": 58, "pieces": ["…", "'ſ", "\r\n\r\n\r\r", "<EOT", ">", "Ⅳ", "　", "​'", "S", ">'", "T", "‍<|", "fim", "_prefix", "|><", "EOT", ">", "9", "ß", "\r", "'ſ", "''", "VE", ".!!'", "VEm'D", "é", "…\r\n", "㍿ſꟲé", "\n\r", "a", "EOT"]}
+{"text": "#$%\r\n字'St‍'VE", "tokens": 8, "pieces": ["#$%\r\n", "字'S", "t", "‍'", "VE"]}
+{"text": "Z​m'sß٣٤٥٦'ſ㋿   \n'́", "tokens": 17, "pieces": ["Z", "​m's", "ß", "٣٤٥", "٦", "'ſ", "㋿", "   \n", "'́"]}
+{"text": "ſع\u000bⅣ㋿!!  -'re३fi<fi", "tokens": 17, "pieces": ["ſع", "\u000b", "Ⅳ", "㋿!!", " ", " -'", "re", "३", "fi", "<fi"]}
+{"text": "😀🏽\"ع-́", "tokens": 7, "pieces": ["😀🏽\"", "ع", "-́"]}
+{"text": "ꟲ'sⅣ 0́́'T!!㋿#$%३Ａt<", "tokens": 21, "pieces": ["ꟲ's", "Ⅳ", " ", "0", "́́'T", "!!㋿#$%", "३", "Ａt", "<"]}
+{"text": "> 'S\r\n\r\n'll''VEꟲꟲ\r\n­ＡZ'Re\r\n漢9<½\r\n<‍İ\r\n­‍\n12345678'M.<|fim_prefix|>\t
tt", "tokens": 44, "pieces": [">", " '", "S", "\r\n\r\n", "'ll", "''", "VEꟲꟲ", "\r\n", "­ＡZ'Re", "\r\n", "漢", "9", "<", "½", "\r\n", "<‍", "İ", "\r\n", "­‍\n", "123", "456", "78", "'M", ".<|", "fim", "_prefix", "|>", "\t", "
tt"]}
+{"text": "𐞁", "tokens": 4, "pieces": ["𐞁"]}
+{"text": "\t​", "tokens": 2, "pieces": ["\t", "​"]}
+{"text": "\u000b́\r\naع'S\r\n'S\u000bḍ̇'S'Re㋿　'S'ſ,👍🏽'll12345678s  😀🏽\t\u000bm '<EOT>ḍ̇#$%", "tokens": 48, "pieces": ["\u000b́", "\r\n", "aع'S", "\r\n", "'S", "\u000bḍ̇'S", "'Re", "㋿", "　", "'S'ſ", ",👍🏽'", "ll", "123", "456", "78", "s", " ", " 😀🏽", "\t", "\u000bm", " ", "'<", "EOT", ">ḍ̇", "#$%"]}
+{"text": "\"é're<|endoftext|>", "tokens": 10, "pieces": ["\"é're", "<|", "endoftext", "|>"]}
+{"text": "👍🏽ꟲ字Ⅳ𐞁9e!!㋿'Mfi㍿'M9!", "tokens": 29, "pieces": ["👍🏽", "ꟲ字", "Ⅳ", "𐞁", "9", "e", "!!㋿'", "Mfi", "㍿'", "M", "9", "!"]}
+{"text": "İé́'S'S'VE‍\"'D\r\n\r\n👍🏽  daＡḍ̇   \nＡ<EOT>'DDž㍿", "tokens": 31, "pieces": ["İé́'S", "'S'VE", "‍\"'", "D", "\r\n\r\n", "👍🏽", " ", " da", "Ａḍ̇", "   \n", "Ａ", "<EOT", ">'", "DDž", "㍿"]}
+{"text": "Dž\r\n\r\n.é　Ａ<|fim_prefix|>es.ع<EOT>漢'ſ<|endoftext|>ß<|fim_prefix|>ß<|endoftext|><́>(🙂ع<|fim_prefix|>'ll字", "tokens": 56, "pieces": ["Dž", "\r\n\r\n", ".é", "　Ａ", "<|", "fim", "_prefix", "|>", "es", ".ع", "<EOT", ">漢'ſ", "<|", "endoftext", "|>", "ß", "<|", "fim", "_prefix", "|>", "ß", "<|", "endoftext", "|><́>(🙂", "ع", "<|", "fim", "_prefix", "|>'", "ll字"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'Re字\n#$%!
\r\n\r\n<|fim_prefix|>㍿ꟲＡ9'…
<|fim_prefix|>\r\n\r\n३EOT    
   \né'D0'M‍", "tokens": 42, "pieces": ["'Re字", "\n", "#$%!", "
\r\n\r\n", "<|", "fim", "_prefix", "|>㍿", "ꟲ", "Ａ", "9", "'", "…", "
", "<|", "fim", "_prefix", "|>\r\n\r\n", "३", "EOT", "    
   \n", "é'D", "0", "'M", "‍"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ſ#$%'SＡ!!   \n\"‍!!ḍ̇\r\n­å(,#$%😀🏽<EOT>-…e  \r(!! 9ß　m\tꟲ('Re0é🙂㍿-", "tokens": 52, "pieces": ["ſ", "#$%'", "SＡ", "!!", "   \n", "\"‍!!", "ḍ̇", "\r\n", "­å", "(,#$%😀🏽<", "EOT", ">-", "…e", "  \r", "(!!", " ", "9", "ß", "　m", "\tꟲ", "('", "Re", "0", "é", "🙂㍿-"]}
+{"text": "ꟲé>\"'ll'S(  ḍ̇\r<|endoftext|>　-<ta…‍\r\ńa'SåⅣa!!\r🙂<|endoftext|><🙂", "tokens": 49, "pieces": ["ꟲé", ">\"'", "ll'S", "(", " ", " ḍ̇", "\r", "<|", "endoftext", "|>", "　", "-<", "ta", "…", "‍\r\n", "́a'S", "å", "Ⅳ", "a", "!!\r", "🙂<|", "endoftext", "|><🙂"]}
+{"text": "\"\nsDžte\u000b\u000bé㋿½
", "tokens": 14, "pieces": ["\"\n", "s", "Džte", "\u000b", "\u000bé", "㋿", "½", "
"]}
+{"text": "<|endoftext|>>em\u000b\ŕßé(Ⅳ㋿'M'MＡ éḍ̇!fi!\r\n\r\n'T's.🙂'ReZ'Re…#$%", "tokens": 43, "pieces": ["<|", "endoftext", "|>>", "em", "\u000b\r", "́ßé", "(", "Ⅳ", "㋿'", "M'M", "Ａ", " éḍ̇", "!fi", "!\r\n\r\n", "'T's", ".🙂'", "Re", "Z'Re", "…", "#$%"]}
+{"text": "Z字9#$%!!efi<META_START>m123456780<|endoftext|>", "tokens": 23, "pieces": ["Z字", "9", "#$%!!", "efi", "<META", "_START", ">m", "123", "456", "780", "<|", "endoftext", "|>"]}
+{"text": "👍🏽'Re㍿ſßß<EOT.EOT字ß́…\r", "tokens": 21, "pieces": ["👍🏽'", "Re", "㍿ſßß", "<EOT", ".EOT字ß́", "…\r"]}
+{"text": "e9'sع'T­👍🏽٣٤٥٦", "tokens": 13, "pieces": ["e", "9", "'sع'T", "­👍🏽", "٣٤٥", "٦"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r<|endoftext|>…'re'reꟲ\t\"字ſ\"12345678", "tokens": 23, "pieces": ["\r", "<|", "endoftext", "|>", "…", "'re're", "ꟲ", "\t", "\"字ſ", "\"", "123", "456", "78"]}
+{"text": "'T'll'VE (‍ſ३½👍🏽𐞁'VE😀🏽Ⅳ'\n👍🏽㍿​'D'lla#$% ", "tokens": 38, "pieces": ["'T'll", "'VE", " (‍", "ſ", "३½", "👍🏽", "𐞁'VE", "😀🏽", "Ⅳ", "'\n", "👍🏽㍿​'", "D'll", "a", "#$%", " "]}
+{"text": "d…-\r\n\r\n'S!漢's…!m­­'T12345678'M'Reع
\u000b'S<|fim_prefix|>ع\r", "tokens": 33, "pieces": ["d", "…", "-\r\n\r\n", "'S", "!漢's", "…", "!m", "­­'", "T", "123", "456", "78", "'M'Re", "ع", "
", "\u000b", "'S", "<|", "fim", "_prefix", "|>", "ع", "\r"]}
+{"text": "'D👍🏽𐞁<EOT><|fim_prefix|>Ⅳḍ̇'M字<|endoftext|>३", "tokens": 31, "pieces": ["'D", "👍🏽", "𐞁", "<EOT", "><|", "fim", "_prefix", "|>", "Ⅳ", "ḍ̇'M", "字", "<|", "endoftext", "|>", "३"]}
+{"text": "9㋿e'TEOTafi😀🏽<EOT>!!<字漢'M<'VE‍åꟲ  fi\u000b😀🏽é​'M#$%", "tokens": 43, "pieces": ["9", "㋿e'T", "EOTafi", "😀🏽<", "EOT", ">!!<", "字漢'M", "<'", "VE", "‍åꟲ", " ", " fi", "\u000b", "😀🏽", "é", "​'", "M", "#$%"]}
+{"text": "\"ḍ̇!ع٣٤٥٦EOT  ,s>­'VE-<META_START>İ'llⅣ", "tokens": 28, "pieces": ["\"ḍ̇", "!ع", "٣٤٥", "٦", "EOT", " ", " ,", "s", ">­'", "VE", "-<", "META", "_START", ">İ'll", "Ⅳ"]}
+{"text": "(\r\n\r\n'MfiⅣ!!ſ\rfim‍9Ａ<|fim_prefix|>'VEＡ　", "tokens": 23, "pieces": ["(\r\n\r\n", "'Mfi", "Ⅳ", "!!", "ſ", "\r", "fim", "‍", "9", "Ａ", "<|", "fim", "_prefix", "|>'", "VEＡ", "　"]}
+{"text": "e­-\n12345678字", "tokens": 7, "pieces": ["e", "­-\n", "123", "456", "78", "字"]}
+{"text": "Ａé   \nß9'TEOT𐞁#$%>\"912345678
12345678\n\"'s", "tokens": 25, "pieces": ["Ａé", "   \n", "ß", "9", "'TEOT𐞁", "#$%>\"", "912", "345", "678", "
", "123", "456", "78", "\n", "\"'", "s"]}
+{"text": "'VE<EOT>'s   \n\r\nİ　३   \nm<|endoftext|>㋿'llZ'll­İ\"9e-ꟲ'Re", "tokens": 37, "pieces": ["'VE", "<EOT", ">'", "s", "   \n\r\n", "İ", "　", "३", "   \n", "m", "<|", "endoftext", "|>㋿'", "ll", "Z'll", "­İ", "\"", "9", "e", "-ꟲ'Re"]}
+{"text": "漢\r\n\r\n\r\n\r\n<|endoftext|>EOT<EOT>
<|endoftext|>\n٣٤٥٦字́'ſ'S<  …\u000b\t'a<EOT>   \n'Re　'T𐞁'Re", "tokens": 50, "pieces": ["漢", "\r\n\r\n\r\n\r\n", "<|", "endoftext", "|>", "EOT", "<EOT", ">", "
", "<|", "endoftext", "|>\n", "٣٤٥", "٦", "字́'ſ", "'S", "<", "  …\u000b", "\t", "'a", "<EOT", ">", "   \n", "'Re", "　", "'T𐞁'Re"]}
+{"text": "́…'D\"s>'lla", "tokens": 7, "pieces": ["́", "…", "'D", "\"s", ">'", "lla"]}
+{"text": "s<!\r\n\r\n<|endoftext|>\nét-'M   \n'De'ſfiḍ̇'ſ(İa½ EOT🙂ed㋿😀🏽12345678a\té­​\rZe…'", "tokens": 51, "pieces": ["s", "<!\r\n\r\n", "<|", "endoftext", "|>\n", "ét", "-'", "M", "   \n", "'De'ſ", "fiḍ̇'ſ", "(İa", "½", " EOT", "🙂ed", "㋿😀🏽", "123", "456", "78", "a", "\té", "­​\r", "Ze", "…", "'"]}
+{"text": "½字
字<|endoftext|>-dZ'Re 'ſ'VE‍字#$%0EOT'İ  <|endoftext|>>(…Ａ漢‍‍٣٤٥٦.!!.a're", "tokens": 50, "pieces": ["½", "字", "
字", "<|", "endoftext", "|>-", "d", "Z'Re", " ", "'ſ'VE", "‍字", "#$%", "0", "EOT", "'İ", " ", " <|", "endoftext", "|>>(", "…Ａ漢", "‍‍", "٣٤٥", "٦", ".!!.", "a're"]}
+{"text": "Z\r\n\r\né<|fim_prefix|>Z字㍿
å'M'Tſm½'Re\rⅣ   \n's,9DžéDž字EOT漢ḍ̇ a12345678're ‍0\u000b漢", "tokens": 52, "pieces": ["Z", "\r\n\r\n", "é", "<|", "fim", "_prefix", "|>", "Z字", "㍿", "
å'M", "'Tſm", "½", "'Re", "\r", "Ⅳ", "   \n", "'s", ",", "9", "Džé", "Dž字EOT漢ḍ̇", " a", "123", "456", "78", "'re", " ‍", "0", "\u000b漢"]}
+{"text": "‍　'ꟲ'T'Re<#$%'S<٣٤٥٦sDž\t   \né\n's\r\nm0👍🏽😀🏽🙂　\r\n\r\nⅣ12345678ßt", "tokens": 42, "pieces": ["‍", "　", "'ꟲ'T", "'Re", "<#$%'", "S", "<", "٣٤٥", "٦", "s", "Dž", "\t   \n", "é", "\n", "'s", "\r\n", "m", "0", "👍🏽😀🏽🙂", "　\r\n\r\n", "Ⅳ12", "345", "678", "ßt"]}
+{"text": "aae 're", "tokens": 3, "pieces": ["aae", " '", "re"]}
+{"text": "s'ſع \r\n", "tokens": 5, "pieces": ["s'ſ", "ع", " \r\n"]}
+{"text": "३\n🙂.a‍  　012345678🙂  .…　'VE
½fiſ😀🏽", "tokens": 26, "pieces": ["३", "\n", "🙂.", "a", "‍", "  ", "　", "012", "345", "678", "🙂", " ", " .", "…", "　", "'VE", "
", "½", "fiſ", "😀🏽"]}
+{"text": "<|fim_prefix|>́.<EOT>…😀🏽Ⅳ漢👍🏽éḍ̇字-EOTZ'ſḍ̇'#$%s😀🏽३!(ع 　́𐞁👍🏽(ZZ½-", "tokens": 59, "pieces": ["<|", "fim", "_prefix", "|>́.<", "EOT", ">", "…", "😀🏽", "Ⅳ", "漢", "👍🏽", "éḍ̇字", "-EOTZ'ſ", "ḍ̇", "'#$%", "s", "😀🏽", "३", "!(", "ع", " ", "　́𐞁", "👍🏽(", "ZZ", "½", "-"]}
+{"text": ">­    ‍Džḍ̇ 　\t٣٤٥٦,\t12345678'S\u000b\tEOT'S\"‍   \nt'll　Dž", "tokens": 34, "pieces": [">­", "   ", " ‍", "Džḍ̇", " 　", "\t", "٣٤٥", "٦", ",", "\t", "123", "456", "78", "'S", "\u000b", "\tEOT'S", "\"‍", "   \n", "t'll", "　Dž"]}
+{"text": "å　mع'S're're!!#$%'VEé\n‍", "tokens": 16, "pieces": ["å", "　mع'S", "'re're", "!!#$%'", "VEé", "\n", "‍"]}
+{"text": "٣٤٥٦३　ꟲe.…Zd​Dž\n㍿ ß́٣٤٥٦'re　㋿'㋿ <META_START>ś\nḍ̇", "tokens": 46, "pieces": ["٣٤٥", "٦३", "　ꟲe", ".", "…Zd", "​Dž", "\n", "㍿", " ß́", "٣٤٥", "٦", "'re", "　", "㋿'㋿", " <", "META", "_START", ">ś", "\n", "ḍ̇"]}
+{"text": "<EOT>   \n\t'MZ", "tokens": 7, "pieces": ["<EOT", ">", "   \n", "\t", "'MZ"]}
+{"text": "ß٣٤٥٦㍿  ‍'s><㍿ع's漢
  İꟲ­\t!漢‍'Re   \nß'VE", "tokens": 36, "pieces": ["ß", "٣٤٥", "٦", "㍿", " ", " ‍'", "s", "><㍿", "ع's", "漢", "
 ", " İꟲ", "­", "\t", "!漢", "‍'", "Re", "   \n", "ß'VE"]}
+{"text": "İ३", "tokens": 2, "pieces": ["İ", "३"]}
+{"text": "   \ń字aİ!'re \r\n\r\né-\r<EOT>mm,\u000b'S\r\n\u000b​!½'D\"'ſꟲs३\n0​ع　ꟲEOTé🙂", "tokens": 45, "pieces": ["   \n", "́字a", "İ", "!'", "re", " \r\n\r\n", "é", "-\r", "<EOT", ">mm", ",", "\u000b", "'S", "\r\n", "\u000b", "​!", "½", "'D", "\"'", "ſꟲs", "३", "\n", "0", "​ع", "　ꟲEOTé", "🙂"]}
+{"text": "३'D '　åZ<META_START>12345678ع'S\"३ḍ̇🙂>\tḍ̇Za\"å   \n're-é‍𐞁", "tokens": 39, "pieces": ["३", "'D", " ", "'", "　å", "Z", "<META", "_START", ">", "123", "456", "78", "ع'S", "\"", "३", "ḍ̇", "🙂>", "\tḍ̇", "Za", "\"å", "   \n", "'re", "-é", "‍𐞁"]}
+{"text": "😀🏽İⅣ½…ꟲm　<EOT>ꟲ", "tokens": 20, "pieces": ["😀🏽", "İ", "Ⅳ½", "…ꟲm", "　", "<EOT", ">ꟲ"]}
+{"text": "🙂0EOTḍ̇漢(,\réꟲ٣٤٥٦éＡ<<|fim_prefix|>   \n\r\n\r\n!!", "tokens": 30, "pieces": ["🙂", "0", "EOTḍ̇漢", "(,\r", "éꟲ", "٣٤٥", "٦", "é", "Ａ", "<<|", "fim", "_prefix", "|>", "   \n\r\n\r\n", "!!"]}
+{"text": "…é(٣٤٥٦é<|endoftext|>‍>fiſ\r\n0
('D<'D!!!!s're!!🙂\r\n'ſ'VE½३\r\n\r\né!'VE", "tokens": 44, "pieces": ["…é", "(", "٣٤٥", "٦", "é", "<|", "endoftext", "|>‍>", "fiſ", "\r\n", "0", "
", "('", "D", "<'", "D", "!!!!", "s're", "!!🙂\r\n", "'ſ'VE", "½३", "\r\n\r\n", "é", "!'", "VE"]}
+{"text": "d!㍿<|endoftext|>‍12345678d­​漢😀🏽é<|fim_prefix|>   ſs\"ḍ̇‍", "tokens": 41, "pieces": ["d", "!㍿<|", "endoftext", "|>‍", "123", "456", "78", "d", "­​", "漢", "😀🏽", "é", "<|", "fim", "_prefix", "|>", "  ", " ſs", "\"ḍ̇", "‍"]}
+{"text": "㋿​<|endoftext|>½'ReꟲEOTs", "tokens": 19, "pieces": ["㋿​<|", "endoftext", "|>", "½", "'Reꟲ", "EOTs"]}
+{"text": "㍿.ZDž𐞁'VE…½", "tokens": 16, "pieces": ["㍿.", "ZDž𐞁'VE", "…", "½"]}
+{"text": "'SＡd­EOT😀🏽ع!a/b,", "tokens": 14, "pieces": ["'SＡd", "­EOT", "😀🏽", "ع", "!a", "/b", ","]}
+{"text": "İ'Sé㍿…0ſ'M", "tokens": 11, "pieces": ["İ'S", "é", "㍿", "…", "0", "ſ'M"]}
+{"text": "㍿İ　­🙂Ⅳ…!!('s/\r\n½٣٤٥٦𐞁字", "tokens": 25, "pieces": ["㍿İ", "　", "­🙂", "Ⅳ", "…", "!!('", "s", "/\r\n", "½٣٤", "٥٦", "𐞁字"]}
+{"text": "#$%EOT!mİſ!!aB́😀🏽/🙂>aB\r字𐞁aa", "tokens": 27, "pieces": ["#$%", "EOT", "!m", "İſ", "!!", "a", "B́", "😀🏽/🙂>", "a", "B", "\r", "字𐞁aa"]}
+{"text": "HTTPServer's,", "tokens": 4, "pieces": ["HTTPServer's", ","]}
+{"text": "\u000b9-ßß'T३㍿\n/𐞁camelCaset'Ａ/   \n
😀🏽é'Re 0Z😀🏽漢字Z'M0\r\n'T\u000b‍<😀🏽", "tokens": 49, "pieces": ["\u000b", "9", "-ßß'T", "३", "㍿\n/", "𐞁camel", "Caset", "'Ａ", "/", "   \n", "
", "😀🏽", "é'Re", " ", "0", "Z", "😀🏽", "漢字", "Z'M", "0", "\r\n", "'T", "\u000b", "‍<😀🏽"]}
+{"text": "\r\n\r\n \n ३Ze", "tokens": 5, "pieces": ["\r\n\r\n \n", " ", "३", "Ze"]}
+{"text": "eＡABC<\r#$%\r \n EOTꟲ0aBᵃ字< ㍿
<|endoftext|>👍🏽ḍ̇!!fiaİ\r\n\r\nEOTᵃaBABC\r\n\r\n#$%'retBßHTTPServer", "tokens": 61, "pieces": ["e", "ＡABC", "<\r", "#$%\r", " \n", " EOTꟲ", "0", "a", "Bᵃ字", "<", " ", "㍿", "
", "<|", "endoftext", "|>👍🏽", "ḍ̇", "!!", "fia", "İ", "\r\n\r\n", "EOTᵃa", "BABC", "\r\n\r\n", "#$%'", "ret", "Bß", "HTTPServer"]}
+{"text": "ꟲ٣٤٥٦t", "tokens": 8, "pieces": ["ꟲ", "٣٤٥", "٦", "t"]}
+{"text": "́åm'll12345678👍🏽ḍ̇12345678́fi字HTTPServer　mDžungla\r\naBABC12345678٣٤٥٦/-'Sé字́<|endoftext|>Z#$%<|fim_prefix|>", "tokens": 61, "pieces": ["́åm'll", "123", "456", "78", "👍🏽", "ḍ̇", "123", "456", "78", "́fi字", "HTTPServer", "　m", "Džungla", "\r\n", "a", "BABC", "123", "456", "78٣", "٤٥٦", "/-'", "Sé字́", "<|", "endoftext", "|>", "Z", "#$%<|", "fim", "_prefix", "|>"]}
+{"text": "'re\t   \n!!   \nå…!!ḍ̇<|fim_prefix|>\r\n\r\naB'Mds\n/>\t　…ع<ſꟲiOS𐞁camelCase/\r\n٣٤٥٦>,' 　camelCaseDžunglaé😀🏽", "tokens": 61, "pieces": ["'re", "\t   \n", "!!", "   \n", "å", "…", "!!", "ḍ̇", "<|", "fim", "_prefix", "|>\r\n\r\n", "a", "B'M", "ds", "\n", "/>", "\t　", "…ع", "<ſꟲi", "OS𐞁camel", "Case", "/\r\n", "٣٤٥", "٦", ">,'", " ", "　camel", "Case", "Džunglaé", "😀🏽"]}
+{"text": "camelCase३字iOS/!!-Ａſß-!!'ResDžunglaDž​́<\t", "tokens": 26, "pieces": ["camel", "Case", "३", "字i", "OS", "/!!-", "Ａſß", "-!!'", "Res", "Džungla", "Dž", "​́", "<", "\t"]}
+{"text": "fiiOS…'re३HTTPServer\n­'é", "tokens": 14, "pieces": ["fii", "OS", "…", "'re", "३", "HTTPServer", "\n", "­'", "é"]}
+{"text": "'re\n   \nſ!!'re<EOT> \n 
Džungla'ſ-'Tå    maB", "tokens": 24, "pieces": ["'re", "\n   \n", "ſ", "!!'", "re", "<EOT", ">", " \n", " ", "
Džungla'ſ", "-'", "Tå", "   ", " ma", "B"]}
+{"text": "aB\r/.㍿字'SDžungla漢(''Re\u000b/a/b<EOT>DžEOTe<|fim_prefix|>a/b12345678<|fim_prefix|>\r\na/b㍿<\r\n\r\n\n\n/\t#$%'T'<|endoftext|>é㍿\r\n ", "tokens": 72, "pieces": ["a", "B", "\r", "/.㍿", "字'S", "Džungla漢", "(''", "Re", "\u000b", "/a", "/b", "<EOT", ">DžEOTe", "<|", "fim", "_prefix", "|>", "a", "/b", "123", "456", "78", "<|", "fim", "_prefix", "|>\r\n", "a", "/b", "㍿<\r\n\r\n\n\n/", "\t", "#$%'", "T", "'<|", "endoftext", "|>", "é", "㍿\r\n", " "]}
+{"text": "ḍ̇a٣٤٥٦\ta/b,,iOS/\r\n😀🏽Z0/\r\nİDžé,<a/b‍\n\t㍿!!sAb
!!t<<|endoftext|><|endoftext|>e'D\" \n 
३ꟲ", "tokens": 63, "pieces": ["ḍ̇a", "٣٤٥", "٦", "\ta", "/b", ",,", "i", "OS", "/\r\n", "😀🏽", "Z", "0", "/\r\n", "İDžé", ",<", "a", "/b", "‍\n", "\t", "㍿!!", "s", "Ab", "
", "!!", "t", "<<|", "endoftext", "|><|", "endoftext", "|>", "e'D", "\"", " \n", " ", "
", "३", "ꟲ"]}
+{"text": "㍿Ａ<.camelCaseİ\r\n\r\n éZ/\r\n\r\n\r\nع'll½\u000ba/b\naDžungla<|endoftext|>'reAb漢\n/(HTTPServer　　
<|fim_prefix|>'re, ", "tokens": 51, "pieces": ["㍿Ａ", "<.", "camel", "Case", "İ", "\r\n\r\n", " é", "Z", "/\r\n\r\n\r\n", "ع'll", "½", "\u000ba", "/b", "\n", "a", "Džungla", "<|", "endoftext", "|>'", "re", "Ab漢", "\n", "/(", "HTTPServer", "　　", "
", "<|", "fim", "_prefix", "|>'", "re", ",", " "]}
+{"text": "<|endoftext|>Ⅳ \n å字\td're漢😀🏽ᵃ#$%ᵃ\r\nع<9
", "tokens": 32, "pieces": ["<|", "endoftext", "|>", "Ⅳ", " \n", " å字", "\td're", "漢", "😀🏽", "ᵃ", "#$%", "ᵃ", "\r\n", "ع", "<", "9", "
"]}
+{"text": "Džunglaꟲ\n<|endoftext|>ß㍿Džungla\"0,<EOT>　👍🏽ᵃ12345678\na/bḍ̇\u000bdİع'T/\r\ń🙂👍🏽dＡ　Z🙂㋿m!", "tokens": 66, "pieces": ["Džunglaꟲ", "\n", "<|", "endoftext", "|>", "ß", "㍿Džungla", "\"", "0", ",<", "EOT", ">", "　", "👍🏽", "ᵃ", "123", "456", "78", "\n", "a", "/bḍ̇", "\u000bd", "İع'T", "/\r\n", "́", "🙂👍🏽", "d", "Ａ", "　Z", "🙂㋿", "m", "!"]}
+{"text": "ḍ̇", "tokens": 3, "pieces": ["ḍ̇"]}
+{"text": "👍🏽>\u000b>😀🏽é
Dž,'M漢'D\n\"ꟲ  Z\r<|fim_prefix|>'ſⅣ　Džunglaḍ̇½", "tokens": 44, "pieces": ["👍🏽>", "\u000b", ">😀🏽", "é", "
Dž", ",'", "M漢'D", "\n", "\"ꟲ", " ", " Z", "\r", "<|", "fim", "_prefix", "|>'", "ſ", "Ⅳ", "　Džunglaḍ̇", "½"]}
+{"text": "camelCased-m٣٤٥٦Ａ<META_START>HTTPServer", "tokens": 15, "pieces": ["camel", "Cased", "-m", "٣٤٥", "٦", "Ａ", "<META", "_START", ">HTTPServer"]}
+{"text": "㋿漢'M'VEiOS<|endoftext|>", "tokens": 16, "pieces": ["㋿漢'M", "'VEi", "OS", "<|", "endoftext", "|>"]}
+{"text": "/,HTTPServeŕ ḍ̇iOS٣٤٥٦'DHTTPServer'M\r\n're'reꟲ👍🏽'reaBB<|endoftext|>\u000be​ſ'måꟲſſd👍🏽m½", "tokens": 55, "pieces": ["/,", "HTTPServeŕ", " ḍ̇i", "OS", "٣٤٥", "٦", "'DHTTPServer'M", "\r\n", "'re're", "ꟲ", "👍🏽'", "rea", "BB", "<|", "endoftext", "|>", "\u000be", "​ſ'm", "åꟲſſd", "👍🏽", "m", "½"]}
+{"text": "Abḍ̇\r\n", "tokens": 5, "pieces": ["Abḍ̇", "\r\n"]}
+{"text": "ḍ̇\r\nİ​m#$% ३­HTTPServeré'Re", "tokens": 16, "pieces": ["ḍ̇", "\r\n", "İ", "​m", "#$%", " ", "३", "­HTTPServeré'Re"]}
+{"text": "<EOT>​३0.‍ZⅣ'Td'sßſs㋿ſ㋿ABC🙂𐞁\"<EOT>", "tokens": 34, "pieces": ["<EOT", ">​", "३0", ".‍", "Z", "Ⅳ", "'Td's", "ßſs", "㋿ſ", "㋿ABC", "🙂𐞁", "\"<", "EOT", ">"]}
+{"text": "s12345678!'ll \n 'ReⅣ<EOT>s　B(㍿　 'Tß'DABCAb>HTTPServer\r#$%\r\nDžunglaEOT\r\n\r\n12345678字", "tokens": 44, "pieces": ["s", "123", "456", "78", "!'", "ll", " \n", " '", "Re", "Ⅳ", "<EOT", ">s", "　B", "(㍿", "　", " ", "'Tß'D", "ABCAb", ">HTTPServer", "\r", "#$%\r\n", "Džungla", "EOT", "\r\n\r\n", "123", "456", "78", "字"]}
+{"text": "Ａ'D's /ḍ̇ABCEOTſḍ̇s", "tokens": 15, "pieces": ["Ａ'D", "'s", " /", "ḍ̇", "ABCEOTſḍ̇s"]}
+{"text": "<|endoftext|>Ⅳm're0a/b
m<META_START>éé's\n/Dž'Dd\n漢漢<|endoftext|>　é   \naB🙂३'ReB‍m'ſ㍿.camelCase", "tokens": 59, "pieces": ["<|", "endoftext", "|>", "Ⅳ", "m're", "0", "a", "/b", "
m", "<META", "_START", ">éé's", "\n", "/Dž'D", "d", "\n", "漢漢", "<|", "endoftext", "|>", "　é", "   \n", "a", "B", "🙂", "३", "'Re", "B", "‍m'ſ", "㍿.", "camel", "Case"]}
+{"text": "éAb½dḍ̇<EOT>d'T\rꟲᵃ>HTTPServera/b­'VEé३<…\n/<|endoftext|>Ａ<|fim_prefix|>", "tokens": 46, "pieces": ["é", "Ab", "½", "dḍ̇", "<EOT", ">d'T", "\r", "ꟲᵃ", ">HTTPServera", "/b", "­'", "VEé", "३", "<", "…\n", "/<|", "endoftext", "|>", "Ａ", "<|", "fim", "_prefix", "|>"]}
+{"text": "㍿\ré ſéſ́  \r\n\r\n!ع(fi-ع
㋿camelCase#$%HTTPServerİ é<EOT>…字 \n \"", "tokens": 39, "pieces": ["㍿\r", "é", " ſéſ́", "  \r\n\r\n", "!ع", "(fi", "-ع", "
", "㋿camel", "Case", "#$%", "HTTPServer", "İ", " é", "<EOT", ">", "…字", " \n", " \""]}
+{"text": "Ａ　Bé  ꟲBAb,de🙂
", "tokens": 13, "pieces": ["Ａ", "　Bé", " ", " ꟲBAb", ",de", "🙂", "
"]}
+{"text": "\u000b<𐞁\"ᵃå,'T㍿㋿ABC\n/<|endoftext|><META_START>​'T👍🏽ꟲꟲİ'VE'\r\n\r\n,
a/b", "tokens": 52, "pieces": ["\u000b", "<𐞁", "\"ᵃå", ",'", "T", "㍿㋿", "ABC", "\n", "/<|", "endoftext", "|><", "META", "_START", ">​'", "T", "👍🏽", "ꟲꟲ", "İ'VE", "'\r\n\r\n", ",", "
a", "/b"]}
+{"text": "
'll/㍿ع<|fim_prefix|><META_START>/\r\niOS\n/…\r\n\r\n　éå­ḍ̇'SDžungla𐞁9", "tokens": 43, "pieces": ["
", "'ll", "/㍿", "ع", "<|", "fim", "_prefix", "|><", "META", "_START", ">/\r\n", "i", "OS", "\n", "/", "…\r\n\r\n", "　éå", "­ḍ̇'S", "Džungla𐞁", "9"]}
+{"text": "a'll9Z ", "tokens": 5, "pieces": ["a'll", "9", "Z", " "]}
+{"text": "Dž'M字fi.'reİ'ſ　  #$%", "tokens": 14, "pieces": ["Dž'M", "字fi", ".'", "re", "İ'ſ", "　 ", " #$%"]}
+{"text": "/ß'T½㍿<\rcamelCase<|endoftext|>'re", "tokens": 19, "pieces": ["/ß'T", "½", "㍿<\r", "camel", "Case", "<|", "endoftext", "|>'", "re"]}
+{"text": "ß\u000ba/b<|fim_prefix|>½'T…!İ(𐞁漢‍\ta👍🏽'M\r<|endoftext|>t", "tokens": 38, "pieces": ["ß", "\u000ba", "/b", "<|", "fim", "_prefix", "|>", "½", "'T", "…", "!İ", "(𐞁漢", "‍", "\ta", "👍🏽'", "M", "\r", "<|", "endoftext", "|>", "t"]}
+{"text": "👍🏽\n/!!iOS12345678<EOT>", "tokens": 14, "pieces": ["👍🏽\n/", "!!", "i", "OS", "123", "456", "78", "<EOT", ">"]}
+{"text": "'VE  'll🙂ḍ̇\rs<META_START>", "tokens": 15, "pieces": ["'VE", " ", " '", "ll", "🙂ḍ̇", "\r", "s", "<META", "_START", ">"]}
+{"text": "camelCase½Z…HTTPServer-'llſB's<|fim_prefix|>\n/\r\n \n fifi'.٣٤٥٦at'ſ", "tokens": 31, "pieces": ["camel", "Case", "½", "Z", "…HTTPServer", "-'", "llſ", "B's", "<|", "fim", "_prefix", "|>\n/\r\n", " \n", " fifi", "'.", "٣٤٥", "٦", "at'ſ"]}
+{"text": "<EOT>e'S#$%👍🏽iOSⅣ😀🏽/\r\n­'DžunglaEOT#$%'DiOS/#$%sB\r'res", "tokens": 38, "pieces": ["<EOT", ">e'S", "#$%👍🏽", "i", "OS", "Ⅳ", "😀🏽/\r\n", "­'", "Džungla", "EOT", "#$%'", "Di", "OS", "/#$%", "s", "B", "\r", "'res"]}
+{"text": "　9㋿<EOT>a/b㍿'Re३字\n/#$%B
<|fim_prefix|>…<camelCaseİEOTa/b́Dž…0Ａ9Dž🙂ß'D12345678ABC.a/b", "tokens": 58, "pieces": ["　", "9", "㋿<", "EOT", ">a", "/b", "㍿'", "Re", "३", "字", "\n", "/#$%", "B", "
", "<|", "fim", "_prefix", "|>", "…", "<camel", "Case", "İEOTa", "/b́", "Dž", "…", "0", "Ａ", "9", "Dž", "🙂ß'D", "123", "456", "78", "ABC", ".a", "/b"]}
+{"text": "㋿e'MDžunglaHTTPServera/bＡiOS!!'T\n😀🏽!!\u000biOS👍🏽😀🏽\r\nBDž́", "tokens": 38, "pieces": ["㋿e'M", "Džungla", "HTTPServera", "/b", "Ａi", "OS", "!!'", "T", "\n", "😀🏽!!", "\u000bi", "OS", "👍🏽😀🏽\r\n", "BDž́"]}
+{"text": "​", "tokens": 1, "pieces": ["​"]}
+{"text": "<EOT>mع㍿EOT\n<|fim_prefix|>   \nEOT\r\nDžungla\"\r\nⅣ😀🏽Ａ'Re.<'ll<|endoftext|> eDžungla👍🏽漢12345678B\n'Re e​ \n ", "tokens": 62, "pieces": ["<EOT", ">mع", "㍿EOT", "\n", "<|", "fim", "_prefix", "|>", "   \n", "EOT", "\r\n", "Džungla", "\"\r\n", "Ⅳ", "😀🏽", "Ａ'Re", ".<'", "ll", "<|", "endoftext", "|>", " e", "Džungla", "👍🏽", "漢", "123", "456", "78", "B", "\n", "'Re", " e", "​", " \n", " "]}
+{"text": "́٣٤٥٦ \n ‍\u000béaBiOS", "tokens": 12, "pieces": ["́", "٣٤٥", "٦", " \n", " ‍", "\u000béa", "Bi", "OS"]}
+{"text": "t🙂.#$%>  camelCase  ＡHTTPServerté…!Ⅳ𐞁12345678Zsm!‍  ⅣB\n\n/", "tokens": 39, "pieces": ["t", "🙂.#$%>", " ", " camel", "Case", " ", " ＡHTTPServerté", "…", "!", "Ⅳ", "𐞁", "123", "456", "78", "Zsm", "!‍", " ", " ", "Ⅳ", "B", "\n\n", "/"]}
+{"text": "́e-👍🏽<EOT>Ab'Re'ſ'Re.𐞁­𐞁ß's//\r\n٣٤٥٦(🙂0/ \n \r‍
", "tokens": 41, "pieces": ["́e", "-👍🏽<", "EOT", ">Ab'Re", "'ſ'Re", ".𐞁", "­𐞁ß's", "//\r\n", "٣٤٥", "٦", "(🙂", "0", "/", " \n \r", "‍", "
"]}
+{"text": "d<'D", "tokens": 3, "pieces": ["d", "<'", "D"]}
+{"text": "fi12345678ABC/\r\nᵃAb#$%İ12345678BiOS\n/
/½́
Ａ <|fim_prefix|>́", "tokens": 33, "pieces": ["fi", "123", "456", "78", "ABC", "/\r\n", "ᵃAb", "#$%", "İ", "123", "456", "78", "Bi", "OS", "\n", "/", "
", "/", "½", "́", "
Ａ", " <|", "fim", "_prefix", "|>́"]}
+{"text": "Ⅳ́<EOT>0é'́\r\nDž🙂<EOT>​\r\n\r\n<|fim_prefix|>\n👍🏽​", "tokens": 30, "pieces": ["Ⅳ", "́", "<EOT", ">", "0", "é", "'́", "\r\n", "Dž", "🙂<", "EOT", ">​\r\n\r\n", "<|", "fim", "_prefix", "|>\n", "👍🏽​"]}
+{"text": " \n é/\n\r9'M
 \n ㍿ddḍ̇é\u000bع\r\n\r\n", "tokens": 21, "pieces": [" \n", " é", "/\n\r", "9", "'M", "
 \n", " ㍿", "ddḍ̇é", "\u000bع", "\r\n\r\n"]}
+{"text": "'VE<|fim_prefix|>½t<META_START>>\u000bİd­é㍿\n/漢å", "tokens": 28, "pieces": ["'VE", "<|", "fim", "_prefix", "|>", "½", "t", "<META", "_START", ">>", "\u000bİd", "­é", "㍿\n/", "漢å"]}
+{"text": "\r\n\r\nᵃcamelCaseZ12345678'D'Tm字㋿å\r\n\r\n'Re!!'ll\r\n12345678३🙂\nABCＡ漢<META_START>-​㍿\n#$%HTTPServer!!'Tß​<|fim_prefix|>漢å!!/\r\n", "tokens": 63, "pieces": ["\r\n\r\n", "ᵃcamel", "Case", "Z", "123", "456", "78", "'D'T", "m字", "㋿å", "\r\n\r\n", "'Re", "!!'", "ll", "\r\n", "123", "456", "78३", "🙂\n", "ABCＡ漢", "<META", "_START", ">-​㍿\n", "#$%", "HTTPServer", "!!'", "Tß", "​<|", "fim", "_prefix", "|>", "漢å", "!!/\r\n"]}
+{"text": "'s\n/", "tokens": 3, "pieces": ["'s", "\n", "/"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'re漢", "tokens": 2, "pieces": ["'re漢"]}
+{"text": "ſ'a9Džungla", "tokens": 7, "pieces": ["ſ", "'a", "9", "Džungla"]}
+{"text": "\n/\r\nm/'ſ<EOT>​d'M٣٤٥٦ABC d٣٤٥٦ع\r!\r!ᵃ𐞁 (Dž'\r\n\r\nſ> ​é　", "tokens": 44, "pieces": ["\n", "/\r\n", "m", "/'", "ſ", "<EOT", ">​", "d'M", "٣٤٥", "٦", "ABC", " d", "٣٤٥", "٦", "ع", "\r", "!\r", "!ᵃ𐞁", " ", "(Dž", "'\r\n\r\n", "ſ", ">", " ", "​é", "　"]}
+{"text": ",'reZꟲᵃ/", "tokens": 10, "pieces": [",'", "re", "Zꟲᵃ", "/"]}
+{"text": "\rⅣ'ſDžHTTPServer'Reå12345678㋿9ſ㋿ABC🙂BåaDžungla‍!camelCase12345678<|endoftext|>/' ㋿\"'Ts", "tokens": 53, "pieces": ["\r", "Ⅳ", "'ſ", "DžHTTPServer'Re", "å", "123", "456", "78", "㋿", "9", "ſ", "㋿ABC", "🙂Båa", "Džungla", "‍!", "camel", "Case", "123", "456", "78", "<|", "endoftext", "|>/'", " ", "㋿\"'", "Ts"]}
+{"text": "\n'a/b‍<|fim_prefix|>½字EOT३", "tokens": 15, "pieces": ["\n", "'a", "/b", "‍<|", "fim", "_prefix", "|>", "½", "字", "EOT", "३"]}
+{"text": " \n ع\r\n\r\nå😀🏽#$%  'M‍İ  ㍿\r\n​'S­/\r\ncamelCase'S<META_START>>…#$%a/b\n/Bé", "tokens": 42, "pieces": [" \n", " ع", "\r\n\r\n", "å", "😀🏽#$%", " ", " ", "'M", "‍İ", " ", " ㍿\r\n", "​'", "S", "­/\r\n", "camel", "Case'S", "<META", "_START", ">>", "…", "#$%", "a", "/b", "\n", "/Bé"]}
+{"text": "  (#$%\"é.camelCase(-t　\r\n\r\n>㍿\n/\r\n \n 's㋿a/b\t<|fim_prefix|>٣٤٥٦ᵃt\t >  ", "tokens": 44, "pieces": [" ", " (#$%\"", "é", ".camel", "Case", "(-", "t", "　\r\n\r\n", ">㍿\n/\r\n", " \n", " '", "s", "㋿a", "/b", "\t", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "ᵃt", "\t", " >", "  "]}
+{"text": "Z㋿EOT㋿'sdZⅣ're(dꟲ㍿'½عß", "tokens": 26, "pieces": ["Z", "㋿EOT", "㋿'", "sd", "Z", "Ⅳ", "'re", "(dꟲ", "㍿'", "½", "عß"]}
+{"text": "ABC/\r\na👍🏽ᵃcamelCase½mß́camelCase👍🏽t   \n<|fim_prefix|>a 12345678/漢Za/b́m\r>aB
m ́'M'ſ
　>…\u000b'll", "tokens": 56, "pieces": ["ABC", "/\r\n", "a", "👍🏽", "ᵃcamel", "Case", "½", "mß́camel", "Case", "👍🏽", "t", "   \n", "<|", "fim", "_prefix", "|>", "a", " ", "123", "456", "78", "/漢Za", "/b́m", "\r", ">a", "B", "
m", " ́'M", "'ſ", "
", "　", ">", "…", "\u000b", "'ll"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r\n३㋿é㋿", "tokens": 10, "pieces": ["\r\n", "३", "㋿é", "㋿"]}
+{"text": " \r\n\r\n!ḍ̇ABC'VEå𐞁<|fim_prefix|>'s٣٤٥٦ꟲ<META_START>é<|endoftext|>a/btHTTPServeŕ'VEḍ̇!!\"<EOT>t\t \n ,camelCase'VE>camelCase\n👍🏽", "tokens": 72, "pieces": [" \r\n\r\n", "!ḍ̇", "ABC'VE", "å𐞁", "<|", "fim", "_prefix", "|>'", "s", "٣٤٥", "٦", "ꟲ", "<META", "_START", ">é", "<|", "endoftext", "|>", "a", "/bt", "HTTPServeŕ'VE", "ḍ̇", "!!\"<", "EOT", ">t", "\t \n", " ,", "camel", "Case'VE", ">camel", "Case", "\n", "👍🏽"]}
+{"text": ".<EOT>㋿!a \n !aBḍ̇‍👍🏽12345678Dž", "tokens": 25, "pieces": [".<", "EOT", ">㋿!", "a", " \n", " !", "a", "Bḍ̇", "‍👍🏽", "123", "456", "78", "Dž"]}
+{"text": "عZ  \n\nİ\u000b. …'s/İ,👍🏽", "tokens": 16, "pieces": ["ع", "Z", "  \n\n", "İ", "\u000b", ".", " ", "…", "'s", "/İ", ",👍🏽"]}
+{"text": "s​", "tokens": 2, "pieces": ["s", "​"]}
+{"text": "३EOT٣٤٥٦d\t're0iOSABCAbſaB\r\n\r\nİ\t!<|endoftext|>㍿<EOT> ع'llꟲaB३\"aB​.ᵃ9 t", "tokens": 52, "pieces": ["३", "EOT", "٣٤٥", "٦", "d", "\t", "'re", "0", "i", "OSABCAbſa", "B", "\r\n\r\n", "İ", "\t", "!<|", "endoftext", "|>㍿<", "EOT", ">", " ع'll", "ꟲa", "B", "३", "\"a", "B", "​.", "ᵃ", "9", " t"]}
+{"text": "…‍ß\t字​…aB</\r\n'T'Reß𐞁ᵃ#$%\nİ're😀🏽fiiOS", "tokens": 33, "pieces": ["…", "‍ß", "\t字", "​", "…a", "B", "</\r\n", "'T'Re", "ß𐞁ᵃ", "#$%\n", "İ're", "😀🏽", "fii", "OS"]}
+{"text": "漢<|endoftext|><|endoftext|>　'ſعAb　/😀🏽", "tokens": 24, "pieces": ["漢", "<|", "endoftext", "|><|", "endoftext", "|>", "　", "'ſع", "Ab", "　", "/😀🏽"]}
+{"text": "iOS\r\n\r\n　'Džungla<|endoftext|>'D
EOTſ", "tokens": 21, "pieces": ["i", "OS", "\r\n\r\n", "　", "'Džungla", "<|", "endoftext", "|>'", "D", "
EOTſ"]}
+{"text": "!😀🏽字'M‍Dž0 12345678fi½…a", "tokens": 19, "pieces": ["!😀🏽", "字'M", "‍Dž", "0", " ", "123", "456", "78", "fi", "½", "…a"]}
+{"text": "'S'Mm'\"#$%'re\t-<META_START>👍🏽㍿\r\n\r\n.Z'ſEOT  AbAb<|fim_prefix|>/. \n 字iOS‍ḍ̇字9", "tokens": 45, "pieces": ["'S'M", "m", "'\"#$%'", "re", "\t", "-<", "META", "_START", ">👍🏽㍿\r\n\r\n", ".Z'ſ", "EOT", " ", " Ab", "Ab", "<|", "fim", "_prefix", "|>/.", " \n", " 字i", "OS", "‍ḍ̇字", "9"]}
+{"text": "　's\n/㋿'Re👍🏽/\r\n'　fi'S/DžunglacamelCase   \n's(́m<|fim_prefix|>ᵃ👍🏽\r,'Re'M­𐞁\r\n\r\n\"字­🙂e<|endoftext|>漢Z12345678", "tokens": 68, "pieces": ["　", "'s", "\n", "/㋿'", "Re", "👍🏽/\r\n", "'", "　fi'S", "/Džunglacamel", "Case", "   \n", "'s", "(́m", "<|", "fim", "_prefix", "|>", "ᵃ", "👍🏽\r", ",'", "Re'M", "­𐞁", "\r\n\r\n", "\"字", "­🙂", "e", "<|", "endoftext", "|>", "漢", "Z", "123", "456", "78"]}
+{"text": "<EOT>camelCase<ꟲ㍿\"ع😀🏽😀🏽", "tokens": 20, "pieces": ["<EOT", ">camel", "Case", "<ꟲ", "㍿\"", "ع", "😀🏽😀🏽"]}
+{"text": "é'D‍<|fim_prefix|>ḍ̇å½ſ​…ḍ̇'S'VE\r\n\r\n'll字a0ᵃ0Dž३0 \n ß  \u000b𐞁ABCDž", "tokens": 50, "pieces": ["é'D", "‍<|", "fim", "_prefix", "|>", "ḍ̇å", "½", "ſ", "​", "…ḍ̇'S", "'VE", "\r\n\r\n", "'ll字a", "0", "ᵃ", "0", "Dž", "३0", " \n", " ß", "  ", "\u000b𐞁", "ABCDž"]}
+{"text": "!/\r\n‍s­Dža/b😀🏽", "tokens": 12, "pieces": ["!/\r\n", "‍s", "­Dža", "/b", "😀🏽"]}
+{"text": "é's‍…٣٤٥٦t<|fim_prefix|>'VE٣٤٥٦,a/bDžungla\nAb/\r\n/\r\n\tacamelCase9éABC", "tokens": 39, "pieces": ["é's", "‍", "…", "٣٤٥", "٦", "t", "<|", "fim", "_prefix", "|>'", "VE", "٣٤٥", "٦", ",a", "/b", "Džungla", "\n", "Ab", "/\r\n/\r\n", "\tacamel", "Case", "9", "é", "ABC"]}
+{"text": " ⅣéZİ­'ſå\r\n\r\nAbAb🙂٣٤٥٦'ſᵃꟲ😀🏽ᵃ/<META_START>  12345678/\r\nABC𐞁a𐞁ع字12345678😀🏽ع<EOT>", "tokens": 65, "pieces": [" ", "Ⅳ", "é", "Zİ", "­'", "ſå", "\r\n\r\n", "Ab", "Ab", "🙂", "٣٤٥", "٦", "'ſᵃꟲ", "😀🏽", "ᵃ", "/<", "META", "_START", ">", " ", " ", "123", "456", "78", "/\r\n", "ABC𐞁a𐞁ع字", "123", "456", "78", "😀🏽", "ع", "<EOT", ">"]}
+{"text": ">'t", "tokens": 2, "pieces": [">'", "t"]}
+{"text": "ꟲꟲe!aB­\r漢,é​éHTTPServerDžungla ‍ #$%<  #$%ᵃ👍🏽/\r\nHTTPServer🙂　-9­DžZ𐞁", "tokens": 54, "pieces": ["ꟲꟲe", "!a", "B", "­\r", "漢", ",é", "​é", "HTTPServer", "Džungla", " ‍", " #$%<", " ", " #$%", "ᵃ", "👍🏽/\r\n", "HTTPServer", "🙂", "　", "-", "9", "­DžZ𐞁"]}
+{"text": "!'s'>'Re9>३🙂Džunglaß字字aB\r<|endoftext|>ＡDžDž'll<|endoftext|>ᵃaB!<|fim_prefix|>ḍ̇́å   \n٣٤٥٦", "tokens": 62, "pieces": ["!'", "s", "'>'", "Re", "9", ">", "३", "🙂Džunglaß字字a", "B", "\r", "<|", "endoftext", "|>", "ＡDžDž'll", "<|", "endoftext", "|>", "ᵃa", "B", "!<|", "fim", "_prefix", "|>", "ḍ̇́å", "   \n", "٣٤٥", "٦"]}
+{"text": "aⅣ<|endoftext|>åß㋿/<EOT> \n  \rß-\r\n!   \nع'reſDžungla　<|fim_prefix|>İ,‍字", "tokens": 45, "pieces": ["a", "Ⅳ", "<|", "endoftext", "|>", "åß", "㋿/<", "EOT", ">", " \n  \r", "ß", "-\r\n", "!", "   \n", "ع're", "ſ", "Džungla", "　", "<|", "fim", "_prefix", "|>", "İ", ",‍", "字"]}
+{"text": "'ſ", "tokens": 2, "pieces": ["'ſ"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ABCß/\n/>'aB㋿e0\nع'\n𐞁   \n😀🏽.é𐞁/\r\n　é­ İ'll<|endoftext|>!", "tokens": 44, "pieces": ["ABCß", "/\n/", ">'", "a", "B", "㋿e", "0", "\n", "ع", "'\n", "𐞁", "   \n", "😀🏽.", "é𐞁", "/\r\n", "　é", "­", " İ'll", "<|", "endoftext", "|>!"]}
+{"text": ".és٣٤٥٦İfi'D\n", "tokens": 10, "pieces": [".és", "٣٤٥", "٦", "İfi'D", "\n"]}
+{"text": "/\r\n<META_START>'a/b'ſZDž   \n𐞁ꟲ'T<,,<|endoftext|>㍿'DABCꟲ👍🏽ᵃ\u000b३   \nＡ", "tokens": 49, "pieces": ["/\r\n", "<META", "_START", ">'", "a", "/b'ſ", "ZDž", "   \n", "𐞁ꟲ'T", "<,,<|", "endoftext", "|>㍿'", "DABCꟲ", "👍🏽", "ᵃ", "\u000b", "३", "   \n", "Ａ"]}
+{"text": "😀🏽ꟲtAb/\r\n/\r\n३٣٤٥٦Ⅳ​>/EOTcamelCaseＡ٣٤٥٦", "tokens": 28, "pieces": ["😀🏽", "ꟲt", "Ab", "/\r\n/\r\n", "३٣٤", "٥٦Ⅳ", "​>/", "EOTcamel", "Case", "Ａ", "٣٤٥", "٦"]}
+{"text": "å   \n　å　字Ａ㋿\ra/bß'Re!­\n/!㋿", "tokens": 24, "pieces": ["å", "   \n", "　å", "　字", "Ａ", "㋿\r", "a", "/bß'Re", "!­\n/", "!㋿"]}
+{"text": "a/bé9㍿عå'M👍🏽 iOS/<META_START>ᵃ", "tokens": 23, "pieces": ["a", "/bé", "9", "㍿عå'M", "👍🏽", " i", "OS", "/<", "META", "_START", ">ᵃ"]}
+{"text": "ß/\r\nt(‍'S!'TiOS0a/bİDž㋿ \n ,　<EOT0ß
9😀🏽<META_START>å'EOT<|endoftext|>a/bm'\r½", "tokens": 51, "pieces": ["ß", "/\r\n", "t", "(‍'", "S", "!'", "Ti", "OS", "0", "a", "/b", "İDž", "㋿", " \n", " ,", "　", "<EOT", "0", "ß", "
", "9", "😀🏽<", "META", "_START", ">å", "'EOT", "<|", "endoftext", "|>", "a", "/bm", "'\r", "½"]}
+{"text": "'ſ'sß'SsABC😀🏽\t'T'll\r\n३'٣٤٥٦ḍ̇\r\n'T漢/İ12345678aBEOT", "tokens": 34, "pieces": ["'ſ's", "ß'S", "s", "ABC", "😀🏽", "\t", "'T'll", "\r\n", "३", "'", "٣٤٥", "٦", "ḍ̇", "\r\n", "'T漢", "/İ", "123", "456", "78", "a", "BEOT"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": " 字0a　'VE\t'VE　𐞁'ſ\u000b𐞁​", "tokens": 22, "pieces": [" 字", "0", "a", "　", "'VE", "\t", "'VE", "　𐞁'ſ", "\u000b𐞁", "​"]}
+{"text": "\r\n<|endoftext|>", "tokens": 8, "pieces": ["\r\n", "<|", "endoftext", "|>"]}
+{"text": "fiEOT🙂.,aB\n/\n/ 🙂, <|fim_prefix|>'Mdſ camelCaseEOT🙂…👍🏽\u000b٣٤٥٦a!!EOT'Re👍🏽fiå'll<|endoftext|>‍m", "tokens": 56, "pieces": ["fi", "EOT", "🙂.,", "a", "B", "\n", "/\n/", " ", "🙂,", " <|", "fim", "_prefix", "|>'", "Mdſ", " camel", "Case", "EOT", "🙂", "…", "👍🏽", "\u000b", "٣٤٥", "٦", "a", "!!", "EOT'Re", "👍🏽", "fiå'll", "<|", "endoftext", "|>‍", "m"]}
+{"text": "​12345678m!!éİéiOSABC'll　>Ⅳmİ<|fim_prefix|>\r!Ab  /camelCase're<EOT>'M12345678½'M \n /\r\nm-'ſ HTTPServer🙂", "tokens": 50, "pieces": ["​", "123", "456", "78", "m", "!!", "é", "İéi", "OSABC'll", "　", ">", "Ⅳ", "m", "İ", "<|", "fim", "_prefix", "|>\r", "!Ab", " ", " /", "camel", "Case're", "<EOT", ">'", "M", "123", "456", "78½", "'M", " \n", " /\r\n", "m", "-'", "ſ", " HTTPServer", "🙂"]}
+{"text": "ABC're\r\n\r\n'TEOT'VEa/b(​字\r\n\t", "tokens": 15, "pieces": ["ABC're", "\r\n\r\n", "'TEOT'VE", "a", "/b", "(​", "字", "\r\n", "\t"]}
+{"text": "㍿字EOTİfi'ſ(", "tokens": 11, "pieces": ["㍿字EOTİfi'ſ", "("]}
+{"text": "(<META_START>  Džunglá​㋿İ'VE'!", "tokens": 20, "pieces": ["(<", "META", "_START", ">", " ", " Džunglá", "​㋿", "İ'VE", "'!"]}
+{"text": " <EOT>   \nfi‍字é‍\"HTTPServer­-é'fi　\n/\n're\u000b㋿d'Ree", "tokens": 29, "pieces": [" <", "EOT", ">", "   \n", "fi", "‍字é", "‍\"", "HTTPServer", "­-", "é", "'fi", "　\n", "/\n", "'re", "\u000b", "㋿d'Re", "e"]}
+{"text": "/Ａt'T㋿/\r\n
0HTTPServerEOT<EOT>½ \tß‍𐞁\"  ABC‍…'M'D/\r\nAb,​a/b'Mع-𐞁\t", "tokens": 48, "pieces": ["/Ａt'T", "㋿/\r\n", "
", "0", "HTTPServer", "EOT", "<EOT", ">", "½", " ", "\tß", "‍𐞁", "\"", " ", " ABC", "‍", "…", "'M'D", "/\r\n", "Ab", ",​", "a", "/b'M", "ع", "-𐞁", "\t"]}
+{"text": "'ſＡé\r\n\r\na'S👍🏽<|fim_prefix|>‍<EOT>漢​'ll", "tokens": 25, "pieces": ["'ſ", "Ａé", "\r\n\r\n", "a'S", "👍🏽<|", "fim", "_prefix", "|>‍<", "EOT", ">漢", "​'", "ll"]}
+{"text": " ㍿>'VE\t'Té'VEZعDžsＡ\t>…<Džungla>", "tokens": 27, "pieces": [" ㍿>'", "VE", "\t", "'Té'VE", "ZعDžs", "Ａ", "\t", ">", "…", "<Džungla", ">"]}
+{"text": "HTTPServer('ſHTTPServer३camelCaseİBDž<EOT>\rå>tＡ'M#$%/å٣٤٥٦9ꟲé　ta/\r\n<|fim_prefix|>s.ꟲ\r\n/", "tokens": 54, "pieces": ["HTTPServer", "('", "ſ", "HTTPServer", "३", "camel", "Case", "İBDž", "<EOT", ">\r", "å", ">t", "Ａ'M", "#$%/", "å", "٣٤٥", "٦9", "ꟲé", "　ta", "/\r\n", "<|", "fim", "_prefix", "|>", "s", ".ꟲ", "\r\n", "/"]}
+{"text": "a\n/Ab<!‍</\r\ns३İ'VE12345678  e \n 'll🙂åtfi😀🏽\n-ꟲé!ꟲ>", "tokens": 41, "pieces": ["a", "\n", "/Ab", "<!‍</\r\n", "s", "३", "İ'VE", "123", "456", "78", " ", " e", " \n", " '", "ll", "🙂åtfi", "😀🏽\n", "-ꟲé", "!ꟲ", ">"]}
+{"text": "
/(em'T's(漢'Re　 \n e　're\n/Z'ſ<META_START>å\r\n\r\n#$%#$%٣٤٥٦'Re
camelCase­'VE🙂", "tokens": 39, "pieces": ["
", "/(", "em'T", "'s", "(漢'Re", "　 \n", " e", "　", "'re", "\n", "/Z'ſ", "<META", "_START", ">å", "\r\n\r\n", "#$%#$%", "٣٤٥", "٦", "'Re", "
camel", "Case", "­'", "VE", "🙂"]}
+{"text": "<|fim_prefix|>0 <|fim_prefix|>Ⅳ́ZcamelCaseⅣ‍'Re-<|endoftext|>  ſ0a/bmᵃ", "tokens": 42, "pieces": ["<|", "fim", "_prefix", "|>", "0", " <|", "fim", "_prefix", "|>", "Ⅳ", "́Zcamel", "Case", "Ⅳ", "‍'", "Re", "-<|", "endoftext", "|>", " ", " ſ", "0", "a", "/bmᵃ"]}
+{"text": "字éİ#$%ſZꟲᵃa   iOS,camelCase👍🏽a​a0a0\u000bEOT😀🏽é", "tokens": 37, "pieces": ["字é", "İ", "#$%", "ſ", "Zꟲᵃa", "  ", " i", "OS", ",camel", "Case", "👍🏽", "a", "​a", "0", "a", "0", "\u000bEOT", "😀🏽", "é"]}
+{"text": "\u000ba/bＡdeᵃᵃ(漢<t.\u000b漢éfi   \n'ReaBＡ'D½<a漢<|fim_prefix|>½
fi٣٤٥٦a/b", "tokens": 44, "pieces": ["\u000ba", "/b", "Ａdeᵃᵃ", "(漢", "<t", ".", "\u000b漢éfi", "   \n", "'Rea", "BＡ'D", "½", "<a漢", "<|", "fim", "_prefix", "|>", "½", "
fi", "٣٤٥", "٦", "a", "/b"]}
+{"text": "İ'VEİdDžungla​!!Abd\r'll'S'D'VE\n/", "tokens": 21, "pieces": ["İ'VE", "İd", "Džungla", "​!!", "Abd", "\r", "'ll'S", "'D'VE", "\n", "/"]}
+{"text": "Ab½#$%'ll­(.<EOT>𐞁३\r'll­😀🏽-d'D३½ع漢­'😀🏽
ꟲ./\r\n   \naB\n\n0'Re   \nd<|endoftext|>", "tokens": 55, "pieces": ["Ab", "½", "#$%'", "ll", "­(.<", "EOT", ">𐞁", "३", "\r", "'ll", "­😀🏽-", "d'D", "३½", "ع漢", "­'😀🏽", "
ꟲ", "./\r\n", "   \n", "a", "B", "\n\n", "0", "'Re", "   \n", "d", "<|", "endoftext", "|>"]}
+{"text": "fi😀🏽\r\n\r\n<META_START><ع #$%\u000b \n 
", "tokens": 16, "pieces": ["fi", "😀🏽\r\n\r\n", "<META", "_START", "><", "ع", " ", "#$%", "\u000b \n", " 
"]}
+{"text": "#$%'Me.Džunglaa'T٣٤٥٦a…fi\r\n\r\na'Tḍ̇字éAbAbå'Té're're-'\r\n\r\nscamelCasefi", "tokens": 41, "pieces": ["#$%'", "Me", ".Džunglaa'T", "٣٤٥", "٦", "a", "…fi", "\r\n\r\n", "a'T", "ḍ̇字é", "Ab", "Abå'T", "é're", "'re", "-'\r\n\r\n", "scamel", "Casefi"]}
+{"text": "#$%   \nḍ̇ZsⅣ<|endoftext|>Ⅳ㍿😀🏽", "tokens": 25, "pieces": ["#$%", "   \n", "ḍ̇", "Zs", "Ⅳ", "<|", "endoftext", "|>", "Ⅳ", "㍿😀🏽"]}
+{"text": "a/b­😀🏽'TＡع㍿>'re٣٤٥٦a/b\"𐞁a/b0 😀🏽ß'Re<|fim_prefix|>", "tokens": 40, "pieces": ["a", "/b", "­😀🏽'", "TＡع", "㍿>'", "re", "٣٤٥", "٦", "a", "/b", "\"𐞁a", "/b", "0", " 😀🏽", "ß'Re", "<|", "fim", "_prefix", "|>"]}
+{"text": "sB,'D", "tokens": 4, "pieces": ["s", "B", ",'", "D"]}
+{"text": "dt漢m#$%<EOT>B𐞁fiḍ̇٣٤٥٦\n'sꟲDžunglaa👍🏽'VEſ字Ａ㍿ſſB\u000be>\r\n'DİſtiOS  ᵃcamelCase>iOS", "tokens": 63, "pieces": ["dt漢m", "#$%<", "EOT", ">B𐞁fiḍ̇", "٣٤٥", "٦", "\n", "'sꟲ", "Džunglaa", "👍🏽'", "VEſ字", "Ａ", "㍿ſſ", "B", "\u000be", ">\r\n", "'Dİſti", "OS", " ", " ᵃcamel", "Case", ">i", "OS"]}
+{"text": "'T-Ａ😀🏽ſ'TEOT<å'ReB
<META_START> \n \r\n\r\n\n/\nİꟲ漢>fimaB</👍🏽12345678👍🏽'ſ'SⅣDž<|fim_prefix|>ſ३", "tokens": 57, "pieces": ["'T", "-Ａ", "😀🏽", "ſ'T", "EOT", "<å'Re", "B", "
", "<META", "_START", ">", " \n \r\n\r\n\n", "/\n", "İꟲ漢", ">fima", "B", "</👍🏽", "123", "456", "78", "👍🏽'", "ſ'S", "Ⅳ", "Dž", "<|", "fim", "_prefix", "|>", "ſ", "३"]}
+{"text": "d\r\nꟲⅣ", "tokens": 7, "pieces": ["d", "\r\n", "ꟲ", "Ⅳ"]}
+{"text": "'MiOS(\r\n\r\n<EOT>a/b'M<META_START>ḍ̇<e'TAbcamelCase<|endoftext|>éé\nİ‍fi\r\n\r\nßḍ̇<EOT>ſⅣ'\"-İ(\u000b'VE(", "tokens": 56, "pieces": ["'Mi", "OS", "(\r\n\r\n", "<EOT", ">a", "/b'M", "<META", "_START", ">ḍ̇", "<e'T", "Abcamel", "Case", "<|", "endoftext", "|>", "éé", "\n", "İ", "‍fi", "\r\n\r\n", "ßḍ̇", "<EOT", ">ſ", "Ⅳ", "'\"-", "İ", "(", "\u000b", "'VE", "("]}
+{"text": ",…\r‍Dž​'reé0\rDžungla'Re'Dfi/\r\n३­t'Rett'T'TDž字
٣٤٥٦>'VEa/b'Re\u000béé½Džİ'M0", "tokens": 49, "pieces": [",", "…\r", "‍Dž", "​'", "reé", "0", "\r", "Džungla'Re", "'Dfi", "/\r\n", "३", "­t'Re", "tt'T", "'TDž字", "
", "٣٤٥", "٦", ">'", "VEa", "/b'Re", "\u000béé", "½", "Džİ'M", "0"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "t#$%\t㋿EOT", "tokens": 9, "pieces": ["t", "#$%", "\t", "㋿EOT"]}
+{"text": "90're<META_START>   \n(#$%-Dž　.ᵃ
'll'ſſ­'DDžungla.漢åaBed👍🏽 \n ع!!0\"/字", "tokens": 44, "pieces": ["90", "'re", "<META", "_START", ">", "   \n", "(#$%-", "Dž", "　", ".ᵃ", "
", "'ll'ſ", "ſ", "­'", "DDžungla", ".漢åa", "Bed", "👍🏽", " \n", " ع", "!!", "0", "\"/", "字"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "0>
Ａ😀🏽'ſ٣٤٥٦!/\r\n!\r\n\r\n  >é'VEⅣB'Ss😀🏽'sAb…-ᵃḍ̇iOS…/\r\ncamelCase\r\n#$%", "tokens": 52, "pieces": ["0", ">", "
Ａ", "😀🏽'", "ſ", "٣٤٥", "٦", "!/\r\n", "!\r\n\r\n", " ", " >", "é'VE", "Ⅳ", "B'S", "s", "😀🏽'", "s", "Ab", "…", "-ᵃḍ̇i", "OS", "…", "/\r\n", "camel", "Case", "\r\n", "#$%"]}
+{"text": "Džfi0é\n/½'T#$%Ⅳ>…<EOT>é\t‍d𐞁 <|endoftext|>!ß#$%tİİa‍/ع<EOT>>…'S'D🙂", "tokens": 56, "pieces": ["Džfi", "0", "é", "\n", "/", "½", "'T", "#$%", "Ⅳ", ">", "…", "<EOT", ">é", "\t", "‍d𐞁", " ", "<|", "endoftext", "|>!", "ß", "#$%", "t", "İİa", "‍/", "ع", "<EOT", ">>", "…", "'S'D", "🙂"]}
+{"text": "'M\r\n\u000b\ta/b\n//\r\n\r\nع㍿,Abᵃ\r", "tokens": 18, "pieces": ["'M", "\r\n", "\u000b", "\ta", "/b", "\n", "//\r\n\r\n", "ع", "㍿,", "Abᵃ", "\r"]}
+{"text": "‍ 　ſABC<EOT>å\"\naé👍🏽  </½\r\nABC'Red", "tokens": 22, "pieces": ["‍", " ", "　ſ", "ABC", "<EOT", ">å", "\"\n", "aé", "👍🏽", " ", " </", "½", "\r\n", "ABC'Re", "d"]}
+{"text": "/\r\n\n/🙂́Ⅳ\u000b㋿ＡB\n'S\r\n\r\n
\na'9
,­ABC", "tokens": 25, "pieces": ["/\r\n\n/", "🙂́", "Ⅳ", "\u000b", "㋿ＡB", "\n", "'S", "\r\n\r\n
\n", "a", "'", "9", "
", ",­", "ABC"]}
+{"text": "'ll​‍عmſ   \n", "tokens": 7, "pieces": ["'ll", "​‍", "عmſ", "   \n"]}
+{"text": "9漢<|endoftext|>é<EOT>ꟲ😀🏽camelCase,åDž\n/sé👍🏽Ab\rع'llcamelCase  ,-iOS\rDžungla३…ꟲ㍿'re/aB", "tokens": 60, "pieces": ["9", "漢", "<|", "endoftext", "|>", "é", "<EOT", ">ꟲ", "😀🏽", "camel", "Case", ",å", "Dž", "\n", "/sé", "👍🏽", "Ab", "\r", "ع'll", "camel", "Case", " ", " ,-", "i", "OS", "\r", "Džungla", "३", "…ꟲ", "㍿'", "re", "/a", "B"]}
+{"text": "0<|fim_prefix|>👍🏽'VE'Re!'re,Džunglaſ\r  'ſ>'Reſt
㋿Z!!'S", "tokens": 37, "pieces": ["0", "<|", "fim", "_prefix", "|>👍🏽'", "VE'Re", "!'", "re", ",Džunglaſ", "\r", " ", " '", "ſ", ">'", "Reſt", "
", "㋿Z", "!!'", "S"]}
+{"text": "<\"<META_START> \n 👍🏽HTTPServer'llꟲeém😀🏽👍🏽.<ᵃⅣ\u000b>𐞁s('M\u000bcamelCaseå字éDžd're  a/b-㍿'D''T", "tokens": 62, "pieces": ["<\"<", "META", "_START", ">", " \n", " 👍🏽", "HTTPServer'll", "ꟲeém", "😀🏽👍🏽.<", "ᵃ", "Ⅳ", "\u000b", ">𐞁s", "('", "M", "\u000bcamel", "Caseå字é", "Džd're", " ", " a", "/b", "-㍿'", "D", "''", "T"]}
+{"text": "𐞁🙂'T<|endoftext|>\nDžungla   \n'ReHTTPServer\raHTTPServerB  ABC<  <|endoftext|>aBⅣ​ écamelCase \n \r\n\r\n9Ａ漢Dž½.t<
fi
\n", "tokens": 61, "pieces": ["𐞁", "🙂'", "T", "<|", "endoftext", "|>\n", "Džungla", "   \n", "'Re", "HTTPServer", "\r", "a", "HTTPServer", "B", " ", " ABC", "<", " ", " <|", "endoftext", "|>", "a", "B", "Ⅳ", "​", " écamel", "Case", " \n \r\n\r\n", "9", "Ａ漢", "Dž", "½", ".t", "<", "
fi", "
\n"]}
+{"text": "t​ée ", "tokens": 4, "pieces": ["t", "​ée", " "]}
+{"text": "iOS   \n­< !!   \n<㋿  　\rſcamelCaseⅣꟲ३camelCase- عiOS'S  　㋿é", "tokens": 38, "pieces": ["i", "OS", "   \n", "­<", " ", "!!", "   \n", "<㋿", "  　\r", "ſcamel", "Case", "Ⅳ", "ꟲ", "३", "camel", "Case", "-", " عi", "OS'S", "  ", "　", "㋿é"]}
+{"text": "<|fim_prefix|>ḍ̇camelCase'se'Te<META_START>HTTPServerEOT<META_START> \r👍🏽d😀🏽'VE<EOT>Dž३", "tokens": 44, "pieces": ["<|", "fim", "_prefix", "|>", "ḍ̇camel", "Case's", "e'T", "e", "<META", "_START", ">HTTPServer", "EOT", "<META", "_START", ">", " \r", "👍🏽", "d", "😀🏽'", "VE", "<EOT", ">Dž", "३"]}
+{"text": "HTTPServer'reeé\r\n   \nß", "tokens": 8, "pieces": ["HTTPServer're", "eé", "\r\n   \n", "ß"]}
+{"text": ">'VE<META_START>0ᵃ>", "tokens": 11, "pieces": [">'", "VE", "<META", "_START", ">", "0", "ᵃ", ">"]}
+{"text": "/\r\né'Dß<|fim_prefix|>🙂'T00\r\n\r\n\"ع<EOT>'TcamelCase-\u000b12345678ꟲa/b", "tokens": 34, "pieces": ["/\r\n", "é'D", "ß", "<|", "fim", "_prefix", "|>🙂'", "T", "00", "\r\n\r\n", "\"ع", "<EOT", ">'", "Tcamel", "Case", "-", "\u000b", "123", "456", "78", "ꟲa", "/b"]}
+{"text": "Džungla12345678>HTTPServer/\r\n​'re'VE.㋿12345678​ B'll- Zm​'é'SعⅣ'DⅣ/\r\nعB́B'D'Re\u000b٣٤٥٦", "tokens": 52, "pieces": ["Džungla", "123", "456", "78", ">HTTPServer", "/\r\n", "​'", "re'VE", ".㋿", "123", "456", "78", "​", " B'll", "-", " Zm", "​'", "é'S", "ع", "Ⅳ", "'D", "Ⅳ", "/\r\n", "عB́", "B'D", "'Re", "\u000b", "٣٤٥", "٦"]}
+{"text": "\t𐞁🙂Dž\nDž
#$%́<META_START>  ‍ \n \r\n\r\n'MAb<META_START>mdABC-", "tokens": 32, "pieces": ["\t𐞁", "🙂Dž", "\n", "Dž", "
", "#$%́<", "META", "_START", ">", " ", " ‍", " \n \r\n\r\n", "'MAb", "<META", "_START", ">md", "ABC", "-"]}
+{"text": "m½'D\n😀🏽\"🙂‍'Re　'D…éＡ́३ꟲEOT\n/\r'M\u000b<EOT>\n<́", "tokens": 36, "pieces": ["m", "½", "'D", "\n", "😀🏽\"🙂‍'", "Re", "　", "'D", "…é", "Ａ́", "३", "ꟲ", "EOT", "\n", "/\r", "'M", "\u000b", "<EOT", ">\n", "<́"]}
+{"text": "<éBABC…👍🏽  'Ds'S0tHTTPServerABC​\r\n'll'  0<|endoftext|>", "tokens": 32, "pieces": ["<é", "BABC", "…", "👍🏽", " ", " '", "Ds'S", "0", "t", "HTTPServer", "ABC", "​\r\n", "'ll", "'", " ", " ", "0", "<|", "endoftext", "|>"]}
+{"text": "ßm\t\r\n\r\n
iOSDžungla \n a/b", "tokens": 13, "pieces": ["ßm", "\t\r\n\r\n", "
i", "OSDžungla", " \n", " a", "/b"]}
+{"text": "‍\r\n\r\naBع'M㍿t\n  'SZ/\r\n/\r\n½é   \n're. (
字", "tokens": 25, "pieces": ["‍\r\n\r\n", "a", "Bع'M", "㍿t", "\n", " ", " '", "SZ", "/\r\n/\r\n", "½", "é", "   \n", "'re", ".", " ", "(", "
字"]}
+{"text": "漢ſå\r\n\r\n<|fim_prefix|>\r\n😀🏽EOT<|fim_prefix|>½  iOS   \n", "tokens": 27, "pieces": ["漢ſå", "\r\n\r\n", "<|", "fim", "_prefix", "|>\r\n", "😀🏽", "EOT", "<|", "fim", "_prefix", "|>", "½", " ", " i", "OS", "   \n"]}
+{"text": "'sᵃ㋿å'DABC'Teå<-'D½<EOT>½9<EOT>å", "tokens": 27, "pieces": ["'sᵃ", "㋿å'D", "ABC'T", "eå", "<-'", "D", "½", "<EOT", ">", "½9", "<EOT", ">å"]}
+{"text": "İ<|fim_prefix|>éeaBa/b\n/iOS'D \n EOT,Ab'll!🙂d\r\n\r\n\r\n\r\nᵃcamelCase \n ABC٣٤٥٦", "tokens": 37, "pieces": ["İ", "<|", "fim", "_prefix", "|>", "éea", "Ba", "/b", "\n", "/i", "OS'D", " \n", " EOT", ",Ab'll", "!🙂", "d", "\r\n\r\n\r\n\r\n", "ᵃcamel", "Case", " \n", " ABC", "٣٤٥", "٦"]}
+{"text": "ⅣaBİ<|endoftext|>'M…#$%'VEDž ", "tokens": 21, "pieces": ["Ⅳ", "a", "Bİ", "<|", "endoftext", "|>'", "M", "…", "#$%'", "VEDž", " "]}
+{"text": "a/b३t0/\r\n   \n\r\n\r\n­\tḍ̇ᵃ'Re><|fim_prefix|>'THTTPServer字­camelCase   \n'M  ३'T'T", "tokens": 37, "pieces": ["a", "/b", "३", "t", "0", "/\r\n", "   \n\r\n\r\n", "­", "\tḍ̇ᵃ'Re", "><|", "fim", "_prefix", "|>'", "THTTPServer字", "­camel", "Case", "   \n", "'M", " ", " ", "३", "'T'T"]}
+{"text": "​<m㋿\n/\r\n😀🏽mDž", "tokens": 14, "pieces": ["​<", "m", "㋿\n/\r\n", "😀🏽", "m", "Dž"]}
+{"text": "iOS🙂  B/\r\n\t㋿>12345678😀🏽<|endoftext|>Dž \n ", "tokens": 28, "pieces": ["i", "OS", "🙂", " ", " B", "/\r\n", "\t", "㋿>", "123", "456", "78", "😀🏽<|", "endoftext", "|>", "Dž", " \n", " "]}
+{"text": "ᵃ-\u000b12345678ſiOSa/b9<|endoftext|>'D'll'Dž'll'sſ#$%éſ<|endoftext|>9(EOTfi é#$%ée­­𐞁'llZ  ㋿", "tokens": 63, "pieces": ["ᵃ", "-", "\u000b", "123", "456", "78", "ſi", "OSa", "/b", "9", "<|", "endoftext", "|>'", "D'll", "'Dž'll", "'sſ", "#$%", "éſ", "<|", "endoftext", "|>", "9", "(EOTfi", " é", "#$%", "ée", "­­", "𐞁'll", "Z", " ", " ㋿"]}
+{"text": "a/b(Dž३<|fim_prefix|>…😀🏽9éᵃ", "tokens": 22, "pieces": ["a", "/b", "(Dž", "३", "<|", "fim", "_prefix", "|>", "…", "😀🏽", "9", "éᵃ"]}
+{"text": "-𐞁/ḍ̇!İ'VEDžunglaéfi'Td
(́(ع/", "tokens": 27, "pieces": ["-𐞁", "/ḍ̇", "!İ'VE", "Džunglaéfi'T", "d", "
", "(́", "(ع", "/"]}
+{"text": "12345678-\n/aB­/!<|endoftext|>", "tokens": 17, "pieces": ["123", "456", "78", "-\n/", "a", "B", "­/!<|", "endoftext", "|>"]}
+{"text": "å㋿d<EOT>…é'/　 \n İ\"é\u000b漢-😀🏽s　<|endoftext|>½é­ABC,
 ḍ̇\n  HTTPServerHTTPServer", "tokens": 52, "pieces": ["å", "㋿d", "<EOT", ">", "…é", "'/", "　 \n", " İ", "\"é", "\u000b漢", "-😀🏽", "s", "　", "<|", "endoftext", "|>", "½", "é", "­ABC", ",", "
", " ḍ̇", "\n", " ", " HTTPServer", "HTTPServer"]}
+{"text": "İßs
ꟲa/b", "tokens": 9, "pieces": ["İßs", "
ꟲa", "/b"]}
+{"text": "'ll'sé<|endoftext|>३å'M>!", "tokens": 16, "pieces": ["'ll's", "é", "<|", "endoftext", "|>", "३", "å'M", ">!"]}
+{"text": "sZAb    \n0ſB(\u000bd𐞁\r\n\r\n>'SDž /३عⅣd'M(aBé,…\n<|endoftext|>'S'll0Ab👍🏽
", "tokens": 50, "pieces": ["s", "ZAb", "    \n", "0", "ſ", "B", "(", "\u000bd𐞁", "\r\n\r\n", ">'", "SDž", " ", "/", "३", "ع", "Ⅳ", "d'M", "(a", "Bé", ",", "…\n", "<|", "endoftext", "|>'", "S'll", "0", "Ab", "👍🏽", "
"]}
+{"text": "‍e'śع\"\r  12345678ß-́,9#$%\n/ſ \n -d‍字'SaB\na/bcamelCase<EOT>İ\n/", "tokens": 40, "pieces": ["‍e's", "́ع", "\"\r", " ", " ", "123", "456", "78", "ß", "-́", ",", "9", "#$%\n/", "ſ", " \n", " -", "d", "‍字'S", "a", "B", "\n", "a", "/bcamel", "Case", "<EOT", ">İ", "\n", "/"]}
+{"text": "Dž \n 𐞁🙂<|endoftext|>'s9<|endoftext|>\u000b字'T́(\"9\r\n\r\n'siOS字<|fim_prefix|><|endoftext|>'Re'M\r\nd<|fim_prefix|>'reé🙂", "tokens": 61, "pieces": ["Dž", " \n", " 𐞁", "🙂<|", "endoftext", "|>'", "s", "9", "<|", "endoftext", "|>", "\u000b字'T", "́", "(\"", "9", "\r\n\r\n", "'si", "OS字", "<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "Re'M", "\r\n", "d", "<|", "fim", "_prefix", "|>'", "reé", "🙂"]}
+{"text": "　EOT\u000bfidZ#$%HTTPServer/iOSᵃ㍿́\r\"ݽ…\nm.Ab'M'S٣٤٥٦Džungla(éꟲ'll", "tokens": 45, "pieces": ["　EOT", "\u000bfid", "Z", "#$%", "HTTPServer", "/i", "OSᵃ", "㍿́", "\r", "\"İ", "½", "…\n", "m", ".Ab'M", "'S", "٣٤٥", "٦", "Džungla", "(éꟲ'll"]}
+{"text": "ᵃ\r\n.#$%!!٣٤٥٦\ndＡB0\n/́ꟲ !!<META_START>𐞁B(ſABC字HTTPServer<|fim_prefix|>\r   \nABCé\n😀🏽HTTPServera/b\t'12345678", "tokens": 63, "pieces": ["ᵃ", "\r\n", ".#$%!!", "٣٤٥", "٦", "\n", "d", "ＡB", "0", "\n", "/́ꟲ", " !!<", "META", "_START", ">𐞁", "B", "(ſ", "ABC字HTTPServer", "<|", "fim", "_prefix", "|>\r", "   \n", "ABCé", "\n", "😀🏽", "HTTPServera", "/b", "\t", "'", "123", "456", "78"]}
+{"text": "(   \n㋿td🙂å'så'M\n/camelCase½\n,ABCå\n0/", "tokens": 26, "pieces": ["(", "   \n", "㋿td", "🙂å's", "å'M", "\n", "/camel", "Case", "½", "\n", ",ABCå", "\n", "0", "/"]}
+{"text": "\n/>-HTTPServer\nAb'VE'S#$%<|endoftext|>camelCaseß'VEع<META_START>Džungla>ꟲéß<META_START>\r'(<META_START>", "tokens": 50, "pieces": ["\n", "/>-", "HTTPServer", "\n", "Ab'VE", "'S", "#$%<|", "endoftext", "|>", "camel", "Caseß'VE", "ع", "<META", "_START", ">Džungla", ">ꟲéß", "<META", "_START", ">\r", "'(<", "META", "_START", ">"]}
+{"text": "ꟲa/b", "tokens": 5, "pieces": ["ꟲa", "/b"]}
+{"text": "09HTTPServer's㋿iOS#$%ᵃ,ⅣaB'siOS", "tokens": 22, "pieces": ["09", "HTTPServer's", "㋿i", "OS", "#$%", "ᵃ", ",", "Ⅳ", "a", "B's", "i", "OS"]}
+{"text": "é", "tokens": 1, "pieces": ["é"]}
+{"text": "Džungla㋿'s", "tokens": 9, "pieces": ["Džungla", "㋿'", "s"]}
+{"text": "字<EOT>…‍HTTPServer<EOT<EOT>Ａ‍' \n 'D\n\r\n　a/b…\n😀🏽12345678Bfi'Re🙂s\"㋿!😀🏽\r\n­", "tokens": 48, "pieces": ["字", "<EOT", ">", "…", "‍HTTPServer", "<EOT", "<EOT", ">Ａ", "‍'", " \n", " '", "D", "\n\r\n", "　a", "/b", "…\n", "😀🏽", "123", "456", "78", "Bfi'Re", "🙂s", "\"㋿!😀🏽\r\n", "­"]}
+{"text": " #$%éḍ̇\t३́afi, Ab\r\n\r\na٣٤٥٦\",­'re!!ABC\r\né!\r٣٤٥٦'re\r\r\n\r\n­ᵃ'VE\té<|fim_prefix|>", "tokens": 51, "pieces": [" ", "#$%", "éḍ̇", "\t", "३", "́afi", ",", " Ab", "\r\n\r\n", "a", "٣٤٥", "٦", "\",­'", "re", "!!", "ABC", "\r\n", "é", "!\r", "٣٤٥", "٦", "'re", "\r\r\n\r\n", "­ᵃ'VE", "\té", "<|", "fim", "_prefix", "|>"]}
+{"text": "İＡé,", "tokens": 4, "pieces": ["İＡé", ","]}
+{"text": "‍  <|fim_prefix|>,'D.'ſ/\r.a0m\n!'reAb\"👍🏽<META_START>/Ab!!Ab३​\tABC", "tokens": 36, "pieces": ["‍", " ", " <|", "fim", "_prefix", "|>,'", "D", ".'", "ſ", "/\r", ".a", "0", "m", "\n", "!'", "re", "Ab", "\"👍🏽<", "META", "_START", ">/", "Ab", "!!", "Ab", "३", "​", "\tABC"]}
+{"text": "ⅣcamelCase<|endoftext|>\" \r\n<|fim_prefix|>'rea/bᵃtfi'reᵃB👍🏽٣٤٥٦ABCe'DBᵃ\rm\"\r\r\n　d عDžungla\r\n0'Re𐞁   \n!ſ", "tokens": 66, "pieces": ["Ⅳ", "camel", "Case", "<|", "endoftext", "|>\"", " \r\n", "<|", "fim", "_prefix", "|>'", "rea", "/bᵃtfi're", "ᵃ", "B", "👍🏽", "٣٤٥", "٦", "ABCe'D", "Bᵃ", "\r", "m", "\"\r\r\n", "　d", " عDžungla", "\r\n", "0", "'Re𐞁", "   \n", "!ſ"]}
+{"text": "İ漢\"aZ½‍<|fim_prefix|>d12345678B're", "tokens": 18, "pieces": ["İ漢", "\"a", "Z", "½", "‍<|", "fim", "_prefix", "|>", "d", "123", "456", "78", "B're"]}
+{"text": "　0字…½\n'ſ/\r\né½t12345678漢ḍ̇.漢漢>é-/\r\n'ḍ̇\"Ⅳ'D👍🏽\n#$%<|endoftext|>", "tokens": 49, "pieces": ["　", "0", "字", "…", "½", "\n", "'ſ", "/\r\n", "é", "½", "t", "123", "456", "78", "漢ḍ̇", ".漢漢", ">é", "-/\r\n", "'ḍ̇", "\"", "Ⅳ", "'D", "👍🏽\n", "#$%<|", "endoftext", "|>"]}
+{"text": "
å'VE‍'D   \n
ß'VE   \n👍🏽٣٤٥٦​𐞁'TAb𐞁…tHTTPServer👍🏽", "tokens": 40, "pieces": ["
å'VE", "‍'", "D", "   \n", "
ß'VE", "   \n", "👍🏽", "٣٤٥", "٦", "​𐞁'T", "Ab𐞁", "…t", "HTTPServer", "👍🏽"]}
+{"text": "'ſDžes\n'ſHTTPServer'S㋿e
  \n HTTPServer…\n
iOSZ㍿ß\n\u000b/👍🏽'reع漢 \n ḍ̇-'VE½", "tokens": 49, "pieces": ["'ſ", "Džes", "\n", "'ſ", "HTTPServer'S", "㋿e", "
  \n", " HTTPServer", "…\n", "
i", "OSZ", "㍿ß", "\n", "\u000b", "/👍🏽'", "reع漢", " \n", " ḍ̇", "-'", "VE", "½"]}
+{"text": "'T½\"😀🏽'TBd/'re\r\n\r\nſ  é٣٤٥٦'Re…<
", "tokens": 24, "pieces": ["'T", "½", "\"😀🏽'", "TBd", "/'", "re", "\r\n\r\n", "ſ", " ", " é", "٣٤٥", "٦", "'Re", "…", "<", "
"]}
+{"text": "-\u000ba0Z9é '½.", "tokens": 11, "pieces": ["-", "\u000ba", "0", "Z", "9", "é", " '", "½", "."]}
+{"text": "३'S\nİa/b​Ａ. s \n ㋿/å.e!'Mḍ̇'DiOS", "tokens": 28, "pieces": ["३", "'S", "\n", "İa", "/b", "​Ａ", ".", " s", " \n", " ㋿/", "å", ".e", "!'", "Mḍ̇'D", "i", "OS"]}
+{"text": "…/<EOT>Džunglaİ
é\te   \né \n eB<META_START>  <\rＡᵃ'ßBa\n/\n/½\t३sAb𐞁camelCase're/ 🙂", "tokens": 50, "pieces": ["…", "/<", "EOT", ">Džungla", "İ", "
é", "\te", "   \n", "é", " \n", " e", "B", "<META", "_START", ">", " ", " <\r", "Ａᵃ", "'ß", "Ba", "\n", "/\n/", "½", "\t", "३", "s", "Ab𐞁camel", "Case're", "/", " 🙂"]}
+{"text": "­'ReZ
字Z", "tokens": 7, "pieces": ["­'", "Re", "Z", "
字", "Z"]}
+{"text": "ABC\n/漢'll\n\r\n\r\n🙂́ᵃＡꟲ<EOT>'ll'Réd>字-#$%😀🏽e½/\r\naBa/b'Re<tZ'M漢", "tokens": 42, "pieces": ["ABC", "\n", "/漢'll", "\n\r\n\r\n", "🙂́ᵃＡꟲ", "<EOT", ">'", "ll'Re", "́d", ">字", "-#$%😀🏽", "e", "½", "/\r\n", "a", "Ba", "/b'Re", "<t", "Z'M", "漢"]}
+{"text": "a'Då‍ 'VEa/b'll漢 \"…㋿ꟲ\nDž<META_START>d9a\r\u000bꟲ'Re
漢éAb're<|endoftext|>\n0
EOTＡd٣٤٥٦😀🏽", "tokens": 62, "pieces": ["a'D", "å", "‍", " ", "'VEa", "/b'll", "漢", " ", "\"", "…", "㋿ꟲ", "\n", "Dž", "<META", "_START", ">d", "9", "a", "\r", "\u000bꟲ'Re", "
漢é", "Ab're", "<|", "endoftext", "|>\n", "0", "
EOTＡd", "٣٤٥", "٦", "😀🏽"]}
+{"text": "12345678İ   \nꟲEOTaعZ İ'ſ‍   \n12345678Džunglaé㍿eDž<|fim_prefix|>‍‍٣٤٥٦s\téⅣ12345678Z字aB(㋿fiAbé", "tokens": 65, "pieces": ["123", "456", "78", "İ", "   \n", "ꟲEOTaع", "Z", " İ'ſ", "‍", "   \n", "123", "456", "78", "Džunglaé", "㍿e", "Dž", "<|", "fim", "_prefix", "|>‍‍", "٣٤٥", "٦", "s", "\té", "Ⅳ12", "345", "678", "Z字a", "B", "(㋿", "fi", "Abé"]}
+{"text": "DžABC\r\n<|fim_prefix|>🙂‍Ab㍿٣٤٥٦Dž  <|fim_prefix|>B#$%HTTPServer", "tokens": 34, "pieces": ["DžABC", "\r\n", "<|", "fim", "_prefix", "|>🙂‍", "Ab", "㍿", "٣٤٥", "٦", "Dž", " ", " <|", "fim", "_prefix", "|>", "B", "#$%", "HTTPServer"]}
+{"text": "'sDžunglaHTTPServer  \n \n/漢'VE<EOT>👍🏽ⅣAb0éⅣaå३12345678🙂'M,\u000b\r…٣٤٥٦Džungla३<EOT>'Re(ſ'D", "tokens": 56, "pieces": ["'s", "Džungla", "HTTPServer", "  \n \n", "/漢'VE", "<EOT", ">👍🏽", "Ⅳ", "Ab", "0", "é", "Ⅳ", "aå", "३12", "345", "678", "🙂'", "M", ",", "\u000b\r", "…", "٣٤٥", "٦", "Džungla", "३", "<EOT", ">'", "Re", "(ſ'D"]}
+{"text": "'Mİ‍'sＡ.-½　ꟲ'VEḍ̇éᵃ   \nAb12345678", "tokens": 26, "pieces": ["'Mİ", "‍'", "s", "Ａ", ".-", "½", "　ꟲ'VE", "ḍ̇éᵃ", "   \n", "Ab", "123", "456", "78"]}
+{"text": "Ａ　Ａ𐞁å㋿aß#$%a/\r\n,
s½>😀🏽(½
漢EOTABCع\u000b'S'-İ
m👍🏽<|endoftext|>\r\naᵃ", "tokens": 54, "pieces": ["Ａ", "　Ａ𐞁å", "㋿aß", "#$%", "a", "/\r\n", ",", "
s", "½", ">😀🏽(", "½", "
漢EOTABCع", "\u000b", "'S", "'-", "İ", "
m", "👍🏽<|", "endoftext", "|>\r\n", "aᵃ"]}
+{"text": "#$%'VE(İ \n Ab­  0a'Re　-  'S'Re­/\r\nB", "tokens": 22, "pieces": ["#$%'", "VE", "(İ", " \n", " Ab", "­", " ", " ", "0", "a'Re", "　", "-", " ", " '", "S'Re", "­/\r\n", "B"]}
+{"text": "!!٣٤٥٦'Re   \n<EOT>👍🏽ꟲDžunglaa/b'ſßcamelCase(\r.'DaZs", "tokens": 33, "pieces": ["!!", "٣٤٥", "٦", "'Re", "   \n", "<EOT", ">👍🏽", "ꟲDžunglaa", "/b'ſ", "ßcamel", "Case", "(\r", ".'", "Da", "Zs"]}
+{"text": "s<EOT>Ⅳ\n/ꟲa<EOT>🙂½'M\n", "tokens": 19, "pieces": ["s", "<EOT", ">", "Ⅳ", "\n", "/ꟲa", "<EOT", ">🙂", "½", "'M", "\n"]}
+{"text": "<EOT>­​字Dž\t'Tß\r\niOS's'MAbİ >é'll/\r\nAbiOSa.​DžB😀🏽́", "tokens": 35, "pieces": ["<EOT", ">­​", "字", "Dž", "\t", "'Tß", "\r\n", "i", "OS's", "'MAb", "İ", " ", ">é'll", "/\r\n", "Abi", "OSa", ".​", "DžB", "😀🏽́"]}
+{"text": "B\t<EOT>/\r\n𐞁a/b<|fim_prefix|>Dž#$%\u000b\n/mcamelCase", "tokens": 27, "pieces": ["B", "\t", "<EOT", ">/\r\n", "𐞁a", "/b", "<|", "fim", "_prefix", "|>", "Dž", "#$%", "\u000b\n", "/mcamel", "Case"]}
+{"text": "!#$%'VEع<|fim_prefix|>HTTPServer\n<­\r\n\r\n‍字😀🏽é<sꟲdß<𐞁
>­,B<|fim_prefix|>३   \ne👍🏽\r\n\r\nd>", "tokens": 55, "pieces": ["!#$%'", "VEع", "<|", "fim", "_prefix", "|>", "HTTPServer", "\n", "<­\r\n\r\n", "‍字", "😀🏽", "é", "<sꟲdß", "<𐞁", "
", ">­,", "B", "<|", "fim", "_prefix", "|>", "३", "   \n", "e", "👍🏽\r\n\r\n", "d", ">"]}
+{"text": "½tİ\u000b
", "tokens": 5, "pieces": ["½", "t", "İ", "\u000b
"]}
+{"text": "'VE!!\n/ع😀🏽", "tokens": 8, "pieces": ["'VE", "!!\n/", "ع", "😀🏽"]}
+{"text": "
 \n ABC\tfi\"'VEAb㍿/s🙂ABCa/b‍　'M0<EOT>t\r\n'sEOT", "tokens": 29, "pieces": ["
 \n", " ABC", "\tfi", "\"'", "VEAb", "㍿/", "s", "🙂ABCa", "/b", "‍", "　", "'M", "0", "<EOT", ">t", "\r\n", "'s", "EOT"]}
+{"text": "\r\n\r\n#$%!!​½Ａ'M  'TiOS", "tokens": 12, "pieces": ["\r\n\r\n", "#$%!!​", "½", "Ａ'M", " ", " '", "Ti", "OS"]}
+{"text": "9éDžunglaEOTt<META_START>da/bİ12345678<|fim_prefix|>#$%ß𐞁m\r\n/\r\nع9camelCases\u000b'SDžunglaḍ̇éꟲEOT<|fim_prefix|>aſ,/", "tokens": 65, "pieces": ["9", "é", "Džungla", "EOTt", "<META", "_START", ">da", "/b", "İ", "123", "456", "78", "<|", "fim", "_prefix", "|>#$%", "ß𐞁m", "\r\n", "/\r\n", "ع", "9", "camel", "Cases", "\u000b", "'SDžunglaḍ̇éꟲ", "EOT", "<|", "fim", "_prefix", "|>", "aſ", ",/"]}
+{"text": "EOT0　0Ⅳꟲ#$%字
Z'ſ'Ta/bḍ̇'llß", "tokens": 25, "pieces": ["EOT", "0", "　", "0Ⅳ", "ꟲ", "#$%", "字", "
Z'ſ", "'Ta", "/bḍ̇'ll", "ß"]}
+{"text": "   \nDžunglam12345678\n/Ⅳ12345678EOT'lliOS'ſß", "tokens": 23, "pieces": ["   \n", "Džunglam", "123", "456", "78", "\n", "/", "Ⅳ12", "345", "678", "EOT'll", "i", "OS'ſ", "ß"]}
+{"text": "   \nEOTDž‍字\u000b👍🏽😀🏽字🙂", "tokens": 16, "pieces": ["   \n", "EOTDž", "‍字", "\u000b", "👍🏽😀🏽", "字", "🙂"]}
+{"text": "ꟲé12345678aB \n 12345678EOT   \n<३'VE<META_START>00…Ⅳ字iOSé'Reꟲ're's'siOSt 0aeعé's<EOT>", "tokens": 54, "pieces": ["ꟲé", "123", "456", "78", "a", "B", " \n", " ", "123", "456", "78", "EOT", "   \n", "<", "३", "'VE", "<META", "_START", ">", "00", "…", "Ⅳ", "字i", "OSé'Re", "ꟲ're", "'s's", "i", "OSt", " ", "0", "aeعé's", "<EOT", ">"]}
+{"text": "'ll'Sé/a/b(d eꟲ/\r\nＡå​'reAb'M#$%'sss\rḍ̇  ㋿/\r\nm", "tokens": 33, "pieces": ["'ll'S", "é", "/a", "/b", "(d", " eꟲ", "/\r\n", "Ａå", "​'", "re", "Ab'M", "#$%'", "sss", "\r", "ḍ̇", " ", " ㋿/\r\n", "m"]}
+{"text": "'ll \n/­<EOT>", "tokens": 9, "pieces": ["'ll", " \n", "/­<", "EOT", ">"]}
+{"text": "\"­<META_START>t'll\"ééfi0Z's\n  '㍿aB\"'re #$%…'ll\n/m漢३\u000b'D𐞁.ᵃ!!\t㍿Džungla😀🏽𐞁", "tokens": 61, "pieces": ["\"­<", "META", "_START", ">t'll", "\"ééfi", "0", "Z's", "\n", " ", " '㍿", "a", "B", "\"'", "re", " #$%", "…", "'ll", "\n", "/m漢", "३", "\u000b", "'D𐞁", ".ᵃ", "!!", "\t", "㍿Džungla", "😀🏽", "𐞁"]}
+{"text": "sßAb'M\n\"\r\n\r\n<漢\tAb🙂DžＡ\t㍿\n/  ", "tokens": 21, "pieces": ["sß", "Ab'M", "\n", "\"\r\n\r\n", "<漢", "\tAb", "🙂DžＡ", "\t", "㍿\n/", "  "]}
+{"text": "'s \n 👍🏽㍿ḍ̇🙂", "tokens": 12, "pieces": ["'s", " \n", " 👍🏽㍿", "ḍ̇", "🙂"]}
+{"text": "(½　Z9s\r#$%12345678m'S
­\nDžunglafi𐞁ᵃmHTTPServer 'Re㍿㍿ \n B!!!'reZعİ<|endoftext|>", "tokens": 54, "pieces": ["(", "½", "　Z", "9", "s", "\r", "#$%", "123", "456", "78", "m'S", "
", "­\n", "Džunglafi𐞁ᵃm", "HTTPServer", " '", "Re", "㍿㍿", " \n", " B", "!!!'", "re", "Zع", "İ", "<|", "endoftext", "|>"]}
+{"text": "\réＡ a/ba­…٣٤٥٦\n12345678漢", "tokens": 19, "pieces": ["\r", "é", "Ａ", " a", "/ba", "­", "…", "٣٤٥", "٦", "\n", "123", "456", "78", "漢"]}
+{"text": "\r\n\r\n'T#$%< \n 'VE ", "tokens": 9, "pieces": ["\r\n\r\n", "'T", "#$%<", " \n", " '", "VE", " "]}
+{"text": "\n/字iOSع½\r\n\r\n
<EOT>camelCase#$%٣٤٥٦å<|fim_prefix|>­\r'SfiⅣ", "tokens": 34, "pieces": ["\n", "/字i", "OSع", "½", "\r\n\r\n", "
", "<EOT", ">camel", "Case", "#$%", "٣٤٥", "٦", "å", "<|", "fim", "_prefix", "|>­\r", "'Sfi", "Ⅳ"]}
+{"text": "'s漢𐞁İiOScamelCasedİe   #$%d'MABCs \n 'reİa/b<EOT>-ع'reHTTPServer \n!३camelCase<|fim_prefix|>😀🏽é.", "tokens": 52, "pieces": ["'s漢𐞁", "İi", "OScamel", "Cased", "İe", "  ", " #$%", "d'M", "ABCs", " \n", " '", "re", "İa", "/b", "<EOT", ">-", "ع're", "HTTPServer", " \n", "!", "३", "camel", "Case", "<|", "fim", "_prefix", "|>😀🏽", "é", "."]}
+{"text": "12345678Džungla'D ½a \n …<12345678ᵃ/aBDžungla\u000b㍿camelCase🙂mع\u000b<|fim_prefix|>'Tm字iOS<|endoftext|><|endoftext|>iOSſABC\tꟲ<EOT>😀🏽\n/Ab\t", "tokens": 79, "pieces": ["123", "456", "78", "Džungla'D", " ", "½", "a", " \n", " ", "…", "<", "123", "456", "78", "ᵃ", "/a", "BDžungla", "\u000b", "㍿camel", "Case", "🙂mع", "\u000b", "<|", "fim", "_prefix", "|>'", "Tm字i", "OS", "<|", "endoftext", "|><|", "endoftext", "|>", "i", "OSſ", "ABC", "\tꟲ", "<EOT", ">😀🏽\n/", "Ab", "\t"]}
+{"text": "漢'ſ", "tokens": 3, "pieces": ["漢'ſ"]}
+{"text": "…  camelCasefiİ<३#$%㍿ḍ̇dB😀🏽", "tokens": 22, "pieces": ["… ", " camel", "Casefi", "İ", "<", "३", "#$%㍿", "ḍ̇d", "B", "😀🏽"]}
+{"text": "\u000b\n/!\r\n\r\niOS'ſ12345678/\r\n ㍿'M<|fim_prefix|>Ab\r😀🏽ſ'll­", "tokens": 33, "pieces": ["\u000b\n", "/!\r\n\r\n", "i", "OS'ſ", "123", "456", "78", "/\r\n", " ㍿'", "M", "<|", "fim", "_prefix", "|>", "Ab", "\r", "😀🏽", "ſ'll", "­"]}
+{"text": "'Taſ​'ll0३'S'ſ'Sſ!!😀🏽,!!\u000bHTTPServer/​mé
9𐞁ß𐞁\r\n\r\n's'ᵃ🙂s", "tokens": 44, "pieces": ["'Taſ", "​'", "ll", "0३", "'S'ſ", "'Sſ", "!!😀🏽,!!", "\u000bHTTPServer", "/​", "mé", "
", "9", "𐞁ß𐞁", "\r\n\r\n", "'s", "'ᵃ", "🙂s"]}
+{"text": "/\r\n👍🏽­​İİß're\n/'llZmB\n/́ſ́aBİع😀🏽're  …'ſ  '　.㋿camelCaseHTTPServerfit'sm", "tokens": 49, "pieces": ["/\r\n", "👍🏽­​", "İİß're", "\n", "/'", "ll", "Zm", "B", "\n", "/́ſ́a", "Bİع", "😀🏽'", "re", "  ", "…", "'ſ", " ", " '", "　", ".㋿", "camel", "Case", "HTTPServerfit's", "m"]}
+{"text": "ꟲ!!m'D,.,ع🙂!!iOS#$%\r\n…\"\rAb'SaBABC👍🏽>\u000b👍🏽t#$%Dž½", "tokens": 38, "pieces": ["ꟲ", "!!", "m'D", ",.,", "ع", "🙂!!", "i", "OS", "#$%\r\n", "…", "\"\r", "Ab'S", "a", "BABC", "👍🏽>", "\u000b", "👍🏽", "t", "#$%", "Dž", "½"]}
+{"text": "Ab0\r\nſ🙂é,B-,fi'll'VE'BEOT
12345678\n/HTTPServerEOT👍🏽ع \n ⅣcamelCase🙂字🙂ßEOT\u000beiOS…🙂\"٣٤٥٦", "tokens": 53, "pieces": ["Ab", "0", "\r\n", "ſ", "🙂é", ",B", "-,", "fi'll", "'VE", "'BEOT", "
", "123", "456", "78", "\n", "/HTTPServer", "EOT", "👍🏽", "ع", " \n", " ", "Ⅳ", "camel", "Case", "🙂字", "🙂ß", "EOT", "\u000bei", "OS", "…", "🙂\"", "٣٤٥", "٦"]}
+{"text": "EOT'reİ😀🏽 ㋿aB
HTTPServer　<३'D", "tokens": 20, "pieces": ["EOT're", "İ", "😀🏽", " ㋿", "a", "B", "
HTTPServer", "　", "<", "३", "'D"]}
+{"text": "Ⅳ\r\u000b漢
<|endoftext|><META_START> \n 'll½­å  Džungla　åⅣᵃiOSḍ̇́ſ!‍aB/\r\nAbع ́aBe\u000b'ſ㋿
", "tokens": 61, "pieces": ["Ⅳ", "\r", "\u000b漢", "
", "<|", "endoftext", "|><", "META", "_START", ">", " \n", " '", "ll", "½", "­å", " ", " Džungla", "　å", "Ⅳ", "ᵃi", "OSḍ̇́ſ", "!‍", "a", "B", "/\r\n", "Abع", " ́a", "Be", "\u000b", "'ſ", "㋿", "
"]}
+{"text": "\nZ!!é#$%٣٤٥٦ ㋿\t​­/
ABC㋿", "tokens": 23, "pieces": ["\n", "Z", "!!", "é", "#$%", "٣٤٥", "٦", " ", "㋿", "\t", "​­/", "
ABC", "㋿"]}
+{"text": " \n Zm\r\n'sé漢!!#$%<META_START>a/bEOTꟲ<|endoftext|>'sß👍🏽😀🏽\n/dcamelCase'T'D9s>\niOS\n/ꟲ'VE's/\rᵃDž…iOS", "tokens": 67, "pieces": [" \n", " Zm", "\r\n", "'sé漢", "!!#$%<", "META", "_START", ">a", "/b", "EOTꟲ", "<|", "endoftext", "|>'", "sß", "👍🏽😀🏽\n/", "dcamel", "Case'T", "'D", "9", "s", ">\n", "i", "OS", "\n", "/ꟲ'VE", "'s", "/\r", "ᵃ", "Dž", "…i", "OS"]}
+{"text": "\rsＡعsEOT
　\t<META_START>ſ \n    \n　 \n a/b\t'VEe>'VEDžungla.e'ReZ…'<|fim_prefix|>0BⅣ\"\ta", "tokens": 47, "pieces": ["\r", "s", "Ａعs", "EOT", "
　", "\t", "<META", "_START", ">ſ", " \n    \n　 \n", " a", "/b", "\t", "'VEe", ">'", "VEDžungla", ".e'Re", "Z", "…", "'<|", "fim", "_prefix", "|>", "0", "B", "Ⅳ", "\"", "\ta"]}
+{"text": "Ⅳ<META_START>", "tokens": 6, "pieces": ["Ⅳ", "<META", "_START", ">"]}
+{"text": "ſiOSéEOT    \nsß\r\n\r\n字½!!㋿(é😀🏽
>", "tokens": 24, "pieces": ["ſi", "OSé", "EOT", "    \n", "sß", "\r\n\r\n", "字", "½", "!!㋿(", "é", "😀🏽", "
", ">"]}
+{"text": "​½ꟲ㋿.dⅣ'M३1234567812345678iOS‍…'Refi'llİ", "tokens": 29, "pieces": ["​", "½", "ꟲ", "㋿.", "d", "Ⅳ", "'M", "३12", "345", "678", "123", "456", "78", "i", "OS", "‍", "…", "'Refi'll", "İ"]}
+{"text": "㋿é
'Mſ#$%s#$%
👍🏽  😀🏽३İ‍'VEع-HTTPServer字­", "tokens": 31, "pieces": ["㋿é", "
", "'Mſ", "#$%", "s", "#$%", "
", "👍🏽", " ", " 😀🏽", "३", "İ", "‍'", "VEع", "-HTTPServer字", "­"]}
+{"text": "३fi9­HTTPServer", "tokens": 6, "pieces": ["३", "fi", "9", "­HTTPServer"]}
+{"text": " Abꟲ\"ABC", "tokens": 7, "pieces": [" Abꟲ", "\"ABC"]}
+{"text": "字́d/Ⅳḍ̇'a/bZ,ᵃ
'St​'ll‍३s𐞁İ", "tokens": 30, "pieces": ["字́d", "/", "Ⅳ", "ḍ̇", "'a", "/b", "Z", ",ᵃ", "
", "'St", "​'", "ll", "‍", "३", "s𐞁", "İ"]}
+{"text": "漢ꟲéİſfiZ\u000b㍿.\rDž३iOS>\n
EOT㍿   \n'T", "tokens": 30, "pieces": ["漢ꟲé", "İſfi", "Z", "\u000b", "㍿.\r", "Dž", "३", "i", "OS", ">\n", "
EOT", "㍿", "   \n", "'T"]}
+{"text": ">😀🏽's🙂>'re\r\ń/\r\n<|endoftext|>'DB\r\n9…'sＡ\n/(eß'D<META_START>/a…-   \n  m\r\nem
ABC<dDžungla'Re", "tokens": 53, "pieces": [">😀🏽'", "s", "🙂>'", "re", "\r\n", "́", "/\r\n", "<|", "endoftext", "|>'", "DB", "\r\n", "9", "…", "'s", "Ａ", "\n", "/(", "eß'D", "<META", "_START", ">/", "a", "…", "-", "   \n", " ", " m", "\r\n", "em", "
ABC", "<d", "Džungla'Re"]}
+{"text": "\n/'Re​ 12345678aAb\ré99\r\né'ſ'Re😀🏽/\r\né   \n字İ…Ⅳ\n\u000b", "tokens": 34, "pieces": ["\n", "/'", "Re", "​", " ", "123", "456", "78", "a", "Ab", "\r", "é", "99", "\r\n", "é'ſ", "'Re", "😀🏽/\r\n", "é", "   \n", "字", "İ", "…", "Ⅳ", "\n", "\u000b"]}
+{"text": "　<|fim_prefix|>12345678'T\n'VE<EOT>𐞁𐞁\u000b<ß<|fim_prefix|>d<EOT>iOSaBABC…Ⅳa\r\n​", "tokens": 50, "pieces": ["　", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'T", "\n", "'VE", "<EOT", ">𐞁𐞁", "\u000b", "<ß", "<|", "fim", "_prefix", "|>", "d", "<EOT", ">i", "OSa", "BABC", "…", "Ⅳ", "a", "\r\n", "​"]}
+{"text": "å😀🏽ع<META_START>camelCase  /\r\n  ḍ̇ \n Ab漢", "tokens": 23, "pieces": ["å", "😀🏽", "ع", "<META", "_START", ">camel", "Case", " ", " /\r\n", " ", " ḍ̇", " \n", " Ab漢"]}
+{"text": "ḍ̇\u000b­Z/Džungla٣٤٥٦!\n　…　>EOT<|fim_prefix|>
'ReAbéعABC\n/'VE½Ａ\u000be(👍🏽", "tokens": 45, "pieces": ["ḍ̇", "\u000b", "­Z", "/Džungla", "٣٤٥", "٦", "!\n", "　…", "　", ">EOT", "<|", "fim", "_prefix", "|>", "
", "'Re", "Abéع", "ABC", "\n", "/'", "VE", "½", "Ａ", "\u000be", "(👍🏽"]}
+{"text": "'S>m!B>#$%!!0ſAbABCİ👍🏽é'D ​ B   \n\u000bDžungla\n/  aBB  \n/　\r'M", "tokens": 38, "pieces": ["'S", ">m", "!B", ">#$%!!", "0", "ſ", "Ab", "ABCİ", "👍🏽", "é'D", " ", "​", " B", "   \n", "\u000bDžungla", "\n", "/", " ", " a", "BB", "  \n", "/", "　\r", "'M"]}
+{"text": "/😀🏽-İ-åع'ſ\r\n dcamelCase😀🏽's㋿(㍿㍿'<META_START>et…a<|endoftext|>/\r\n!<META_START>", "tokens": 51, "pieces": ["/😀🏽-", "İ", "-åع'ſ", "\r\n", " dcamel", "Case", "😀🏽'", "s", "㋿(㍿㍿'<", "META", "_START", ">et", "…a", "<|", "endoftext", "|>/\r\n", "!<", "META", "_START", ">"]}
+{"text": "Zع'fi\r\n\r\n\r\nABCe0\rZ३ficamelCase'DDžungla'MsEOTd\r0ſꟲ'ReDžungla9…Ab½DžunglaAbDžungla½", "tokens": 50, "pieces": ["Zع", "'fi", "\r\n\r\n\r\n", "ABCe", "0", "\r", "Z", "३", "ficamel", "Case'D", "Džungla'M", "s", "EOTd", "\r", "0", "ſꟲ'Re", "Džungla", "9", "…Ab", "½", "Džungla", "Ab", "Džungla", "½"]}
+{"text": "ABCaBß　'VEe'sDžunglaᵃ", "tokens": 16, "pieces": ["ABCa", "Bß", "　", "'VEe's", "Džunglaᵃ"]}
+{"text": "Z  🙂é!!漢‍\r\n漢👍🏽B", "tokens": 13, "pieces": ["Z", " ", " 🙂", "é", "!!", "漢", "‍\r\n", "漢", "👍🏽", "B"]}
+{"text": "EOTDžungla  (iOS'😀🏽 \n /\r\n,\rt\r\n\r\n🙂B'Ⅳ0EOTa/b\r\n\r\n!‍<EOT>", "tokens": 38, "pieces": ["EOTDžungla", " ", " (", "i", "OS", "'😀🏽", " \n", " /\r\n", ",\r", "t", "\r\n\r\n", "🙂B", "'", "Ⅳ0", "EOTa", "/b", "\r\n\r\n", "!‍<", "EOT", ">"]}
+{"text": "\u000bEOT.s
ſ👍🏽👍🏽İع. \n >🙂㍿,s<EOT>'T𐞁iOSḍ̇‍BDžungla😀🏽Džungla>İ🙂DžunglacamelCase'D<EOT>'ſ!d㋿", "tokens": 68, "pieces": ["\u000bEOT", ".s", "
ſ", "👍🏽👍🏽", "İع", ".", " \n", " >🙂㍿,", "s", "<EOT", ">'", "T𐞁i", "OSḍ̇", "‍BDžungla", "😀🏽", "Džungla", ">İ", "🙂Džunglacamel", "Case'D", "<EOT", ">'", "ſ", "!d", "㋿"]}
+{"text": "''S<EOT>9ABC㋿,\n/9\r'Ś(ABCⅣ́", "tokens": 20, "pieces": ["''", "S", "<EOT", ">", "9", "ABC", "㋿,\n/", "9", "\r", "'Ś", "(ABC", "Ⅳ", "́"]}
+{"text": "漢㋿​'VE​ßḍ̇<㋿iOS…İ㍿ fiＡ  ́㋿ \n Ab'VE", "tokens": 37, "pieces": ["漢", "㋿​'", "VE", "​ßḍ̇", "<㋿", "i", "OS", "…İ", "㍿", " fi", "Ａ", " ", " ́", "㋿", " \n", " Ab'VE"]}
+{"text": "d字\r\n\r\n𐞁camelCaseHTTPServer'ſ́9aåå<|fim_prefix|><  .éḍ̇dⅣßfi", "tokens": 36, "pieces": ["d字", "\r\n\r\n", "𐞁camel", "Case", "HTTPServer'ſ", "́", "9", "aåå", "<|", "fim", "_prefix", "|><", " ", " .", "éḍ̇d", "Ⅳ", "ßfi"]}
+{"text": "'VEⅣåst \n fi\"(   \nİ٣٤٥٦0camelCase٣٤٥٦'D'TＡ/\r\nBdt字३", "tokens": 31, "pieces": ["'VE", "Ⅳ", "åst", " \n", " fi", "\"(", "   \n", "İ", "٣٤٥", "٦0", "camel", "Case", "٣٤٥", "٦", "'D'T", "Ａ", "/\r\n", "Bdt字", "३"]}
+{"text": "字\rcamelCase\r\n\r\néåt#$%fi\n/<EOT>,!HTTPServer#$%  'ss", "tokens": 26, "pieces": ["字", "\r", "camel", "Case", "\r\n\r\n", "éåt", "#$%", "fi", "\n", "/<", "EOT", ">,!", "HTTPServer", "#$%", " ", " '", "ss"]}
+{"text": "\t𐞁'll….\rⅣ9\u000bᵃ٣٤٥٦𐞁iOS\n\t…​'M　३\t'S👍🏽　d'", "tokens": 44, "pieces": ["\t𐞁'll", "…", ".\r", "Ⅳ9", "\u000bᵃ", "٣٤٥", "٦", "𐞁i", "OS", "\n", "\t", "…", "​'", "M", "　", "३", "\t", "'S", "👍🏽", "　d", "'"]}
+{"text": "fi漢👍🏽", "tokens": 5, "pieces": ["fi漢", "👍🏽"]}
+{"text": "字<|endoftext|>\r\n>𐞁\t\r\nß AbZ<EOT> \n 'Sd\r­/\r\n​ \n ", "tokens": 29, "pieces": ["字", "<|", "endoftext", "|>\r\n", ">𐞁", "\t\r\n", "ß", " Ab", "Z", "<EOT", ">", " \n", " '", "Sd", "\r", "­/\r\n", "​", " \n", " "]}
+{"text": "​Džungla", "tokens": 5, "pieces": ["​Džungla"]}
+{"text": "\r\n   éfi㍿Z३Dž", "tokens": 12, "pieces": ["\r\n", "  ", " éfi", "㍿Z", "३", "Dž"]}
+{"text": "9\u000b'VE'll", "tokens": 5, "pieces": ["9", "\u000b", "'VE'll"]}
+{"text": " 🙂!​\n'Mm\n/Bé'D>s\r\n字'M㋿\nEOT's/\r\n　fi('Ta/bmd", "tokens": 28, "pieces": [" 🙂!​\n", "'Mm", "\n", "/Bé'D", ">s", "\r\n", "字'M", "㋿\n", "EOT's", "/\r\n", "　fi", "('", "Ta", "/bmd"]}
+{"text": "<META_START>/\r\n‍å>B's字'VE'𐞁iOS-ꟲå३Džunglae‍ḍ̇​fi>.", "tokens": 39, "pieces": ["<META", "_START", ">/\r\n", "‍å", ">B's", "字'VE", "'𐞁i", "OS", "-ꟲå", "३", "Džunglae", "‍ḍ̇", "​fi", ">."]}
+{"text": "   \nABCiOS३İ\nABCDžs", "tokens": 11, "pieces": ["   \n", "ABCi", "OS", "३", "İ", "\n", "ABCDžs"]}
+{"text": "e字,\r\n\r\ncamelCase'llcamelCaseåHTTPServereعtEOT'ReABCé>", "tokens": 22, "pieces": ["e字", ",\r\n\r\n", "camel", "Case'll", "camel", "Caseå", "HTTPServereعt", "EOT'Re", "ABCé", ">"]}
+{"text": "009<|endoftext|>a'll\"<META_START>  'reḍ̇Džungla　/\r\n  émİꟲ'M", "tokens": 35, "pieces": ["009", "<|", "endoftext", "|>", "a'll", "\"<", "META", "_START", ">", " ", " '", "reḍ̇", "Džungla", "　", "/\r\n", " ", " ém", "İꟲ'M"]}
+{"text": "\n漢'VE \n ", "tokens": 6, "pieces": ["\n", "漢'VE", " \n", " "]}
+{"text": "\n/<META_START>\t\nEOTꟲ0㋿édéB㋿,", "tokens": 23, "pieces": ["\n", "/<", "META", "_START", ">", "\t\n", "EOTꟲ", "0", "㋿édé", "B", "㋿,"]}
+{"text": "ᵃ漢   \n­\n/aBédéaB   \n#$%fiZ\r\n!!HTTPServer'ſ'llcamelCase", "tokens": 26, "pieces": ["ᵃ漢", "   \n", "­\n/", "a", "Bédéa", "B", "   \n", "#$%", "fi", "Z", "\r\n", "!!", "HTTPServer'ſ", "'llcamel", "Case"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'llİᵃ9😀🏽s‍'ſⅣ㋿<|endoftext|>ᵃ're🙂𐞁'ſ…\u000beعßB're", "tokens": 44, "pieces": ["'ll", "İᵃ", "9", "😀🏽", "s", "‍'", "ſ", "Ⅳ", "㋿<|", "endoftext", "|>", "ᵃ're", "🙂𐞁'ſ", "…", "\u000beعß", "B're"]}
+{"text": "'Re!camelCase字👍🏽(å-!\"٣٤٥٦\u000b/½/​ع<ᵃ \n <|endoftext|>'Se 12345678'll🙂<|fim_prefix|>éDžunglaé'MHTTPServer!!‍!", "tokens": 62, "pieces": ["'Re", "!camel", "Case字", "👍🏽(", "å", "-!\"", "٣٤٥", "٦", "\u000b", "/", "½", "/​", "ع", "<ᵃ", " \n", " <|", "endoftext", "|>'", "Se", " ", "123", "456", "78", "'ll", "🙂<|", "fim", "_prefix", "|>", "é", "Džunglaé'M", "HTTPServer", "!!‍!"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "'VE㋿", "tokens": 5, "pieces": ["'VE", "㋿"]}
+{"text": "
iOS''Refi👍🏽\nfi👍🏽\r\n\r\n!! \n ٣٤٥٦'ll٣٤٥٦t!!…😀🏽ᵃmİⅣ", "tokens": 41, "pieces": ["
i", "OS", "''", "Refi", "👍🏽\n", "fi", "👍🏽\r\n\r\n", "!!", " \n", " ", "٣٤٥", "٦", "'ll", "٣٤٥", "٦", "t", "!!", "…", "😀🏽", "ᵃm", "İ", "Ⅳ"]}
+{"text": "…'Me<|fim_prefix|>\r\n\r\n 𐞁camelCase३\u000biOS12345678d('D", "tokens": 27, "pieces": ["…", "'Me", "<|", "fim", "_prefix", "|>\r\n\r\n", " 𐞁camel", "Case", "३", "\u000bi", "OS", "123", "456", "78", "d", "('", "D"]}
+{"text": "Džungla\rEOT  Džungla-…aB\r\n  ", "tokens": 20, "pieces": ["Džungla", "\r", "EOT", " ", " Džungla", "-", "…a", "B", "\r\n", "  "]}
+{"text": "İå'Sm-!fi'S\u000bſBiOS​ \n >camelCase\"912345678\r\n\r\n\tZ", "tokens": 24, "pieces": ["İå'S", "m", "-!", "fi'S", "\u000bſ", "Bi", "OS", "​", " \n", " >", "camel", "Case", "\"", "912", "345", "678", "\r\n\r\n", "\tZ"]}
+{"text": "‍9‍­/\r\n-sé,…!!d(\r\n   \nſ#$%漢é#$%!㋿ᵃ½ABC\r\t\r\nZed\n/𐞁<META_START> ​  ", "tokens": 45, "pieces": ["‍", "9", "‍­/\r\n", "-sé", ",", "…", "!!", "d", "(\r\n", "   \n", "ſ", "#$%", "漢é", "#$%!㋿", "ᵃ", "½", "ABC", "\r\t\r\n", "Zed", "\n", "/𐞁", "<META", "_START", ">", " ​", "  "]}
+{"text": "HTTPServer'DßAb漢m'll9Dž<META_START>!0漢'ſḍ̇\u000b-ſa/bfiB\r\n\r\n‍'TDž  (Ⅳ/\r\n", "tokens": 41, "pieces": ["HTTPServer'D", "ß", "Ab漢m'll", "9", "Dž", "<META", "_START", ">!", "0", "漢'ſ", "ḍ̇", "\u000b", "-ſa", "/bfi", "B", "\r\n\r\n", "‍'", "TDž", " ", " (", "Ⅳ", "/\r\n"]}
+{"text": "!å('T ½a/b​0\r\n.DžunglaHTTPServer'ſ㍿fi㋿!字!​漢😀🏽\tᵃZ!Z字  ", "tokens": 45, "pieces": ["!å", "('", "T", " ", "½", "a", "/b", "​", "0", "\r\n", ".Džungla", "HTTPServer'ſ", "㍿fi", "㋿!", "字", "!​", "漢", "😀🏽", "\tᵃ", "Z", "!Z字", "  "]}
+{"text": "ع EOT!!0ſ'VEＡ", "tokens": 9, "pieces": ["ع", " EOT", "!!", "0", "ſ'VE", "Ａ"]}
+{"text": "\r<|fim_prefix|>'s \n DžåAb\t­\n३B'sAbs\n😀🏽…", "tokens": 27, "pieces": ["\r", "<|", "fim", "_prefix", "|>'", "s", " \n", " Džå", "Ab", "\t", "­\n", "३", "B's", "Abs", "\n", "😀🏽", "…"]}
+{"text": "m👍🏽e\r\n\r\n9‍a/bⅣ<🙂́(ع(<|fim_prefix|>­- \n \"m<|endoftext|>>㋿\t
<e", "tokens": 42, "pieces": ["m", "👍🏽", "e", "\r\n\r\n", "9", "‍a", "/b", "Ⅳ", "<🙂́(", "ع", "(<|", "fim", "_prefix", "|>­-", " \n", " \"", "m", "<|", "endoftext", "|>>㋿", "\t", "
", "<e"]}
+{"text": "   \n!!İ\r\n\r\n٣٤٥٦ <|fim_prefix|>㍿ⅣHTTPServer   \nABC", "tokens": 24, "pieces": ["   \n", "!!", "İ", "\r\n\r\n", "٣٤٥", "٦", " ", "<|", "fim", "_prefix", "|>㍿", "Ⅳ", "HTTPServer", "   \n", "ABC"]}
+{"text": "'ll,🙂camelCase…­😀🏽-m'D'D ⅣB'Sᵃ😀🏽'HTTPServer", "tokens": 29, "pieces": ["'ll", ",🙂", "camel", "Case", "…", "­😀🏽-", "m'D", "'D", " ", "Ⅳ", "B'S", "ᵃ", "😀🏽'", "HTTPServer"]}
+{"text": "é.Ⅳé
Ⅳ>   \n12345678a/b👍🏽Dž\r\n\r\n\r\nBs𐞁<EOT><'T>…9,9字 'reᵃᵃ!>­ſ\"Džungla漢", "tokens": 58, "pieces": ["é", ".", "Ⅳ", "é", "
", "Ⅳ", ">", "   \n", "123", "456", "78", "a", "/b", "👍🏽", "Dž", "\r\n\r\n\r\n", "Bs𐞁", "<EOT", "><'", "T", ">", "…", "9", ",", "9", "字", " '", "reᵃᵃ", "!>­", "ſ", "\"Džungla漢"]}
+{"text": "aEOT'ſ'ſ s \n iOS \n ᵃ'refiABC३\n'D", "tokens": 22, "pieces": ["a", "EOT'ſ", "'ſ", " s", " \n", " i", "OS", " \n", " ᵃ're", "fi", "ABC", "३", "\n", "'D"]}
+{"text": "tiOS'SＡ\r\n漢9<META_START>‍　\t12345678'M٣٤٥٦>𐞁३٣٤٥٦\n/!!d漢'VEHTTPServer're<META_START>ＡABC", "tokens": 48, "pieces": ["ti", "OS'S", "Ａ", "\r\n", "漢", "9", "<META", "_START", ">‍", "　", "\t", "123", "456", "78", "'M", "٣٤٥", "٦", ">𐞁", "३٣٤", "٥٦", "\n", "/!!", "d漢'VE", "HTTPServer're", "<META", "_START", ">ＡABC"]}
+{"text": "'S'T‍12345678字ABC", "tokens": 8, "pieces": ["'S'T", "‍", "123", "456", "78", "字", "ABC"]}
+{"text": "㍿​'DB!!<Dž😀🏽'D漢\n/<META_START>/tAb　　ᵃ'ReHTTPServerfi\r\n字saBa字iOS'll#$%Z½㋿", "tokens": 47, "pieces": ["㍿​'", "DB", "!!<", "Dž", "😀🏽'", "D漢", "\n", "/<", "META", "_START", ">/", "t", "Ab", "　", "　ᵃ'Re", "HTTPServerfi", "\r\n", "字sa", "Ba字i", "OS'll", "#$%", "Z", "½", "㋿"]}
+{"text": "s,\niOS!#$%Ａ\r…😀🏽,a/bZ's­mZḍ̇३'VE\r\n/'ll\u000b.HTTPServereعİm㋿'S'M'Re", "tokens": 45, "pieces": ["s", ",\n", "i", "OS", "!#$%", "Ａ", "\r", "…", "😀🏽,", "a", "/b", "Z's", "­m", "Zḍ̇", "३", "'VE", "\r\n", "/'", "ll", "\u000b", ".HTTPServereع", "İm", "㋿'", "S'M", "'Re"]}
+{"text": "ßt 👍🏽́ع'VE's٣٤٥٦!!12345678<|endoftext|>\r/\r\n½ ḍ̇", "tokens": 31, "pieces": ["ßt", " 👍🏽́", "ع'VE", "'s", "٣٤٥", "٦", "!!", "123", "456", "78", "<|", "endoftext", "|>\r/\r\n", "½", " ḍ̇"]}
+{"text": "\n/12345678camelCase/٣٤٥٦EOT'ſ's\n/<\ra/biOSİ!!😀🏽a\r\n\r\n\r\n!!åééa㍿a/b", "tokens": 44, "pieces": ["\n", "/", "123", "456", "78", "camel", "Case", "/", "٣٤٥", "٦", "EOT'ſ", "'s", "\n", "/<\r", "a", "/bi", "OSİ", "!!😀🏽", "a", "\r\n\r\n\r\n", "!!", "åééa", "㍿a", "/b"]}
+{"text": "👍🏽½Ⅳ
'M   \n字 'T  ,½́/é'ſ'", "tokens": 21, "pieces": ["👍🏽", "½Ⅳ", "
", "'M", "   \n", "字", " ", "'T", " ", " ,", "½", "́", "/é'ſ", "'"]}
+{"text": "\rZ'sEOTHTTPServer<META_START>fi0½AbHTTPServera/b<|endoftext|>…'Re\n<|fim_prefix|>-", "tokens": 36, "pieces": ["\r", "Z's", "EOTHTTPServer", "<META", "_START", ">fi", "0½", "Ab", "HTTPServera", "/b", "<|", "endoftext", "|>", "…", "'Re", "\n", "<|", "fim", "_prefix", "|>-"]}
+{"text": "s'D'rét漢é<|endoftext|>…HTTPServerHTTPServerABC9!!'re½'D😀🏽,ß漢Z", "tokens": 35, "pieces": ["s'D", "'rét漢é", "<|", "endoftext", "|>", "…HTTPServer", "HTTPServer", "ABC", "9", "!!'", "re", "½", "'D", "😀🏽,", "ß漢", "Z"]}
+{"text": "<EOT>😀🏽'VEt३ \t9'Reé́!,𐞁́<|endoftext|><|fim_prefix|>㋿9>­́'ReZ're/\r\n 👍🏽'ſ
é'T㍿\r\n\r\n", "tokens": 61, "pieces": ["<EOT", ">😀🏽'", "VEt", "३", " ", "\t", "9", "'Reé́", "!,", "𐞁́", "<|", "endoftext", "|><|", "fim", "_prefix", "|>㋿", "9", ">­́'", "Re", "Z're", "/\r\n", " ", "👍🏽'", "ſ", "
é'T", "㍿\r\n\r\n"]}
+{"text": "
<|endoftext|>", "tokens": 8, "pieces": ["
", "<|", "endoftext", "|>"]}
+{"text": "s.</\r\n<EOT>👍🏽é'M漢ꟲ'ß \n #$%0\r\n‍(", "tokens": 25, "pieces": ["s", ".</\r\n", "<EOT", ">👍🏽", "é'M", "漢ꟲ", "'ß", " \n", " #$%", "0", "\r\n", "‍("]}
+{"text": "å漢EOT👍🏽🙂12345678\n/#$%   \n'S　Džungla'D🙂Ⅳ12345678fi🙂EOT'", "tokens": 35, "pieces": ["å漢", "EOT", "👍🏽🙂", "123", "456", "78", "\n", "/#$%", "   \n", "'S", "　Džungla'D", "🙂", "Ⅳ12", "345", "678", "fi", "🙂EOT", "'"]}
+{"text": "३ſ'VEع\"'VE𐞁­'s٣٤٥٦'SZ/!!'ſꟲ<'M   
/\r\nHTTPServerfi", "tokens": 35, "pieces": ["३", "ſ'VE", "ع", "\"'", "VE𐞁", "­'", "s", "٣٤٥", "٦", "'SZ", "/!!'", "ſꟲ", "<'", "M", "   ", "
", "/\r\n", "HTTPServerfi"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\u000b're'SＡ'Re𐞁9\r\n\n/,m\r\n\r\ncamelCase𐞁३é\r\n\r\nع­​…\t'SＡ
<META_START>aBſ…ḍ̇Z/㍿Z‍a/b", "tokens": 53, "pieces": ["\u000b", "'re'S", "Ａ'Re", "𐞁", "9", "\r\n\n", "/,", "m", "\r\n\r\n", "camel", "Case𐞁", "३", "é", "\r\n\r\n", "ع", "­​", "…", "\t", "'SＡ", "
", "<META", "_START", ">a", "Bſ", "…ḍ̇", "Z", "/㍿", "Z", "‍a", "/b"]}
+{"text": "-‍.<|endoftext|>́Ⅳꟲa/b字'S#$%m'T
½", "tokens": 25, "pieces": ["-‍.<|", "endoftext", "|>́", "Ⅳ", "ꟲa", "/b字'S", "#$%", "m'T", "
", "½"]}
+{"text": "'T,,e0/   \n'<EOT>  B'S'SDžunglaABCZ\u000b.\r\n9\ts\r\n\r\n'M㋿㋿12345678mſ!!
aB́>-
/\r\n👍🏽", "tokens": 48, "pieces": ["'T", ",,", "e", "0", "/", "   \n", "'<", "EOT", ">", " ", " B'S", "'SDžungla", "ABCZ", "\u000b", ".\r\n", "9", "\ts", "\r\n\r\n", "'M", "㋿㋿", "123", "456", "78", "mſ", "!!", "
a", "B́", ">-", "
", "/\r\n", "👍🏽"]}
+{"text": "ſe­'VE½'re\"́㍿'.0>d,٣٤٥٦Ab'\r\n  ZZs're漢Ⅳ­Ａ   \n\u000bZ0aB​/\r\nᵃEOT", "tokens": 44, "pieces": ["ſe", "­'", "VE", "½", "'re", "\"́", "㍿'.", "0", ">d", ",", "٣٤٥", "٦", "Ab", "'\r\n", " ", " ZZs're", "漢", "Ⅳ", "­Ａ", "   \n", "\u000bZ", "0", "a", "B", "​/\r\n", "ᵃ", "EOT"]}
+{"text": "…,😀🏽\n//\r\nHTTPServer!㋿Z'ſ-", "tokens": 18, "pieces": ["…", ",😀🏽\n//\r\n", "HTTPServer", "!㋿", "Z'ſ", "-"]}
+{"text": "Dž<|endoftext|>…HTTPServer-ꟲ'VE　字　ßaBDžع9\u000bEOT9'.ꟲ\r\nssaB  Dž", "tokens": 44, "pieces": ["Dž", "<|", "endoftext", "|>", "…HTTPServer", "-ꟲ'VE", "　字", "　ßa", "BDžع", "9", "\u000bEOT", "9", "'.", "ꟲ", "\r\n", "ssa", "B", " ", " Dž"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "/\r\nİe‍#$%'ScamelCase'llEOT/'Dé
<EOT>字字fi\tＡ\"'MABC/ع'reꟲ­ꟲ­aEOT𐞁字Džꟲßſ", "tokens": 52, "pieces": ["/\r\n", "İe", "‍#$%'", "Scamel", "Case'll", "EOT", "/'", "Dé", "
", "<EOT", ">字字fi", "\tＡ", "\"'", "MABC", "/ع're", "ꟲ", "­ꟲ", "­a", "EOT𐞁字Džꟲßſ"]}
+{"text": "'VEᵃİ're.'s, !'ſ\r\r\n\r\n \n 9'T-\r\nm​camelCase/\r\n \n \r\n㋿٣٤٥٦字'ſ'VE>'s   \n<META_START>", "tokens": 46, "pieces": ["'VEᵃ", "İ're", ".'", "s", ",", " ", "!'", "ſ", "\r\r\n\r\n \n", " ", "9", "'T", "-\r\n", "m", "​camel", "Case", "/\r\n", " \n \r\n", "㋿", "٣٤٥", "٦", "字'ſ", "'VE", ">'", "s", "   \n", "<META", "_START", ">"]}
+{"text": "'M<META_START>\rå<EOT><|fim_prefix|>   \n9ḍ̇e/ᵃᵃcamelCase\t‍'D<|endoftext|>漢(", "tokens": 44, "pieces": ["'M", "<META", "_START", ">\r", "å", "<EOT", "><|", "fim", "_prefix", "|>", "   \n", "9", "ḍ̇e", "/ᵃᵃcamel", "Case", "\t", "‍'", "D", "<|", "endoftext", "|>", "漢", "("]}
+{"text": "d-Ab   \nḍ̇­aB漢'　…㋿>", "tokens": 17, "pieces": ["d", "-Ab", "   \n", "ḍ̇", "­a", "B漢", "'", "　", "…", "㋿>"]}
+{"text": "𐞁camelCase<|fim_prefix|>é'll ", "tokens": 15, "pieces": ["𐞁camel", "Case", "<|", "fim", "_prefix", "|>", "é'll", " "]}
+{"text": "<👍🏽camelCasecamelCase", "tokens": 8, "pieces": ["<👍🏽", "camel", "Casecamel", "Case"]}
+{"text": "EOT-.́½ꟲ!!漢ABCd/\r\n!Džungla'lléABC'Reſſ'Mfi<META_START>m\"'Z'saBEOT'll‍Z", "tokens": 40, "pieces": ["EOT", "-.́", "½", "ꟲ", "!!", "漢ABCd", "/\r\n", "!Džungla'll", "é", "ABC'Re", "ſſ'M", "fi", "<META", "_START", ">m", "\"'", "Z's", "a", "BEOT'll", "‍Z"]}
+{"text": "å 'lla/b\n/\r\n㍿<META_START>\r'　 \n Dž<|fim_prefix|>BAb字😀🏽Džungla\n/d-'Då\r'sᵃcamelCaseDž,\n'MfiZ\rＡ'ſå", "tokens": 61, "pieces": ["å", " '", "lla", "/b", "\n", "/\r\n", "㍿<", "META", "_START", ">\r", "'", "　 \n", " Dž", "<|", "fim", "_prefix", "|>", "BAb字", "😀🏽", "Džungla", "\n", "/d", "-'", "Då", "\r", "'sᵃcamel", "Case", "Dž", ",\n", "'Mfi", "Z", "\r", "Ａ'ſ", "å"]}
+{"text": "👍🏽's", "tokens": 5, "pieces": ["👍🏽'", "s"]}
+{"text": ".'Re😀🏽Dž", "tokens": 7, "pieces": [".'", "Re", "😀🏽", "Dž"]}
+{"text": "camelCaseᵃé🙂a'll mᵃABC<|fim_prefix|>", "tokens": 20, "pieces": ["camel", "Caseᵃé", "🙂a'll", " mᵃ", "ABC", "<|", "fim", "_prefix", "|>"]}
+{"text": "عع<META_START>\r\naBs\r\n\r\n'Re", "tokens": 10, "pieces": ["عع", "<META", "_START", ">\r\n", "a", "Bs", "\r\n\r\n", "'Re"]}
+{"text": "
漢a　ß\r\n\r\n9㋿Ⅳ'Re'sABC‍\tABC<'Re㍿㋿漢,'re\"", "tokens": 30, "pieces": ["
漢a", "　ß", "\r\n\r\n", "9", "㋿", "Ⅳ", "'Re's", "ABC", "‍", "\tABC", "<'", "Re", "㍿㋿", "漢", ",'", "re", "\""]}
+{"text": "'ſ३<META_START>fié- ́!<META_START>B'T𐞁\n/!<👍🏽0'T0DžcamelCase\"!'​   \n'S　.\r<|fim_prefix|>åmABC😀🏽　", "tokens": 59, "pieces": ["'ſ", "३", "<META", "_START", ">fié", "-", " ́", "!<", "META", "_START", ">B'T", "𐞁", "\n", "/!<👍🏽", "0", "'T", "0", "Džcamel", "Case", "\"!'​", "   \n", "'S", "　", ".\r", "<|", "fim", "_prefix", "|>", "åm", "ABC", "😀🏽", "　"]}
+{"text": "B㍿İ/s𐞁
", "tokens": 11, "pieces": ["B", "㍿İ", "/s𐞁", "
"]}
+{"text": "…<|fim_prefix|>HTTPServer'Re३' \n 'sABC<|fim_prefix|>s \n '<META_START>,", "tokens": 29, "pieces": ["…", "<|", "fim", "_prefix", "|>", "HTTPServer'Re", "३", "'", " \n", " '", "s", "ABC", "<|", "fim", "_prefix", "|>", "s", " \n", " '<", "META", "_START", ">,"]}
+{"text": "!!é\u000ba/bß'llfi字漢(Abé\u000b\r…‍d٣٤٥٦  \r'S.é'llEOT.AbcamelCase-\u000b'Re", "tokens": 39, "pieces": ["!!", "é", "\u000ba", "/bß'll", "fi字漢", "(Abé", "\u000b\r", "…", "‍d", "٣٤٥", "٦", "  \r", "'S", ".é'll", "EOT", ".Abcamel", "Case", "-", "\u000b", "'Re"]}
+{"text": "<EOT>㋿.Dž
 /\r\n\t३/\r\niOS‍𐞁㍿́\r\n\r\n٣٤٥٦'0😀🏽<|fim_prefix|>㋿ß<META_START>'s㍿'ll ", "tokens": 57, "pieces": ["<EOT", ">㋿.", "Dž", "
", " ", "/\r\n", "\t", "३", "/\r\n", "i", "OS", "‍𐞁", "㍿́", "\r\n\r\n", "٣٤٥", "٦", "'", "0", "😀🏽<|", "fim", "_prefix", "|>㋿", "ß", "<META", "_START", ">'", "s", "㍿'", "ll", " "]}
+{"text": ">,iOSHTTPServer\"(­ᵃt😀🏽", "tokens": 14, "pieces": [">,", "i", "OSHTTPServer", "\"(­", "ᵃt", "😀🏽"]}
+{"text": "'ll", "tokens": 1, "pieces": ["'ll"]}
+{"text": "   \n…'MaBt'T'M字'lld\tEOT!!  ‍Ⅳ\r\n\r\nEOT😀🏽<META_START>", "tokens": 28, "pieces": ["   \n", "…", "'Ma", "Bt'T", "'M字'll", "d", "\tEOT", "!!", " ", " ‍", "Ⅳ", "\r\n\r\n", "EOT", "😀🏽<", "META", "_START", ">"]}
+{"text": "iOS½,a/b',EOT\"㋿
'sEOT", "tokens": 16, "pieces": ["i", "OS", "½", ",a", "/b", "',", "EOT", "\"㋿", "
", "'s", "EOT"]}
+{"text": "ABC<|fim_prefix|>#$%  <|endoftext|>İéſAb'VEZ㍿0㋿㍿<META_START>t9'VE😀🏽a/b🙂Džungla0'ReDžungla漢#$%'T🙂😀🏽\t", "tokens": 67, "pieces": ["ABC", "<|", "fim", "_prefix", "|>#$%", " ", " <|", "endoftext", "|>", "İéſ", "Ab'VE", "Z", "㍿", "0", "㋿㍿<", "META", "_START", ">t", "9", "'VE", "😀🏽", "a", "/b", "🙂Džungla", "0", "'Re", "Džungla漢", "#$%'", "T", "🙂😀🏽", "\t"]}
+{"text": "㋿<|endoftext|>0ḿs\"-<|endoftext|>mᵃ #$%\"\taB're㍿s/'Re漢👍🏽Ⅳ'Re३. Źᵃ", "tokens": 51, "pieces": ["㋿<|", "endoftext", "|>", "0", "ḿs", "\"-<|", "endoftext", "|>", "mᵃ", " ", "#$%\"", "\ta", "B're", "㍿s", "/'", "Re漢", "👍🏽", "Ⅳ", "'Re", "३", ".", " Źᵃ"]}
+{"text": "ḍ̇\t\n/'re!!　 å😀🏽åmt!\né<|fim_prefix|>ع-\"''T\t'T́/\r\n!/#$%😀🏽-㋿㋿　d<META_START>", "tokens": 53, "pieces": ["ḍ̇", "\t\n", "/'", "re", "!!", "　", " å", "😀🏽", "åmt", "!\n", "é", "<|", "fim", "_prefix", "|>", "ع", "-\"''", "T", "\t", "'T́", "/\r\n", "!/#$%😀🏽-㋿㋿", "　d", "<META", "_START", ">"]}
+{"text": " ḍ̇…fiBe\n/\r\nAbⅣ\n/'ll", "tokens": 16, "pieces": [" ḍ̇", "…fi", "Be", "\n", "/\r\n", "Ab", "Ⅳ", "\n", "/'", "ll"]}
+{"text": "HTTPServer\n/\n-éaB #$%9½.>'T   \n<META_START>\r\n\r\n", "tokens": 21, "pieces": ["HTTPServer", "\n", "/\n", "-éa", "B", " #$%", "9½", ".>'", "T", "   \n", "<META", "_START", ">\r\n\r\n"]}
+{"text": "ع-३٣٤٥٦\r\n\r\n012345678t३Ⅳ,漢ſiOS𐞁'Tİå'S12345678EOT'D𐞁ma/béⅣ'D😀🏽İ0漢/\r\n  a/b
å", "tokens": 58, "pieces": ["ع", "-", "३٣٤", "٥٦", "\r\n\r\n", "012", "345", "678", "t", "३Ⅳ", ",漢ſi", "OS𐞁'T", "İå'S", "123", "456", "78", "EOT'D", "𐞁ma", "/bé", "Ⅳ", "'D", "😀🏽", "İ", "0", "漢", "/\r\n", " ", " a", "/b", "
å"]}
+{"text": "Džİ ᵃ‍'MEOT'll!>…'sAba/bع   \n0٣٤٥٦­/   \nß'sＡ　‍.\r,‍", "tokens": 38, "pieces": ["Džİ", " ᵃ", "‍'", "MEOT'll", "!>", "…", "'s", "Aba", "/bع", "   \n", "0٣٤", "٥٦", "­/", "   \n", "ß's", "Ａ", "　", "‍.\r", ",‍"]}
+{"text": " e'M'Stſ'ſ ­Džungla​<|endoftext|>ꟲHTTPServer'D/\r\n​<|fim_prefix|>🙂ꟲ(.>/\r\n<EOT>'Re'll\té𐞁字   \nABC0're", "tokens": 59, "pieces": [" e'M", "'Stſ'ſ", " ", "­Džungla", "​<|", "endoftext", "|>", "ꟲHTTPServer'D", "/\r\n", "​<|", "fim", "_prefix", "|>🙂", "ꟲ", "(.>/\r\n", "<EOT", ">'", "Re'll", "\té𐞁字", "   \n", "ABC", "0", "'re"]}
+{"text": "'ll(
> \n t🙂\n/>\r\n,éꟲ　aHTTPServer>éAb'VE…", "tokens": 26, "pieces": ["'ll", "(", "
", ">", " \n", " t", "🙂\n/", ">\r\n", ",éꟲ", "　a", "HTTPServer", ">é", "Ab'VE", "…"]}
+{"text": "!!½𐞁<­ᵃ\"ع ", "tokens": 14, "pieces": ["!!", "½", "𐞁", "<­", "ᵃ", "\"ع", " "]}
+{"text": "\"(­­‍‍漢#$%'D\r\n\r\n \n 'llfi0eİ!aB\rå", "tokens": 22, "pieces": ["\"(­­‍‍", "漢", "#$%'", "D", "\r\n\r\n \n", " '", "llfi", "0", "e", "İ", "!a", "B", "\r", "å"]}
+{"text": "'M'T漢ABC<EOT>́㍿a/bHTTPServer½a/bém#$%Ａ㍿ABC>
Ⅳ३'ſ𐞁'>aBABCB㍿ \n tABC　sa/bm'reᵃ12345678", "tokens": 59, "pieces": ["'M'T", "漢", "ABC", "<EOT", ">́", "㍿a", "/b", "HTTPServer", "½", "a", "/bém", "#$%", "Ａ", "㍿ABC", ">", "
", "Ⅳ३", "'ſ𐞁", "'>", "a", "BABCB", "㍿", " \n", " t", "ABC", "　sa", "/bm're", "ᵃ", "123", "456", "78"]}
+{"text": "ع  
é́ꟲ-'M'S\"\t12345678>sİå", "tokens": 20, "pieces": ["ع", "  ", "
é́ꟲ", "-'", "M'S", "\"", "\t", "123", "456", "78", ">s", "İå"]}
+{"text": " \n /\r\n­'Dß👍🏽t\n/Ⅳ#$% B9​B\"Ⅳ'Re½Ａ<|endoftext|>字́", "tokens": 37, "pieces": [" \n", " /\r\n", "­'", "Dß", "👍🏽", "t", "\n", "/", "Ⅳ", "#$%", " B", "9", "​B", "\"", "Ⅳ", "'Re", "½", "Ａ", "<|", "endoftext", "|>", "字́"]}
+{"text": "e/\r\n \n ३sᵃsDžunglaDžß \n 　'Re!ḍ̇́'ſ'D'sABCABC<|endoftext|>ABC0\r\n\r\n\r\n…!'VE👍🏽𐞁<META_START>'Re'ſé,", "tokens": 63, "pieces": ["e", "/\r\n", " \n", " ", "३", "sᵃs", "Džungla", "Džß", " \n", " ", "　", "'Re", "!ḍ̇́'ſ", "'D's", "ABCABC", "<|", "endoftext", "|>", "ABC", "0", "\r\n\r\n\r\n", "…", "!'", "VE", "👍🏽", "𐞁", "<META", "_START", ">'", "Re'ſ", "é", ","]}
+{"text": "\n/B'VE३'a/b\rİ\r­字　　Džunglaſ
ꟲé/\r\nHTTPServer>\">", "tokens": 30, "pieces": ["\n", "/B'VE", "३", "'a", "/b", "\r", "İ", "\r", "­字", "　", "　Džunglaſ", "
ꟲé", "/\r\n", "HTTPServer", ">\">"]}
+{"text": "'MHTTPServer\r\n\r\n㍿téᵃt㍿ع<EOT>!se0\r\nᵃ/\r\nße'Mé😀🏽‍\t́Dž😀🏽,#$%", "tokens": 44, "pieces": ["'MHTTPServer", "\r\n\r\n", "㍿téᵃt", "㍿ع", "<EOT", ">!", "se", "0", "\r\n", "ᵃ", "/\r\n", "ße'M", "é", "😀🏽‍", "\t́", "Dž", "😀🏽,#$%"]}
+{"text": " EOT'll'ſ́<EOT>ⅣDžungla
   \n(.a/b\n/字s", "tokens": 24, "pieces": [" EOT'll", "'ſ́", "<EOT", ">", "Ⅳ", "Džungla", "
   \n", "(.", "a", "/b", "\n", "/字s"]}
+{"text": "‍'re\r\n\r\n字'lla<META_START>-'s<12345678'D'MiOSé­   \n", "tokens": 24, "pieces": ["‍'", "re", "\r\n\r\n", "字'll", "a", "<META", "_START", ">-'", "s", "<", "123", "456", "78", "'D'M", "i", "OSé", "­", "   \n"]}
+{"text": "Ａ'VE<EOT>'M/ 👍🏽Džungla12345678'ſ<META_START>9m   \n   \n\n/daDžungla'T'S<|fim_prefix|>ſ<EOT>aB<|endoftext|>m's𐞁‍Z🙂é'S're<EOT>Bfi", "tokens": 71, "pieces": ["Ａ'VE", "<EOT", ">'", "M", "/", " ", "👍🏽", "Džungla", "123", "456", "78", "'ſ", "<META", "_START", ">", "9", "m", "   \n   \n\n", "/da", "Džungla'T", "'S", "<|", "fim", "_prefix", "|>", "ſ", "<EOT", ">a", "B", "<|", "endoftext", "|>", "m's", "𐞁", "‍Z", "🙂é'S", "'re", "<EOT", ">Bfi"]}
+{"text": "……''re\r\n٣٤٥٦-B<|fim_prefix|>😀🏽(-­'ll(
iOS<|fim_prefix|>'s👍🏽
\r\ne\r\n\r\n​a/b 𐞁,", "tokens": 52, "pieces": ["…", "…", "''", "re", "\r\n", "٣٤٥", "٦", "-B", "<|", "fim", "_prefix", "|>😀🏽(-­'", "ll", "(", "
i", "OS", "<|", "fim", "_prefix", "|>'", "s", "👍🏽", "
\r\n", "e", "\r\n\r\n", "​a", "/b", " 𐞁", ","]}
+{"text": "­", "tokens": 1, "pieces": ["­"]}
+{"text": "ß\r\n🙂m'T9camelCase'Re\u000bAb'M  ", "tokens": 13, "pieces": ["ß", "\r\n", "🙂m'T", "9", "camel", "Case'Re", "\u000bAb'M", "  "]}
+{"text": "åⅣ<|endoftext|>", "tokens": 11, "pieces": ["å", "Ⅳ", "<|", "endoftext", "|>"]}
+{"text": " \n camelCaseß\rḍ̇.٣٤٥٦ſ३३EOT", "tokens": 18, "pieces": [" \n", " camel", "Caseß", "\r", "ḍ̇", ".", "٣٤٥", "٦", "ſ", "३३", "EOT"]}
+{"text": "٣٤٥٦aB/\r\n½½'VEDž/\r\nm字Ａm👍🏽9dᵃ\n,\"camelCase'M漢'sß,Ａ'T<META_START>ع𐞁Z's  fiꟲå'D", "tokens": 56, "pieces": ["٣٤٥", "٦", "a", "B", "/\r\n", "½½", "'VEDž", "/\r\n", "m字", "Ａm", "👍🏽", "9", "dᵃ", "\n", ",\"", "camel", "Case'M", "漢's", "ß", ",Ａ'T", "<META", "_START", ">ع𐞁", "Z's", " ", " fiꟲå'D"]}
+{"text": "/\r\n<META_START>fi,0", "tokens": 8, "pieces": ["/\r\n", "<META", "_START", ">fi", ",", "0"]}
+{"text": "ᵃ-İe­🙂s'Tå're\r\n\r\nＡ\r\n\r\n👍🏽ḍ̇>", "tokens": 23, "pieces": ["ᵃ", "-İe", "­🙂", "s'T", "å're", "\r\n\r\n", "Ａ", "\r\n\r\n", "👍🏽", "ḍ̇", ">"]}
+{"text": "   \n B ٣٤٥٦👍🏽👍🏽,'Dᵃ<|endoftext|><|fim_prefix|>iOS'll/fi'D'VEDžungla \n ꟲsDžZ👍🏽𐞁", "tokens": 58, "pieces": ["   \n", " B", " ", "٣٤٥", "٦", "👍🏽👍🏽,'", "Dᵃ", "<|", "endoftext", "|><|", "fim", "_prefix", "|>", "i", "OS'll", "/fi'D", "'VEDžungla", " \n", " ꟲs", "DžZ", "👍🏽", "𐞁"]}
+{"text": "d½\n/iOS  <META_START>.B-\n'́字iOS<|fim_prefix|>😀🏽camelCase‍å३½ꟲ'Sfi a/b,e'reAb/\r\ńDžcamelCase'S", "tokens": 51, "pieces": ["d", "½", "\n", "/i", "OS", " ", " <", "META", "_START", ">.", "B", "-\n", "'́字i", "OS", "<|", "fim", "_prefix", "|>😀🏽", "camel", "Case", "‍å", "३½", "ꟲ'S", "fi", " a", "/b", ",e're", "Ab", "/\r\n", "́Džcamel", "Case'S"]}
+{"text": "'M''T(\u000bé\r\n dⅣ're‍'a<META_START>(𐞁㍿३a/b\n(m\r\n\r\n/\r\n\r.‍>/\r\n \n /\r\n'ReDžZ", "tokens": 44, "pieces": ["'M", "''", "T", "(", "\u000bé", "\r\n", " d", "Ⅳ", "'re", "‍'", "a", "<META", "_START", ">(", "𐞁", "㍿", "३", "a", "/b", "\n", "(m", "\r\n\r\n", "/\r\n\r", ".‍>/\r\n", " \n", " /\r\n", "'Re", "DžZ"]}
+{"text": "́  \r\n", "tokens": 2, "pieces": ["́", "  \r\n"]}
+{"text": "#$%\n\n.ع́'Rea٣٤٥٦\r\né-/\r\né ", "tokens": 18, "pieces": ["#$%\n\n", ".ع́'Re", "a", "٣٤٥", "٦", "\r\n", "é", "-/\r\n", "é", " "]}
+{"text": "<|fim_prefix|>", "tokens": 6, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "ABCDžunglaaB9camelCase
å>s👍🏽 'TＡDžungla<META_START>­\r.'T👍🏽,", "tokens": 36, "pieces": ["ABCDžunglaa", "B", "9", "camel", "Case", "
å", ">s", "👍🏽", " '", "TＡDžungla", "<META", "_START", ">­\r", ".'", "T", "👍🏽,"]}
+{"text": "　\t'D#$%Ab/…", "tokens": 9, "pieces": ["　", "\t", "'D", "#$%", "Ab", "/", "…"]}
+{"text": "'DHTTPServermḍ̇<Džungla  \"åＡ漢𐞁㋿Džungla>ſEOT٣٤٥٦ⅣＡ'sＡs<EOT>fiḍ̇sZ\ts<META_START>0", "tokens": 58, "pieces": ["'DHTTPServermḍ̇", "<Džungla", " ", " \"", "å", "Ａ漢𐞁", "㋿Džungla", ">ſ", "EOT", "٣٤٥", "٦Ⅳ", "Ａ's", "Ａs", "<EOT", ">fiḍ̇s", "Z", "\ts", "<META", "_START", ">", "0"]}
+{"text": "mİ漢 🙂㍿\n/e'ſ …
camelCaseaBḍ̇Ⅳ", "tokens": 25, "pieces": ["m", "İ漢", " ", "🙂㍿\n/", "e'ſ", " …", "
camel", "Casea", "Bḍ̇", "Ⅳ"]}
+{"text": "𐞁(👍🏽漢Dž…<META_START>　's>ꟲå<META_START>fi३'T
d!!>\n/t\tß½ⅣＡås\na/b'M३!漢a/b", "tokens": 56, "pieces": ["𐞁", "(👍🏽", "漢", "Dž", "…", "<META", "_START", ">", "　", "'s", ">ꟲå", "<META", "_START", ">fi", "३", "'T", "
d", "!!>\n/", "t", "\tß", "½Ⅳ", "Ａås", "\n", "a", "/b'M", "३", "!漢a", "/b"]}
+{"text": "12345678 \n ḍ̇<META_START>'S<EOT#$%'Dt\rm0\" \n    \nDžungla…aa'MAb \n ß­'ſ​/\r\nß'VEHTTPServer", "tokens": 45, "pieces": ["123", "456", "78", " \n", " ḍ̇", "<META", "_START", ">'", "S", "<EOT", "#$%'", "Dt", "\r", "m", "0", "\"", " \n    \n", "Džungla", "…aa'M", "Ab", " \n", " ß", "­'", "ſ", "​/\r\n", "ß'VE", "HTTPServer"]}
+{"text": "<|fim_prefix|>'ḍ̇\r\n'M0字!!(🙂'reEOTAba/bḍ̇m\n/　٣٤٥٦\n/-a/b<|fim_prefix|>ß👍🏽åDžungla\r\n\r\n#$%a/b<", "tokens": 59, "pieces": ["<|", "fim", "_prefix", "|>'", "ḍ̇", "\r\n", "'M", "0", "字", "!!(🙂'", "re", "EOTAba", "/bḍ̇m", "\n", "/", "　", "٣٤٥", "٦", "\n", "/-", "a", "/b", "<|", "fim", "_prefix", "|>", "ß", "👍🏽", "å", "Džungla", "\r\n\r\n", "#$%", "a", "/b", "<"]}
+{"text": "𐞁<|endoftext|>'½\r\n\r\nḍ̇　ABC字!!ᵃ😀🏽12345678\ré!aB\nAb'T🙂\t\"Dž\t字Džع३\nDž<|endoftext|>t🙂camelCase㋿ḍ̇", "tokens": 68, "pieces": ["𐞁", "<|", "endoftext", "|>'", "½", "\r\n\r\n", "ḍ̇", "　ABC字", "!!", "ᵃ", "😀🏽", "123", "456", "78", "\r", "é", "!a", "B", "\n", "Ab'T", "🙂", "\t", "\"Dž", "\t字Džع", "३", "\n", "Dž", "<|", "endoftext", "|>", "t", "🙂camel", "Case", "㋿ḍ̇"]}
+{"text": "'VE'Re٣٤٥٦. \n 'THTTPServerＡ'll३  m🙂#$%𐞁fiiOS<META_START>
漢\nEOT㍿éiOSa/b0a'
 \n 
", "tokens": 50, "pieces": ["'VE'Re", "٣٤٥", "٦", ".", " \n", " '", "THTTPServer", "Ａ'll", "३", " ", " m", "🙂#$%", "𐞁fii", "OS", "<META", "_START", ">", "
漢", "\n", "EOT", "㍿éi", "OSa", "/b", "0", "a", "'", "
 \n", " 
"]}
+{"text": "<META_START>३Z 9/<|endoftext|>", "tokens": 15, "pieces": ["<META", "_START", ">", "३", "Z", " ", "9", "/<|", "endoftext", "|>"]}
+{"text": "'T.½AbİABCḍ̇३iOS'ᵃ'M", "tokens": 17, "pieces": ["'T", ".", "½", "Ab", "İABCḍ̇", "३", "i", "OS", "'ᵃ'M"]}
+{"text": "tⅣ'ReiOSḍ̇'M<|endoftext|>,㍿Ａ#$%0<META_START>\tZ.'‍½a/b9…    /\r\n　HTTPServerḍ̇/\r\n're''VEHTTPServer   \n漢　Ⅳ", "tokens": 57, "pieces": ["t", "Ⅳ", "'Rei", "OSḍ̇'M", "<|", "endoftext", "|>,㍿", "Ａ", "#$%", "0", "<META", "_START", ">", "\tZ", ".'‍", "½", "a", "/b", "9", "…   ", " /\r\n", "　HTTPServerḍ̇", "/\r\n", "'re", "''", "VEHTTPServer", "   \n", "漢", "　", "Ⅳ"]}
+{"text": "'D\tiOSt'\u000b\reſa  👍🏽 \n <META_START>.ᵃ'TeＡḍ̇a/b!!", "tokens": 31, "pieces": ["'D", "\ti", "OSt", "'", "\u000b\r", "eſa", " ", " 👍🏽", " \n", " <", "META", "_START", ">.", "ᵃ'T", "e", "Ａḍ̇a", "/b", "!!"]}
+{"text": "३<EOT>'s<ḍ̇  ſ0åß𐞁 🙂camelCase12345678", "tokens": 27, "pieces": ["३", "<EOT", ">'", "s", "<ḍ̇", " ", " ſ", "0", "åß𐞁", " ", "🙂camel", "Case", "123", "456", "78"]}
+{"text": "عEOT<|endoftext|>'Re\r­½a'ReDžungla0ḍ̇aå   'S‍́  Dž🙂", "tokens": 36, "pieces": ["ع", "EOT", "<|", "endoftext", "|>'", "Re", "\r", "­", "½", "a'Re", "Džungla", "0", "ḍ̇aå", "  ", " ", "'S", "‍́", " ", " Dž", "🙂"]}
+{"text": "‍㍿ᵃé\"<|endoftext|><|fim_prefix|>\ttᵃ<EOT>​'Ta<|endoftext|>'½  \té字ᵃEOTABC<|fim_prefix|>'s", "tokens": 56, "pieces": ["‍㍿", "ᵃé", "\"<|", "endoftext", "|><|", "fim", "_prefix", "|>", "\ttᵃ", "<EOT", ">​'", "Ta", "<|", "endoftext", "|>'", "½", "  ", "\té字ᵃ", "EOTABC", "<|", "fim", "_prefix", "|>'", "s"]}
+{"text": "'Bd\"ßsa/b  .BAb…>é‍es\n/   \nAb9ḍ̇\r\nBd㍿٣٤٥٦EOT<EOT>/\r\nABC", "tokens": 41, "pieces": ["'Bd", "\"ßsa", "/b", " ", " .", "BAb", "…", ">é", "‍es", "\n", "/", "   \n", "Ab", "9", "ḍ̇", "\r\n", "Bd", "㍿", "٣٤٥", "٦", "EOT", "<EOT", ">/\r\n", "ABC"]}
+{"text": "<META_START>
fiåꟲ  ꟲ12345678ᵃ…-‍B'Dm>å#$%­/İ ß'ſ'llＡ.!!  /", "tokens": 46, "pieces": ["<META", "_START", ">", "
fiåꟲ", " ", " ꟲ", "123", "456", "78", "ᵃ", "…", "-‍", "B'D", "m", ">å", "#$%­/", "İ", " ß'ſ", "'ll", "Ａ", ".!!", " ", " /"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "عꟲ​/\r\n　s🙂'VE👍🏽٣٤٥٦0Džungla㋿/\r\nAb㋿'TDž/0Ａ३٣٤٥٦漢ß9ꟲ", "tokens": 49, "pieces": ["عꟲ", "​/\r\n", "　s", "🙂'", "VE", "👍🏽", "٣٤٥", "٦0", "Džungla", "㋿/\r\n", "Ab", "㋿'", "TDž", "/", "0", "Ａ", "३٣٤", "٥٦", "漢ß", "9", "ꟲ"]}
+{"text": "'ſ/!!漢/\r\nm👍🏽sfi9ſ\r\n👍🏽's\t!!३camelCaseſfi\rꟲ😀🏽>ś㍿éAb \n ,\t㋿", "tokens": 48, "pieces": ["'ſ", "/!!", "漢", "/\r\n", "m", "👍🏽", "sfi", "9", "ſ", "\r\n", "👍🏽'", "s", "\t", "!!", "३", "camel", "Caseſfi", "\r", "ꟲ", "😀🏽>", "ś", "㍿é", "Ab", " \n", " ,", "\t", "㋿"]}
+{"text": "camelCase'llⅣe　>12345678\r\n \n ㍿㍿'VEcamelCase​ABC'res𐞁漢ḍ̇ ", "tokens": 37, "pieces": ["camel", "Case'll", "Ⅳ", "e", "　", ">", "123", "456", "78", "\r\n \n", " ㍿㍿'", "VEcamel", "Case", "​ABC're", "s𐞁漢ḍ̇", " "]}
+{"text": "eDžungla‍<|fim_prefix|><tåéDžß३́t-a\t…ḍ̇𐞁9/\r\nḍ̇👍🏽\u000b…İ
", "tokens": 46, "pieces": ["e", "Džungla", "‍<|", "fim", "_prefix", "|><", "tåé", "Džß", "३", "́t", "-a", "\t", "…ḍ̇𐞁", "9", "/\r\n", "ḍ̇", "👍🏽", "\u000b", "…İ", "
"]}
+{"text": "'ll　dm/\r\nDž́𐞁<|fim_prefix|>\n/😀🏽́Dž字\n字\r(Z", "tokens": 29, "pieces": ["'ll", "　dm", "/\r\n", "Dž́𐞁", "<|", "fim", "_prefix", "|>\n/", "😀🏽́", "Dž字", "\n", "字", "\r", "(Z"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "٣٤٥٦'T​🙂s​!
'DžHTTPServerZḍ̇\u000b'ſ!'M　\u000ba/b​👍🏽-​éDžunglaB   \n,/ᵃ३", "tokens": 46, "pieces": ["٣٤٥", "٦", "'T", "​🙂", "s", "​!", "
", "'DžHTTPServer", "Zḍ̇", "\u000b", "'ſ", "!'", "M", "　", "\u000ba", "/b", "​👍🏽-​", "é", "Džungla", "B", "   \n", ",/", "ᵃ", "३"]}
+{"text": "🙂é\r(
'T>12345678­ 'll  Ａ́\reaBḍ̇ \n 'VEdé(Z<‍Ⅳ<EOT>ꟲ/😀🏽😀🏽'VE\u000bDž\r\tå𐞁", "tokens": 58, "pieces": ["🙂é", "\r", "(", "
", "'T", ">", "123", "456", "78", "­", " '", "ll", " ", " Ａ́", "\r", "ea", "Bḍ̇", " \n", " '", "VEdé", "(Z", "<‍", "Ⅳ", "<EOT", ">ꟲ", "/😀🏽😀🏽'", "VE", "\u000bDž", "\r", "\tå𐞁"]}
+{"text": "\u000b\n/'Mſ'ſ'd", "tokens": 8, "pieces": ["\u000b\n", "/'", "Mſ'ſ", "'d"]}
+{"text": "<|fim_prefix|>Dž><|fim_prefix|>   \n/\r\naiOŚİ\r\n\r'M/\rå'ſ'Tع\n ᵃعABC'Re", "tokens": 39, "pieces": ["<|", "fim", "_prefix", "|>", "Dž", "><|", "fim", "_prefix", "|>", "   \n", "/\r\n", "ai", "OŚ", "İ", "\r\n\r", "'M", "/\r", "å'ſ", "'Tع", "\n", " ᵃع", "ABC'Re"]}
+{"text": "HTTPServerB<EOT>३EOTⅣtm12345678'll!!", "tokens": 17, "pieces": ["HTTPServer", "B", "<EOT", ">", "३", "EOT", "Ⅳ", "tm", "123", "456", "78", "'ll", "!!"]}
+{"text": "EOTcamelCase
३å🙂m-\u000b🙂9Ab٣٤٥٦\u000bDžungla㍿!!iOS\n/<|endoftext|>'TaB٣٤٥٦/\r\n\r\n'sa/b…fi<|fim_prefix|>\n‍EOT", "tokens": 60, "pieces": ["EOTcamel", "Case", "
", "३", "å", "🙂m", "-", "\u000b", "🙂", "9", "Ab", "٣٤٥", "٦", "\u000bDžungla", "㍿!!", "i", "OS", "\n", "/<|", "endoftext", "|>'", "Ta", "B", "٣٤٥", "٦", "/\r\n\r\n", "'sa", "/b", "…fi", "<|", "fim", "_prefix", "|>\n", "‍EOT"]}
+{"text": "DžunglaABC𐞁\r /\r\n𐞁 \n t👍🏽Ab'sdméé9'M!!é…ꟲ\t-/\r\n'éé", "tokens": 41, "pieces": ["Džungla", "ABC𐞁", "\r", " /\r\n", "𐞁", " \n", " t", "👍🏽", "Ab's", "dméé", "9", "'M", "!!", "é", "…ꟲ", "\t", "-/\r\n", "'éé"]}
+{"text": "ß,ᵃs\r\n
B<9'll \n <EOT>🙂é9Z
>iOS<|endoftext|>\r漢ß<|endoftext|>👍🏽٣٤٥٦㋿", "tokens": 53, "pieces": ["ß", ",ᵃs", "\r\n", "
B", "<", "9", "'ll", " \n", " <", "EOT", ">🙂", "é", "9", "Z", "
", ">i", "OS", "<|", "endoftext", "|>\r", "漢ß", "<|", "endoftext", "|>👍🏽", "٣٤٥", "٦", "㋿"]}
+{"text": "camelCase'Re,t'rem'ſꟲ🙂<META_START>\r\nſ　<META_START>👍🏽fi\r/iOSZ(", "tokens": 31, "pieces": ["camel", "Case'Re", ",t're", "m'ſ", "ꟲ", "🙂<", "META", "_START", ">\r\n", "ſ", "　", "<META", "_START", ">👍🏽", "fi", "\r", "/i", "OSZ", "("]}
+{"text": "'re'VE'/\r\n#$%Ⅳ\r\n'DZfiعEOT'Re
t　字😀🏽<|endoftext|>", "tokens": 31, "pieces": ["'re'VE", "'/\r\n", "#$%", "Ⅳ", "\r\n", "'DZfiع", "EOT'Re", "
t", "　字", "😀🏽<|", "endoftext", "|>"]}
+{"text": "éHTTPServerᵃ👍🏽\r\n\r\n<Ⅳ're\"0\u000b9<EOT>👍🏽​ع! ­'T\r\n\r\n ३'VE<|fim_prefix|>​\n/‍\n0\u000b٣٤٥٦Džungla", "tokens": 57, "pieces": ["é", "HTTPServerᵃ", "👍🏽\r\n\r\n", "<", "Ⅳ", "'re", "\"", "0", "\u000b", "9", "<EOT", ">👍🏽​", "ع", "!", " ", "­'", "T", "\r\n\r\n", " ", "३", "'VE", "<|", "fim", "_prefix", "|>​\n/", "‍\n", "0", "\u000b", "٣٤٥", "٦", "Džungla"]}
+{"text": "'　..!0eſB \n ㋿'ſ's'T'漢\r\nZ\n/Abaé  dAbEOT<|endoftext|>́👍🏽", "tokens": 40, "pieces": ["'", "　", "..!", "0", "eſ", "B", " \n", " ㋿'", "ſ's", "'T", "'漢", "\r\n", "Z", "\n", "/Abaé", " ", " d", "Ab", "EOT", "<|", "endoftext", "|>́👍🏽"]}
+{"text": "'M/\r\nZHTTPServer　<ᵃ \n e\n/fi.d9fi㋿'M字camelCasemd/👍🏽Ⅳ㍿字é😀🏽\r\r\t'T'll", "tokens": 46, "pieces": ["'M", "/\r\n", "ZHTTPServer", "　", "<ᵃ", " \n", " e", "\n", "/fi", ".d", "9", "fi", "㋿'", "M字camel", "Casemd", "/👍🏽", "Ⅳ", "㍿字é", "😀🏽\r\r", "\t", "'T'll"]}
+{"text": "<dᵃ👍🏽ꟲ0'VE'TB <|endoftext|>🙂ᵃ9ḍ̇‍AbⅣ३߅ſ\"", "tokens": 41, "pieces": ["<dᵃ", "👍🏽", "ꟲ", "0", "'VE'T", "B", " <|", "endoftext", "|>🙂", "ᵃ", "9", "ḍ̇", "‍Ab", "Ⅳ३", "ß", "…ſ", "\""]}
+{"text": "­𐞁EOTDžHTTPServerEOTعa\r\n\r\n", "tokens": 16, "pieces": ["­𐞁EOTDžHTTPServer", "EOTعa", "\r\n\r\n"]}
+{"text": "éع!", "tokens": 3, "pieces": ["éع", "!"]}
+{"text": "åaDžungla<META_START>acamelCase   \n'D㋿/\r\n'sfí\n(\r!!EOTfi#$%iOS's'👍🏽(eEOT漢camelCase'S<\"㋿\r\n\u000b'T ", "tokens": 56, "pieces": ["åa", "Džungla", "<META", "_START", ">acamel", "Case", "   \n", "'D", "㋿/\r\n", "'sfí", "\n", "(\r", "!!", "EOTfi", "#$%", "i", "OS's", "'👍🏽(", "e", "EOT漢camel", "Case'S", "<\"㋿\r\n", "\u000b", "'T", " "]}
+{"text": "\n\r\na/bAb\r
字­ſEOT漢0Ａ", "tokens": 14, "pieces": ["\n\r\n", "a", "/b", "Ab", "\r", "
字", "­ſ", "EOT漢", "0", "Ａ"]}
+{"text": "ꟲs​ſ\t ́'ReaBaDž/'ReéⅣAbficamelCase𐞁aå\r\n\r\n<|endoftext|>İ\t \n m\u000b", "tokens": 42, "pieces": ["ꟲs", "​ſ", "\t", " ́'Re", "a", "Ba", "Dž", "/'", "Reé", "Ⅳ", "Abficamel", "Case𐞁aå", "\r\n\r\n", "<|", "endoftext", "|>", "İ", "\t \n", " m", "\u000b"]}
+{"text": "㍿(iOS\n/ᵃ㋿ #$%aİétaB  👍🏽Ａ!!('ll#$%!!HTTPServerᵃ́　HTTPServer‍'re", "tokens": 44, "pieces": ["㍿(", "i", "OS", "\n", "/ᵃ", "㋿", " ", "#$%", "a", "İéta", "B", " ", " 👍🏽", "Ａ", "!!('", "ll", "#$%!!", "HTTPServerᵃ́", "　HTTPServer", "‍'", "re"]}
+{"text": "३Ⅳ!!camelCase'reaAbå​\r👍🏽 😀🏽́ḍ̇ⅣⅣ", "tokens": 28, "pieces": ["३Ⅳ", "!!", "camel", "Case're", "a", "Abå", "​\r", "👍🏽", " ", "😀🏽́", "ḍ̇", "ⅣⅣ"]}
+{"text": "İ9mＡ㍿　\u000b\r\n\r\n<|endoftext|>Z'M'Reİ \n mZ🙂m12345678Ⅳ😀🏽<EOT>٣٤٥٦\"12345678EOT(EOTB0\n𐞁😀🏽t'llå", "tokens": 64, "pieces": ["İ", "9", "m", "Ａ", "㍿", "　\u000b\r\n\r\n", "<|", "endoftext", "|>", "Z'M", "'Re", "İ", " \n", " m", "Z", "🙂m", "123", "456", "78Ⅳ", "😀🏽<", "EOT", ">", "٣٤٥", "٦", "\"", "123", "456", "78", "EOT", "(EOTB", "0", "\n", "𐞁", "😀🏽", "t'll", "å"]}
+{"text": "'re'res!'s'll'D'Reé漢''ſ 'Re \n aB\r", "tokens": 18, "pieces": ["'re're", "s", "!'", "s'll", "'D'Re", "é漢", "''", "ſ", " '", "Re", " \n", " a", "B", "\r"]}
+{"text": ">   \ń­\r\n\r\n12345678/…HTTPServerᵃm<EOT>\n  'T…,ſ\n/ꟲ/\r\n \n<EOT>å㋿.DžunglaHTTPServerᵃ\t<EOT>", "tokens": 55, "pieces": [">", "   \n", "́", "­\r\n\r\n", "123", "456", "78", "/", "…HTTPServerᵃm", "<EOT", ">\n", " ", " '", "T", "…", ",ſ", "\n", "/ꟲ", "/\r\n", " \n", "<EOT", ">å", "㋿.", "Džungla", "HTTPServerᵃ", "\t", "<EOT", ">"]}
+{"text": ">å,camelCasesＡ字Z<|fim_prefix|>s🙂fi're'iOS\n/𐞁­m'VE'D'ſ🙂½", "tokens": 35, "pieces": [">å", ",camel", "Cases", "Ａ字", "Z", "<|", "fim", "_prefix", "|>", "s", "🙂fi're", "'i", "OS", "\n", "/𐞁", "­m'VE", "'D'ſ", "🙂", "½"]}
+{"text": "\r\n\r\n\"!!　fi'S🙂0İ0\u000b👍🏽('S\"EOT", "tokens": 18, "pieces": ["\r\n\r\n", "\"!!", "　fi'S", "🙂", "0", "İ", "0", "\u000b", "👍🏽('", "S", "\"EOT"]}
+{"text": "ꟲ🙂/\r\nå912345678㍿३ABCſع\n'Tİ'T/\r\n/<EOT>", "tokens": 26, "pieces": ["ꟲ", "🙂/\r\n", "å", "912", "345", "678", "㍿", "३", "ABCſع", "\n", "'Tİ'T", "/\r\n/", "<EOT", ">"]}
+{"text": "(tB(<|fim_prefix|>'D\"'re㍿\rDž\r\n'reB.'ſ'M", "tokens": 23, "pieces": ["(t", "B", "(<|", "fim", "_prefix", "|>'", "D", "\"'", "re", "㍿\r", "Dž", "\r\n", "'re", "B", ".'", "ſ'M"]}
+{"text": "'漢iOS\n/   \néd漢,é\r\"m\rſDžunglaaBéß(İ漢!!ſع\r,  'SDžungla camelCase", "tokens": 42, "pieces": ["'漢i", "OS", "\n", "/", "   \n", "éd漢", ",é", "\r", "\"m", "\r", "ſ", "Džunglaa", "Béß", "(İ漢", "!!", "ſع", "\r", ",", " ", " '", "SDžungla", " camel", "Case"]}
+{"text": "t(12345678dEOT👍🏽", "tokens": 11, "pieces": ["t", "(", "123", "456", "78", "d", "EOT", "👍🏽"]}
+{"text": "ꟲ字🙂s", "tokens": 6, "pieces": ["ꟲ字", "🙂s"]}
+{"text": "Abå\r\n\r\nDžungla<|endoftext|>Ａ're'DⅣéaB!aBZiOS,\rDžungla#$%Ａ0e\n ́Ⅳ\r\n\n/🙂.㋿iOS", "tokens": 54, "pieces": ["Abå", "\r\n\r\n", "Džungla", "<|", "endoftext", "|>", "Ａ're", "'D", "Ⅳ", "éa", "B", "!a", "BZi", "OS", ",\r", "Džungla", "#$%", "Ａ", "0", "e", "\n", " ́", "Ⅳ", "\r\n\n", "/🙂.㋿", "i", "OS"]}
+{"text": "'T½漢>éḍ̇'re#$%<EOT>a/bdB'S", "tokens": 20, "pieces": ["'T", "½", "漢", ">éḍ̇'re", "#$%<", "EOT", ">a", "/bd", "B'S"]}
+{"text": "0'\r\n\r\n", "tokens": 2, "pieces": ["0", "'\r\n\r\n"]}
+{"text": "'T٣٤٥٦12345678/  ,㍿\"'TBⅣ㍿", "tokens": 21, "pieces": ["'T", "٣٤٥", "٦12", "345", "678", "/", " ", " ,㍿\"'", "TB", "Ⅳ", "㍿"]}
+{"text": "m!<|endoftext|>.é🙂> 'ſ \n !!å", "tokens": 19, "pieces": ["m", "!<|", "endoftext", "|>.", "é", "🙂>", " '", "ſ", " \n", " !!", "å"]}
+{"text": "t-\r\n\r\nDž‍", "tokens": 6, "pieces": ["t", "-\r\n\r\n", "Dž", "‍"]}
+{"text": "<|endoftext|>\r\n\r\nſ　'D(​Džungla‍EOT<META_START>İ  9B. \n camelCase!!t…>…'ll'Mḍ̇­EOT.½\t\u000b", "tokens": 51, "pieces": ["<|", "endoftext", "|>\r\n\r\n", "ſ", "　", "'D", "(​", "Džungla", "‍EOT", "<META", "_START", ">İ", " ", " ", "9", "B", ".", " \n", " camel", "Case", "!!", "t", "…", ">", "…", "'ll'M", "ḍ̇", "­EOT", ".", "½", "\t\u000b"]}
+{"text": "iOS٣٤٥٦\tt/\r\nᵃ<META_START><|fim_prefix|>.Ⅳ👍🏽🙂12345678\u000bmDžB/\r\n", "tokens": 35, "pieces": ["i", "OS", "٣٤٥", "٦", "\tt", "/\r\n", "ᵃ", "<META", "_START", "><|", "fim", "_prefix", "|>.", "Ⅳ", "👍🏽🙂", "123", "456", "78", "\u000bm", "DžB", "/\r\n"]}
+{"text": ".\r\nＡ<́9d's　'll😀🏽é\r\n\r\n aB\rZcamelCase'sm>0<|endoftext|>s'reABC'Reḍ̇‍\r\n\r\n字Džungla\t\u000ba/bAb", "tokens": 50, "pieces": [".\r\n", "Ａ", "<́", "9", "d's", "　", "'ll", "😀🏽", "é", "\r\n\r\n", " a", "B", "\r", "Zcamel", "Case's", "m", ">", "0", "<|", "endoftext", "|>", "s're", "ABC'Re", "ḍ̇", "‍\r\n\r\n", "字Džungla", "\t", "\u000ba", "/b", "Ab"]}
+{"text": " !漢fiEOT㍿a/bm'ree\r\n\r\n!!<|endoftext|>\nع…", "tokens": 25, "pieces": [" !", "漢fi", "EOT", "㍿a", "/bm're", "e", "\r\n\r\n", "!!<|", "endoftext", "|>\n", "ع", "…"]}
+{"text": "s​\n/å,漢\u000b", "tokens": 8, "pieces": ["s", "​\n/", "å", ",漢", "\u000b"]}
+{"text": "字٣٤٥٦'ſßſ/\r\na/bꟲ!!'T<|endoftext|>🙂å\r\n\r\naå", "tokens": 31, "pieces": ["字", "٣٤٥", "٦", "'ſßſ", "/\r\n", "a", "/bꟲ", "!!'", "T", "<|", "endoftext", "|>🙂", "å", "\r\n\r\n", "aå"]}
+{"text": "ZaB  >٣٤٥٦<|endoftext|>'llB\rZ(<|endoftext|>HTTPServerEOT>0😀🏽'D'T(HTTPServer,ß   \n　a/bⅣ\u000baB B\r\n/'llße", "tokens": 57, "pieces": ["Za", "B", " ", " >", "٣٤٥", "٦", "<|", "endoftext", "|>'", "ll", "B", "\r", "Z", "(<|", "endoftext", "|>", "HTTPServer", "EOT", ">", "0", "😀🏽'", "D'T", "(HTTPServer", ",ß", "   \n", "　a", "/b", "Ⅳ", "\u000ba", "B", " B", "\r\n", "/'", "llße"]}
+{"text": "s'", "tokens": 2, "pieces": ["s", "'"]}
+{"text": "<|endoftext|>e\n­'llé!12345678ſ'S're-𐞁٣٤٥٦\r\n\n ('sᵃ", "tokens": 35, "pieces": ["<|", "endoftext", "|>", "e", "\n", "­'", "llé", "!", "123", "456", "78", "ſ'S", "'re", "-𐞁", "٣٤٥", "٦", "\r\n\n", " ('", "sᵃ"]}
+{"text": "DžunglaDžungla(-  a/b👍🏽\n .👍🏽0ع\n!!'ReéiOS  ­   \naB　", "tokens": 37, "pieces": ["Džungla", "Džungla", "(-", " ", " a", "/b", "👍🏽\n", " ", ".👍🏽", "0", "ع", "\n", "!!'", "Reéi", "OS", " ", " ­", "   \n", "a", "B", "　"]}
+{"text": "å#$%a ḍ̇å'VE'S‍<漢‍<😀🏽\r\n'S\t. \tiOSAb   \ns's٣٤٥٦'ll/\r\nع.ḍ̇'Re 9a/bAbABC'S", "tokens": 52, "pieces": ["å", "#$%", "a", " ḍ̇å'VE", "'S", "‍<", "漢", "‍<😀🏽\r\n", "'S", "\t", ".", " ", "\ti", "OSAb", "   \n", "s's", "٣٤٥", "٦", "'ll", "/\r\n", "ع", ".ḍ̇'Re", " ", "9", "a", "/b", "Ab", "ABC'S"]}
+{"text": "t!'Refis\t'ſ#$%\r\na  Dž㍿0\r\n\r\nİ12345678ABCß字㋿HTTPServer𐞁Dž!!(", "tokens": 40, "pieces": ["t", "!'", "Refis", "\t", "'ſ", "#$%\r\n", "a", " ", " Dž", "㍿", "0", "\r\n\r\n", "İ", "123", "456", "78", "ABCß字", "㋿HTTPServer𐞁", "Dž", "!!("]}
+{"text": "٣٤٥٦३", "tokens": 5, "pieces": ["٣٤٥", "٦३"]}
+{"text": "ß  Ⅳ\n/'VE\r\nZ-#$%㋿🙂 \n   ㍿iOS \n 'T㋿ع'ReAb!́é", "tokens": 38, "pieces": ["ß", " ", " ", "Ⅳ", "\n", "/'", "VE", "\r\n", "Z", "-#$%㋿🙂", " \n", "  ", " ㍿", "i", "OS", " \n", " '", "T", "㋿ع'Re", "Ab", "!́é"]}
+{"text": "'ſ-½\n   \niOSé　　>0/\r\n  /'sa'Re'\t\"!! B­عDž   \n9\té   \n", "tokens": 33, "pieces": ["'ſ", "-", "½", "\n   \n", "i", "OSé", "　", "　", ">", "0", "/\r\n", " ", " /'", "sa'Re", "'", "\t", "\"!!", " B", "­ع", "Dž", "   \n", "9", "\té", "   \n"]}
+{"text": "0'TåAb", "tokens": 5, "pieces": ["0", "'Tå", "Ab"]}
+{"text": "漢é<EOT>\r­Ab'ReᵃiOS!!ᵃſ<|fim_prefix|>𐞁  éß
<B‍㍿\n/HTTPServert३\r\n\r\ns\n'", "tokens": 49, "pieces": ["漢é", "<EOT", ">\r", "­Ab'Re", "ᵃi", "OS", "!!", "ᵃſ", "<|", "fim", "_prefix", "|>", "𐞁", " ", " éß", "
", "<B", "‍㍿\n/", "HTTPServert", "३", "\r\n\r\n", "s", "\n", "'"]}
+{"text": " 'S!!  'M,𐞁ß
'VEＡiOS‍0𐞁>.\r0'VE㍿'T­<|endoftext|>/!!", "tokens": 43, "pieces": [" '", "S", "!!", " ", " '", "M", ",𐞁ß", "
", "'VEＡi", "OS", "‍", "0", "𐞁", ">.\r", "0", "'VE", "㍿'", "T", "­<|", "endoftext", "|>/!!"]}
+{"text": "HTTPServer!!a/bDž😀🏽DžⅣ<\tét\n/ \n <|fim_prefix|>AbaBé٣٤٥٦iOS'M𐞁३9! \n /
s", "tokens": 48, "pieces": ["HTTPServer", "!!", "a", "/b", "Dž", "😀🏽", "Dž", "Ⅳ", "<", "\tét", "\n", "/", " \n", " <|", "fim", "_prefix", "|>", "Aba", "Bé", "٣٤٥", "٦", "i", "OS'M", "𐞁", "३9", "!", " \n", " /", "
s"]}
+{"text": "HTTPServerＡ>'reḍ̇　\"'S\r\n\r\n漢aBＡ< \n <META_START>B/​­iOS­漢-a/baB​㍿㋿'ſ'S'VEß", "tokens": 46, "pieces": ["HTTPServer", "Ａ", ">'", "reḍ̇", "　", "\"'", "S", "\r\n\r\n", "漢a", "BＡ", "<", " \n", " <", "META", "_START", ">B", "/​­", "i", "OS", "­漢", "-a", "/ba", "B", "​㍿㋿'", "ſ'S", "'VEß"]}
+{"text": "‍9ꟲ   \ńᵃfiİ㍿   \nfi'VEå​Ａᵃ0漢camelCase'reſAbEOT", "tokens": 35, "pieces": ["‍", "9", "ꟲ", "   \n", "́ᵃfi", "İ", "㍿", "   \n", "fi'VE", "å", "​Ａᵃ", "0", "漢camel", "Case're", "ſ", "Ab", "EOT"]}
+{"text": "a/b'Tꟲ/\r\nABC<META_START>0字", "tokens": 14, "pieces": ["a", "/b'T", "ꟲ", "/\r\n", "ABC", "<META", "_START", ">", "0", "字"]}
+{"text": "'VE'VEᵃ𐞁'ſcamelCase‍<|endoftext|>s<EOT>å½İ", "tokens": 30, "pieces": ["'VE'VE", "ᵃ𐞁'ſ", "camel", "Case", "‍<|", "endoftext", "|>", "s", "<EOT", ">å", "½", "İ"]}
+{"text": "Dž'ſ!!ABC'lladé\r\n\r\n㍿Ab're", "tokens": 15, "pieces": ["Dž'ſ", "!!", "ABC'll", "adé", "\r\n\r\n", "㍿Ab're"]}
+{"text": "ḍ̇", "tokens": 3, "pieces": ["ḍ̇"]}
+{"text": "HTTPServers<META_START>\nꟲ🙂>a㍿", "tokens": 15, "pieces": ["HTTPServers", "<META", "_START", ">\n", "ꟲ", "🙂>", "a", "㍿"]}
+{"text": "😀🏽Ab/\r\n!ß㍿<META_START> 'ſ  \n/.<m HTTPServer😀🏽  ", "tokens": 26, "pieces": ["😀🏽", "Ab", "/\r\n", "!ß", "㍿<", "META", "_START", ">", " '", "ſ", "  \n", "/.<", "m", " HTTPServer", "😀🏽", "  "]}
+{"text": "'ſ'llaBᵃ\n/", "tokens": 10, "pieces": ["'ſ'll", "a", "Bᵃ", "\n", "/"]}
+{"text": "½ \n ​-0字å   \n.'ſ٣٤٥٦Dž9   \n'ſ'Rea😀🏽 \t…t漢#$%Ab🙂ḍ̇", "tokens": 39, "pieces": ["½", " \n", " ​-", "0", "字å", "   \n", ".'", "ſ", "٣٤٥", "٦", "Dž", "9", "   \n", "'ſ'Re", "a", "😀🏽", " \t", "…t漢", "#$%", "Ab", "🙂ḍ̇"]}
+{"text": "<META_START>EOTⅣ9", "tokens": 8, "pieces": ["<META", "_START", ">EOT", "Ⅳ9"]}
+{"text": "EOT,\r<|endoftext|>😀🏽३!Bİ‍ᵃiOSعAb　ᵃ'ſ/<|endoftext|>　ḍ̇İ'ſᵃ'M/ꟲ😀🏽ع\r'red!<|endoftext|><EOT>㍿aB", "tokens": 77, "pieces": ["EOT", ",\r", "<|", "endoftext", "|>😀🏽", "३", "!Bİ", "‍ᵃi", "OSعAb", "　ᵃ'ſ", "/<|", "endoftext", "|>", "　ḍ̇", "İ'ſ", "ᵃ'M", "/ꟲ", "😀🏽", "ع", "\r", "'red", "!<|", "endoftext", "|><", "EOT", ">㍿", "a", "B"]}
+{"text": " éſd,<|endoftext|>å12345678Džt!!\nعa<EOT>😀🏽EOT­\"'s½…'Ⅳ­'D \n ,'ſ\n-fi0", "tokens": 49, "pieces": [" éſd", ",<|", "endoftext", "|>", "å", "123", "456", "78", "Džt", "!!\n", "عa", "<EOT", ">😀🏽", "EOT", "­\"'", "s", "½", "…", "'", "Ⅳ", "­'", "D", " \n", " ,'", "ſ", "\n", "-fi", "0"]}
+{"text": "<|fim_prefix|>", "tokens": 6, "pieces": ["<|", "fim", "_prefix", "|>"]}
+{"text": "/m<META_START>EOT​  ABC", "tokens": 9, "pieces": ["/m", "<META", "_START", ">EOT", "​", " ", " ABC"]}
+{"text": "\r\n\r\nfi  ½a/b㋿\"  \u000bZt's漢३é", "tokens": 20, "pieces": ["\r\n\r\n", "fi", " ", " ", "½", "a", "/b", "㋿\"", "  ", "\u000bZt's", "漢", "३", "é"]}
+{"text": "t…٣٤٥٦Z'Reİ", "tokens": 10, "pieces": ["t", "…", "٣٤٥", "٦", "Z'Re", "İ"]}
+{"text": "  'Re㍿😀🏽\"   \n㋿iOS(12345678İＡ½,‍🙂‍'S's.　…a/b-'sİ­<|fim_prefix|>İＡ", "tokens": 48, "pieces": [" ", " '", "Re", "㍿😀🏽\"", "   \n", "㋿i", "OS", "(", "123", "456", "78", "İＡ", "½", ",‍🙂‍'", "S's", ".", "　", "…a", "/b", "-'", "s", "İ", "­<|", "fim", "_prefix", "|>", "İＡ"]}
+{"text": "a\r\n\r\nＡ​<|endoftext|>'s's'T३'M.sＡABCDž👍🏽Džungla\r\n𐞁Džunglaع\u000bEOT​'ll\r
HTTPServer🙂½", "tokens": 50, "pieces": ["a", "\r\n\r\n", "Ａ", "​<|", "endoftext", "|>'", "s's", "'T", "३", "'M", ".s", "ＡABCDž", "👍🏽", "Džungla", "\r\n", "𐞁Džunglaع", "\u000bEOT", "​'", "ll", "\r", "
HTTPServer", "🙂", "½"]}
+{"text": "Ⅳ٣٤٥٦'VE0#$%🙂9-#$%é!EOT𐞁ḍ̇e　fiAb", "tokens": 31, "pieces": ["Ⅳ٣٤", "٥٦", "'VE", "0", "#$%🙂", "9", "-#$%", "é", "!EOT𐞁ḍ̇e", "　fi", "Ab"]}
+{"text": "👍🏽字/\r\nBDž   \n#$%\"eßß½\"", "tokens": 16, "pieces": ["👍🏽", "字", "/\r\n", "BDž", "   \n", "#$%\"", "eßß", "½", "\""]}
+{"text": "'T-'Re𐞁", "tokens": 7, "pieces": ["'T", "-'", "Re𐞁"]}
+{"text": "!!\r\n'Ret   \n\r\ns#$%Ⅳ<EOT>", "tokens": 14, "pieces": ["!!\r\n", "'Ret", "   \n\r\n", "s", "#$%", "Ⅳ", "<EOT", ">"]}
+{"text": "!!ſ𐞁👍🏽ABC\nḍ̇a/b<", "tokens": 17, "pieces": ["!!", "ſ𐞁", "👍🏽", "ABC", "\n", "ḍ̇a", "/b", "<"]}
+{"text": "å　DžunglaEOT!!ḍ̇-Ab>.'sdaB'reḍ̇\"d\r\n\r\n #$%Ａ\n/", "tokens": 31, "pieces": ["å", "　Džungla", "EOT", "!!", "ḍ̇", "-Ab", ">.'", "sda", "B're", "ḍ̇", "\"d", "\r\n\r\n", " #$%", "Ａ", "\n", "/"]}
+{"text": "'M'ſABC'​👍🏽  ", "tokens": 10, "pieces": ["'M'ſ", "ABC", "'​👍🏽", "  "]}
+{"text": "\n'D'ſ/   \n'M­dḍ̇>㋿<|fim_prefix|>ᵃ漢\"   \n\r\n0​ſſ​-", "tokens": 34, "pieces": ["\n", "'D'ſ", "/", "   \n", "'M", "­dḍ̇", ">㋿<|", "fim", "_prefix", "|>", "ᵃ漢", "\"", "   \n\r\n", "0", "​ſſ", "​-"]}
+{"text": "Z'ſ'عᵃfi", "tokens": 9, "pieces": ["Z'ſ", "'عᵃfi"]}
+{"text": "ſ!'ſ/\r\n   \n𐞁eaB👍🏽́ da", "tokens": 17, "pieces": ["ſ", "!'", "ſ", "/\r\n", "   \n", "𐞁ea", "B", "👍🏽́", " da"]}
+{"text": "Ａ漢 12345678ḍ̇HTTPServer㍿\n/'Re\r\n\r\n‍B9ßaB'S!!👍🏽'M!!'llＡꟲ­👍🏽Dž9m½ع.字m\u000bＡ", "tokens": 53, "pieces": ["Ａ漢", " ", "123", "456", "78", "ḍ̇", "HTTPServer", "㍿\n/", "'Re", "\r\n\r\n", "‍B", "9", "ßa", "B'S", "!!👍🏽'", "M", "!!'", "ll", "Ａꟲ", "­👍🏽", "Dž", "9", "m", "½", "ع", ".字m", "\u000bＡ"]}
+{"text": "camelCasee \n ٣٤٥٦\u000b　ABC'T", "tokens": 13, "pieces": ["camel", "Casee", " \n", " ", "٣٤٥", "٦", "\u000b", "　ABC'T"]}
+{"text": "'s'Må\u000b ́Ab'T(‍", "tokens": 11, "pieces": ["'s'M", "å", "\u000b", " ́Ab'T", "(‍"]}
+{"text": "   \n\n/#$%ḍ̇'Re<META_START>'Ta/b㋿>ḍ̇  \u000bع'll'ſ
 \t<META_START>!३éＡ \n camelCasea/bå'ſB0B…< \n ,,a", "tokens": 56, "pieces": ["   \n\n", "/#$%", "ḍ̇'Re", "<META", "_START", ">'", "Ta", "/b", "㋿>", "ḍ̇", "  ", "\u000bع'll", "'ſ", "
 ", "\t", "<META", "_START", ">!", "३", "é", "Ａ", " \n", " camel", "Casea", "/bå'ſ", "B", "0", "B", "…", "<", " \n", " ,,", "a"]}
+{"text": " \n …<|fim_prefix|>\"𐞁!㍿'ss", "tokens": 20, "pieces": [" \n", " ", "…", "<|", "fim", "_prefix", "|>\"", "𐞁", "!㍿'", "ss"]}
+{"text": "ᵃ😀🏽 é,…fi", "tokens": 13, "pieces": ["ᵃ", "😀🏽", " é", ",", "…fi"]}
+{"text": "é're-\r\n", "tokens": 3, "pieces": ["é're", "-\r\n"]}
+{"text": "12345678e½'M\rABC's㍿<\"𐞁éſ㋿👍🏽Ab　iOS'T\rⅣ('ll'llABCABCBiOS­>Ⅳ", "tokens": 46, "pieces": ["123", "456", "78", "e", "½", "'M", "\r", "ABC's", "㍿<\"", "𐞁éſ", "㋿👍🏽", "Ab", "　i", "OS'T", "\r", "Ⅳ", "('", "ll'll", "ABCABCBi", "OS", "­>", "Ⅳ"]}
+{"text": "\r<٣٤٥٦\"İ́", "tokens": 9, "pieces": ["\r", "<", "٣٤٥", "٦", "\"İ́"]}
+{"text": "<|fim_prefix|>.aBＡ𐞁é‍mAbABCå<META_START>é'reꟲaaBåDž字‍9!é'llＡ!\rDžᵃ'Ret", "tokens": 53, "pieces": ["<|", "fim", "_prefix", "|>.", "a", "BＡ𐞁é", "‍m", "Ab", "ABCå", "<META", "_START", ">é're", "ꟲaa", "Bå", "Dž字", "‍", "9", "!é'll", "Ａ", "!\r", "Džᵃ'Re", "t"]}
+{"text": "fi0\n/<META_START>🙂camelCase<ᵃ𐞁<EOT>", "tokens": 21, "pieces": ["fi", "0", "\n", "/<", "META", "_START", ">🙂", "camel", "Case", "<ᵃ𐞁", "<EOT", ">"]}
+{"text": "​ß\r\nå漢å<META_START>\n/>< \n 'T३EOT'٣٤٥٦ABC漢t9s !!३", "tokens": 33, "pieces": ["​ß", "\r\n", "å漢å", "<META", "_START", ">\n/", "><", " \n", " '", "T", "३", "EOT", "'", "٣٤٥", "٦", "ABC漢t", "9", "s", " ", "!!", "३"]}
+{"text": "(d㍿　e.'s‍fi<META_START>åİ\nB/\r\n     \n­　(ß", "tokens": 24, "pieces": ["(d", "㍿", "　e", ".'", "s", "‍fi", "<META", "_START", ">å", "İ", "\n", "B", "/\r\n", "     \n", "­", "　", "(ß"]}
+{"text": "'VE\r\n!!🙂\r\nⅣB​Ab12345678#$%'TdDžſABC", "tokens": 21, "pieces": ["'VE", "\r\n", "!!🙂\r\n", "Ⅳ", "B", "​Ab", "123", "456", "78", "#$%'", "Td", "Džſ", "ABC"]}
+{"text": "𐞁're'sDžungladᵃ9\r­t-…/𐞁ḍ̇<\n(<META_START>𐞁aB字,   \nå\u000b<|fim_prefix|><|endoftext|>'​‍ꟲ", "tokens": 61, "pieces": ["𐞁're", "'s", "Džungladᵃ", "9", "\r", "­t", "-", "…", "/𐞁ḍ̇", "<\n", "(<", "META", "_START", ">𐞁a", "B字", ",", "   \n", "å", "\u000b", "<|", "fim", "_prefix", "|><|", "endoftext", "|>'​‍", "ꟲ"]}
+{"text": "İ<META_START>'VE", "tokens": 6, "pieces": ["İ", "<META", "_START", ">'", "VE"]}
+{"text": "Ab …ꟲ٣٤٥٦­HTTPServer…<|fim_prefix|>ſ", "tokens": 23, "pieces": ["Ab", " ", "…ꟲ", "٣٤٥", "٦", "­HTTPServer", "…", "<|", "fim", "_prefix", "|>", "ſ"]}
+{"text": ">å\u000bＡABC,HTTPServerǻ-(½EOTZ'D🙂Džungla字ᵃİ👍🏽\t\n३🙂👍🏽m 'll'S\u000bſ<META_START>/\r\ncamelCase
", "tokens": 50, "pieces": [">å", "\u000bＡABC", ",HTTPServerǻ", "-(", "½", "EOTZ'D", "🙂Džungla字ᵃ", "İ", "👍🏽", "\t\n", "३", "🙂👍🏽", "m", " ", "'ll'S", "\u000bſ", "<META", "_START", ">/\r\n", "camel", "Case", "
"]}
+{"text": " 'T\"'T<|endoftext|>9Dž/\r\nABC😀🏽éDž字>!!!HTTPServer  ㍿\r\n\r\n<META_START>HTTPServer٣٤٥٦'Re12345678Džungla½", "tokens": 53, "pieces": [" '", "T", "\"'", "T", "<|", "endoftext", "|>", "9", "Dž", "/\r\n", "ABC", "😀🏽", "é", "Dž字", ">!!!", "HTTPServer", " ", " ㍿\r\n\r\n", "<META", "_START", ">HTTPServer", "٣٤٥", "٦", "'Re", "123", "456", "78", "Džungla", "½"]}
+{"text": "<|endoftext|>عAbⅣ\r\n\r\nméßⅣ\n/ABC𐞁ßſ<EOT>camelCase'M𐞁(ficamelCaseᵃiOSB\r\n\r\nſ½é'Saa", "tokens": 51, "pieces": ["<|", "endoftext", "|>", "عAb", "Ⅳ", "\r\n\r\n", "méß", "Ⅳ", "\n", "/ABC𐞁ßſ", "<EOT", ">camel", "Case'M", "𐞁", "(ficamel", "Caseᵃi", "OSB", "\r\n\r\n", "ſ", "½", "é'S", "aa"]}
+{"text": "a\r🙂'ree字<|endoftext|><EOT>aB­./漢", "tokens": 20, "pieces": ["a", "\r", "🙂'", "ree字", "<|", "endoftext", "|><", "EOT", ">a", "B", "­./", "漢"]}
+{"text": "Ａ٣٤٥٦'DZ'VE㋿mB/\r\n,   \n👍🏽Z㍿ßfi'T३\n/DžunglaDž('M…\n/9…\r", "tokens": 46, "pieces": ["Ａ", "٣٤٥", "٦", "'DZ'VE", "㋿m", "B", "/\r\n", ",", "   \n", "👍🏽", "Z", "㍿ßfi'T", "३", "\n", "/Džungla", "Dž", "('", "M", "…\n", "/", "9", "…\r"]}
+{"text": "'Se½fi٣٤٥٦३İ😀🏽 ,-́fia\n!<|fim_prefix|>fiAb!/Z.écamelCaseB½'D㋿HTTPServera'VEå漢", "tokens": 47, "pieces": ["'Se", "½", "fi", "٣٤٥", "٦३", "İ", "😀🏽", " ,-́", "fia", "\n", "!<|", "fim", "_prefix", "|>", "fi", "Ab", "!/", "Z", ".écamel", "Case", "B", "½", "'D", "㋿HTTPServera'VE", "å漢"]}
+{"text": "e👍🏽'­
\rsḍ̇ \r\n\r\n/\r\n/DžAb<|endoftext|>\r\nعⅣ
iOSfi\r\n👍🏽d३ Dž\r9tEOT½e#$%a/bDžungla", "tokens": 56, "pieces": ["e", "👍🏽'­", "
\r", "sḍ̇", " \r\n\r\n", "/\r\n/", "DžAb", "<|", "endoftext", "|>\r\n", "ع", "Ⅳ", "
i", "OSfi", "\r\n", "👍🏽", "d", "३", " Dž", "\r", "9", "t", "EOT", "½", "e", "#$%", "a", "/b", "Džungla"]}
+{"text": "́​'Re'D", "tokens": 5, "pieces": ["́", "​'", "Re'D"]}
+{"text": " \n …d㍿
<ꟲé.ع're're", "tokens": 19, "pieces": [" \n", " ", "…d", "㍿", "
", "<ꟲé", ".ع're", "'re"]}
+{"text": "å'DABC's'D𐞁<|endoftext|>́😀🏽,​\r\n\r\n<|endoftext|>ḍ̇e<EOT>​­<META_START>👍🏽aBéعaB'Reꟲ㍿", "tokens": 60, "pieces": ["å'D", "ABC's", "'D𐞁", "<|", "endoftext", "|>́😀🏽,​\r\n\r\n", "<|", "endoftext", "|>", "ḍ̇e", "<EOT", ">​­<", "META", "_START", ">👍🏽", "a", "Béعa", "B'Re", "ꟲ", "㍿"]}
+{"text": "9 ३́/\r\n\t", "tokens": 6, "pieces": ["9", " ", "३", "́", "/\r\n", "\t"]}
+{"text": "'re'字!é'ſaB漢٣٤٥٦'Re٣٤٥٦é", "tokens": 21, "pieces": ["'re", "'字", "!é'ſ", "a", "B漢", "٣٤٥", "٦", "'Re", "٣٤٥", "٦", "é"]}
+{"text": "́a/b\u000b\r\n\r\n!!é 12345678'll\t,Ab'Sſſm-.\n/a/bAbⅣ<|fim_prefix|>/\r\n(>mcamelCase#$%a/b\t'HTTPServer>漢\t", "tokens": 50, "pieces": ["́a", "/b", "\u000b\r\n\r\n", "!!", "é", " ", "123", "456", "78", "'ll", "\t", ",Ab'S", "ſſm", "-.\n/", "a", "/b", "Ab", "Ⅳ", "<|", "fim", "_prefix", "|>/\r\n", "(>", "mcamel", "Case", "#$%", "a", "/b", "\t", "'HTTPServer", ">漢", "\t"]}
+{"text": "عdＡBs'dcamelCase/\"DžunglaaBt𐞁<EOT>>'ſ12345678aBZ.<META_START>#$%éꟲ½\u000bs<<EOT>", "tokens": 46, "pieces": ["عd", "ＡBs'd", "camel", "Case", "/\"", "Džunglaa", "Bt𐞁", "<EOT", ">>'", "ſ", "123", "456", "78", "a", "BZ", ".<", "META", "_START", ">#$%", "éꟲ", "½", "\u000bs", "<<", "EOT", ">"]}
+{"text": "9t<|fim_prefix|>́\n/-12345678dꟲ<|endoftext|>ſa'M½٣٤٥٦ \n    \n३d>d", "tokens": 38, "pieces": ["9", "t", "<|", "fim", "_prefix", "|>́\n/", "-", "123", "456", "78", "dꟲ", "<|", "endoftext", "|>", "ſa'M", "½٣٤", "٥٦", " \n    \n", "३", "d", ">d"]}
+{"text": "\ta/bİ٣٤٥٦<|fim_prefix|>é漢>'Sſ<\t'D\u000bAb<|endoftext|>tḍ̇'MéDž   \nḍ̇漢ᵃDžunglá", "tokens": 51, "pieces": ["\ta", "/b", "İ", "٣٤٥", "٦", "<|", "fim", "_prefix", "|>", "é漢", ">'", "Sſ", "<", "\t", "'D", "\u000bAb", "<|", "endoftext", "|>", "tḍ̇'M", "é", "Dž", "   \n", "ḍ̇漢ᵃ", "Džunglá"]}
+{"text": "ſ'T/!aBaEOT३aB'Re/\"a/bſ", "tokens": 16, "pieces": ["ſ'T", "/!", "a", "Ba", "EOT", "३", "a", "B'Re", "/\"", "a", "/bſ"]}
+{"text": "'T.!Z
t漢ᵃ\r\n\r\n9👍🏽/\r\na/bع\réſZZ'Re,", "tokens": 24, "pieces": ["'T", ".!", "Z", "
t漢ᵃ", "\r\n\r\n", "9", "👍🏽/\r\n", "a", "/bع", "\r", "éſ", "ZZ'Re", ","]}
+{"text": "ABC<EOT>EOT>/\r\n'D're", "tokens": 9, "pieces": ["ABC", "<EOT", ">EOT", ">/\r\n", "'D're"]}
+{"text": "<EOT>dſ9HTTPServerEOTꟲ/", "tokens": 13, "pieces": ["<EOT", ">dſ", "9", "HTTPServer", "EOTꟲ", "/"]}
+{"text": "00ådDžungla'👍🏽…Dž're<\u000bZiOS𐞁'ſ'VEé9s<EOT>'DDž  Ａ<|fim_prefix|>'T𐞁\n/ß s'M('ſ", "tokens": 59, "pieces": ["00", "åd", "Džungla", "'👍🏽", "…Dž're", "<", "\u000bZi", "OS𐞁'ſ", "'VEé", "9", "s", "<EOT", ">'", "DDž", " ", " Ａ", "<|", "fim", "_prefix", "|>'", "T𐞁", "\n", "/ß", " s'M", "('", "ſ"]}
+{"text": "　ḍ̇", "tokens": 4, "pieces": ["　ḍ̇"]}
+{"text": "'s㍿　0aB\tHTTPServerEOTfi🙂  dé́  'D!!\r\n\r\nt'M\r\nåDž.\n/HTTPServer", "tokens": 33, "pieces": ["'s", "㍿", "　", "0", "a", "B", "\tHTTPServer", "EOTfi", "🙂", " ", " dé́", " ", " '", "D", "!!\r\n\r\n", "t'M", "\r\n", "å", "Dž", ".\n/", "HTTPServer"]}
+{"text": ">'S\n/Ａ'StEOT㍿३(å👍🏽\r/\r\n'll'M'/\r\n\r\n\r\n\r\n(.'D​  <EOT>　😀🏽ᵃ🙂<META_START>!!Ａſ   \nB　", "tokens": 51, "pieces": [">'", "S", "\n", "/Ａ'S", "t", "EOT", "㍿", "३", "(å", "👍🏽\r/\r\n", "'ll'M", "'/\r\n\r\n\r\n\r\n", "(.'", "D", "​", " ", " <", "EOT", ">", "　", "😀🏽", "ᵃ", "🙂<", "META", "_START", ">!!", "Ａſ", "   \n", "B", "　"]}
+{"text": "­é", "tokens": 2, "pieces": ["­é"]}
+{"text": "<|fim_prefix|>\t𐞁字fi
", "tokens": 14, "pieces": ["<|", "fim", "_prefix", "|>", "\t𐞁字fi", "
"]}
+{"text": ",ᵃ字aBa/bZABC字'漢­👍🏽字0,字 <|fim_prefix|>eABC㍿aB
", "tokens": 36, "pieces": [",ᵃ字a", "Ba", "/b", "ZABC字", "'漢", "­👍🏽", "字", "0", ",字", " ", "<|", "fim", "_prefix", "|>", "e", "ABC", "㍿a", "B", "
"]}
+{"text": "㋿३'S   \n'siOS\n/٣٤٥٦camelCase'ſ­Ab'SＡaBsé", "tokens": 26, "pieces": ["㋿", "३", "'S", "   \n", "'si", "OS", "\n", "/", "٣٤٥", "٦", "camel", "Case'ſ", "­Ab'S", "Ａa", "Bsé"]}
+{"text": "漢!>'scamelCasé", "tokens": 7, "pieces": ["漢", "!>'", "scamel", "Casé"]}
+{"text": "-9Džunglaåm/e'M-Ab<B-EOTꟲ३́aB\t🙂\"<EOT>\u000b   \nＡᵃ\u000b", "tokens": 35, "pieces": ["-", "9", "Džunglaåm", "/e'M", "-Ab", "<B", "-EOTꟲ", "३", "́a", "B", "\t", "🙂\"<", "EOT", ">", "\u000b   \n", "Ａᵃ", "\u000b"]}
+{"text": " (camelCase　-#$%'Ta99!é#$%\n/'Dé㋿Džungla
\r\n\r\nᵃ<|fim_prefix|>aB㍿-　　\r\n/<META_START>​\n\r\n\r\neABCa/b
", "tokens": 55, "pieces": [" (", "camel", "Case", "　", "-#$%'", "Ta", "99", "!é", "#$%\n/", "'Dé", "㋿Džungla", "
\r\n\r\n", "ᵃ", "<|", "fim", "_prefix", "|>", "a", "B", "㍿-", "　　\r\n", "/<", "META", "_START", ">​\n\r\n\r\n", "e", "ABCa", "/b", "
"]}
+{"text": "​é😀🏽ḍ̇Dž.\r\n\r\n's½\u000b'T́", "tokens": 16, "pieces": ["​é", "😀🏽", "ḍ̇", "Dž", ".\r\n\r\n", "'s", "½", "\u000b", "'T́"]}
+{"text": ">å(
<㋿'s٣٤٥٦-(a/b#$%İ'll#$%'T'S\"", "tokens": 26, "pieces": [">å", "(", "
", "<㋿'", "s", "٣٤٥", "٦", "-(", "a", "/b", "#$%", "İ'll", "#$%'", "T'S", "\""]}
+{"text": "\r\nḍ̇\r\n12345678 \n (Ⅳd<|endoftext|>ABC'll…éDžZ'll‍­'T\u000b0­ \n ٣٤٥٦(éＡEOTeå!́𐞁ḍ̇…m<|endoftext|>", "tokens": 68, "pieces": ["\r\n", "ḍ̇", "\r\n", "123", "456", "78", " \n", " (", "Ⅳ", "d", "<|", "endoftext", "|>", "ABC'll", "…é", "DžZ'll", "‍­'", "T", "\u000b", "0", "­", " \n", " ", "٣٤٥", "٦", "(é", "ＡEOTeå", "!́𐞁ḍ̇", "…m", "<|", "endoftext", "|>"]}
+{"text": "é  'ſ㋿Z'VE<|fim_prefix|>\n/12345678'Re
s<㋿eᵃ\t漢\r\n\r\n漢ᵃ\r\n12345678ᵃ­åsZⅣ", "tokens": 52, "pieces": ["é", " ", " '", "ſ", "㋿Z'VE", "<|", "fim", "_prefix", "|>\n/", "123", "456", "78", "'Re", "
s", "<㋿", "eᵃ", "\t漢", "\r\n\r\n", "漢ᵃ", "\r\n", "123", "456", "78", "ᵃ", "­ås", "Z", "Ⅳ"]}
+{"text": "𐞁𐞁½'s", "tokens": 10, "pieces": ["𐞁𐞁", "½", "'s"]}
+{"text": "/\r\n ", "tokens": 2, "pieces": ["/\r\n", " "]}
+{"text": "漢>0're", "tokens": 4, "pieces": ["漢", ">", "0", "'re"]}
+{"text": "'SEOT\n/ᵃßEOTa/bZ㍿   \nع,عHTTPServer‍  ‍m'DＡ'Reعع", "tokens": 33, "pieces": ["'SEOT", "\n", "/ᵃß", "EOTa", "/b", "Z", "㍿", "   \n", "ع", ",عHTTPServer", "‍", " ", " ", "‍m'D", "Ａ'Re", "عع"]}
+{"text": "!ßⅣḍ̇ꟲ'ſ㍿", "tokens": 15, "pieces": ["!ß", "Ⅳ", "ḍ̇ꟲ'ſ", "㍿"]}
+{"text": "ꟲ12345678\rſ<|fim_prefix|>٣٤٥٦​Džunglaé𐞁<EOT>Dž#$%012345678\r\n\r\n٣٤٥٦!Džungla😀🏽!é\n/½12345678'D ㍿\r\nd\r\n\r\nİ<EOT>
Ab-'😀🏽fi", "tokens": 78, "pieces": ["ꟲ", "123", "456", "78", "\r", "ſ", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "​Džunglaé𐞁", "<EOT", ">Dž", "#$%", "012", "345", "678", "\r\n\r\n", "٣٤٥", "٦", "!Džungla", "😀🏽!", "é", "\n", "/", "½12", "345", "678", "'D", " ", "㍿\r\n", "d", "\r\n\r\n", "İ", "<EOT", ">", "
Ab", "-'😀🏽", "fi"]}
+{"text": "𐞁'Re\n/Ab𐞁ABC३ß㍿   \n३ABC'ſ字字m're 'ReDžungla　s👍🏽ḍ̇DžunglasDž9<|endoftext|>\t\n/३\r\n(𐞁ḍ̇'M'VEABC", "tokens": 71, "pieces": ["𐞁'Re", "\n", "/Ab𐞁", "ABC", "३", "ß", "㍿", "   \n", "३", "ABC'ſ", "字字m're", " ", "'Re", "Džungla", "　s", "👍🏽", "ḍ̇", "Džunglas", "Dž", "9", "<|", "endoftext", "|>", "\t\n", "/", "३", "\r\n", "(𐞁ḍ̇'M", "'VEABC"]}
+{"text": "iOS(ABCfiDžunglae🙂EOT­Džungla㍿#$%12345678camelCase'ſ#$%#$%'MaB٣٤٥٦'Reé'llſſ", "tokens": 45, "pieces": ["i", "OS", "(ABCfi", "Džunglae", "🙂EOT", "­Džungla", "㍿#$%", "123", "456", "78", "camel", "Case'ſ", "#$%#$%'", "Ma", "B", "٣٤٥", "٦", "'Reé'll", "ſſ"]}
+{"text": "٣٤٥٦㋿a\r\naa('llcamelCaseDžunglaDž\n/a  <META_START>ZiOS<EOT>🙂३ABCa/b>   \n0'ſ\n/-#$%𐞁'll\r\n\u000b'D>㍿\r\n\r\n", "tokens": 59, "pieces": ["٣٤٥", "٦", "㋿a", "\r\n", "aa", "('", "llcamel", "Case", "Džungla", "Dž", "\n", "/a", " ", " <", "META", "_START", ">Zi", "OS", "<EOT", ">🙂", "३", "ABCa", "/b", ">", "   \n", "0", "'ſ", "\n", "/-#$%", "𐞁'll", "\r\n", "\u000b", "'D", ">㍿\r\n\r\n"]}
+{"text": "😀🏽Džꟲ0Dž'rea👍🏽   \nꟲ'D́Ａ­Z  9Ａs,#$% DžHTTPServer.\"Ⅳ", "tokens": 41, "pieces": ["😀🏽", "Džꟲ", "0", "Dž're", "a", "👍🏽", "   \n", "ꟲ'D", "́", "Ａ", "­Z", " ", " ", "9", "Ａs", ",#$%", " DžHTTPServer", ".\"", "Ⅳ"]}
+{"text": "३ſ<|endoftext|>ⅣBB!   \n\t'Dm…🙂-/\r\nⅣaB 're👍🏽camelCase😀🏽ḍ̇aBéßEOT👍🏽😀🏽<EOT>½#$%'sع'Då", "tokens": 63, "pieces": ["३", "ſ", "<|", "endoftext", "|>", "Ⅳ", "BB", "!", "   \n", "\t", "'Dm", "…", "🙂-/\r\n", "Ⅳ", "a", "B", " '", "re", "👍🏽", "camel", "Case", "😀🏽", "ḍ̇a", "Béß", "EOT", "👍🏽😀🏽<", "EOT", ">", "½", "#$%'", "sع'D", "å"]}
+{"text": "9<   \n!m12345678a\r\n٣٤٥٦iOS<META_START>   \n
عé'ſ­,ꟲcamelCaseＡ३.\"'Re!\u000b,ᵃ٣٤٥٦'ſ'M\t", "tokens": 52, "pieces": ["9", "<", "   \n", "!m", "123", "456", "78", "a", "\r\n", "٣٤٥", "٦", "i", "OS", "<META", "_START", ">", "   \n", "
عé'ſ", "­,", "ꟲcamel", "Case", "Ａ", "३", ".\"'", "Re", "!", "\u000b", ",ᵃ", "٣٤٥", "٦", "'ſ'M", "\t"]}
+{"text": "m\n…½\r३　Džungla!/ ع,<> 'S<|fim_prefix|>aB'Ma/bsaBİ.iOS", "tokens": 35, "pieces": ["m", "\n", "…", "½", "\r", "३", "　Džungla", "!/", " ع", ",<>", " '", "S", "<|", "fim", "_prefix", "|>", "a", "B'M", "a", "/bsa", "Bİ", ".i", "OS"]}
+{"text": ">>å'sZ(", "tokens": 6, "pieces": [">>", "å's", "Z", "("]}
+{"text": "0㋿🙂!!-  \naBa/b   \n/,
9ꟲ-a<|fim_prefix|>Dž　9fiＡiOS…'VE'D<|fim_prefix|>'T12345678   \n \n é12345678t\r  ", "tokens": 57, "pieces": ["0", "㋿🙂!!-", "  \n", "a", "Ba", "/b", "   \n", "/,", "
", "9", "ꟲ", "-a", "<|", "fim", "_prefix", "|>", "Dž", "　", "9", "fi", "Ａi", "OS", "…", "'VE'D", "<|", "fim", "_prefix", "|>'", "T", "123", "456", "78", "   \n \n", " é", "123", "456", "78", "t", "\r", "  "]}
+{"text": "'S \n عd'VE३(0-㍿", "tokens": 13, "pieces": ["'S", " \n", " عd'VE", "३", "(", "0", "-㍿"]}
+{"text": "('Re's👍🏽12345678'VE‍EOTع.12345678!!漢   \n'ſＡ漢,a/b\r\n\r\n 
<META_START>…'S\"Ａ\r\n…ᵃsEOTＡ'", "tokens": 51, "pieces": ["('", "Re's", "👍🏽", "123", "456", "78", "'VE", "‍EOTع", ".", "123", "456", "78", "!!", "漢", "   \n", "'ſ", "Ａ漢", ",a", "/b", "\r\n\r\n", " ", "
", "<META", "_START", ">", "…", "'S", "\"Ａ", "\r\n", "…ᵃs", "EOTＡ", "'"]}
+{"text": "­  e­'s\r\n\r\n", "tokens": 7, "pieces": ["­", " ", " e", "­'", "s", "\r\n\r\n"]}
+{"text": "!\r\n\r\nåßDžunglaEOT漢HTTPServer漢camelCase<|endoftext|>\t \n ABC\r\n🙂𐞁\u000b<|fim_prefix|>\"'T'Re'sta　<EOT>'DaBB<META_START>é(‍\t👍🏽", "tokens": 62, "pieces": ["!\r\n\r\n", "åß", "Džungla", "EOT漢HTTPServer漢camel", "Case", "<|", "endoftext", "|>", "\t \n", " ABC", "\r\n", "🙂𐞁", "\u000b", "<|", "fim", "_prefix", "|>\"'", "T'Re", "'sta", "　", "<EOT", ">'", "Da", "BB", "<META", "_START", ">é", "(‍", "\t", "👍🏽"]}
+{"text": " \n \r\n\r\n", "tokens": 2, "pieces": [" \n \r\n\r\n"]}
+{"text": "٣٤٥٦aB́B\n/'ſ'sa\n/👍🏽9é🙂e<META_START>!!𐞁३HTTPServer,Ａ", "tokens": 37, "pieces": ["٣٤٥", "٦", "a", "B́", "B", "\n", "/'", "ſ's", "a", "\n", "/👍🏽", "9", "é", "🙂e", "<META", "_START", ">!!", "𐞁", "३", "HTTPServer", ",Ａ"]}
+{"text": "ع<|endoftext|>­iOS漢", "tokens": 12, "pieces": ["ع", "<|", "endoftext", "|>­", "i", "OS漢"]}
+{"text": "'VE   \n　'S
s\n/'T㍿.aB9camelCase12345678Ａ", "tokens": 23, "pieces": ["'VE", "   \n", "　", "'S", "
s", "\n", "/'", "T", "㍿.", "a", "B", "9", "camel", "Case", "123", "456", "78", "Ａ"]}
+{"text": "ᵃİ,㍿e9<EOT>!!㍿\r!!", "tokens": 19, "pieces": ["ᵃ", "İ", ",㍿", "e", "9", "<EOT", ">!!㍿\r", "!!"]}
+{"text": "e<|endoftext|>t12345678ꟲé㍿fi'MＡ\na/b 'ABC(́å", "tokens": 33, "pieces": ["e", "<|", "endoftext", "|>", "t", "123", "456", "78", "ꟲé", "㍿fi'M", "Ａ", "\n", "a", "/b", " ", "'ABC", "(́å"]}
+{"text": "عHTTPServer\n/", "tokens": 5, "pieces": ["عHTTPServer", "\n", "/"]}
+{"text": "ⅣiOS<EOT>㋿'sABC'M<|endoftext|>.iOS >sßa/bAb\rḍ̇३!!­٣٤٥٦'DZ<𐞁/\r\n(#$%,½<'re𐞁", "tokens": 58, "pieces": ["Ⅳ", "i", "OS", "<EOT", ">㋿'", "s", "ABC'M", "<|", "endoftext", "|>.", "i", "OS", " >", "sßa", "/b", "Ab", "\r", "ḍ̇", "३", "!!­", "٣٤٥", "٦", "'DZ", "<𐞁", "/\r\n", "(#$%,", "½", "<'", "re𐞁"]}
+{"text": "-字ḍ̇s-aABCDžaB12345678d<|endoftext|>HTTPServerＡḍ̇\r\nZ0\nB\"ᵃeé\"", "tokens": 41, "pieces": ["-字ḍ̇s", "-a", "ABCDža", "B", "123", "456", "78", "d", "<|", "endoftext", "|>", "HTTPServer", "Ａḍ̇", "\r\n", "Z", "0", "\n", "B", "\"ᵃeé", "\""]}
+{"text": "édḍ̇ABC\u000bḍ̇ᵃ9<|fim_prefix|>\r㍿'reHTTPServerét\"İå🙂d  ßaB㋿‍٣٤٥٦.aB'D
\r\n\r\n", "tokens": 54, "pieces": ["édḍ̇", "ABC", "\u000bḍ̇ᵃ", "9", "<|", "fim", "_prefix", "|>\r", "㍿'", "re", "HTTPServerét", "\"İå", "🙂d", " ", " ßa", "B", "㋿‍", "٣٤٥", "٦", ".a", "B'D", "
\r\n\r\n"]}
+{"text": "🙂㋿Zꟲ½,‍", "tokens": 11, "pieces": ["🙂㋿", "Zꟲ", "½", ",‍"]}
+{"text": "   \n
३'ſꟲ", "tokens": 8, "pieces": ["   \n", "
", "३", "'ſꟲ"]}
+{"text": " 12345678Z\tİ㍿\n/'VE#$%…!.'Džunglas<META_START><META_START>\r\n\r\n-s<META_START>'Re‍'MHTTPServerfi<0عZ३㋿EOTＡ𐞁", "tokens": 58, "pieces": [" ", "123", "456", "78", "Z", "\tİ", "㍿\n/", "'VE", "#$%", "…", "!.'", "Džunglas", "<META", "_START", "><", "META", "_START", ">\r\n\r\n", "-s", "<META", "_START", ">'", "Re", "‍'", "MHTTPServerfi", "<", "0", "ع", "Z", "३", "㋿EOTＡ𐞁"]}
+{"text": "'reaBſ<|endoftext|>😀🏽0tiOS<META_START>ＡſHTTPServer", "tokens": 25, "pieces": ["'rea", "Bſ", "<|", "endoftext", "|>😀🏽", "0", "ti", "OS", "<META", "_START", ">Ａſ", "HTTPServer"]}
+{"text": "a/३camelCaseＡZ'VE", "tokens": 9, "pieces": ["a", "/", "३", "camel", "Case", "ＡZ'VE"]}
+{"text": "🙂<|endoftext|>EOT", "tokens": 10, "pieces": ["🙂<|", "endoftext", "|>", "EOT"]}
+{"text": "a're𐞁'llEOTＡd​Dž'T<|fim_prefix|>/\r\n  …<META_START> /\r\n'Abꟲ३e#$%'Rea/b-", "tokens": 44, "pieces": ["a're", "𐞁'll", "EOTＡd", "​Dž'T", "<|", "fim", "_prefix", "|>/\r\n", "  ", "…", "<META", "_START", ">", " ", "/\r\n", "'Abꟲ", "३", "e", "#$%'", "Rea", "/b", "-"]}
+{"text": "İ\t🙂𐞁#$%dm‍m,Ab漢\r\n\t👍🏽 \n 'sm", "tokens": 23, "pieces": ["İ", "\t", "🙂𐞁", "#$%", "dm", "‍m", ",Ab漢", "\r\n", "\t", "👍🏽", " \n", " '", "sm"]}
+{"text": "\" \n 're\t-'D\nd \n 'SᵃZ\r\n\r\nع'ſ   \n😀🏽'Då\n/　'T''D", "tokens": 33, "pieces": ["\"", " \n", " '", "re", "\t", "-'", "D", "\n", "d", " \n", " '", "Sᵃ", "Z", "\r\n\r\n", "ع'ſ", "   \n", "😀🏽'", "Då", "\n", "/", "　", "'T", "''", "D"]}
+{"text": "!!'ſ…\n#$%…\tİ𐞁½( ⅣHTTPServer12345678iOSZ \r\n\r\nt!!Ⅳ
9\n're", "tokens": 39, "pieces": ["!!'", "ſ", "…\n", "#$%", "…", "\tİ𐞁", "½", "(", " ", "Ⅳ", "HTTPServer", "123", "456", "78", "i", "OSZ", " \r\n\r\n", "t", "!!", "Ⅳ", "
", "9", "\n", "'re"]}
+{"text": "\tcamelCase'S/\r\nABC'ReiOS㋿'Res \r\n12345678…\r \n  -iOS漢🙂٣٤٥٦é…㍿　\r\n\r\nＡ's!!-camelCase\rABC<|fim_prefix|>>/ḍ̇!!", "tokens": 60, "pieces": ["\tcamel", "Case'S", "/\r\n", "ABC'Re", "i", "OS", "㋿'", "Res", " \r\n", "123", "456", "78", "…\r \n", " ", " ", "-i", "OS漢", "🙂", "٣٤٥", "٦", "é", "…", "㍿", "　\r\n\r\n", "Ａ's", "!!-", "camel", "Case", "\r", "ABC", "<|", "fim", "_prefix", "|>>/", "ḍ̇", "!!"]}
+{"text": "'T å'VE   \n \n 'T\nꟲſ  ßé'M‍\rAb😀🏽/\r\nＡ३/\r\nع !!é㍿", "tokens": 37, "pieces": ["'T", " å'VE", "   \n \n", " '", "T", "\n", "ꟲſ", " ", " ßé'M", "‍\r", "Ab", "😀🏽/\r\n", "Ａ", "३", "/\r\n", "ع", " ", "!!", "é", "㍿"]}
+{"text": "s㍿>٣٤٥٦12345678<META_START>\r\n\r\n ​\r\n's字s字😀🏽's𐞁Džungla㋿ABC'ſDžungla🙂t'VE\n/eDž   \n'SeiOS<<META_START>字'SAbع", "tokens": 66, "pieces": ["s", "㍿>", "٣٤٥", "٦12", "345", "678", "<META", "_START", ">\r\n\r\n", " ​\r\n", "'s字s字", "😀🏽'", "s𐞁", "Džungla", "㋿ABC'ſ", "Džungla", "🙂t'VE", "\n", "/e", "Dž", "   \n", "'Sei", "OS", "<<", "META", "_START", ">字'S", "Abع"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "‍!   \n're​.", "tokens": 5, "pieces": ["‍!", "   \n", "'re", "​."]}
+{"text": "㍿'TiOSiOS!'re'S >ſ　ꟲ'T٣٤٥٦'Reſ漢'ReᵃiOS/\r\n-\r\n‍ع٣٤٥٦́0😀🏽ABC   \n/\r\n\r\n", "tokens": 48, "pieces": ["㍿'", "Ti", "OSi", "OS", "!'", "re'S", " ", ">ſ", "　ꟲ'T", "٣٤٥", "٦", "'Reſ漢'Re", "ᵃi", "OS", "/\r\n", "-\r\n", "‍ع", "٣٤٥", "٦", "́", "0", "😀🏽", "ABC", "   \n", "/\r\n\r\n"]}
+{"text": "\"!\"½字½'reZéfiDžungla", "tokens": 13, "pieces": ["\"!\"", "½", "字", "½", "'re", "Zéfi", "Džungla"]}
+{"text": "afi\t#$%<|endoftext|>Ab/\r\n EOT \n ꟲ'll\t👍🏽…aBaB'Ret㍿#$%ḍ̇", "tokens": 40, "pieces": ["afi", "\t", "#$%<|", "endoftext", "|>", "Ab", "/\r\n", " EOT", " \n", " ꟲ'll", "\t", "👍🏽", "…a", "Ba", "B'Re", "t", "㍿#$%", "ḍ̇"]}
+{"text": "é-\r\n\r\n\u000b字('re'D \n ٣٤٥٦<META_START>३\r\n\r\n!عB!iOSé-edABC\n/   \ncamelCase.漢mcamelCasedé", "tokens": 42, "pieces": ["é", "-\r\n\r\n", "\u000b字", "('", "re'D", " \n", " ", "٣٤٥", "٦", "<META", "_START", ">", "३", "\r\n\r\n", "!ع", "B", "!i", "OSé", "-ed", "ABC", "\n", "/", "   \n", "camel", "Case", ".漢mcamel", "Casedé"]}
+{"text": "́sDžunglaat \n 漢DžHTTPServer㋿ \n ABCꟲm", "tokens": 21, "pieces": ["́s", "Džunglaat", " \n", " 漢DžHTTPServer", "㋿", " \n", " ABCꟲm"]}
+{"text": "½'M!!!", "tokens": 3, "pieces": ["½", "'M", "!!!"]}
+{"text": "👍🏽　'll<|endoftext|>'D <EOT>𐞁0Dž­ſßZiOS👍🏽\"३å.ḍ̇­  ­-\r   \ns'M", "tokens": 48, "pieces": ["👍🏽", "　", "'ll", "<|", "endoftext", "|>'", "D", " <", "EOT", ">𐞁", "0", "Dž", "­ſß", "Zi", "OS", "👍🏽\"", "३", "å", ".ḍ̇", "­", " ", " ­-\r", "   \n", "s'M"]}
+{"text": "<|fim_prefix|>>字'M9a/béiOS12345678B  ㋿å'll'Mt!!ḍ̇ḍ̇́<|endoftext|>!", "tokens": 44, "pieces": ["<|", "fim", "_prefix", "|>>", "字'M", "9", "a", "/béi", "OS", "123", "456", "78", "B", " ", " ㋿", "å'll", "'Mt", "!!", "ḍ̇ḍ̇́", "<|", "endoftext", "|>!"]}
+{"text": "ع\u000b/ \n <META_START>#$%", "tokens": 10, "pieces": ["ع", "\u000b", "/", " \n", " <", "META", "_START", ">#$%"]}
+{"text": "'réécamelCase/\r\n\"/\r\na/b'reABCfi<ع#$%aB\t", "tokens": 20, "pieces": ["'réécamel", "Case", "/\r\n", "\"/\r\n", "a", "/b're", "ABCfi", "<ع", "#$%", "a", "B", "\t"]}
+{"text": "٣٤٥٦<EOT><|fim_prefix|>٣٤٥٦iOSḍ̇Dž'T\n/…Džungla…é", "tokens": 35, "pieces": ["٣٤٥", "٦", "<EOT", "><|", "fim", "_prefix", "|>", "٣٤٥", "٦", "i", "OSḍ̇", "Dž'T", "\n", "/", "…Džungla", "…é"]}
+{"text": "ABCcamelCase'DcamelCase  😀🏽字12345678ꟲ🙂 漢", "tokens": 20, "pieces": ["ABCcamel", "Case'D", "camel", "Case", " ", " 😀🏽", "字", "123", "456", "78", "ꟲ", "🙂", " 漢"]}
+{"text": "ſ漢/iOS٣٤٥٦>\r㋿Z12345678'MDžungla\t'TDžungla\"'VEⅣEOTZ\n/½ta/b\r\n a'D… <|endoftext|>é'S<META_START>t\u000b", "tokens": 63, "pieces": ["ſ漢", "/i", "OS", "٣٤٥", "٦", ">\r", "㋿Z", "123", "456", "78", "'MDžungla", "\t", "'TDžungla", "\"'", "VE", "Ⅳ", "EOTZ", "\n", "/", "½", "ta", "/b", "\r\n", " a'D", "…", " ", "<|", "endoftext", "|>", "é'S", "<META", "_START", ">t", "\u000b"]}
+{"text": "\"-", "tokens": 1, "pieces": ["\"-"]}
+{"text": "/", "tokens": 1, "pieces": ["/"]}
+{"text": "e's 'll'ſZ\u000bDž\u000b<|endoftext|>'M \n 's/\r\nås'VEm,\r\n\r\nå<EOT>ḍ̇/😀🏽<|endoftext|>,s", "tokens": 50, "pieces": ["e's", " ", "'ll'ſ", "Z", "\u000bDž", "\u000b", "<|", "endoftext", "|>'", "M", " \n", " '", "s", "/\r\n", "ås'VE", "m", ",\r\n\r\n", "å", "<EOT", ">ḍ̇", "/😀🏽<|", "endoftext", "|>,", "s"]}
+{"text": "😀🏽", "tokens": 3, "pieces": ["😀🏽"]}
+{"text": "/Ⅳḍ̇(ABC　\r.­½​iOS…\r\n\r\n\"\n  <12345678ß.HTTPServerZ ᵃ-<META_START>'S\ta#$%", "tokens": 42, "pieces": ["/", "Ⅳ", "ḍ̇", "(ABC", "　\r", ".­", "½", "​i", "OS", "…\r\n\r\n", "\"\n", " ", " <", "123", "456", "78", "ß", ".HTTPServer", "Z", " ᵃ", "-<", "META", "_START", ">'", "S", "\ta", "#$%"]}
+{"text": "aⅣİAb", "tokens": 5, "pieces": ["a", "Ⅳ", "İAb"]}
+{"text": " (t'M​ꟲ   \n(́ǻEOT \n e'sEOT   \n　å<|fim_prefix|>camelCase　㍿\t\r\n\r\n\r\n", "tokens": 38, "pieces": [" ", "(t'M", "​ꟲ", "   \n", "(́ǻ", "EOT", " \n", " e's", "EOT", "   \n", "　å", "<|", "fim", "_prefix", "|>", "camel", "Case", "　", "㍿", "\t\r\n\r\n\r\n"]}
+{"text": "ⅣEOTt\t/\r\n­'VE𐞁\t<३-,'s\n/㋿'VE'ſ\n<|fim_prefix|>9३'Dع'M <EOT>'S<META_START>
Ⅳ0aB३ABC\r\n​s🙂", "tokens": 62, "pieces": ["Ⅳ", "EOTt", "\t", "/\r\n", "­'", "VE𐞁", "\t", "<", "३", "-,'", "s", "\n", "/㋿'", "VE'ſ", "\n", "<|", "fim", "_prefix", "|>", "9३", "'Dع'M", " ", "<EOT", ">'", "S", "<META", "_START", ">", "
", "Ⅳ0", "a", "B", "३", "ABC", "\r\n", "​s", "🙂"]}
+{"text": "å­𐞁<|fim_prefix|>'M٣٤٥٦ddsdcamelCase,iOSꟲé…\n/㋿écamelCase'Re'T'", "tokens": 42, "pieces": ["å", "­𐞁", "<|", "fim", "_prefix", "|>'", "M", "٣٤٥", "٦", "ddsdcamel", "Case", ",i", "OSꟲé", "…\n", "/㋿", "écamel", "Case'Re", "'T", "'"]}
+{"text": "‍ſ're<EOT>é\u000bḍ̇e<EOT>🙂…ſ're….㋿é'T𐞁‍#$%٣٤٥٦　
-é", "tokens": 43, "pieces": ["‍ſ're", "<EOT", ">é", "\u000bḍ̇e", "<EOT", ">🙂", "…ſ're", "…", ".㋿", "é'T", "𐞁", "‍#$%", "٣٤٥", "٦", "　", "
", "-é"]}
+{"text": "<|fim_prefix|>漢-\r\nZ㍿!!'ſDžungla\rDžungla'Mt…Ａḍ̇​iOS
é'T𐞁(DžéeABCé", "tokens": 50, "pieces": ["<|", "fim", "_prefix", "|>", "漢", "-\r\n", "Z", "㍿!!'", "ſ", "Džungla", "\r", "Džungla'M", "t", "…Ａḍ̇", "​i", "OS", "
é'T", "𐞁", "(Džée", "ABCé"]}
+{"text": ".漢", "tokens": 2, "pieces": [".漢"]}
+{"text": "ᵃm", "tokens": 4, "pieces": ["ᵃm"]}
+{"text": "́😀🏽DžHTTPServer.\n/İ< /\r\nḍ̇/\r\n're🙂'T'ſⅣ字a/b\u000b", "tokens": 29, "pieces": ["́", "😀🏽", "DžHTTPServer", ".\n/", "İ", "<", " /\r\n", "ḍ̇", "/\r\n", "'re", "🙂'", "T'ſ", "Ⅳ", "字a", "/b", "\u000b"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "㍿½٣٤٥٦a/bå'Reå'T", "tokens": 16, "pieces": ["㍿", "½٣٤", "٥٦", "a", "/bå'Re", "å'T"]}
+{"text": "ꟲ,
   \nmß漢\u000b\na/bB́a/b/\r\n\r\nİfiİ", "tokens": 21, "pieces": ["ꟲ", ",", "
   \n", "mß漢", "\u000b\n", "a", "/b", "B́a", "/b", "/\r\n\r\n", "İfi", "İ"]}
+{"text": " \n ३'ſ   \n", "tokens": 6, "pieces": [" \n", " ", "३", "'ſ", "   \n"]}
+{"text": "<META_START>9\n/DžunglaHTTPServer/漢ᵃ'TiOSHTTPServer߅'S", "tokens": 27, "pieces": ["<META", "_START", ">", "9", "\n", "/Džungla", "HTTPServer", "/漢ᵃ'T", "i", "OSHTTPServerß", "…", "'S"]}
+{"text": "fi's", "tokens": 2, "pieces": ["fi's"]}
+{"text": "\r'Re ́/'MaBB😀🏽#$%<|endoftext|>\"d🙂aB", "tokens": 23, "pieces": ["\r", "'Re", " ́", "/'", "Ma", "BB", "😀🏽#$%<|", "endoftext", "|>\"", "d", "🙂a", "B"]}
+{"text": "\tDžungla🙂漢字½ \n/\"'Mß\r\n\r\n\r\n/\r\n㋿å\"é.", "tokens": 25, "pieces": ["\tDžungla", "🙂漢字", "½", " \n", "/\"'", "Mß", "\r\n\r\n\r\n", "/\r\n", "㋿å", "\"é", "."]}
+{"text": "iOS㍿a", "tokens": 6, "pieces": ["i", "OS", "㍿a"]}
+{"text": "ᵃB\"HTTPServerᵃ, \r\n\r\né<|endoftext|>İ­EOT\r\nåḍ̇'DⅣ,'Re…٣٤٥٦\"a/b(.'re-'D
'Tåd　😀🏽\r'", "tokens": 60, "pieces": ["ᵃ", "B", "\"HTTPServerᵃ", ",", " \r\n\r\n", "é", "<|", "endoftext", "|>", "İ", "­EOT", "\r\n", "åḍ̇'D", "Ⅳ", ",'", "Re", "…", "٣٤٥", "٦", "\"a", "/b", "(.'", "re", "-'", "D", "
", "'Tåd", "　", "😀🏽\r", "'"]}
+{"text": "'re!!EOT'llAbs'VEå🙂…<',12345678a/b ​㍿\n/
 HTTPServer(\n'M​", "tokens": 33, "pieces": ["'re", "!!", "EOT'll", "Abs'VE", "å", "🙂", "…", "<',", "123", "456", "78", "a", "/b", " ​㍿\n/", "
", " HTTPServer", "(\n", "'M", "​"]}
+{"text": "eEOTfi'   \n\"　'M", "tokens": 9, "pieces": ["e", "EOTfi", "'", "   \n", "\"", "　", "'M"]}
+{"text": "‍'SAbt㋿ <META_START>!<㍿HTTPServer<EOT>　'T/éåＡ/\r\n㍿३/\r\nع>!!<|fim_prefix|>\rt'TaB.9", "tokens": 51, "pieces": ["‍'", "SAbt", "㋿", " <", "META", "_START", ">!<㍿", "HTTPServer", "<EOT", ">", "　", "'T", "/éå", "Ａ", "/\r\n", "㍿", "३", "/\r\n", "ع", ">!!<|", "fim", "_prefix", "|>\r", "t'T", "a", "B", ".", "9"]}
+{"text": "ḍ̇३9HTTPServer ,camelCaseåḍ̇İ\"'ſDžungla12345678 \n <|endoftext|><|fim_prefix|>éſ,Ⅳ𐞁åHTTPServerꟲ½fi'Reع  #$%å ", "tokens": 67, "pieces": ["ḍ̇", "३9", "HTTPServer", " ", ",camel", "Caseåḍ̇", "İ", "\"'", "ſ", "Džungla", "123", "456", "78", " \n", " <|", "endoftext", "|><|", "fim", "_prefix", "|>", "éſ", ",", "Ⅳ", "𐞁å", "HTTPServerꟲ", "½", "fi'Re", "ع", " ", " #$%", "å", " "]}
+{"text": "<   \n㍿<EOT>'M😀🏽<㍿'Re\n/ḍ̇(\r\n\r\n<|endoftext|>ſ   \n,'ſ", "tokens": 37, "pieces": ["<", "   \n", "㍿<", "EOT", ">'", "M", "😀🏽<㍿'", "Re", "\n", "/ḍ̇", "(\r\n\r\n", "<|", "endoftext", "|>", "ſ", "   \n", ",'", "ſ"]}
+{"text": "ᵃ/   \né'll­iOS<META_START>ḍ̇HTTPServera½字漢👍🏽iOSé's<|fim_prefix|>iOS(…éHTTPServer‍!!0,ſa/b/\r\n
", "tokens": 52, "pieces": ["ᵃ", "/", "   \n", "é'll", "­i", "OS", "<META", "_START", ">ḍ̇", "HTTPServera", "½", "字漢", "👍🏽", "i", "OSé's", "<|", "fim", "_prefix", "|>", "i", "OS", "(", "…é", "HTTPServer", "‍!!", "0", ",ſa", "/b", "/\r\n", "
"]}
+{"text": "­Ab㍿'ll字㋿>'re\t'reZ'漢'T\r\n\r\nfi'S…\n/'VE<|fim_prefix|>9s'Sé٣٤٥٦", "tokens": 42, "pieces": ["­Ab", "㍿'", "ll字", "㋿>'", "re", "\t", "'re", "Z", "'漢'T", "\r\n\r\n", "fi'S", "…\n", "/'", "VE", "<|", "fim", "_prefix", "|>", "9", "s'S", "é", "٣٤٥", "٦"]}
+{"text": "é'ſZ -ß,\r\n\r\ncamelCase/\r\n\"  !!𐞁\r\n\u000b\r\nZ   \n<|endoftext|>#$%٣٤٥٦​𐞁   \n", "tokens": 42, "pieces": ["é'ſ", "Z", " ", "-ß", ",\r\n\r\n", "camel", "Case", "/\r\n", "\"", " ", " !!", "𐞁", "\r\n\u000b\r\n", "Z", "   \n", "<|", "endoftext", "|>#$%", "٣٤٥", "٦", "​𐞁", "   \n"]}
+{"text": "👍🏽iOS'SABC", "tokens": 7, "pieces": ["👍🏽", "i", "OS'S", "ABC"]}
+{"text": "<漢ḍ̇/\r\n㋿fi字\u000b-", "tokens": 13, "pieces": ["<漢ḍ̇", "/\r\n", "㋿fi字", "\u000b", "-"]}
+{"text": "   \nå<Ab'Sé", "tokens": 8, "pieces": ["   \n", "å", "<Ab'S", "é"]}
+{"text": " \n/,'S!<EOT>ḍ̇ſ\"", "tokens": 14, "pieces": [" \n", "/,'", "S", "!<", "EOT", ">ḍ̇ſ", "\""]}
+{"text": "d\u000b字ABC٣٤٥٦👍🏽", "tokens": 11, "pieces": ["d", "\u000b字", "ABC", "٣٤٥", "٦", "👍🏽"]}
+{"text": "㋿\t", "tokens": 4, "pieces": ["㋿", "\t"]}
+{"text": "<EOT>ᵃ", "tokens": 6, "pieces": ["<EOT", ">ᵃ"]}
+{"text": "字'll\r\n /d   \nDž　Džungla.12345678​ <EOT>!!Dž<EOT>'VEḍ̇/\r\n­'ſＡåfi'VE<META_START>", "tokens": 46, "pieces": ["字'll", "\r\n", " /", "d", "   \n", "Dž", "　Džungla", ".", "123", "456", "78", "​", " <", "EOT", ">!!", "Dž", "<EOT", ">'", "VEḍ̇", "/\r\n", "­'", "ſ", "Ａåfi'VE", "<META", "_START", ">"]}
+{"text": "'Må‍३'VE<|fim_prefix|>
Z'é<\r\n\r\n'S!fié‍", "tokens": 23, "pieces": ["'Må", "‍", "३", "'VE", "<|", "fim", "_prefix", "|>", "
Z", "'é", "<\r\n\r\n", "'S", "!fié", "‍"]}
+{"text": "å /\r\n/!Ⅳ \n !٣٤٥٦", "tokens": 14, "pieces": ["å", " /\r\n/", "!", "Ⅳ", " \n", " !", "٣٤٥", "٦"]}
+{"text": "'T  漢 \n 'Dḍ̇mDž<|fim_prefix|>  ​
…ſ<३　  \u000b>Z'D 👍🏽ea­iOS0漢Džungla 'ſⅣZ.", "tokens": 51, "pieces": ["'T", " ", " 漢", " \n", " '", "Dḍ̇m", "Dž", "<|", "fim", "_prefix", "|>", " ", " ​", "
", "…ſ", "<", "३", "　  ", "\u000b", ">Z'D", " ", "👍🏽", "ea", "­i", "OS", "0", "漢Džungla", " '", "ſ", "Ⅳ", "Z", "."]}
+{"text": "HTTPServerß<EOT>>camelCase12345678e İDžungla'Re\t", "tokens": 20, "pieces": ["HTTPServerß", "<EOT", ">>", "camel", "Case", "123", "456", "78", "e", " İDžungla'Re", "\t"]}
+{"text": ",\r\n\r\n<|endoftext|>å  ABC字<META_START>'S   \n'VE㍿Dž(HTTPServer   \n'S🙂é​'S'ſeaé  /\r\n  <META_START>\r\n'll字", "tokens": 50, "pieces": [",\r\n\r\n", "<|", "endoftext", "|>", "å", " ", " ABC字", "<META", "_START", ">'", "S", "   \n", "'VE", "㍿Dž", "(HTTPServer", "   \n", "'S", "🙂é", "​'", "S'ſ", "eaé", " ", " /\r\n", " ", " <", "META", "_START", ">\r\n", "'ll字"]}
+{"text": "㍿iOSEOT<|fim_prefix|>a/b'T/\r\nABC<EOT>'ll'll'VEt'Sſet'SAb0-Džunglaſ'ſ'S\n字字>\r\ndé🙂å㋿👍🏽𐞁0Dž", "tokens": 61, "pieces": ["㍿i", "OSEOT", "<|", "fim", "_prefix", "|>", "a", "/b'T", "/\r\n", "ABC", "<EOT", ">'", "ll'll", "'VEt'S", "ſet'S", "Ab", "0", "-Džunglaſ'ſ", "'S", "\n", "字字", ">\r\n", "dé", "🙂å", "㋿👍🏽", "𐞁", "0", "Dž"]}
+{"text": "'M½'ſ'll
\u000b iOSDž!!\t/\r\n字Z㍿ḍ̇<|fim_prefix|>ع㍿!", "tokens": 33, "pieces": ["'M", "½", "'ſ'll", "
\u000b", " i", "OSDž", "!!", "\t", "/\r\n", "字", "Z", "㍿ḍ̇", "<|", "fim", "_prefix", "|>", "ع", "㍿!"]}
+{"text": ">😀🏽ᵃ<|fim_prefix|>ꟲABC/\r\n \n   ½\r\n>   \n\r🙂's३ \n 漢ꟲ\n/'ſ(\niOS\r\n\t,   \n\r\n", "tokens": 47, "pieces": [">😀🏽", "ᵃ", "<|", "fim", "_prefix", "|>", "ꟲ", "ABC", "/\r\n", " \n", "  ", " ", "½", "\r\n", ">", "   \n\r", "🙂'", "s", "३", " \n", " 漢ꟲ", "\n", "/'", "ſ", "(\n", "i", "OS", "\r\n", "\t", ",", "   \n\r\n"]}
+{"text": "㍿'S\n/-㋿
fi‍e'ſ<META_START>'se‍é", "tokens": 24, "pieces": ["㍿'", "S", "\n", "/-㋿", "
fi", "‍e'ſ", "<META", "_START", ">'", "se", "‍é"]}
+{"text": "🙂Džungla \n éABCABC   \n/\r\n漢'T㋿👍🏽Ab😀🏽३\r\n'll\"'ſBaB<㋿㋿å\nd-iOS#$%漢aBHTTPServer", "tokens": 50, "pieces": ["🙂Džungla", " \n", " é", "ABCABC", "   \n", "/\r\n", "漢'T", "㋿👍🏽", "Ab", "😀🏽", "३", "\r\n", "'ll", "\"'", "ſ", "Ba", "B", "<㋿㋿", "å", "\n", "d", "-i", "OS", "#$%", "漢a", "BHTTPServer"]}
+{"text": "/\r\n   \n'VE/   \ne!\n/½'ſ/\r\n \n fi٣٤٥٦<a!ém½", "tokens": 25, "pieces": ["/\r\n", "   \n", "'VE", "/", "   \n", "e", "!\n/", "½", "'ſ", "/\r\n", " \n", " fi", "٣٤٥", "٦", "<a", "!ém", "½"]}
+{"text": "e'M<EOT>12345678
9-\ncamelCase\n/'sＡ\n!", "tokens": 19, "pieces": ["e'M", "<EOT", ">", "123", "456", "78", "
", "9", "-\n", "camel", "Case", "\n", "/'", "s", "Ａ", "\n", "!"]}
+{"text": "ꟲEOT👍🏽字>dABC\t字's<'ſfi'S­㋿'Mß'D  \r", "tokens": 28, "pieces": ["ꟲ", "EOT", "👍🏽", "字", ">d", "ABC", "\t字's", "<'", "ſfi'S", "­㋿'", "Mß'D", "  \r"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": " 'S'Re(", "tokens": 4, "pieces": [" ", "'S'Re", "("]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "​   \n \n'VE  Ⅳ(a/bEOT<|endoftext|>!!<META_START>#$%𐞁<EOT>🙂३\r<EOT>字/\r\n\"ß🙂'sḍ̇́", "tokens": 51, "pieces": ["​", "   \n \n", "'VE", " ", " ", "Ⅳ", "(a", "/b", "EOT", "<|", "endoftext", "|>!!<", "META", "_START", ">#$%", "𐞁", "<EOT", ">🙂", "३", "\r", "<EOT", ">字", "/\r\n", "\"ß", "🙂'", "sḍ̇́"]}
+{"text": "㋿å's", "tokens": 6, "pieces": ["㋿å's"]}
+{"text": " ", "tokens": 1, "pieces": [" "]}
+{"text": "'ś३'re\r\r\n\r\n㋿.ꟲé㍿'M \n ſ<|endoftext|>å9Z0Z㍿>ABCAbⅣ'SaB'll'reB", "tokens": 49, "pieces": ["'ś", "३", "'re", "\r\r\n\r\n", "㋿.", "ꟲé", "㍿'", "M", " \n", " ſ", "<|", "endoftext", "|>", "å", "9", "Z", "0", "Z", "㍿>", "ABCAb", "Ⅳ", "'Sa", "B'll", "'re", "B"]}
+{"text": "ABCⅣ-ᵃ \n 'THTTPServeréHTTPServer٣٤٥٦   \n<字'ſfi  m𐞁é'llå1234567812345678", "tokens": 42, "pieces": ["ABC", "Ⅳ", "-ᵃ", " \n", " '", "THTTPServeré", "HTTPServer", "٣٤٥", "٦", "   \n", "<字'ſ", "fi", " ", " m𐞁é'll", "å", "123", "456", "781", "234", "567", "8"]}
+{"text": "#$%m<META_START>İع㍿a/bfi𐞁fi३\r\n\r\n>'llHTTPServer'ſé<|fim_prefix|>…ſeZt0!!  漢\u000b\r\n½<EOT>   \n.İ㋿fi漢 ", "tokens": 62, "pieces": ["#$%", "m", "<META", "_START", ">İع", "㍿a", "/bfi𐞁fi", "३", "\r\n\r\n", ">'", "ll", "HTTPServer'ſ", "é", "<|", "fim", "_prefix", "|>", "…ſe", "Zt", "0", "!!", " ", " 漢", "\u000b\r\n", "½", "<EOT", ">", "   \n", ".İ", "㋿fi漢", " "]}
+{"text": "　(.", "tokens": 2, "pieces": ["　", "(."]}
+{"text": "㋿'ll…३😀🏽ABCEOT½'Re,'M'VE'reZAb　'ſ'VE('ll.ꟲ\t/'Dé<EOT>-é\"!", "tokens": 43, "pieces": ["㋿'", "ll", "…", "३", "😀🏽", "ABCEOT", "½", "'Re", ",'", "M'VE", "'re", "ZAb", "　", "'ſ'VE", "('", "ll", ".ꟲ", "\t", "/'", "Dé", "<EOT", ">-", "é", "\"!"]}
+{"text": "'VEDžunglaＡ'ſ'S'Meé/\r\n.<META_START><|endoftext|>Ⅳ>Ａs٣٤٥٦12345678½　 'ſå12345678'  sſ", "tokens": 50, "pieces": ["'VEDžungla", "Ａ'ſ", "'S'M", "eé", "/\r\n", ".<", "META", "_START", "><|", "endoftext", "|>", "Ⅳ", ">Ａs", "٣٤٥", "٦12", "345", "678", "½", "　", " ", "'ſå", "123", "456", "78", "'", " ", " sſ"]}
+{"text": "'s.'ll🙂ſ/!aB", "tokens": 9, "pieces": ["'s", ".'", "ll", "🙂ſ", "/!", "a", "B"]}
+{"text": ">(𐞁EOT>aa <META_START>! !Ａ漢9å \n 'Dᵃå \n <META_START>", "tokens": 33, "pieces": [">(", "𐞁", "EOT", ">aa", " <", "META", "_START", ">!", " !", "Ａ漢", "9", "å", " \n", " '", "Dᵃå", " \n", " <", "META", "_START", ">"]}
+{"text": "aiOS \n ‍‍DžacamelCaseecamelCase
camelCaseḍ̇㋿​a/b\rt \n  camelCase‍t<|fim_prefix|>", "tokens": 40, "pieces": ["ai", "OS", " \n", " ‍‍", "Džacamel", "Caseecamel", "Case", "
camel", "Caseḍ̇", "㋿​", "a", "/b", "\r", "t", " \n", " ", " camel", "Case", "‍t", "<|", "fim", "_prefix", "|>"]}
+{"text": "<META_START>́'sfiع<|fim_prefix|>(!!٣٤٥٦Ⅳ>ḍ̇Z", "tokens": 26, "pieces": ["<META", "_START", ">́'s", "fiع", "<|", "fim", "_prefix", "|>(!!", "٣٤٥", "٦Ⅳ", ">ḍ̇", "Z"]}
+{"text": "\r\n\r\néHTTPServer👍🏽\r\n\r\nacamelCase‍­,(0\rHTTPServer👍🏽\n/å0,ß \n Dž🙂s \n ㍿", "tokens": 40, "pieces": ["\r\n\r\n", "é", "HTTPServer", "👍🏽\r\n\r\n", "acamel", "Case", "‍­,(", "0", "\r", "HTTPServer", "👍🏽\n/", "å", "0", ",ß", " \n", " Dž", "🙂s", " \n", " ㍿"]}
+{"text": "­
m…'T٣٤٥٦Ⅳ!'S!", "tokens": 15, "pieces": ["­", "
m", "…", "'T", "٣٤٥", "٦Ⅳ", "!'", "S", "!"]}
+{"text": "<|fim_prefix|>.\u000baB \n/Abß٣٤٥٦a/b
　　㍿å\tع>ß\r\niOS'll㍿EOT", "tokens": 41, "pieces": ["<|", "fim", "_prefix", "|>.", "\u000ba", "B", " \n", "/Abß", "٣٤٥", "٦", "a", "/b", "
　", "　", "㍿å", "\tع", ">ß", "\r\n", "i", "OS'll", "㍿EOT"]}
+{"text": "9.Z<|fim_prefix|>😀🏽ᵃt'D<META_START>", "tokens": 20, "pieces": ["9", ".Z", "<|", "fim", "_prefix", "|>😀🏽", "ᵃt'D", "<META", "_START", ">"]}
+{"text": "'D३(字'S9½/\r\n
\ré'T", "tokens": 12, "pieces": ["'D", "३", "(字'S", "9½", "/\r\n", "
\r", "é'T"]}
+{"text": "'VE-fiAb𐞁,😀🏽   \nHTTPServerİᵃ/(B", "tokens": 22, "pieces": ["'VE", "-fi", "Ab𐞁", ",😀🏽", "   \n", "HTTPServer", "İᵃ", "/(", "B"]}
+{"text": "'Reé½('ABCa'D/\r\t👍🏽   \nİfi<​\">ßEOTꟲ9ßsd🙂/'re\r\n\r\n<12345678<META_START>", "tokens": 41, "pieces": ["'Reé", "½", "('", "ABCa'D", "/\r", "\t", "👍🏽", "   \n", "İfi", "<​\">", "ß", "EOTꟲ", "9", "ßsd", "🙂/'", "re", "\r\n\r\n", "<", "123", "456", "78", "<META", "_START", ">"]}
+{"text": "é\r\r\n\r0'ſ'#$%<|fim_prefix|>a", "tokens": 17, "pieces": ["é", "\r\r\n\r", "0", "'ſ", "'#$%<|", "fim", "_prefix", "|>", "a"]}
+{"text": "/\r\n\r\nDžungla'M'ReAb\n/'ll㋿
३٣٤٥٦ 'SaBZé\tEOT<EOT>12345678ع\nEOTſ#$%éiOS-tsa/bDž(㍿!!0", "tokens": 56, "pieces": ["/\r\n\r\n", "Džungla'M", "'Re", "Ab", "\n", "/'", "ll", "㋿", "
", "३٣٤", "٥٦", " ", "'Sa", "BZé", "\tEOT", "<EOT", ">", "123", "456", "78", "ع", "\n", "EOTſ", "#$%", "éi", "OS", "-tsa", "/b", "Dž", "(㍿!!", "0"]}
+{"text": "fi𐞁é‍t.", "tokens": 9, "pieces": ["fi𐞁é", "‍t", "."]}
+{"text": "-…#$%.'<Džungla'StEOTEOT9'T½(\u000b!!\n/e#$%iOS   \n", "tokens": 29, "pieces": ["-", "…", "#$%.'<", "Džungla'S", "t", "EOTEOT", "9", "'T", "½", "(", "\u000b", "!!\n/", "e", "#$%", "i", "OS", "   \n"]}
+{"text": "<META_START>\r\n!!HTTPServer\t\"­sd\"½'VE'D're<|fim_prefix|>!!-ع", "tokens": 26, "pieces": ["<META", "_START", ">\r\n", "!!", "HTTPServer", "\t", "\"­", "sd", "\"", "½", "'VE'D", "'re", "<|", "fim", "_prefix", "|>!!-", "ع"]}
+{"text": "😀🏽​­'ſ's.　\r\n\r\néßm 're", "tokens": 17, "pieces": ["😀🏽​­'", "ſ's", ".", "　\r\n\r\n", "éßm", " ", "'re"]}
+{"text": "Z<EOT>0<META_START>‍e", "tokens": 11, "pieces": ["Z", "<EOT", ">", "0", "<META", "_START", ">‍", "e"]}
+{"text": "\n𐞁ꟲ'sa/bＡ >a/be12345678   \n<META_START>Ａ\r<|endoftext|>a\tDž.…d㋿", "tokens": 43, "pieces": ["\n", "𐞁ꟲ's", "a", "/b", "Ａ", " >", "a", "/be", "123", "456", "78", "   \n", "<META", "_START", ">Ａ", "\r", "<|", "endoftext", "|>", "a", "\tDž", ".", "…d", "㋿"]}
+{"text": "🙂 \n iOS\"camelCaseＡ", "tokens": 8, "pieces": ["🙂", " \n", " i", "OS", "\"camel", "Case", "Ａ"]}
+{"text": "camelCase<META_START>Dž'Re   \nAb字 a   \n!!éZé!
 \n 'Ａ,/😀🏽!! 's٣٤٥٦<EOT>ſ/  ٣٤٥٦", "tokens": 46, "pieces": ["camel", "Case", "<META", "_START", ">Dž'Re", "   \n", "Ab字", " a", "   \n", "!!", "é", "Zé", "!", "
 \n", " '", "Ａ", ",/😀🏽!!", " '", "s", "٣٤٥", "٦", "<EOT", ">ſ", "/", " ", " ", "٣٤٥", "٦"]}
+{"text": "/İ>‍漢   \nfi​ /\r\nß(‍👍🏽'DⅣعᵃ \n aDžungla　 \n s", "tokens": 33, "pieces": ["/İ", ">‍", "漢", "   \n", "fi", "​", " ", "/\r\n", "ß", "(‍👍🏽'", "D", "Ⅳ", "عᵃ", " \n", " a", "Džungla", "　 \n", " s"]}
+{"text": " /\r\nعHTTPServer३./\r\n9३'ſ 'VEAb<|fim_prefix|>Ａé  '३\r\n३㋿\nB9\r\na   \n​\"  ,عfiEOT-​", "tokens": 48, "pieces": [" ", "/\r\n", "عHTTPServer", "३", "./\r\n", "9३", "'ſ", " ", "'VEAb", "<|", "fim", "_prefix", "|>", "Ａé", " ", " '", "३", "\r\n", "३", "㋿\n", "B", "9", "\r\n", "a", "   \n", "​\"", " ", " ,", "عfi", "EOT", "-​"]}
+{"text": "👍🏽\r\n٣٤٥٦'S<|endoftext|>fiABCᵃ𐞁,sa/b\u000b<EOT>\r\n.Džéꟲᵃ🙂", "tokens": 44, "pieces": ["👍🏽\r\n", "٣٤٥", "٦", "'S", "<|", "endoftext", "|>", "fi", "ABCᵃ𐞁", ",sa", "/b", "\u000b", "<EOT", ">\r\n", ".Džéꟲᵃ", "🙂"]}
+{"text": "ABC'ReaB   \nfi !.'ll  -ꟲ\r\n\r\n
é\u000b//dZ👍🏽ḍ̇'Mßs　​t🙂   \na/b<EOT>'SB-‍  ", "tokens": 44, "pieces": ["ABC'Re", "a", "B", "   \n", "fi", " !.'", "ll", " ", " -", "ꟲ", "\r\n\r\n", "
é", "\u000b", "//", "d", "Z", "👍🏽", "ḍ̇'M", "ßs", "　", "​t", "🙂", "   \n", "a", "/b", "<EOT", ">'", "SB", "-‍", "  "]}
+{"text": "a/béZ\rDžunglaᵃ😀🏽   \n\u000b're\rABC", "tokens": 20, "pieces": ["a", "/bé", "Z", "\r", "Džunglaᵃ", "😀🏽", "   \n", "\u000b", "'re", "\r", "ABC"]}
+{"text": "\u000bé0㍿fiB'S\t­'ll'camelCase   \n'M", "tokens": 18, "pieces": ["\u000bé", "0", "㍿fi", "B'S", "\t", "­'", "ll", "'camel", "Case", "   \n", "'M"]}
+{"text": "\n-", "tokens": 2, "pieces": ["\n", "-"]}
+{"text": "字é😀🏽ABC'ſ \n <EOT>   \n…'T‍Dž‍a/b३m/!'T'T🙂HTTPServer½㋿<AbꟲiOS/\r\ne're ㍿HTTPServers३/\r\n\r\n", "tokens": 55, "pieces": ["字é", "😀🏽", "ABC'ſ", " \n", " <", "EOT", ">", "   \n", "…", "'T", "‍Dž", "‍a", "/b", "३", "m", "/!'", "T'T", "🙂HTTPServer", "½", "㋿<", "Abꟲi", "OS", "/\r\n", "e're", " ", "㍿HTTPServers", "३", "/\r\n\r\n"]}
+{"text": "<|endoftext|> 漢'T३/\r\nع('St字\r\n\r\nع㍿ꟲ٣٤٥٦é#$%漢'VEcamelCase", "tokens": 37, "pieces": ["<|", "endoftext", "|>", " 漢'T", "३", "/\r\n", "ع", "('", "St字", "\r\n\r\n", "ع", "㍿ꟲ", "٣٤٥", "٦", "é", "#$%", "漢'VE", "camel", "Case"]}
+{"text": "   \n'Mfi字　㍿'a/ba/ḍ̇camelCasem\r     \n!!'ſ!eå\r\n('ſå\t\r\n\r\n'D<META_START>👍🏽\r\n\r\n\r\n\r\nAb", "tokens": 43, "pieces": ["   \n", "'Mfi字", "　", "㍿'", "a", "/ba", "/ḍ̇camel", "Casem", "\r     \n", "!!'", "ſ", "!eå", "\r\n", "('", "ſå", "\t\r\n\r\n", "'D", "<META", "_START", ">👍🏽\r\n\r\n\r\n\r\n", "Ab"]}
+{"text": "\r\n\r\nİZ🙂'İİ<EOT>a/b", "tokens": 11, "pieces": ["\r\n\r\n", "İZ", "🙂'", "İİ", "<EOT", ">a", "/b"]}
+{"text": "<EOT>ß9.½'Re字//\r\n🙂a/baBعfi½camelCase/\r\n", "tokens": 21, "pieces": ["<EOT", ">ß", "9", ".", "½", "'Re字", "//\r\n", "🙂a", "/ba", "Bعfi", "½", "camel", "Case", "/\r\n"]}
+{"text": "\u000b<EOT>Zİ", "tokens": 5, "pieces": ["\u000b", "<EOT", ">Zİ"]}
+{"text": ">HTTPServerDžungla-HTTPServer aBAbm!!", "tokens": 15, "pieces": [">HTTPServer", "Džungla", "-HTTPServer", " a", "BAbm", "!!"]}
+{"text": "iOS\"Bḍ̇ttᵃᵃ12345678<META_START>ḍ̇9İ३🙂İ‍/.ſ'VE'ſ'SiOS'T'ꟲ'‍mᵃ. s", "tokens": 52, "pieces": ["i", "OS", "\"Bḍ̇ttᵃᵃ", "123", "456", "78", "<META", "_START", ">ḍ̇", "9", "İ", "३", "🙂İ", "‍/.", "ſ'VE", "'ſ'S", "i", "OS'T", "'ꟲ", "'‍", "mᵃ", ".", " s"]}
+{"text": "字<|fim_prefix|>", "tokens": 7, "pieces": ["字", "<|", "fim", "_prefix", "|>"]}
+{"text": "🙂 're İ'S­ſ\r\r\n\r\nś'ſ‍0   \nſ'Re ½(aB're'Reé-ꟲ'ReDžungla‍EOT… (", "tokens": 42, "pieces": ["🙂", " '", "re", " İ'S", "­ſ", "\r\r\n\r\n", "ś'ſ", "‍", "0", "   \n", "ſ'Re", " ", "½", "(a", "B're", "'Reé", "-ꟲ'Re", "Džungla", "‍EOT", "…", " ", "("]}
+{"text": "BcamelCase'<META_START>HTTPServer", "tokens": 9, "pieces": ["Bcamel", "Case", "'<", "META", "_START", ">HTTPServer"]}
+{"text": "'ll'EOT<EOT>\r٣٤٥٦ꟲa/b'VE\r\n<|endoftext|>'ſḍ̇<|fim_prefix|><META_START>'S''llAb　.'re٣٤٥٦ḍ̇", "tokens": 53, "pieces": ["'ll", "'EOT", "<EOT", ">\r", "٣٤٥", "٦", "ꟲa", "/b'VE", "\r\n", "<|", "endoftext", "|>'", "ſḍ̇", "<|", "fim", "_prefix", "|><", "META", "_START", ">'", "S", "''", "ll", "Ab", "　", ".'", "re", "٣٤٥", "٦", "ḍ̇"]}
+{"text": "#$% \n ३'reꟲ", "tokens": 9, "pieces": ["#$%", " \n", " ", "३", "'reꟲ"]}
+{"text": "   \n's'Re\n/漢३​\t   \n…", "tokens": 11, "pieces": ["   \n", "'s'Re", "\n", "/漢", "३", "​", "\t   \n", "…"]}
+{"text": "Ⅳ㋿漢-İꟲᵃ\"aB
字#$%<|fim_prefix|>\r\n\r\n sİ/\r\n'll>'DEOT<­aDžunglaB,٣٤٥٦aAb(/å\t", "tokens": 53, "pieces": ["Ⅳ", "㋿漢", "-İꟲᵃ", "\"a", "B", "
字", "#$%<|", "fim", "_prefix", "|>\r\n\r\n", " s", "İ", "/\r\n", "'ll", ">'", "DEOT", "<­", "a", "Džungla", "B", ",", "٣٤٥", "٦", "a", "Ab", "(/", "å", "\t"]}
+{"text": "EOT㍿\ré\"ſ9<|endoftext|>Džungla's'S'll٣٤٥٦fi<|fim_prefix|>Ⅳ\n­ 0camelCaseé12345678e  '   \naB<|fim_prefix|> ＡåDžungla0㋿‍", "tokens": 73, "pieces": ["EOT", "㍿\r", "é", "\"ſ", "9", "<|", "endoftext", "|>", "Džungla's", "'S'll", "٣٤٥", "٦", "fi", "<|", "fim", "_prefix", "|>", "Ⅳ", "\n", "­", " ", "0", "camel", "Caseé", "123", "456", "78", "e", " ", " '", "   \n", "a", "B", "<|", "fim", "_prefix", "|>", " Ａå", "Džungla", "0", "㋿‍"]}
+{"text": "👍🏽㍿\r\n\r\n\u000bé12345678<m'T㋿dé😀🏽(㍿ꟲd😀🏽0𐞁👍🏽", "tokens": 40, "pieces": ["👍🏽㍿\r\n\r\n", "\u000bé", "123", "456", "78", "<m'T", "㋿dé", "😀🏽(㍿", "ꟲd", "😀🏽", "0", "𐞁", "👍🏽"]}
+{"text": "éDž\"12345678/\r\n　'M<|fim_prefix|>㋿camelCaseⅣ<iOSＡ  𐞁camelCase!İZZééé漢'VÉ'D>a/bZ<\r\n\r\n漢fi<META_START>", "tokens": 57, "pieces": ["é", "Dž", "\"", "123", "456", "78", "/\r\n", "　", "'M", "<|", "fim", "_prefix", "|>㋿", "camel", "Case", "Ⅳ", "<i", "OSＡ", " ", " 𐞁camel", "Case", "!İZZééé漢'VE", "́'D", ">a", "/b", "Z", "<\r\n\r\n", "漢fi", "<META", "_START", ">"]}
+{"text": "㋿字'VE!!Ⅳ'T­#$%<m(́'MDžungla\r\n'S­'VE,𐞁👍🏽HTTPServer   \n\r\nＡ9!!e\n字　aB9\u000b", "tokens": 50, "pieces": ["㋿字'VE", "!!", "Ⅳ", "'T", "­#$%<", "m", "(́'M", "Džungla", "\r\n", "'S", "­'", "VE", ",𐞁", "👍🏽", "HTTPServer", "   \n\r\n", "Ａ", "9", "!!", "e", "\n", "字", "　a", "B", "9", "\u000b"]}
+{"text": "'re\r\n 𐞁t/\r\n>㍿漢camelCase", "tokens": 16, "pieces": ["'re", "\r\n", " 𐞁t", "/\r\n", ">㍿", "漢camel", "Case"]}
+{"text": "   \n  0a<​EOT٣٤٥٦‍(   \n'reiOS'Reꟲ(字'MAb\n/'re­,#$%tEOTé😀🏽 ㍿a/b", "tokens": 48, "pieces": ["   \n", " ", " ", "0", "a", "<​", "EOT", "٣٤٥", "٦", "‍(", "   \n", "'rei", "OS'Re", "ꟲ", "(字'M", "Ab", "\n", "/'", "re", "­,#$%", "t", "EOTé", "😀🏽", " ", "㍿a", "/b"]}
+{"text": "HTTPServerſ'T0", "tokens": 5, "pieces": ["HTTPServerſ'T", "0"]}
+{"text": "'M😀🏽٣٤٥٦<́é'D 'ſ㋿  ½a/bᵃ'Re…Ⅳ-ZſaB,​‍'\r\naBEOT‍ᵃ0,'ſ", "tokens": 49, "pieces": ["'M", "😀🏽", "٣٤٥", "٦", "<́é'D", " '", "ſ", "㋿", " ", " ", "½", "a", "/bᵃ'Re", "…", "Ⅳ", "-Zſa", "B", ",​‍'\r\n", "a", "BEOT", "‍ᵃ", "0", ",'", "ſ"]}
+{"text": "B\n'Re🙂  ABC-B", "tokens": 7, "pieces": ["B", "\n", "'Re", "🙂", " ", " ABC", "-B"]}
+{"text": "-camelCaseeⅣé.३字\"deع'll😀🏽漢३'aB'Da/b\"camelCase(عſm漢
", "tokens": 33, "pieces": ["-camel", "Casee", "Ⅳ", "é", ".", "३", "字", "\"deع'll", "😀🏽", "漢", "३", "'a", "B'D", "a", "/b", "\"camel", "Case", "(عſm漢", "
"]}
+{"text": "eAbé३'T12345678   \n", "tokens": 10, "pieces": ["e", "Abé", "३", "'T", "123", "456", "78", "   \n"]}
+{"text": "Z12345678é\n/0  m İ​EOT>!\r\n\n/'ll‍-'s", "tokens": 23, "pieces": ["Z", "123", "456", "78", "é", "\n", "/", "0", " ", " m", " İ", "​EOT", ">!\r\n\n/", "'ll", "‍-'", "s"]}
+{"text": "'å㋿/\r\nＡḍ̇dⅣ
d👍🏽!\tå<<META_START><EOT>​३'İ  ­,'re", "tokens": 36, "pieces": ["'å", "㋿/\r\n", "Ａḍ̇d", "Ⅳ", "
d", "👍🏽!", "\tå", "<<", "META", "_START", "><", "EOT", ">​", "३", "'İ", " ", " ­,'", "re"]}
+{"text": "Ⅳ Džungla<EOT>,'VEꟲ<META_START>㍿", "tokens": 22, "pieces": ["Ⅳ", " Džungla", "<EOT", ">,'", "VEꟲ", "<META", "_START", ">㍿"]}
+{"text": "<META_START>'ſ३㍿\u000b'Re​'reꟲᵃ😀🏽0٣٤٥٦\r\nmm\nAb/\r\n'T½'Re<|fim_prefix|>عéعcamelCase.<EOT>'ſ \r\n\r\n12345678ＡAb‍<|endoftext|>\nfi", "tokens": 68, "pieces": ["<META", "_START", ">'", "ſ", "३", "㍿", "\u000b", "'Re", "​'", "reꟲᵃ", "😀🏽", "0٣٤", "٥٦", "\r\n", "mm", "\n", "Ab", "/\r\n", "'T", "½", "'Re", "<|", "fim", "_prefix", "|>", "عéعcamel", "Case", ".<", "EOT", ">'", "ſ", " \r\n\r\n", "123", "456", "78", "ＡAb", "‍<|", "endoftext", "|>\n", "fi"]}
+{"text": "\raBcamelCasetḍ̇aficamelCaseع'ſßfiع­٣٤٥٦t/　'Re
'VEaB'll'ſ \n EOT'aBdd \n Ａعa", "tokens": 47, "pieces": ["\r", "a", "Bcamel", "Casetḍ̇aficamel", "Caseع'ſ", "ßfiع", "­", "٣٤٥", "٦", "t", "/", "　", "'Re", "
", "'VEa", "B'll", "'ſ", " \n", " EOT", "'a", "Bdd", " \n", " Ａعa"]}
+{"text": "'s9\n/éſ🙂\n/漢عHTTPServer漢㍿iOSع<ß'ZdiOS.\r\n\r\n're　ḍ̇ḍ̇\tß\ns<|endoftext|>\n/'VEſ", "tokens": 50, "pieces": ["'s", "9", "\n", "/éſ", "🙂\n/", "漢عHTTPServer漢", "㍿i", "OSع", "<ß", "'Zdi", "OS", ".\r\n\r\n", "'re", "　ḍ̇ḍ̇", "\tß", "\n", "s", "<|", "endoftext", "|>\n/", "'VEſ"]}
+{"text": "'sm'S'reع
\n\r­ᵃm٣٤٥٦३'ll>漢'T'llHTTPServeråſ!!　漢𐞁Ab's", "tokens": 37, "pieces": ["'sm'S", "'reع", "
\n\r", "­ᵃm", "٣٤٥", "٦३", "'ll", ">漢'T", "'ll", "HTTPServeråſ", "!!", "　漢𐞁Ab's"]}
+{"text": "9a/b​½12345678 \n 123456780'M<|endoftext|>㋿'TDžungla\t🙂a/bDž   \n\ne<META_START>Dž<|endoftext|>ḍ̇!HTTPServers\r\nDžunglaع9
ꟲ/   \nDžungla'Mé", "tokens": 76, "pieces": ["9", "a", "/b", "​", "½12", "345", "678", " \n", " ", "123", "456", "780", "'M", "<|", "endoftext", "|>㋿'", "TDžungla", "\t", "🙂a", "/b", "Dž", "   \n\n", "e", "<META", "_START", ">Dž", "<|", "endoftext", "|>", "ḍ̇", "!HTTPServers", "\r\n", "Džunglaع", "9", "
ꟲ", "/", "   \n", "Džungla'M", "é"]}
+{"text": "ع㍿́<EOT>å'Ⅳ👍🏽aBms\r🙂Z​!<'VE9t㋿<", "tokens": 31, "pieces": ["ع", "㍿́", "<EOT", ">å", "'", "Ⅳ", "👍🏽", "a", "Bms", "\r", "🙂Z", "​!<'", "VE", "9", "t", "㋿<"]}
+{"text": "m/d <|endoftext|>'M<|endoftext|>", "tokens": 17, "pieces": ["m", "/d", " <|", "endoftext", "|>'", "M", "<|", "endoftext", "|>"]}
+{"text": "'iOS\tDžungla!\r\n\"-!'VE\r\n\r\nEOT \n/\r\n\r\n>tع99漢\t'ſDžᵃ'aé's…'٣٤٥٦\r\n\r\n-fi0", "tokens": 45, "pieces": ["'i", "OS", "\tDžungla", "!\r\n", "\"-!'", "VE", "\r\n\r\n", "EOT", " \n", "/\r\n\r\n", ">tع", "99", "漢", "\t", "'ſ", "Džᵃ", "'aé's", "…", "'", "٣٤٥", "٦", "\r\n\r\n", "-fi", "0"]}
+{"text": "m　'Re12345678a/bＡma0", "tokens": 11, "pieces": ["m", "　", "'Re", "123", "456", "78", "a", "/b", "Ａma", "0"]}
+{"text": "   \nå<㋿<META_START>aaB\n/ABCiOSaB-😀🏽'T\r<\n/fifi-३åḍ̇<|endoftext|>\r\nd<EOT>  
'Re٣٤٥٦'re", "tokens": 57, "pieces": ["   \n", "å", "<㋿<", "META", "_START", ">aa", "B", "\n", "/ABCi", "OSa", "B", "-😀🏽'", "T", "\r", "<\n/", "fifi", "-", "३", "åḍ̇", "<|", "endoftext", "|>\r\n", "d", "<EOT", ">", "  ", "
", "'Re", "٣٤٥", "٦", "'re"]}
+{"text": " \n ", "tokens": 2, "pieces": [" \n", " "]}
+{"text": " \n ३a/b\r\nZiOSé字!!Dž", "tokens": 14, "pieces": [" \n", " ", "३", "a", "/b", "\r\n", "Zi", "OSé字", "!!", "Dž"]}
+{"text": "'M\"ＡſⅣİⅣ'ss12345678ſ'TaBaB0", "tokens": 20, "pieces": ["'M", "\"Ａſ", "Ⅳ", "İ", "Ⅳ", "'ss", "123", "456", "78", "ſ'T", "a", "Ba", "B", "0"]}
+{"text": "mع<EOT>'ll\nDž😀🏽 \n <META_START>..<|endoftext|>\t٣٤٥٦  <META_START>\r\n\r\niOS's
!'TEOTEOTꟲ'> 'M😀🏽  /'Re​", "tokens": 56, "pieces": ["mع", "<EOT", ">'", "ll", "\n", "Dž", "😀🏽", " \n", " <", "META", "_START", ">..<|", "endoftext", "|>", "\t", "٣٤٥", "٦", " ", " <", "META", "_START", ">\r\n\r\n", "i", "OS's", "
", "!'", "TEOTEOTꟲ", "'>", " ", "'M", "😀🏽", " ", " /'", "Re", "​"]}
+{"text": "漢.٣٤٥٦a/baBDž>३ß<|fim_prefix|>漢Džungla-  ><|fim_prefix|>9<efi   \nZ漢m👍🏽EOT'T漢Ba/b!!👍🏽!fiscamelCase", "tokens": 60, "pieces": ["漢", ".", "٣٤٥", "٦", "a", "/ba", "BDž", ">", "३", "ß", "<|", "fim", "_prefix", "|>", "漢Džungla", "-", " ", " ><|", "fim", "_prefix", "|>", "9", "<efi", "   \n", "Z漢m", "👍🏽", "EOT'T", "漢Ba", "/b", "!!👍🏽!", "fiscamel", "Case"]}
+{"text": "   \nＡ'M'VE \tⅣs \n 𐞁😀🏽٣٤٥٦½ḍ̇!!३‍ 'Dع­'ll/\r\nḍ̇😀🏽 'McamelCaseé\r\nHTTPServer㋿ABC𐞁", "tokens": 60, "pieces": ["   \n", "Ａ'M", "'VE", " ", "\t", "Ⅳ", "s", " \n", " 𐞁", "😀🏽", "٣٤٥", "٦½", "ḍ̇", "!!", "३", "‍", " '", "Dع", "­'", "ll", "/\r\n", "ḍ̇", "😀🏽", " '", "Mcamel", "Caseé", "\r\n", "HTTPServer", "㋿ABC𐞁"]}
+{"text": "!!'Tع\n/'s👍🏽\r\n<|endoftext|>fiå' \n fi/\r\nDž siOSḍ̇'VEé½'ll'ſ \n é'T\n   \n'🙂ßé字'T字HTTPServerᵃ", "tokens": 58, "pieces": ["!!'", "Tع", "\n", "/'", "s", "👍🏽\r\n", "<|", "endoftext", "|>", "fiå", "'", " \n", " fi", "/\r\n", "Dž", " si", "OSḍ̇'VE", "é", "½", "'ll'ſ", " \n", " é'T", "\n   \n", "'🙂", "ßé字'T", "字HTTPServerᵃ"]}
+{"text": "'VEaB\n<​a/bHTTPServer!e\n/fiſ<EOT>́🙂d", "tokens": 23, "pieces": ["'VEa", "B", "\n", "<​", "a", "/b", "HTTPServer", "!e", "\n", "/fiſ", "<EOT", ">́", "🙂d"]}
+{"text": "
AbHTTPServerAbＡ", "tokens": 6, "pieces": ["
Ab", "HTTPServer", "Ab", "Ａ"]}
+{"text": "‍٣٤٥٦‍<|fim_prefix|>漢'S.ſᵃ!Bt,B½
''VEB   'T0å\nAbcamelCaseꟲſ   \n", "tokens": 42, "pieces": ["‍", "٣٤٥", "٦", "‍<|", "fim", "_prefix", "|>", "漢'S", ".ſᵃ", "!Bt", ",B", "½", "
", "''", "VEB", "  ", " ", "'T", "0", "å", "\n", "Abcamel", "Caseꟲſ", "   \n"]}
+{"text": "½fiB\n!!#$%㋿ssEOT/‍Dž", "tokens": 17, "pieces": ["½", "fi", "B", "\n", "!!#$%㋿", "ss", "EOT", "/‍", "Dž"]}
+{"text": "aB (iOS\r\n㋿,\n<İ 👍🏽㋿Dž<META_START>ع\r\ns㍿ع'ſ'reİßⅣ­", "tokens": 39, "pieces": ["a", "B", " (", "i", "OS", "\r\n", "㋿,\n", "<İ", " 👍🏽㋿", "Dž", "<META", "_START", ">ع", "\r\n", "s", "㍿ع'ſ", "'re", "İß", "Ⅳ", "­"]}
+{"text": "<EOT>'\"éaaB٣٤٥٦fi-…>\u000b½/\r\n'S\r\n\r\n/\r\n!!Ⅳ'TmiOSＡ　'VE  ꟲ\"ع", "tokens": 39, "pieces": ["<EOT", ">'\"", "éaa", "B", "٣٤٥", "٦", "fi", "-", "…", ">", "\u000b", "½", "/\r\n", "'S", "\r\n\r\n", "/\r\n", "!!", "Ⅳ", "'Tmi", "OSＡ", "　", "'VE", " ", " ꟲ", "\"ع"]}
+{"text": "​.ⅣHTTPServer　fi…­\nḍ̇'M<|endoftext|>٣٤٥٦'ll'M//㍿㋿ḍ̇Ⅳa\n/  \rß٣٤٥٦B!!𐞁0fi​😀🏽३", "tokens": 62, "pieces": ["​.", "Ⅳ", "HTTPServer", "　fi", "…", "­\n", "ḍ̇'M", "<|", "endoftext", "|>", "٣٤٥", "٦", "'ll'M", "//㍿㋿", "ḍ̇", "Ⅳ", "a", "\n", "/", "  \r", "ß", "٣٤٥", "٦", "B", "!!", "𐞁", "0", "fi", "​😀🏽", "३"]}
+{"text": "  e<|endoftext|>>🙂\r's'llAb  åDžungla0", "tokens": 22, "pieces": [" ", " e", "<|", "endoftext", "|>>🙂\r", "'s'll", "Ab", " ", " å", "Džungla", "0"]}
+{"text": "'ſ‍👍🏽\r\n\r\nmHTTPServer\r\nAb", "tokens": 12, "pieces": ["'ſ", "‍👍🏽\r\n\r\n", "m", "HTTPServer", "\r\n", "Ab"]}
+{"text": "　‍\"d'D
'M　å𐞁's.ḍ̇/\r\n३'½/ꟲB­fi/'Re'Re-\u000b/\r\n", "tokens": 36, "pieces": ["　", "‍\"", "d'D", "
", "'M", "　å𐞁's", ".ḍ̇", "/\r\n", "३", "'", "½", "/ꟲ", "B", "­fi", "/'", "Re'Re", "-", "\u000b", "/\r\n"]}
+{"text": "EOT​é  ́\r \n Dž,🙂\néꟲ　iOS'Re", "tokens": 24, "pieces": ["EOT", "​é", " ", " ́", "\r \n", " Dž", ",🙂\n", "éꟲ", "　i", "OS'Re"]}
+{"text": "İＡ'٣٤٥٦字\taBḍ̇𐞁‍\u000b'M\n/\r\n'½(#$%ß", "tokens": 28, "pieces": ["İＡ", "'", "٣٤٥", "٦", "字", "\ta", "Bḍ̇𐞁", "‍", "\u000b", "'M", "\n", "/\r\n", "'", "½", "(#$%", "ß"]}
+{"text": " \n B#$%́\r\n a/b­   \nm\u000b　fi", "tokens": 15, "pieces": [" \n", " B", "#$%́\r\n", " a", "/b", "­", "   \n", "m", "\u000b", "　fi"]}
+{"text": "Dž👍🏽
're'Rea/bBᵃ­Dž​m𐞁-0--aABC😀🏽mta/bfi \n ḍ̇ ½<EOT>३éd ", "tokens": 50, "pieces": ["Dž", "👍🏽", "
", "'re'Re", "a", "/b", "Bᵃ", "­Dž", "​m𐞁", "-", "0", "--", "a", "ABC", "😀🏽", "mta", "/bfi", " \n", " ḍ̇", " ", "½", "<EOT", ">", "३", "éd", " "]}
+{"text": "㍿s9iOSſ-  B!s🙂e/0'\rع́éa/bEOT 字Džungla😀🏽'S", "tokens": 38, "pieces": ["㍿s", "9", "i", "OSſ", "-", " ", " B", "!s", "🙂e", "/", "0", "'\r", "ع́éa", "/b", "EOT", " 字Džungla", "😀🏽'", "S"]}
+{"text": "'iOS0 \r!!<|fim_prefix|>　12345678\r<|fim_prefix|>éEOT!!'M/\r\n'Dfi\r\n\r\nHTTPServer\n're", "tokens": 38, "pieces": ["'i", "OS", "0", " \r", "!!<|", "fim", "_prefix", "|>", "　", "123", "456", "78", "\r", "<|", "fim", "_prefix", "|>", "é", "EOT", "!!'", "M", "/\r\n", "'Dfi", "\r\n\r\n", "HTTPServer", "\n", "'re"]}
+{"text": "😀🏽>aB>İ/'S12345678 <|endoftext|>
a/bＡa\t'VE<|fim_prefix|>'VE字fi३́'llé9ß<|endoftext|>Ⅳ<|endoftext|>\r\n\r\nß🙂'MEOT'M", "tokens": 65, "pieces": ["😀🏽>", "a", "B", ">İ", "/'", "S", "123", "456", "78", " <|", "endoftext", "|>", "
a", "/b", "Ａa", "\t", "'VE", "<|", "fim", "_prefix", "|>'", "VE字fi", "३", "́'ll", "é", "9", "ß", "<|", "endoftext", "|>", "Ⅳ", "<|", "endoftext", "|>\r\n\r\n", "ß", "🙂'", "MEOT'M"]}
+{"text": "'smDž'VEİé", "tokens": 9, "pieces": ["'sm", "Dž'VE", "İé"]}
+{"text": ">-aDžＡZ>漢\u000bع👍🏽'Mꟲ'Mté", "tokens": 21, "pieces": [">-", "a", "DžＡZ", ">漢", "\u000bع", "👍🏽'", "Mꟲ'M", "té"]}
+{"text": "㋿३éABC(!'T½\"👍🏽9/\r\n'VE's　#$%\ra/b
camelCase's<META_START>​​ iOS🙂‍", "tokens": 40, "pieces": ["㋿", "३", "é", "ABC", "(!'", "T", "½", "\"👍🏽", "9", "/\r\n", "'VE's", "　", "#$%\r", "a", "/b", "
camel", "Case's", "<META", "_START", ">​​", " i", "OS", "🙂‍"]}
+{"text": "ⅣAb ​'s٣٤٥٦ \u000b½½ꟲ/\r\n>", "tokens": 20, "pieces": ["Ⅳ", "Ab", " ", "​'", "s", "٣٤٥", "٦", " ", "\u000b", "½½", "ꟲ", "/\r\n", ">"]}
+{"text": "🙂BABC㍿Ab'llZＡZ\t…>9字​", "tokens": 18, "pieces": ["🙂BABC", "㍿Ab'll", "ZＡZ", "\t", "…", ">", "9", "字", "​"]}
+{"text": "   \n\r'Dſ'S", "tokens": 5, "pieces": ["   \n\r", "'Dſ'S"]}
+{"text": "a/b/\r\n🙂<EOT>٣٤٥٦!.‍<|fim_prefix|>>    \nſDž\n/camelCaseå𐞁 ", "tokens": 36, "pieces": ["a", "/b", "/\r\n", "🙂<", "EOT", ">", "٣٤٥", "٦", "!.‍<|", "fim", "_prefix", "|>>", "    \n", "ſ", "Dž", "\n", "/camel", "Caseå𐞁", " "]}
+{"text": "9Džungla\u000b\u000b12345678İB'VE-'M漢'VE\r​😀🏽é'M٣٤٥٦d<|endoftext|>'S><|fim_prefix|>9 \n AbfiEOTDž
! \n 'M'T<META_START>", "tokens": 63, "pieces": ["9", "Džungla", "\u000b", "\u000b", "123", "456", "78", "İB'VE", "-'", "M漢'VE", "\r", "​😀🏽", "é'M", "٣٤٥", "٦", "d", "<|", "endoftext", "|>'", "S", "><|", "fim", "_prefix", "|>", "9", " \n", " Abfi", "EOTDž", "
", "!", " \n", " '", "M'T", "<META", "_START", ">"]}
+{"text": "å­٣٤٥٦å.\"　ᵃa/b\"\n/½a/b😀🏽 \u000b   \n's<|endoftext|>'s   \n\u000b 9½‍­İ'㋿m<EOT>
字🙂ts", "tokens": 55, "pieces": ["å", "­", "٣٤٥", "٦", "å", ".\"", "　ᵃa", "/b", "\"\n/", "½", "a", "/b", "😀🏽", " \u000b   \n", "'s", "<|", "endoftext", "|>'", "s", "   \n", "\u000b", " ", "9½", "‍­", "İ", "'㋿", "m", "<EOT", ">", "
字", "🙂ts"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": ",  ('M(\n/'re \n ٣٤٥٦\r\n<​字👍🏽\n<META_START> \n 😀🏽a/bᵃ>'ſ<|fim_prefix|>漢́", "tokens": 44, "pieces": [",", " ", " ('", "M", "(\n/", "'re", " \n", " ", "٣٤٥", "٦", "\r\n", "<​", "字", "👍🏽\n", "<META", "_START", ">", " \n", " 😀🏽", "a", "/bᵃ", ">'", "ſ", "<|", "fim", "_prefix", "|>", "漢́"]}
+{"text": "<|endoftext|>'S<META_START>ع½<३-Džungla'ScamelCase<|endoftext|>­\r<|fim_prefix|><|fim_prefix|>Ⅳ0-ABCHTTPServer('ll‍½-\n…\r\n\r\n字,\r\n\r\n<<|fim_prefix|>́0", "tokens": 71, "pieces": ["<|", "endoftext", "|>'", "S", "<META", "_START", ">ع", "½", "<", "३", "-Džungla'S", "camel", "Case", "<|", "endoftext", "|>­\r", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>", "Ⅳ0", "-ABCHTTPServer", "('", "ll", "‍", "½", "-\n", "…\r\n\r\n", "字", ",\r\n\r\n", "<<|", "fim", "_prefix", "|>́", "0"]}
+{"text": "<|endoftext|>…👍🏽\"'Re字Za/b ㍿　#$%<|fim_prefix|>ß👍🏽fi're.ſⅣ\n/३EOT,漢aع\r åſ‍👍🏽camelCase漢d\n!", "tokens": 63, "pieces": ["<|", "endoftext", "|>", "…", "👍🏽\"'", "Re字", "Za", "/b", " ", "㍿", "　", "#$%<|", "fim", "_prefix", "|>", "ß", "👍🏽", "fi're", ".ſ", "Ⅳ", "\n", "/", "३", "EOT", ",漢aع", "\r", " åſ", "‍👍🏽", "camel", "Case漢d", "\n", "!"]}
+{"text": "  <|endoftext|>\r\n'T12345678a/bß'Re\"½\u000b're/́dᵃ'S­😀🏽 漢'M\ncamelCase
ᵃ­ \n ٣٤٥٦   \n", "tokens": 49, "pieces": [" ", " <|", "endoftext", "|>\r\n", "'T", "123", "456", "78", "a", "/bß'Re", "\"", "½", "\u000b", "'re", "/́dᵃ'S", "­😀🏽", " 漢'M", "\n", "camel", "Case", "
ᵃ", "­", " \n", " ", "٣٤٥", "٦", "   \n"]}
+{"text": "Abå.!\n/Ab/\">\n/\r\nDžungla　!HTTPServerABC<META_START>­!!<|fim_prefix|>é", "tokens": 32, "pieces": ["Abå", ".!\n/", "Ab", "/\">\n/\r\n", "Džungla", "　", "!HTTPServer", "ABC", "<META", "_START", ">­!!<|", "fim", "_prefix", "|>", "é"]}
+{"text": "/\r\n'T' 12345678İDžunglaDž'ſBᵃ😀🏽!'TBBß\r\n\r\n#$%EOT<́漢字  ", "tokens": 37, "pieces": ["/\r\n", "'T", "'", " ", "123", "456", "78", "İDžungla", "Dž'ſ", "Bᵃ", "😀🏽!'", "TBBß", "\r\n\r\n", "#$%", "EOT", "<́漢字", "  "]}
+{"text": "-…12345678㋿'", "tokens": 10, "pieces": ["-", "…", "123", "456", "78", "㋿'"]}
+{"text": "Džᵃ\".EOTABC'll'rea/b12345678\n<|fim_prefix|>'ll㍿Džungla字​-e…ᵃعiOSعḍ̇­'ll٣٤٥٦'s😀🏽Ab…", "tokens": 61, "pieces": ["Džᵃ", "\".", "EOTABC'll", "'rea", "/b", "123", "456", "78", "\n", "<|", "fim", "_prefix", "|>'", "ll", "㍿Džungla字", "​-", "e", "…ᵃعi", "OSعḍ̇", "­'", "ll", "٣٤٥", "٦", "'s", "😀🏽", "Ab", "…"]}
+{"text": "   9a‍ İ　👍🏽camelCaseİ'!ꟲᵃ-,tt'VEås\"<META_START>'Re  'reᵃ…'s'S>", "tokens": 45, "pieces": ["  ", " ", "9", "a", "‍", " İ", "　", "👍🏽", "camel", "Case", "İ", "'!", "ꟲᵃ", "-,", "tt'VE", "ås", "\"<", "META", "_START", ">'", "Re", " ", " '", "reᵃ", "…", "'s'S", ">"]}
+{"text": "Džunglaſ😀🏽>ᵃ'TcamelCaseⅣ   \nⅣ", "tokens": 20, "pieces": ["Džunglaſ", "😀🏽>", "ᵃ'T", "camel", "Case", "Ⅳ", "   \n", "Ⅳ"]}
+{"text": "åt​ſⅣiOS　 \r\niOSEOTiOS'Re-\t'ſ<|endoftext|>\r(㍿ \n iOS'Re\n'ſ漢'T ᵃ \n ", "tokens": 49, "pieces": ["åt", "​ſ", "Ⅳ", "i", "OS", "　 \r\n", "i", "OSEOTi", "OS'Re", "-", "\t", "'ſ", "<|", "endoftext", "|>\r", "(㍿", " \n", " i", "OS'Re", "\n", "'ſ漢'T", " ᵃ", " \n", " "]}
+{"text": "́३३Ab<META_START><🙂", "tokens": 9, "pieces": ["́", "३३", "Ab", "<META", "_START", "><🙂"]}
+{"text": "'s'lls😀🏽/ \n 0å\u000b", "tokens": 13, "pieces": ["'s'll", "s", "😀🏽/", " \n", " ", "0", "å", "\u000b"]}
+{"text": " \u000bs<|endoftext|>'ll>́\nt,'M,\u000b​\r", "tokens": 21, "pieces": [" ", "\u000bs", "<|", "endoftext", "|>'", "ll", ">́", "\n", "t", ",'", "M", ",", "\u000b", "​\r"]}
+{"text": "  ́!!Z 'DHTTPServerm㍿9'D½/", "tokens": 17, "pieces": [" ", " ́", "!!", "Z", " ", "'DHTTPServerm", "㍿", "9", "'D", "½", "/"]}
+{"text": "a/bᵃ½.'D/\r\n\n", "tokens": 10, "pieces": ["a", "/bᵃ", "½", ".'", "D", "/\r\n\n"]}
+{"text": "'ſ½\"ḍ̇漢/.-t\t'DBe\"\u000bß \n ३ßᵃ\tſ9ꟲ́Ⅳ­(ß's\u000b𐞁́
#$%ᵃ字B", "tokens": 51, "pieces": ["'ſ", "½", "\"ḍ̇漢", "/.-", "t", "\t", "'DBe", "\"", "\u000bß", " \n", " ", "३", "ßᵃ", "\tſ", "9", "ꟲ́", "Ⅳ", "­(", "ß's", "\u000b𐞁́", "
", "#$%", "ᵃ字", "B"]}
+{"text": "'Ａß 'T…'Refit('llaB   \naB́ \n /३\r
,\r\n\r\n're​camelCase", "tokens": 27, "pieces": ["'Ａß", " ", "'T", "…", "'Refit", "('", "lla", "B", "   \n", "a", "B́", " \n", " /", "३", "\r", "
", ",\r\n\r\n", "'re", "​camel", "Case"]}
+{"text": "!!\n/漢İ३\"('VEfiꟲd㋿9iOS,'Ree>", "tokens": 23, "pieces": ["!!\n/", "漢", "İ", "३", "\"('", "VEfiꟲd", "㋿", "9", "i", "OS", ",'", "Ree", ">"]}
+{"text": "\r\nZ's'D\rſ'VE<|fim_prefix|>'D \n >", "tokens": 17, "pieces": ["\r\n", "Z's", "'D", "\r", "ſ'VE", "<|", "fim", "_prefix", "|>'", "D", " \n", " >"]}
+{"text": "'re \n a'reİ<META_START>e's𐞁𐞁<EOT>", "tokens": 22, "pieces": ["'re", " \n", " a're", "İ", "<META", "_START", ">e's", "𐞁𐞁", "<EOT", ">"]}
+{"text": "'ſ mfié0
éᵃé\n/­12345678t‍mEOT#$%ꟲ\r३३३aaBZ-<META_START>‍👍🏽ßB", "tokens": 46, "pieces": ["'ſ", " mfié", "0", "
éᵃé", "\n", "/­", "123", "456", "78", "t", "‍m", "EOT", "#$%", "ꟲ", "\r", "३३३", "aa", "BZ", "-<", "META", "_START", ">‍👍🏽", "ß", "B"]}
+{"text": "'ſ<EOT>'Msß's🙂!/㍿'sEOTåfi'saBsaḍ̇ＡİꟲåDžungla0(‍HTTPServer", "tokens": 43, "pieces": ["'ſ", "<EOT", ">'", "Msß's", "🙂!/㍿'", "s", "EOTåfi's", "a", "Bsaḍ̇", "Ａİꟲå", "Džungla", "0", "(‍", "HTTPServer"]}
+{"text": " \n !́ſAb<EOT>å>-\rḍ̇👍🏽BHTTPServercamelCaseḍ̇'T,\tt-字", "tokens": 30, "pieces": [" \n", " !́", "ſ", "Ab", "<EOT", ">å", ">-\r", "ḍ̇", "👍🏽", "BHTTPServercamel", "Caseḍ̇'T", ",", "\tt", "-字"]}
+{"text": "EOTعiOŚDžungla㋿👍🏽字🙂½t0<EOT>'ſßⅣB!!
<|endoftext|>Dž👍🏽🙂Džḍ̇  .", "tokens": 51, "pieces": ["EOTعi", "OŚDžungla", "㋿👍🏽", "字", "🙂", "½", "t", "0", "<EOT", ">'", "ſß", "Ⅳ", "B", "!!", "
", "<|", "endoftext", "|>", "Dž", "👍🏽🙂", "Džḍ̇", " ", " ."]}
+{"text": "Ａ<|fim_prefix|>B'ree㍿字ABC/\r\ncamelCase0a/\r\n漢\ta٣٤٥٦३", "tokens": 28, "pieces": ["Ａ", "<|", "fim", "_prefix", "|>", "B're", "e", "㍿字", "ABC", "/\r\n", "camel", "Case", "0", "a", "/\r\n", "漢", "\ta", "٣٤٥", "٦३"]}
+{"text": " aHTTPServer\r\n\n,ZaB'll<META_START>  ㋿\r㍿'VE <META_START>Ａ's'VE12345678're😀🏽'S( \n ABC‍ſ\t", "tokens": 47, "pieces": [" a", "HTTPServer", "\r\n\n", ",Za", "B'll", "<META", "_START", ">", " ", " ㋿\r", "㍿'", "VE", " <", "META", "_START", ">Ａ's", "'VE", "123", "456", "78", "'re", "😀🏽'", "S", "(", " \n", " ABC", "‍ſ", "\t"]}
+{"text": "-a/b/\r\n- \n !é!\n/­>.é​\" \n  \n -漢'S\r'Re'D!Džungla.'M३", "tokens": 31, "pieces": ["-a", "/b", "/\r\n", "-", " \n", " !", "é", "!\n/", "­>.", "é", "​\"", " \n  \n", " -", "漢'S", "\r", "'Re'D", "!Džungla", ".'", "M", "३"]}
+{"text": "\r\n🙂<EOT>-/İDžunglaꟲ​   \n're🙂\u000bＡ'M'éé३\naé0𐞁fi12345678#$%HTTPServer\n/'re½\"ß", "tokens": 49, "pieces": ["\r\n", "🙂<", "EOT", ">-/", "İDžunglaꟲ", "​", "   \n", "'re", "🙂", "\u000bＡ'M", "'éé", "३", "\n", "aé", "0", "𐞁fi", "123", "456", "78", "#$%", "HTTPServer", "\n", "/'", "re", "½", "\"ß"]}
+{"text": "e-,𐞁t'ſⅣ​a/b>'ll'ſ<|fim_prefix|>!e12345678\n٣٤٥٦\tⅣt字ABC'reⅣ'reée'\r\n'
EOTHTTPServer'iOS<|fim_prefix|><|endoftext|>B", "tokens": 67, "pieces": ["e", "-,", "𐞁t'ſ", "Ⅳ", "​a", "/b", ">'", "ll'ſ", "<|", "fim", "_prefix", "|>!", "e", "123", "456", "78", "\n", "٣٤٥", "٦", "\t", "Ⅳ", "t字", "ABC're", "Ⅳ", "'reée", "'\r\n", "'", "
EOTHTTPServer", "'i", "OS", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "B"]}
+{"text": "-\n/ABC \n   👍🏽́́ \n    \naB/\r\n👍🏽'Dſ'ſ<META_START>३camelCase0٣٤٥٦‍siOSDž#$%'😀🏽<\rꟲ<|endoftext|>'VE   \n'ſa'T0'Re", "tokens": 64, "pieces": ["-\n/", "ABC", " \n", "  ", " 👍🏽́́", " \n    \n", "a", "B", "/\r\n", "👍🏽'", "Dſ'ſ", "<META", "_START", ">", "३", "camel", "Case", "0٣٤", "٥٦", "‍si", "OSDž", "#$%'😀🏽<\r", "ꟲ", "<|", "endoftext", "|>'", "VE", "   \n", "'ſa'T", "0", "'Re"]}
+{"text": "'reeé٣٤٥٦>٣٤٥٦ABĆ'ſ--'VEt0<|fim_prefix|>\r\n\r\n​
\tDž<­fi字''s", "tokens": 38, "pieces": ["'reeé", "٣٤٥", "٦", ">", "٣٤٥", "٦", "ABĆ'ſ", "--'", "VEt", "0", "<|", "fim", "_prefix", "|>\r\n\r\n", "​", "
", "\tDž", "<­", "fi字", "''", "s"]}
+{"text": "Džungla<META_START>'llABC㍿ 9. 𐞁ᵃmſ𐞁Z", "tokens": 31, "pieces": ["Džungla", "<META", "_START", ">'", "ll", "ABC", "㍿", " ", "9", ".", " 𐞁ᵃmſ𐞁", "Z"]}
+{"text": "Dž<META_START>12345678\u000b\"/ß\r\n𐞁'reé½Ab\n/0're'ſ>tAbß­a/a/b/AbHTTPServer\u000b'S", "tokens": 40, "pieces": ["Dž", "<META", "_START", ">", "123", "456", "78", "\u000b", "\"/", "ß", "\r\n", "𐞁're", "é", "½", "Ab", "\n", "/", "0", "'re'ſ", ">t", "Abß", "­a", "/a", "/b", "/Ab", "HTTPServer", "\u000b", "'S"]}
+{"text": "Ⅳ   \n#$%İＡ<|fim_prefix|>sDžt!​'re\nfi", "tokens": 23, "pieces": ["Ⅳ", "   \n", "#$%", "İＡ", "<|", "fim", "_prefix", "|>", "s", "Džt", "!​'", "re", "\n", "fi"]}
+{"text": "<HTTPServerⅣ\n­½'Reع\n!!<|fim_prefix|>''Tfi㋿!!", "tokens": 25, "pieces": ["<HTTPServer", "Ⅳ", "\n", "­", "½", "'Reع", "\n", "!!<|", "fim", "_prefix", "|>''", "Tfi", "㋿!!"]}
+{"text": "9   \n𐞁 \u000b   é-ḍ̇ \n aB'S'lla'T\u000b👍🏽🙂ABC漢åİ<|fim_prefix|>.漢'Ms", "tokens": 41, "pieces": ["9", "   \n", "𐞁", " \u000b  ", " é", "-ḍ̇", " \n", " a", "B'S", "'lla'T", "\u000b", "👍🏽🙂", "ABC漢å", "İ", "<|", "fim", "_prefix", "|>.", "漢'M", "s"]}
+{"text": "camelCase'M‍ݽ‍fi<|endoftext|>　㋿>aBs㍿\r\r\nع", "tokens": 27, "pieces": ["camel", "Case'M", "‍İ", "½", "‍fi", "<|", "endoftext", "|>", "　", "㋿>", "a", "Bs", "㍿\r\r\n", "ع"]}
+{"text": "<EOT‍ᵃ   \nåEOT /\r/fi  Ab<|fim_prefix|>ḍ̇a/b#$%👍🏽
ᵃteåＡ½émⅣ", "tokens": 44, "pieces": ["<EOT", "‍ᵃ", "   \n", "å", "EOT", " /\r/", "fi", " ", " Ab", "<|", "fim", "_prefix", "|>", "ḍ̇a", "/b", "#$%👍🏽", "
ᵃteå", "Ａ", "½", "ém", "Ⅳ"]}
+{"text": "'ſ漢​\r\n!d", "tokens": 7, "pieces": ["'ſ漢", "​\r\n", "!d"]}
+{"text": "\t<EOT>…👍🏽ḍ̇<META_START>!!", "tokens": 17, "pieces": ["\t", "<EOT", ">", "…", "👍🏽", "ḍ̇", "<META", "_START", ">!!"]}
+{"text": "\r<EOT>Dž \n s<META_START>👍🏽's字-mع🙂👍🏽/‍!å12345678🙂\r\n\r\n…/'Reḍ̇  <|endoftext|>👍🏽<|fim_prefix|><|fim_prefix|>​,Bå", "tokens": 67, "pieces": ["\r", "<EOT", ">Dž", " \n", " s", "<META", "_START", ">👍🏽'", "s字", "-mع", "🙂👍🏽/‍!", "å", "123", "456", "78", "🙂\r\n\r\n", "…", "/'", "Reḍ̇", " ", " <|", "endoftext", "|>👍🏽<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>​,", "Bå"]}
+{"text": "ſ<|endoftext|>a'S😀🏽'EOTe(😀🏽İEOT9éDž", "tokens": 28, "pieces": ["ſ", "<|", "endoftext", "|>", "a'S", "😀🏽'", "EOTe", "(😀🏽", "İEOT", "9", "é", "Dž"]}
+{"text": "\r\n\r\n\tḍ̇aB\r\u000b‍\u000b  ­a/b''S'Me12345678३ABC​…<  te're\n/　", "tokens": 34, "pieces": ["\r\n\r\n", "\tḍ̇a", "B", "\r", "\u000b", "‍", "\u000b ", " ", "­a", "/b", "''", "S'M", "e", "123", "456", "78३", "ABC", "​", "…", "<", " ", " te're", "\n", "/", "　"]}
+{"text": "'re!!/   \n", "tokens": 4, "pieces": ["'re", "!!/", "   \n"]}
+{"text": "‍𐞁漢'ſ😀🏽\r\n\r\nḍ̇sß Džungla'M\n!/\r\n", "tokens": 26, "pieces": ["‍𐞁漢'ſ", "😀🏽\r\n\r\n", "ḍ̇sß", " Džungla'M", "\n", "!/\r\n"]}
+{"text": "٣٤٥٦'D're'\t \n 'fi'TⅣ३EOT!#$%", "tokens": 19, "pieces": ["٣٤٥", "٦", "'D're", "'", "\t \n", " '", "fi'T", "Ⅳ३", "EOT", "!#$%"]}
+{"text": "‍e'T  ३‍/\r\n", "tokens": 8, "pieces": ["‍e'T", " ", " ", "३", "‍/\r\n"]}
+{"text": "🙂'㋿.Z'­>é𐞁​", "tokens": 17, "pieces": ["🙂'㋿.", "Z", "'­>", "é𐞁", "​"]}
+{"text": "iOS㍿", "tokens": 5, "pieces": ["i", "OS", "㍿"]}
+{"text": "EOT‍Ⅳé'M0
عiOSé漢dcamelCase0", "tokens": 18, "pieces": ["EOT", "‍", "Ⅳ", "é'M", "0", "
عi", "OSé漢dcamel", "Case", "0"]}
+{"text": "/🙂\t<|endoftext|><|endoftext|>‍Ab#$%​
ABC-ḍ̇𐞁HTTPServer
́\ré'Re\u000b½'ll#$%‍'VE　½!!<|fim_prefix|>!!é're<|endoftext|>漢'll", "tokens": 68, "pieces": ["/🙂", "\t", "<|", "endoftext", "|><|", "endoftext", "|>‍", "Ab", "#$%​", "
ABC", "-ḍ̇𐞁", "HTTPServer", "
́", "\r", "é'Re", "\u000b", "½", "'ll", "#$%‍'", "VE", "　", "½", "!!<|", "fim", "_prefix", "|>!!", "é're", "<|", "endoftext", "|>", "漢'll"]}
+{"text": "'VE  ḍ̇é‍ḍ̇ /\r\n-\rDž字,ḍ̇'S٣٤٥٦\t<|endoftext|>­.d'RemHTTPServer \n ½ßfiåع　'Re<|fim_prefix|>ss'Sd𐞁ABC", "tokens": 68, "pieces": ["'VE", " ", " ḍ̇é", "‍ḍ̇", " /\r\n", "-\r", "Dž字", ",ḍ̇'S", "٣٤٥", "٦", "\t", "<|", "endoftext", "|>­.", "d'Re", "m", "HTTPServer", " \n", " ", "½", "ßfiåع", "　", "'Re", "<|", "fim", "_prefix", "|>", "ss'S", "d𐞁", "ABC"]}
+{"text": "😀🏽s'Re's'D>'reta/bꟲHTTPServerm,!​   \n", "tokens": 19, "pieces": ["😀🏽", "s'Re", "'s'D", ">'", "reta", "/bꟲ", "HTTPServerm", ",!​", "   \n"]}
+{"text": "camelCase<|fim_prefix|><|endoftext|>'s٣٤٥٦EOT//HTTPServer'ReBDž ABCßİⅣDž", "tokens": 35, "pieces": ["camel", "Case", "<|", "fim", "_prefix", "|><|", "endoftext", "|>'", "s", "٣٤٥", "٦", "EOT", "//", "HTTPServer'Re", "BDž", " ABCß", "İ", "Ⅳ", "Dž"]}
+{"text": "éع‍e\r\ne٣٤٥٦'re३ßaéꟲ漢'D.‍Džſ𐞁­-12345678👍🏽ꟲḍ̇(Ⅳ/\r\n,/fi ß½
", "tokens": 53, "pieces": ["éع", "‍e", "\r\n", "e", "٣٤٥", "٦", "'re", "३", "ßaéꟲ漢'D", ".‍", "Džſ𐞁", "­-", "123", "456", "78", "👍🏽", "ꟲḍ̇", "(", "Ⅳ", "/\r\n", ",/", "fi", " ß", "½", "
"]}
+{"text": ",\r\n\r\nDžAb­\r\n\u000b12345678漢 \n .㍿́Džé<META_START>ᵃ's👍🏽,dé<|endoftext|>/
ßḍ̇<|fim_prefix|><|endoftext|>\nm'ſ \n ", "tokens": 64, "pieces": [",\r\n\r\n", "DžAb", "­\r\n", "\u000b", "123", "456", "78", "漢", " \n", " .㍿́", "Džé", "<META", "_START", ">ᵃ's", "👍🏽,", "dé", "<|", "endoftext", "|>/", "
ßḍ̇", "<|", "fim", "_prefix", "|><|", "endoftext", "|>\n", "m'ſ", " \n", " "]}
+{"text": "\n/漢-İ9ꟲ're'Re<|endoftext|>#$%-㍿<|endoftext|>ABCfi.'llABCDžungla/\r\n'ſ'VEꟲ<META_START>,漢,漢½Dž\n𐞁m…　<|endoftext|>ꟲ", "tokens": 76, "pieces": ["\n", "/漢", "-İ", "9", "ꟲ're", "'Re", "<|", "endoftext", "|>#$%-㍿<|", "endoftext", "|>", "ABCfi", ".'", "ll", "ABCDžungla", "/\r\n", "'ſ'VE", "ꟲ", "<META", "_START", ">,", "漢", ",漢", "½", "Dž", "\n", "𐞁m", "…", "　", "<|", "endoftext", "|>", "ꟲ"]}
+{"text": "🙂\"'ſßcamelCase<EOT>
-'s!\"", "tokens": 13, "pieces": ["🙂\"'", "ſßcamel", "Case", "<EOT", ">", "
", "-'", "s", "!\""]}
+{"text": "İ́</\r\nDžungla­ Džungla👍🏽", "tokens": 17, "pieces": ["İ́", "</\r\n", "Džungla", "­", " Džungla", "👍🏽"]}
+{"text": "ḍ̇aBZ​\n", "tokens": 6, "pieces": ["ḍ̇a", "BZ", "​\n"]}
+{"text": "Ⅳ'Da字<|endoftext|>Ⅳ​iOS're'٣٤٥٦㍿  \u000b\r\n\r\n‍'VE  ", "tokens": 33, "pieces": ["Ⅳ", "'Da字", "<|", "endoftext", "|>", "Ⅳ", "​i", "OS're", "'", "٣٤٥", "٦", "㍿", "  \u000b\r\n\r\n", "‍'", "VE", "  "]}
+{"text": "ꟲa/b<|fim_prefix|>B\r字0<'s/\r\n!!𐞁\u000b\n/", "tokens": 26, "pieces": ["ꟲa", "/b", "<|", "fim", "_prefix", "|>", "B", "\r", "字", "0", "<'", "s", "/\r\n", "!!", "𐞁", "\u000b\n", "/"]}
+{"text": "Ⅳ́<aBß'S३३𐞁\tDžZ/'sDžungla'VE漢ᵃ", "tokens": 29, "pieces": ["Ⅳ", "́", "<a", "Bß'S", "३३", "𐞁", "\tDžZ", "/'", "s", "Džungla'VE", "漢ᵃ"]}
+{"text": "å'ſ!Ⅳ३>\u000bEOTe'T s‍  \n'VE𐞁<|fim_prefix|>٣٤٥٦ABC0 \t/\r\n!/\r\n‍/ ㍿'s'sDž !!😀🏽", "tokens": 57, "pieces": ["å'ſ", "!", "Ⅳ३", ">", "\u000bEOTe'T", " s", "‍", "  \n", "'VE𐞁", "<|", "fim", "_prefix", "|>", "٣٤٥", "٦", "ABC", "0", " ", "\t", "/\r\n", "!/\r\n", "‍/", " ", "㍿'", "s's", "Dž", " ", "!!😀🏽"]}
+{"text": "B'T0fié   \n<META_START>é<|fim_prefix|>/‍iOSDž
", "tokens": 25, "pieces": ["B'T", "0", "fié", "   \n", "<META", "_START", ">é", "<|", "fim", "_prefix", "|>/‍", "i", "OSDž", "
"]}
+{"text": "9字'VEe<META_START>", "tokens": 9, "pieces": ["9", "字'VE", "e", "<META", "_START", ">"]}
+{"text": "\ra/b/'S'sfiİ'D's<|endoftext|>0​Ź३B ('M漢㍿ABC𐞁'Mع
'DＡſ'>/å㋿ᵃ", "tokens": 50, "pieces": ["\r", "a", "/b", "/'", "S's", "fi", "İ'D", "'s", "<|", "endoftext", "|>", "0", "​Ź", "३", "B", " ('", "M漢", "㍿ABC𐞁'M", "ع", "
", "'DＡſ", "'>/", "å", "㋿ᵃ"]}
+{"text": "'s'Td9  🙂åꟲéé३Ⅳ३12345678'Re\u000b\r\n   \nZ\n/!!'llḍ̇camelCase", "tokens": 37, "pieces": ["'s'T", "d", "9", " ", " 🙂", "åꟲéé", "३Ⅳ३", "123", "456", "78", "'Re", "\u000b\r\n   \n", "Z", "\n", "/!!'", "llḍ̇camel", "Case"]}
+{"text": "fiZDžungla­<'re, !aB(Ａ\r\n\t<EOT> ٣٤٥٦😀🏽‍", "tokens": 29, "pieces": ["fi", "ZDžungla", "­<'", "re", ",", " !", "a", "B", "(Ａ", "\r\n", "\t", "<EOT", ">", " ", "٣٤٥", "٦", "😀🏽‍"]}
+{"text": "(a/bmßa/b<EOT>aB'aBé<|fim_prefix|>Džungla  /  (.'sDž(>iOS…𐞁½ABC.\r\nfia/b!!iOS‍9 \r\n\r\nḍ̇　", "tokens": 58, "pieces": ["(a", "/bmßa", "/b", "<EOT", ">a", "B", "'a", "Bé", "<|", "fim", "_prefix", "|>", "Džungla", " ", " /", " ", " (.'", "s", "Dž", "(>", "i", "OS", "…𐞁", "½", "ABC", ".\r\n", "fia", "/b", "!!", "i", "OS", "‍", "9", " \r\n\r\n", "ḍ̇", "　"]}
+{"text": "​𐞁\n/<EOT>   \n's\r\n\r\nmḍ̇'s\t<META_START>Ａİß\"Ab#$%'ll👍🏽's㋿㋿\n!!　d/عfi\n<EOT>\"'re\rḍ̇
0", "tokens": 61, "pieces": ["​𐞁", "\n", "/<", "EOT", ">", "   \n", "'s", "\r\n\r\n", "mḍ̇'s", "\t", "<META", "_START", ">Ａİß", "\"Ab", "#$%'", "ll", "👍🏽'", "s", "㋿㋿\n", "!!", "　d", "/عfi", "\n", "<EOT", ">\"'", "re", "\r", "ḍ̇", "
", "0"]}
+{"text": "<EOT>ſſEOT漢३t٣٤٥٦Ab-ſ́<|fim_prefix|>'ſiOS\"'ll\n\r\n\r\nſعaB'DiOS㍿🙂", "tokens": 42, "pieces": ["<EOT", ">ſſ", "EOT漢", "३", "t", "٣٤٥", "٦", "Ab", "-ſ́", "<|", "fim", "_prefix", "|>'", "ſi", "OS", "\"'", "ll", "\n\r\n\r\n", "ſعa", "B'D", "i", "OS", "㍿🙂"]}
+{"text": "३!!a!Džunglaꟲ\r\nDžungla'…e½é<EOT>漢ſé'ſEOTéİ'VE>Abꟲ   \n\r\n\r\ńＡiOS㋿👍🏽t'ſ", "tokens": 56, "pieces": ["३", "!!", "a", "!Džunglaꟲ", "\r\n", "Džungla", "'", "…e", "½", "é", "<EOT", ">漢ſé'ſ", "EOTé", "İ'VE", ">Abꟲ", "   \n\r\n\r\n", "́Ａi", "OS", "㋿👍🏽", "t'ſ"]}
+{"text": "'re🙂\"\naB!!EOT\"åaBiOSḍ̇<-字ع/\r\nDž​é'ſꟲع\nꟲEOTBt  ", "tokens": 38, "pieces": ["'re", "🙂\"\n", "a", "B", "!!", "EOT", "\"åa", "Bi", "OSḍ̇", "<-", "字ع", "/\r\n", "Dž", "​é'ſ", "ꟲع", "\n", "ꟲEOTBt", "  "]}
+{"text": "​é <META_START>  字३é9é \n é\n/-'D", "tokens": 21, "pieces": ["​é", " <", "META", "_START", ">", " ", " 字", "३", "é", "9", "é", " \n", " é", "\n", "/-'", "D"]}
+{"text": "\r\n٣٤٥٦>

\rEOTme Z<|endoftext|>/ḍ̇㍿字   \n'T", "tokens": 29, "pieces": ["\r\n", "٣٤٥", "٦", ">", "

\r", "EOTme", " Z", "<|", "endoftext", "|>/", "ḍ̇", "㍿字", "   \n", "'T"]}
+{"text": "  İ\r\n\r\nHTTPServerAb\n/-/'ll㍿ß😀🏽EOT  ́㋿'M㋿㋿m<|endoftext|>sé½\r\n…", "tokens": 46, "pieces": [" ", " İ", "\r\n\r\n", "HTTPServer", "Ab", "\n", "/-/'", "ll", "㍿ß", "😀🏽", "EOT", " ", " ́", "㋿'", "M", "㋿㋿", "m", "<|", "endoftext", "|>", "sé", "½", "\r\n", "…"]}
+{"text": "'M!Dž㋿\n\n/İ ‍iOS'MᵃDžungla!!tß\na\u000b\n\nß  -'VE\n/fiaBé9å<|fim_prefix|>12345678'ſé", "tokens": 56, "pieces": ["'M", "!Dž", "㋿\n\n/", "İ", " ", "‍i", "OS'M", "ᵃDžungla", "!!", "tß", "\n", "a", "\u000b\n\n", "ß", " ", " -'", "VE", "\n", "/fia", "Bé", "9", "å", "<|", "fim", "_prefix", "|>", "123", "456", "78", "'ſé"]}
+{"text": ",ᵃcamelCase", "tokens": 6, "pieces": [",ᵃcamel", "Case"]}
+{"text": "Ab
-ꟲ'D'\u000b><META_START>­#$%t ㍿iOS'M iOS\r\n\"🙂iOS👍🏽-ßa/b0　<EOT>𐞁#$%\t", "tokens": 50, "pieces": ["Ab", "
", "-ꟲ'D", "'", "\u000b", "><", "META", "_START", ">­#$%", "t", " ㍿", "i", "OS'M", " i", "OS", "\r\n", "\"🙂", "i", "OS", "👍🏽-", "ßa", "/b", "0", "　", "<EOT", ">𐞁", "#$%", "\t"]}
+{"text": "ᵃ\r\n­३ZHTTPServerABC\n/<|endoftext|>", "tokens": 18, "pieces": ["ᵃ", "\r\n", "­", "३", "ZHTTPServer", "ABC", "\n", "/<|", "endoftext", "|>"]}
+{"text": "d३>'Re-\u000b", "tokens": 6, "pieces": ["d", "३", ">'", "Re", "-", "\u000b"]}
+{"text": "9　㋿", "tokens": 5, "pieces": ["9", "　", "㋿"]}
+{"text": "\u000bB\t㋿/s", "tokens": 8, "pieces": ["\u000bB", "\t", "㋿/", "s"]}
+{"text": "ꟲ😀🏽Dž/ABCaBＡßiOS'Rea", "tokens": 18, "pieces": ["ꟲ", "😀🏽", "Dž", "/ABCa", "BＡßi", "OS'Re", "a"]}
+{"text": "éḍ̇<٣٤٥٦HTTPServer,, ", "tokens": 13, "pieces": ["éḍ̇", "<", "٣٤٥", "٦", "HTTPServer", ",,", " "]}
+{"text": "'T
İ'VEⅣß", "tokens": 8, "pieces": ["'T", "
İ'VE", "Ⅳ", "ß"]}
+{"text": "12345678DžAb\u000be(.\tABCiOSß​ꟲå漢'll­<|fim_prefix|>­é㋿ \n ", "tokens": 36, "pieces": ["123", "456", "78", "DžAb", "\u000be", "(.", "\tABCi", "OSß", "​ꟲå漢'll", "­<|", "fim", "_prefix", "|>­", "é", "㋿", " \n", " "]}
+{"text": "ꟲ  ع\n<|endoftext|> \n 'S'VE#$%'T👍🏽/\r\n<EOT><EOT>é", "tokens": 33, "pieces": ["ꟲ", " ", " ع", "\n", "<|", "endoftext", "|>", " \n", " '", "S'VE", "#$%'", "T", "👍🏽/\r\n", "<EOT", "><", "EOT", ">é"]}
+{"text": "\n/Z \n ", "tokens": 4, "pieces": ["\n", "/Z", " \n", " "]}
+{"text": "!\n/'Reå😀🏽\r\n\n/Ⅳ'Me字fi'VEſ漢   \n!a/bDž­🙂.𐞁-", "tokens": 34, "pieces": ["!\n/", "'Reå", "😀🏽\r\n\n/", "Ⅳ", "'Me字fi'VE", "ſ漢", "   \n", "!a", "/b", "Dž", "­🙂.", "𐞁", "-"]}
+{"text": "\rEOT​Z<|endoftext|>́#$%/", "tokens": 16, "pieces": ["\r", "EOT", "​Z", "<|", "endoftext", "|>́#$%/"]}
+{"text": "-字‍\r‍!­'re३ß½a/b<EOT>'٣٤٥٦0iOSＡ🙂ḍ̇ꟲ㍿camelCase/🙂ḍ̇‍'ll\tſḍ̇>'re३-<META_START>a　/\r\n", "tokens": 60, "pieces": ["-字", "‍\r", "‍!­'", "re", "३", "ß", "½", "a", "/b", "<EOT", ">'", "٣٤٥", "٦0", "i", "OSＡ", "🙂ḍ̇ꟲ", "㍿camel", "Case", "/🙂", "ḍ̇", "‍'", "ll", "\tſḍ̇", ">'", "re", "३", "-<", "META", "_START", ">a", "　", "/\r\n"]}
+{"text": "😀🏽㋿­.éHTTPServer/\r\n9eABC!iOSİ'S12345678é'S-
  \n 's/​/-", "tokens": 34, "pieces": ["😀🏽㋿­.", "é", "HTTPServer", "/\r\n", "9", "e", "ABC", "!i", "OSİ'S", "123", "456", "78", "é'S", "-", "
  \n", " '", "s", "/​/-"]}
+{"text": "éAb\r\n/>BEOT!!sDžå0're\n'S\r\n\r\n\n/😀🏽 \n <|endoftext|>\u000b<'T'Re'TaBß   \n<|endoftext|>/   \n<META_START>㍿\u000b", "tokens": 56, "pieces": ["é", "Ab", "\r\n", "/>", "BEOT", "!!", "s", "Džå", "0", "'re", "\n", "'S", "\r\n\r\n\n", "/😀🏽", " \n", " <|", "endoftext", "|>", "\u000b", "<'", "T'Re", "'Ta", "Bß", "   \n", "<|", "endoftext", "|>/", "   \n", "<META", "_START", ">㍿", "\u000b"]}
+{"text": "  0,é'sé\r\n\r\nABC's\r\n\rⅣte!Ａ ㋿", "tokens": 22, "pieces": [" ", " ", "0", ",é's", "é", "\r\n\r\n", "ABC's", "\r\n\r", "Ⅳ", "te", "!Ａ", " ", "㋿"]}
+{"text": "ma/b字Džungla😀🏽B/\r\n🙂　td𐞁 \"#$%ABC'ssB\"'T\r\n'M", "tokens": 30, "pieces": ["ma", "/b字", "Džungla", "😀🏽", "B", "/\r\n", "🙂", "　td𐞁", " \"#$%", "ABC's", "s", "B", "\"'", "T", "\r\n", "'M"]}
+{"text": "٣٤٥٦0㍿   \n", "tokens": 9, "pieces": ["٣٤٥", "٦0", "㍿", "   \n"]}
+{"text": "'T\"å \n aBDžZ ́İ
'Re\r\n'S'  𐞁½\nå 漢s\t0\r\n<<EOT>‍'ll'll٣٤٥٦㍿tHTTPServerfi", "tokens": 52, "pieces": ["'T", "\"å", " \n", " a", "BDžZ", " ́", "İ", "
", "'Re", "\r\n", "'S", "'", " ", " 𐞁", "½", "\n", "å", " 漢s", "\t", "0", "\r\n", "<<", "EOT", ">‍'", "ll'll", "٣٤٥", "٦", "㍿t", "HTTPServerfi"]}
+{"text": "İå㋿", "tokens": 6, "pieces": ["İå", "㋿"]}
+{"text": "'VE're<META_START>'ſſEOT\r\n\r\n", "tokens": 12, "pieces": ["'VE're", "<META", "_START", ">'", "ſſ", "EOT", "\r\n\r\n"]}
+{"text": "Bs ع>ſ\r\nd字漢", "tokens": 9, "pieces": ["Bs", " ع", ">ſ", "\r\n", "d字漢"]}
+{"text": "Abḍ̇½mfi'retDž\r\ńss\r\n🙂", "tokens": 16, "pieces": ["Abḍ̇", "½", "mfi're", "t", "Dž", "\r\n", "́ss", "\r\n", "🙂"]}
+{"text": "𐞁 \n ㋿😀🏽 \n aB0 \n EOTEOTꟲ áſſ٣٤٥٦​́!  'M\u000b　㍿", "tokens": 43, "pieces": ["𐞁", " \n", " ㋿😀🏽", " \n", " a", "B", "0", " \n", " EOTEOTꟲ", " áſſ", "٣٤٥", "٦", "​́", "!", " ", " '", "M", "\u000b", "　", "㍿"]}
+{"text": "㍿('T\r<|endoftext|>,é'T'Std<…", "tokens": 20, "pieces": ["㍿('", "T", "\r", "<|", "endoftext", "|>,", "é'T", "'Std", "<", "…"]}
+{"text": "(.'re're٣٤٥٦ \n 'sEOTⅣ'll㍿aBⅣ!'Re\n\t .", "tokens": 28, "pieces": ["(.'", "re're", "٣٤٥", "٦", " \n", " '", "s", "EOT", "Ⅳ", "'ll", "㍿a", "B", "Ⅳ", "!'", "Re", "\n", "\t", " ."]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ZaB/\r\nZmm​'  's'M!́'s'ſ\r\n👍🏽İAbfiع👍🏽Z'ReéHTTPServer(  Z字ᵃ9½!!aaBAb\n/'re", "tokens": 48, "pieces": ["Za", "B", "/\r\n", "Zmm", "​'", " ", " '", "s'M", "!́'s", "'ſ", "\r\n", "👍🏽", "İAbfiع", "👍🏽", "Z'Re", "é", "HTTPServer", "(", " ", " Z字ᵃ", "9½", "!!", "aa", "BAb", "\n", "/'", "re"]}
+{"text": ">ß'S12345678>👍🏽Abᵃ!fi👍🏽<|endoftext|>\r12345678­a/b🙂\"sHTTPServer\u000b#$%/　ß\t", "tokens": 44, "pieces": [">ß'S", "123", "456", "78", ">👍🏽", "Abᵃ", "!fi", "👍🏽<|", "endoftext", "|>\r", "123", "456", "78", "­a", "/b", "🙂\"", "s", "HTTPServer", "\u000b", "#$%/", "　ß", "\t"]}
+{"text": "t'!!Džungladß12345678", "tokens": 11, "pieces": ["t", "'!!", "Džungladß", "123", "456", "78"]}
+{"text": "  'Re👍🏽 \n 'Dḍ̇ 'ſ'll \r\n\r\n\"🙂́'!!!", "tokens": 22, "pieces": [" ", " '", "Re", "👍🏽", " \n", " '", "Dḍ̇", " ", "'ſ'll", " \r\n\r\n", "\"🙂́'!!!"]}
+{"text": "<EOT>fi<|endoftext|>ſ'så\r\n<|endoftext|>𐞁𐞁m½e𐞁<META_START>d́½Ab/<|fim_prefix|>'Td'MaB0​(㍿'ſ'D'S'Re'Re­ſ́", "tokens": 70, "pieces": ["<EOT", ">fi", "<|", "endoftext", "|>", "ſ's", "å", "\r\n", "<|", "endoftext", "|>", "𐞁𐞁m", "½", "e𐞁", "<META", "_START", ">d́", "½", "Ab", "/<|", "fim", "_prefix", "|>'", "Td'M", "a", "B", "0", "​(㍿'", "ſ'D", "'S'Re", "'Re", "­ſ́"]}
+{"text": "aB\r\n\r\n㍿İ\r\n\r\n‍EOT \n d　Z\r\n\r\n… \n \n's'Re0\tİ\n/Ab'll字ß\n/'D", "tokens": 33, "pieces": ["a", "B", "\r\n\r\n", "㍿İ", "\r\n\r\n", "‍EOT", " \n", " d", "　Z", "\r\n\r\n… \n \n", "'s'Re", "0", "\tİ", "\n", "/Ab'll", "字ß", "\n", "/'", "D"]}
+{"text": "'D!12345678𐞁\r\n\r\na'DＡ'VE😀🏽'S(­
🙂mß\"٣٤٥٦ Džungla\u000b\"", "tokens": 38, "pieces": ["'D", "!", "123", "456", "78", "𐞁", "\r\n\r\n", "a'D", "Ａ'VE", "😀🏽'", "S", "(­", "
", "🙂mß", "\"", "٣٤٥", "٦", " Džungla", "\u000b", "\""]}
+{"text": "ea/b're👍🏽عåtaB<|endoftext|>Ａs½㋿-Ab🙂,Zfi\n\r\n\r\n‍㍿'re<|fim_prefix|>­0\n/#$%İ're<dſd漢𐞁\r \n ", "tokens": 64, "pieces": ["ea", "/b're", "👍🏽", "عåta", "B", "<|", "endoftext", "|>", "Ａs", "½", "㋿-", "Ab", "🙂,", "Zfi", "\n\r\n\r\n", "‍㍿'", "re", "<|", "fim", "_prefix", "|>­", "0", "\n", "/#$%", "İ're", "<dſd漢𐞁", "\r \n", " "]}
+{"text": "  Abéᵃꟲ<|fim_prefix|>,e're're", "tokens": 18, "pieces": [" ", " Abéᵃꟲ", "<|", "fim", "_prefix", "|>,", "e're", "'re"]}
+{"text": "　'llＡ<|endoftext|>Ab'll'sDž<EOT> 'M#$%'D9#$%mᵃ/‍ſ'Re", "tokens": 34, "pieces": ["　", "'ll", "Ａ", "<|", "endoftext", "|>", "Ab'll", "'s", "Dž", "<EOT", ">", " ", "'M", "#$%'", "D", "9", "#$%", "mᵃ", "/‍", "ſ'Re"]}
+{"text": "ꟲ\n9\r\n\r\né!'DiOS👍🏽//s\r'reᵃḍ̇'Ree(aAb'DᵃB\r 𐞁🙂!!", "tokens": 40, "pieces": ["ꟲ", "\n", "9", "\r\n\r\n", "é", "!'", "Di", "OS", "👍🏽//", "s", "\r", "'reᵃḍ̇'Re", "e", "(a", "Ab'D", "ᵃ", "B", "\r", " 𐞁", "🙂!!"]}
+{"text": "‍AbſcamelCase𐞁0\r\n\r\n12345678ḍ̇e!ḍ̇Bᵃ'Rea/b", "tokens": 29, "pieces": ["‍Abſcamel", "Case𐞁", "0", "\r\n\r\n", "123", "456", "78", "ḍ̇e", "!ḍ̇", "Bᵃ'Re", "a", "/b"]}
+{"text": "'re…㋿​", "tokens": 7, "pieces": ["'re", "…", "㋿​"]}
+{"text": " EOT're's'D'VEİ
s\t\u000b.'llDž,😀🏽", "tokens": 20, "pieces": [" EOT're", "'s'D", "'VEİ", "
s", "\t", "\u000b", ".'", "ll", "Dž", ",😀🏽"]}
+{"text": "👍🏽ḍ̇'D", "tokens": 7, "pieces": ["👍🏽", "ḍ̇'D"]}
+{"text": "/Ａa/b 'M🙂é字😀🏽'ſ\t漢  字­😀🏽m३<META_START>'D\u000bm​ 字'M\"ꟲ'M<|endoftext|> 'D<|endoftext|>å", "tokens": 59, "pieces": ["/Ａa", "/b", " ", "'M", "🙂é字", "😀🏽'", "ſ", "\t漢", " ", " 字", "­😀🏽", "m", "३", "<META", "_START", ">'", "D", "\u000bm", "​", " 字'M", "\"ꟲ'M", "<|", "endoftext", "|>", " '", "D", "<|", "endoftext", "|>", "å"]}
+{"text": "é½\r\n\r\n\r\n<|fim_prefix|>́Dž३'TcamelCase", "tokens": 17, "pieces": ["é", "½", "\r\n\r\n\r\n", "<|", "fim", "_prefix", "|>́", "Dž", "३", "'Tcamel", "Case"]}
+{"text": "d٣٤٥٦'ſ\u000b​>३
'M<EOT>", "tokens": 16, "pieces": ["d", "٣٤٥", "٦", "'ſ", "\u000b", "​>", "३", "
", "'M", "<EOT", ">"]}
+{"text": "\n'reع字BſéficamelCase<EOT>👍🏽<META_START>'ABC,9aB   \n𐞁
\n/fi're", "tokens": 36, "pieces": ["\n", "'reع字", "Bſéficamel", "Case", "<EOT", ">👍🏽<", "META", "_START", ">'", "ABC", ",", "9", "a", "B", "   \n", "𐞁", "
\n", "/fi're"]}
+{"text": "/\r\n's<|endoftext|>'s½…fia/b!!t<META_START>'ſ9'\r\n  é'SaBm\u000bZ'0é
<|fim_prefix|>d\rＡ㋿", "tokens": 49, "pieces": ["/\r\n", "'s", "<|", "endoftext", "|>'", "s", "½", "…fia", "/b", "!!", "t", "<META", "_START", ">'", "ſ", "9", "'\r\n", " ", " é'S", "a", "Bm", "\u000bZ", "'", "0", "é", "
", "<|", "fim", "_prefix", "|>", "d", "\r", "Ａ", "㋿"]}
+{"text": "ḍ̇漢fiḍ̇0--ꟲ\r​12345678ßİ　å<|fim_prefix|>DžunglaHTTPServer'Re\u000bAb👍🏽('e'T'T\n!Ａ㍿㍿­", "tokens": 55, "pieces": ["ḍ̇漢fiḍ̇", "0", "--", "ꟲ", "\r", "​", "123", "456", "78", "ß", "İ", "　å", "<|", "fim", "_prefix", "|>", "Džungla", "HTTPServer'Re", "\u000bAb", "👍🏽('", "e'T", "'T", "\n", "!Ａ", "㍿㍿­"]}
+{"text": "a/b-　𐞁\n/ t.fi e", "tokens": 15, "pieces": ["a", "/b", "-", "　𐞁", "\n", "/", " t", ".fi", " e"]}
+{"text": "ᵃ!!'Re--. Z", "tokens": 10, "pieces": ["ᵃ", "!!'", "Re", "--.", " Z"]}
+{"text": "İZDžungla㋿(å㍿iOS🙂aß३", "tokens": 21, "pieces": ["İZDžungla", "㋿(", "å", "㍿i", "OS", "🙂aß", "३"]}
+{"text": "३å'M<|fim_prefix|>EOT'S
!!👍🏽é!　", "tokens": 21, "pieces": ["३", "å'M", "<|", "fim", "_prefix", "|>", "EOT'S", "
", "!!👍🏽", "é", "!", "　"]}
+{"text": "­‍\"\n/EOT'll'D'llⅣ", "tokens": 10, "pieces": ["­‍\"\n/", "EOT'll", "'D'll", "Ⅳ"]}
+{"text": "'\n‍'ll\n/t👍🏽<EOT> \n <META_START>HTTPServer٣٤٥٦'T字🙂9\n", "tokens": 29, "pieces": ["'\n", "‍'", "ll", "\n", "/t", "👍🏽<", "EOT", ">", " \n", " <", "META", "_START", ">HTTPServer", "٣٤٥", "٦", "'T字", "🙂", "9", "\n"]}
+{"text": "a/bİ\tİta/b'DcamelCase'll'ſ \n \r\n\r\n", "tokens": 15, "pieces": ["a", "/b", "İ", "\tİta", "/b'D", "camel", "Case'll", "'ſ", " \n \r\n\r\n"]}
+{"text": "\"́/ᵃ㋿<EOT>​ >٣٤٥٦", "tokens": 19, "pieces": ["\"́", "/ᵃ", "㋿<", "EOT", ">​", " >", "٣٤٥", "٦"]}
+{"text": "'VEABC's(e#$%<|endoftext|>𐞁'Da", "tokens": 20, "pieces": ["'VEABC's", "(e", "#$%<|", "endoftext", "|>", "𐞁'D", "a"]}
+{"text": "t\r!!'s<META_START>EOT'llع<META_START>'T🙂😀🏽字​, ‍<EOT>\r\n\r\nḍ̇\r\n\r\nB/'re<'ſm", "tokens": 40, "pieces": ["t", "\r", "!!'", "s", "<META", "_START", ">EOT'll", "ع", "<META", "_START", ">'", "T", "🙂😀🏽", "字", "​,", " ", "‍<", "EOT", ">\r\n\r\n", "ḍ̇", "\r\n\r\n", "B", "/'", "re", "<'", "ſm"]}
+{"text": "ع٣٤٥٦\r漢Ab<|fim_prefix|><|fim_prefix|>><|endoftext|> \n 
👍🏽d<EOT>½㍿<'sZ'M'll./\r\n're  é", "tokens": 50, "pieces": ["ع", "٣٤٥", "٦", "\r", "漢Ab", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>><|", "endoftext", "|>", " \n", " ", "
", "👍🏽", "d", "<EOT", ">", "½", "㍿<'", "s", "Z'M", "'ll", "./\r\n", "'re", " ", " é"]}
+{"text": "Dž'MAb", "tokens": 4, "pieces": ["Dž'M", "Ab"]}
+{"text": "<\rꟲ٣٤٥٦a/bå'refiDžunglaᵃ0camelCaseḍ̇''ll'SⅣ'sⅣé<|endoftext|>/\r\n", "tokens": 45, "pieces": ["<\r", "ꟲ", "٣٤٥", "٦", "a", "/bå're", "fi", "Džunglaᵃ", "0", "camel", "Caseḍ̇", "''", "ll'S", "Ⅳ", "'s", "Ⅳ", "é", "<|", "endoftext", "|>/\r\n"]}
+{"text": "/\r\n  -\u000b(<|fim_prefix|>emHTTPServer#$%ḿ½​#$%", "tokens": 22, "pieces": ["/\r\n", " ", " ", "-", "\u000b", "(<|", "fim", "_prefix", "|>", "em", "HTTPServer", "#$%", "ḿ", "½", "​#$%"]}
+{"text": "é/0/\r\n!!a'll   \nꟲ(Ab/٣٤٥٦'reå🙂<|fim_prefix|>'Re EOT'M\r\n\r\n/\r\n­ABC#$%ßHTTPServer'Deſ", "tokens": 46, "pieces": ["é", "/", "0", "/\r\n", "!!", "a'll", "   \n", "ꟲ", "(Ab", "/", "٣٤٥", "٦", "'reå", "🙂<|", "fim", "_prefix", "|>'", "Re", " EOT'M", "\r\n\r\n", "/\r\n", "­ABC", "#$%", "ß", "HTTPServer'D", "eſ"]}
+{"text": "'reABC'reHTTPServerHTTPServerfi
'M 'Tİ\"
'M…Ａ'S\ré٣٤٥٦\r\n\r\nfi­\r0Zᵃ́å!!'ſcamelCase.camelCase#$%>'Så", "tokens": 51, "pieces": ["'re", "ABC're", "HTTPServer", "HTTPServerfi", "
", "'M", " ", "'Tİ", "\"", "
", "'M", "…Ａ'S", "\r", "é", "٣٤٥", "٦", "\r\n\r\n", "fi", "­\r", "0", "Zᵃ́å", "!!'", "ſcamel", "Case", ".camel", "Case", "#$%>'", "Så"]}
+{"text": "'t \n 'ſع'D½ع漢12345678­ع<HTTPServers㋿9<META_START>å😀🏽😀🏽'", "tokens": 33, "pieces": ["'t", " \n", " '", "ſع'D", "½", "ع漢", "123", "456", "78", "­ع", "<HTTPServers", "㋿", "9", "<META", "_START", ">å", "😀🏽😀🏽'"]}
+{"text": ".٣٤٥٦DžABC  <😀🏽‍,B9\"Ａe, \n ", "tokens": 22, "pieces": [".", "٣٤٥", "٦", "DžABC", " ", " <😀🏽‍,", "B", "9", "\"Ａe", ",", " \n", " "]}
+{"text": "\r\n\rße\u000bⅣ字-\r\n\r\n'Mḍ̇#$%12345678.३',ᵃ👍🏽då'ᵃ<-\r\n\r\nꟲ-'ſ's👍🏽(", "tokens": 45, "pieces": ["\r\n\r", "ße", "\u000b", "Ⅳ", "字", "-\r\n\r\n", "'Mḍ̇", "#$%", "123", "456", "78", ".", "३", "',", "ᵃ", "👍🏽", "då", "'ᵃ", "<-\r\n\r\n", "ꟲ", "-'", "ſ's", "👍🏽("]}
+{"text": "Båß\r!!ꟲ  ᵃ😀🏽😀🏽\"0-　'M", "tokens": 24, "pieces": ["Båß", "\r", "!!", "ꟲ", " ", " ᵃ", "😀🏽😀🏽\"", "0", "-", "　", "'M"]}
+{"text": "'ReABCå'DＡa İ12345678/\r\n9", "tokens": 13, "pieces": ["'Re", "ABCå'D", "Ａa", " İ", "123", "456", "78", "/\r\n", "9"]}
+{"text": "'VEİßꟲ<META_START>((​😀🏽<|fim_prefix|>ＡZ'Dß<|fim_prefix|>'ſ,'re#$%", "tokens": 36, "pieces": ["'VEİßꟲ", "<META", "_START", ">((​😀🏽<|", "fim", "_prefix", "|>", "ＡZ'D", "ß", "<|", "fim", "_prefix", "|>'", "ſ", ",'", "re", "#$%"]}
+{"text": ",\n   \ndſ'D😀🏽#$%/\r\nss/e>字fia/b/Džungla\n/　🙂", "tokens": 27, "pieces": [",\n", "   \n", "dſ'D", "😀🏽#$%/\r\n", "ss", "/e", ">字fia", "/b", "/Džungla", "\n", "/", "　", "🙂"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "\r​!!'resＡ…İ٣٤٥٦Ⅳꟲ''s½\tZ\"9३३\t\"İ\r\n\r\n'll(\n", "tokens": 32, "pieces": ["\r", "​!!'", "res", "Ａ", "…İ", "٣٤٥", "٦Ⅳ", "ꟲ", "''", "s", "½", "\tZ", "\"", "9३३", "\t", "\"İ", "\r\n\r\n", "'ll", "(\n"]}
+{"text": "så  \n ſⅣ/\r\n\u000b\"🙂're ㋿ \n - \n <EOT­0AbعⅣB9/(#$%ſ'S'Re㋿fifi'sع", "tokens": 45, "pieces": ["så", "  \n", " ſ", "Ⅳ", "/\r\n", "\u000b", "\"🙂'", "re", " ", "㋿", " \n", " -", " \n", " <", "EOT", "­", "0", "Abع", "Ⅳ", "B", "9", "/(#$%", "ſ'S", "'Re", "㋿fifi's", "ع"]}
+{"text": "'𐞁<META_START>Z<EOT>Ａ  Ab
d,🙂🙂'Re'Ma/b字<|fim_prefix|>'VEⅣ😀🏽\r\n\r\n\r\n<|fim_prefix|>İ\u000b<12345678,  st", "tokens": 54, "pieces": ["'𐞁", "<META", "_START", ">Z", "<EOT", ">Ａ", " ", " Ab", "
d", ",🙂🙂'", "Re'M", "a", "/b字", "<|", "fim", "_prefix", "|>'", "VE", "Ⅳ", "😀🏽\r\n\r\n\r\n", "<|", "fim", "_prefix", "|>", "İ", "\u000b", "<", "123", "456", "78", ",", " ", " st"]}
+{"text": "camelCasedåABCDž𐞁'VÉ'Mع😀🏽", "tokens": 20, "pieces": ["camel", "Casedå", "ABCDž𐞁'VE", "́'M", "ع", "😀🏽"]}
+{"text": "Z\r\n😀🏽ABC'S  .'Sddḍ̇'Res<META_START>½'SiOS\nABC<|endoftext|>a/b12345678-İ \r\n\r\n👍🏽　ꟲ'T\"EOTé", "tokens": 52, "pieces": ["Z", "\r\n", "😀🏽", "ABC'S", " ", " .'", "Sddḍ̇'Re", "s", "<META", "_START", ">", "½", "'Si", "OS", "\n", "ABC", "<|", "endoftext", "|>", "a", "/b", "123", "456", "78", "-İ", " \r\n\r\n", "👍🏽", "　ꟲ'T", "\"EOTé"]}
+{"text": "\tİB'ſ😀🏽<|endoftext|>İHTTPServer\r\nt٣٤٥٦'VE's㍿
🙂\r\n​'Re\n</\r\nAbDžungla  ", "tokens": 45, "pieces": ["\tİB'ſ", "😀🏽<|", "endoftext", "|>", "İHTTPServer", "\r\n", "t", "٣٤٥", "٦", "'VE's", "㍿", "
", "🙂\r\n", "​'", "Re", "\n", "</\r\n", "Ab", "Džungla", "  "]}
+{"text": "<META_START>३字Džungla'S㋿'Re/…㍿tABC<EOT>å'S<|fim_prefix|>३,́.aB'VE   \n‍e​　𐞁", "tokens": 51, "pieces": ["<META", "_START", ">", "३", "字Džungla'S", "㋿'", "Re", "/", "…", "㍿t", "ABC", "<EOT", ">å'S", "<|", "fim", "_prefix", "|>", "३", ",́", ".a", "B'VE", "   \n", "‍e", "​", "　𐞁"]}
+{"text": "  \t<EOT>ZaBcamelCaset'ſ,ſ(mßå/12345678㍿½
Z'red", "tokens": 30, "pieces": ["  ", "\t", "<EOT", ">Za", "Bcamel", "Caset'ſ", ",ſ", "(mßå", "/", "123", "456", "78", "㍿", "½", "
Z're", "d"]}
+{"text": "'🙂camelCase<|fim_prefix|>", "tokens": 10, "pieces": ["'🙂", "camel", "Case", "<|", "fim", "_prefix", "|>"]}
+{"text": "camelCaseḍ̇-ſ/\r\nå<META_START>aB'ſ\u000b㍿㋿camelCase
'‍'.Z/\r\n-<META_START>iOS<EOT>#$%\t'S're㍿ḍ̇  fi‍\"", "tokens": 57, "pieces": ["camel", "Caseḍ̇", "-ſ", "/\r\n", "å", "<META", "_START", ">a", "B'ſ", "\u000b", "㍿㋿", "camel", "Case", "
", "'‍'.", "Z", "/\r\n", "-<", "META", "_START", ">i", "OS", "<EOT", ">#$%", "\t", "'S're", "㍿ḍ̇", " ", " fi", "‍\""]}
+{"text": "aB's''  Ａ'/\r\nＡ'.", "tokens": 11, "pieces": ["a", "B's", "''", " ", " Ａ", "'/\r\n", "Ａ", "'."]}
+{"text": "'ſ   'llå‍ſABC'S😀🏽12345678-㋿Bm  /\r\n…AbB㋿\r\n\r\n​é　'Ś‍\rDžungla字å", "tokens": 48, "pieces": ["'ſ", "  ", " ", "'llå", "‍ſ", "ABC'S", "😀🏽", "123", "456", "78", "-㋿", "Bm", " ", " /\r\n", "…Ab", "B", "㋿\r\n\r\n", "​é", "　", "'Ś", "‍\r", "Džungla字å"]}
+{"text": "'S\r\n​‍  'så<|endoftext|>٣٤٥٦å!!\t/\r\n
Ａ!ḍ̇scamelCase(éꟲé½/\r\nꟲß<|endoftext|>å🙂\n/#$%ß", "tokens": 60, "pieces": ["'S", "\r\n", "​‍", " ", " '", "så", "<|", "endoftext", "|>", "٣٤٥", "٦", "å", "!!", "\t", "/\r\n", "
Ａ", "!ḍ̇scamel", "Case", "(éꟲé", "½", "/\r\n", "ꟲß", "<|", "endoftext", "|>", "å", "🙂\n/", "#$%", "ß"]}
+{"text": "  \u000b<META_START>/\r\n'll‍ſsß,३eéaB'ré'Sm㋿ /\r\n\n/Z😀🏽ſ\"iOS'㋿ᵃcamelCase𐞁 \n Ａa/bEOTB!", "tokens": 59, "pieces": ["  ", "\u000b", "<META", "_START", ">/\r\n", "'ll", "‍ſsß", ",", "३", "eéa", "B're", "́'S", "m", "㋿", " ", "/\r\n\n/", "Z", "😀🏽", "ſ", "\"i", "OS", "'㋿", "ᵃcamel", "Case𐞁", " \n", " Ａa", "/b", "EOTB", "!"]}
+{"text": "\n\taB,s9d Ⅳ\nع\n🙂…ABC…é/\r\nm㍿tt'ſ9é­#$%a's<|fim_prefix|>åABCعꟲḍ̇𐞁", "tokens": 55, "pieces": ["\n", "\ta", "B", ",s", "9", "d", " ", "Ⅳ", "\n", "ع", "\n", "🙂", "…ABC", "…é", "/\r\n", "m", "㍿tt'ſ", "9", "é", "­#$%", "a's", "<|", "fim", "_prefix", "|>", "å", "ABCعꟲḍ̇𐞁"]}
+{"text": "(iOS<META_START>\r\n<META_START> fi/'T字", "tokens": 15, "pieces": ["(i", "OS", "<META", "_START", ">\r\n", "<META", "_START", ">", " fi", "/'", "T字"]}
+{"text": "𐞁<META_START>'D'ſ🙂<EOT>/­", "tokens": 17, "pieces": ["𐞁", "<META", "_START", ">'", "D'ſ", "🙂<", "EOT", ">/­"]}
+{"text": "  åEOT  camelCase­Ａ\r\nm\r\nd", "tokens": 14, "pieces": [" ", " å", "EOT", " ", " camel", "Case", "­Ａ", "\r\n", "m", "\r\n", "d"]}
+{"text": "12345678'T'S,", "tokens": 6, "pieces": ["123", "456", "78", "'T'S", ","]}
+{"text": "camelCase‍!<META_START>'Re<|endoftext|>0Be(<m", "tokens": 20, "pieces": ["camel", "Case", "‍!<", "META", "_START", ">'", "Re", "<|", "endoftext", "|>", "0", "Be", "(<", "m"]}
+{"text": "İ'T \n/ABCm٣٤٥٦🙂ꟲ", "tokens": 14, "pieces": ["İ'T", " \n", "/ABCm", "٣٤٥", "٦", "🙂ꟲ"]}
+{"text": "!0DžcamelCase٣٤٥٦a/bm  字a/b<META_START>
ſ\r\n.'Ⅳ\r\n\r\n   \na/b!İ\nＡ's'll<|fim_prefix|><|fim_prefix|>'Re'sꟲ<ꟲABCꟲEOT'D", "tokens": 64, "pieces": ["!", "0", "Džcamel", "Case", "٣٤٥", "٦", "a", "/bm", " ", " 字a", "/b", "<META", "_START", ">", "
ſ", "\r\n", ".'", "Ⅳ", "\r\n\r\n   \n", "a", "/b", "!İ", "\n", "Ａ's", "'ll", "<|", "fim", "_prefix", "|><|", "fim", "_prefix", "|>'", "Re's", "ꟲ", "<ꟲABCꟲ", "EOT'D"]}
+{"text": "   \n🙂!!", "tokens": 3, "pieces": ["   \n", "🙂!!"]}
+{"text": "m'VE  'll
.'Re<'ll<EOT>  m", "tokens": 16, "pieces": ["m'VE", " ", " '", "ll", "
", ".'", "Re", "<'", "ll", "<EOT", ">", " ", " m"]}
+{"text": "9d#$%Ⅳ!\t12345678𐞁\n/\r😀🏽12345678ع\ta,a/b'D!!漢#$%\"ſ", "tokens": 34, "pieces": ["9", "d", "#$%", "Ⅳ", "!", "\t", "123", "456", "78", "𐞁", "\n", "/\r", "😀🏽", "123", "456", "78", "ع", "\ta", ",a", "/b'D", "!!", "漢", "#$%\"", "ſ"]}
+{"text": "e'M!   \n\r\nſḍ̇'DDž́ABCABC Ａ'Ret'Sa's<ꟲݽs", "tokens": 29, "pieces": ["e'M", "!", "   \n\r\n", "ſḍ̇'D", "Dž́", "ABCABC", " Ａ'Re", "t'S", "a's", "<ꟲ", "İ", "½", "s"]}
+{"text": "<|endoftext|>　/-🙂<", "tokens": 11, "pieces": ["<|", "endoftext", "|>", "　", "/-🙂<"]}
+{"text": "s\u000b", "tokens": 2, "pieces": ["s", "\u000b"]}
+{"text": " \n 'D'reİ𐞁a/b <|fim_prefix|>½́dm<|endoftext|>字\n/é0fi字\u000bHTTPServer漢'T  <EOT>­🙂/9å ᵃ\u000b", "tokens": 56, "pieces": [" \n", " '", "D're", "İ𐞁a", "/b", " ", "<|", "fim", "_prefix", "|>", "½", "́dm", "<|", "endoftext", "|>", "字", "\n", "/é", "0", "fi字", "\u000bHTTPServer漢'T", " ", " <", "EOT", ">­🙂/", "9", "å", " ᵃ", "\u000b"]}
+{"text": "‍­", "tokens": 2, "pieces": ["‍­"]}
+{"text": "iOS٣٤٥٦\r\n\r\n\r,\r \u000b's٣٤٥٦ßß­   \nABC漢😀🏽🙂'VE字0३a'sḍ̇\u000bHTTPServera३字\r\n\r\n<|endoftext|>
😀🏽٣٤٥٦'D㍿", "tokens": 63, "pieces": ["i", "OS", "٣٤٥", "٦", "\r\n\r\n\r", ",\r", " ", "\u000b", "'s", "٣٤٥", "٦", "ßß", "­", "   \n", "ABC漢", "😀🏽🙂'", "VE字", "0३", "a's", "ḍ̇", "\u000bHTTPServera", "३", "字", "\r\n\r\n", "<|", "endoftext", "|>", "
", "😀🏽", "٣٤٥", "٦", "'D", "㍿"]}
+{"text": "\n/<|fim_prefix|>EOT 'M'D٣٤٥٦EOT.Ａ'DⅣ\t!!< \n/d<0,👍🏽<|endoftext|>t-BaBZABC", "tokens": 47, "pieces": ["\n", "/<|", "fim", "_prefix", "|>", "EOT", " '", "M'D", "٣٤٥", "٦", "EOT", ".Ａ'D", "Ⅳ", "\t", "!!<", " \n", "/d", "<", "0", ",👍🏽<|", "endoftext", "|>", "t", "-Ba", "BZABC"]}
+{"text": "EOTdsa/b🙂\r   \n\r\n\r\n0'M", "tokens": 11, "pieces": ["EOTdsa", "/b", "🙂\r", "   \n\r\n\r\n", "0", "'M"]}
+{"text": "é​𐞁/\r\n-,fiＡ٣٤٥٦<|endoftext|>m​é\r>-d'Re'ſ>aBDž'\nABC", "tokens": 37, "pieces": ["é", "​𐞁", "/\r\n", "-,", "fi", "Ａ", "٣٤٥", "٦", "<|", "endoftext", "|>", "m", "​é", "\r", ">-", "d'Re", "'ſ", ">a", "BDž", "'\n", "ABC"]}
+{"text": "ſ>'sḿ'rea👍🏽\"iOS12345678", "tokens": 15, "pieces": ["ſ", ">'", "sḿ're", "a", "👍🏽\"", "i", "OS", "123", "456", "78"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "ＡcamelCase", "tokens": 3, "pieces": ["Ａcamel", "Case"]}
+{"text": "Zs😀🏽\r\nd-09<EOT>  !\r0EOT'McamelCase\u000b­३\r\n'Re \n <|fim_prefix|>👍🏽é", "tokens": 37, "pieces": ["Zs", "😀🏽\r\n", "d", "-", "09", "<EOT", ">", " ", " !\r", "0", "EOT'M", "camel", "Case", "\u000b", "­", "३", "\r\n", "'Re", " \n", " <|", "fim", "_prefix", "|>👍🏽", "é"]}
+{"text": "Z9Ａfi٣٤٥٦\r…å३", "tokens": 14, "pieces": ["Z", "9", "Ａfi", "٣٤٥", "٦", "\r", "…å", "३"]}
+{"text": "#$%　12345678'll ३'s<|fim_prefix|><|endoftext|>𐞁
'RefiHTTPServerſ \n Bİ​  ‍åſa'T12345678eå>'re
\u000b\n/  /\r\n", "tokens": 57, "pieces": ["#$%", "　", "123", "456", "78", "'ll", " ", "३", "'s", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "𐞁", "
", "'Refi", "HTTPServerſ", " \n", " Bİ", "​", " ", " ‍", "åſa'T", "123", "456", "78", "eå", ">'", "re", "
\u000b\n", "/", " ", " /\r\n"]}
+{"text": "㍿ 'VE😀🏽½/>'ſ字m'T字<META_START>Dž㋿ḍ̇'ſ!'ſ½İ　ḍ̇‍fi🙂tss\t👍🏽\"'!!", "tokens": 50, "pieces": ["㍿", " ", "'VE", "😀🏽", "½", "/>'", "ſ字m'T", "字", "<META", "_START", ">Dž", "㋿ḍ̇'ſ", "!'", "ſ", "½", "İ", "　ḍ̇", "‍fi", "🙂tss", "\t", "👍🏽\"'!!"]}
+{"text": "/a/b \"𐞁Bd''VE0Ⅳᵃᵃ'Mé'Sعm#$%'VE's👍🏽…m\n!ᵃ<|fim_prefix|><EOT>aB½/\r\n 'T,
", "tokens": 56, "pieces": ["/a", "/b", " \"", "𐞁Bd", "''", "VE", "0Ⅳ", "ᵃᵃ'M", "é'S", "عm", "#$%'", "VE's", "👍🏽", "…m", "\n", "!ᵃ", "<|", "fim", "_prefix", "|><", "EOT", ">a", "B", "½", "/\r\n", " '", "T", ",", "
"]}
+{"text": "<|fim_prefix|>aa/b<😀🏽'M½/\r\n­\r'ſABC​é‍!!­\r\nHTTPServeŕ.Z漢s/ \n ", "tokens": 37, "pieces": ["<|", "fim", "_prefix", "|>", "aa", "/b", "<😀🏽'", "M", "½", "/\r\n", "­\r", "'ſ", "ABC", "​é", "‍!!­\r\n", "HTTPServeŕ", ".Z漢s", "/", " \n", " "]}
+{"text": "0­٣٤٥٦Džungla𐞁'ſＡeABC're'VEع.(t'rea/b'ſ(…", "tokens": 33, "pieces": ["0", "­", "٣٤٥", "٦", "Džungla𐞁'ſ", "Ａe", "ABC're", "'VEع", ".(", "t're", "a", "/b'ſ", "(", "…"]}
+{"text": "m iOS'TＡ12345678\u000b
'Re\r\n\r\ncamelCaseé٣٤٥٦DžDž0,́!!👍🏽å<EOT><META_START>'D  ½s
9s<EOT>㋿ABCDž'ſAb(­", "tokens": 61, "pieces": ["m", " i", "OS'T", "Ａ", "123", "456", "78", "\u000b", "
", "'Re", "\r\n\r\n", "camel", "Caseé", "٣٤٥", "٦", "DžDž", "0", ",́", "!!👍🏽", "å", "<EOT", "><", "META", "_START", ">'", "D", " ", " ", "½", "s", "
", "9", "s", "<EOT", ">㋿", "ABCDž'ſ", "Ab", "(­"]}
+{"text": "é'­
#$%é\n/٣٤٥٦a  dDžungla", "tokens": 21, "pieces": ["é", "'­", "
", "#$%", "é", "\n", "/", "٣٤٥", "٦", "a", " ", " d", "Džungla"]}
+{"text": "‍#$%👍🏽   \nİ/ſ㋿<\r\n\r\n\r\nİ,éaBＡDžungla\r\n\r\nＡßABCaB\r\n('S'McamelCase…㋿😀🏽\t(9", "tokens": 48, "pieces": ["‍#$%👍🏽", "   \n", "İ", "/ſ", "㋿<\r\n\r\n\r\n", "İ", ",éa", "BＡDžungla", "\r\n\r\n", "Ａß", "ABCa", "B", "\r\n", "('", "S'M", "camel", "Case", "…", "㋿😀🏽", "\t", "(", "9"]}
+{"text": "\r<EOT>é\r\nＡ /\r'TEOT!0\"'VEꟲḍ̇㍿​‍㋿fi'T😀🏽.HTTPServer", "tokens": 38, "pieces": ["\r", "<EOT", ">é", "\r\n", "Ａ", " /\r", "'TEOT", "!", "0", "\"'", "VEꟲḍ̇", "㍿​‍㋿", "fi'T", "😀🏽.", "HTTPServer"]}
+{"text": "'Re", "tokens": 1, "pieces": ["'Re"]}
+{"text": "DžunglafiABC漢　''M
\r\n\r\nfia/bᵃé\"'Re…٣٤٥٦/\r\nDž​'s!!m,B", "tokens": 36, "pieces": ["Džunglafi", "ABC漢", "　", "''", "M", "
\r\n\r\n", "fia", "/bᵃé", "\"'", "Re", "…", "٣٤٥", "٦", "/\r\n", "Dž", "​'", "s", "!!", "m", ",B"]}
+{"text": "漢éßtiOS½\n/t/Ａ<|endoftext|>​é.\t \n Dž㋿.>'S㋿
> Ａ\tåaB>'Dfi9", "tokens": 46, "pieces": ["漢éßti", "OS", "½", "\n", "/t", "/Ａ", "<|", "endoftext", "|>​", "é", ".", "\t \n", " Dž", "㋿.>'", "S", "㋿", "
", ">", " Ａ", "\tåa", "B", ">'", "Dfi", "9"]}
+{"text": "iOS're(Ａ<|endoftext|>s<META_START>EOT　 \u000b😀🏽.'Reſ   \n­㍿#$%Ⅳİꟲ!<|endoftext|>½ß漢HTTPServer!!<|endoftext|>12345678é\u000b/<|endoftext|>", "tokens": 73, "pieces": ["i", "OS're", "(Ａ", "<|", "endoftext", "|>", "s", "<META", "_START", ">EOT", "　 ", "\u000b", "😀🏽.'", "Reſ", "   \n", "­㍿#$%", "Ⅳ", "İꟲ", "!<|", "endoftext", "|>", "½", "ß漢", "HTTPServer", "!!<|", "endoftext", "|>", "123", "456", "78", "é", "\u000b", "/<|", "endoftext", "|>"]}
+{"text": "ABCDžungla३…\n", "tokens": 9, "pieces": ["ABCDžungla", "३", "…\n"]}
+{"text": "t\u000b'll!camelCase…EOT,m'S/\r\nＡ \n ABC'TeⅣ/​<META_START><META_START>漢s'Mİ-👍🏽‍'TcamelCase", "tokens": 42, "pieces": ["t", "\u000b", "'ll", "!camel", "Case", "…EOT", ",m'S", "/\r\n", "Ａ", " \n", " ABC'T", "e", "Ⅳ", "/​<", "META", "_START", "><", "META", "_START", ">漢s'M", "İ", "-👍🏽‍'", "Tcamel", "Case"]}
+{"text": "…㍿Ⅳ,Džİ     \ncamelCase'!!0́½ß   \né\r<　\n/", "tokens": 27, "pieces": ["…", "㍿", "Ⅳ", ",Džİ", "     \n", "camel", "Case", "'!!", "0", "́", "½", "ß", "   \n", "é", "\r", "<", "　\n", "/"]}
+{"text": "12345678ſ!ABC0aBsdEOTHTTPServerＡ　Ab-漢½/må", "tokens": 23, "pieces": ["123", "456", "78", "ſ", "!ABC", "0", "a", "Bsd", "EOTHTTPServer", "Ａ", "　Ab", "-漢", "½", "/må"]}
+{"text": "e", "tokens": 1, "pieces": ["e"]}
+{"text": "", "tokens": 0, "pieces": []}
+{"text": "aB", "tokens": 2, "pieces": ["a", "B"]}
+{"text": "漢<EOT> \n \"
Ａ½ḍ̇<|fim_prefix|><|endoftext|>Džع9", "tokens": 28, "pieces": ["漢", "<EOT", ">", " \n", " \"", "
Ａ", "½", "ḍ̇", "<|", "fim", "_prefix", "|><|", "endoftext", "|>", "Džع", "9"]}
+{"text": "ꟲ", "tokens": 3, "pieces": ["ꟲ"]}
+{"text": "ḍ̇", "tokens": 3, "pieces": ["ḍ̇"]}
+{"text": "e३'s'Re,é,at🙂/\r\n½iOS'VEfi-🙂aB\r\nſDžungla   \n㋿<EOT>((", "tokens": 34, "pieces": ["e", "३", "'s'Re", ",é", ",at", "🙂/\r\n", "½", "i", "OS'VE", "fi", "-🙂", "a", "B", "\r\n", "ſ", "Džungla", "   \n", "㋿<", "EOT", ">(("]}
+{"text": "ع​/\r\n \n İ", "tokens": 5, "pieces": ["ع", "​/\r\n", " \n", " İ"]}
+{"text": "  𐞁😀🏽​", "tokens": 10, "pieces": [" ", " 𐞁", "😀🏽​"]}
+{"text": "  ‍‍#$%\tétaB''M", "tokens": 10, "pieces": [" ", " ‍‍#$%", "\téta", "B", "''", "M"]}
+{"text": "9㍿es", "tokens": 5, "pieces": ["9", "㍿es"]}
+{"text": "\u000b9'Re­\t''ſ'llḍ̇m\u000bDžunglaḍ̇   \n  a", "tokens": 23, "pieces": ["\u000b", "9", "'Re", "­", "\t", "''", "ſ'll", "ḍ̇m", "\u000bDžunglaḍ̇", "   \n", " ", " a"]}
+{"text": "camelCase9Dž12345678camelCaseAb'sAbABCcamelCase'/\r\nDžungla!!>Dž­e…Ａ", "tokens": 31, "pieces": ["camel", "Case", "9", "Dž", "123", "456", "78", "camel", "Case", "Ab's", "Ab", "ABCcamel", "Case", "'/\r\n", "Džungla", "!!>", "Dž", "­e", "…Ａ"]}
+{"text": "İ'VE,", "tokens": 4, "pieces": ["İ'VE", ","]}
+{"text": "aB🙂…ABCع'ſ'DHTTPServer😀🏽as#$%\r'VE'a/b٣٤٥٦३d <|endoftext|>㍿#$%'Re's  😀🏽", "tokens": 47, "pieces": ["a", "B", "🙂", "…ABCع'ſ", "'DHTTPServer", "😀🏽", "as", "#$%\r", "'VE", "'a", "/b", "٣٤٥", "٦३", "d", " <|", "endoftext", "|>㍿#$%'", "Re's", " ", " 😀🏽"]}
+{"text": "aB ­ ㍿ét,#$%㍿s's\r\nḍ̇ß\r\n!9ᵃ", "tokens": 27, "pieces": ["a", "B", " ­", " ", "㍿ét", ",#$%㍿", "s's", "\r\n", "ḍ̇ß", "\r\n", "!", "9", "ᵃ"]}
+{"text": "\n/åéHTTPServer", "tokens": 6, "pieces": ["\n", "/åé", "HTTPServer"]}
+{"text": "\ré字\n", "tokens": 4, "pieces": ["\r", "é字", "\n"]}
+{"text": "EOTİ(́HTTPServer'Re>　a
(\r\nfi  
/ iOS'D", "tokens": 21, "pieces": ["EOTİ", "(́HTTPServer'Re", ">", "　a", "
", "(\r\n", "fi", "  ", "
", "/", " i", "OS'D"]}
+{"text": "EOT- \r\n\r\n\nt'MB​ſ'Reaé-
㍿Džungla.  0㍿é", "tokens": 31, "pieces": ["EOT", "-", " \r\n\r\n\n", "t'M", "B", "​ſ'Re", "aé", "-", "
", "㍿Džungla", ".", " ", " ", "0", "㍿é"]}
+{"text": "a12345678<|endoftext|>!!édDž\rAb   \nB#$%　𐞁🙂𐞁#$%'ll0'ſ'D🙂'Re123456780👍🏽're   \n", "tokens": 50, "pieces": ["a", "123", "456", "78", "<|", "endoftext", "|>!!", "éd", "Dž", "\r", "Ab", "   \n", "B", "#$%", "　𐞁", "🙂𐞁", "#$%'", "ll", "0", "'ſ'D", "🙂'", "Re", "123", "456", "780", "👍🏽'", "re", "   \n"]}
+{"text": "\r><META_START>ABC٣٤٥٦<META_START>\"٣٤٥٦½　'sⅣEOT0­­ \n a(/\r\n🙂漢.-　DžunglaB
 \n عß👍🏽ع/'s", "tokens": 50, "pieces": ["\r", "><", "META", "_START", ">ABC", "٣٤٥", "٦", "<META", "_START", ">\"", "٣٤٥", "٦½", "　", "'s", "Ⅳ", "EOT", "0", "­­", " \n", " a", "(/\r\n", "🙂漢", ".-", "　Džungla", "B", "
 \n", " عß", "👍🏽", "ع", "/'", "s"]}
+{"text": "  👍🏽
‍'ll.Džungla'ReABC12345678𐞁­Z\n/‍​<META_START>'Re𐞁'M,", "tokens": 39, "pieces": [" ", " 👍🏽", "
", "‍'", "ll", ".Džungla'Re", "ABC", "123", "456", "78", "𐞁", "­Z", "\n", "/‍​<", "META", "_START", ">'", "Re𐞁'M", ","]}
+{"text": "éⅣ0<|fim_prefix|>'fitdＡtfi'reİ🙂a/bfiſ㋿\r\n\r\n😀🏽ß
字 <META_START>ß<'M", "tokens": 39, "pieces": ["é", "Ⅳ0", "<|", "fim", "_prefix", "|>'", "fitd", "Ａtfi're", "İ", "🙂a", "/bfiſ", "㋿\r\n\r\n", "😀🏽", "ß", "
字", " <", "META", "_START", ">ß", "<'", "M"]}
+{"text": "字　\ndſ,　<META_START>­(½\n<|fim_prefix|>ABC\"\r 'VE३'re'TiOS/½\"'ll३,'(>", "tokens": 38, "pieces": ["字", "　\n", "dſ", ",", "　", "<META", "_START", ">­(", "½", "\n", "<|", "fim", "_prefix", "|>", "ABC", "\"\r", " '", "VE", "३", "'re'T", "i", "OS", "/", "½", "\"'", "ll", "३", ",'(>"]}
+{"text": "\naZᵃ12345678'D9< \n aBᵃⅣiOSḍ̇", "tokens": 25, "pieces": ["\n", "a", "Zᵃ", "123", "456", "78", "'D", "9", "<", " \n", " a", "Bᵃ", "Ⅳ", "i", "OSḍ̇"]}
+{"text": "Ab \n ́‍/\reß/\r\ne 'Re/½\r'TⅣEOT", "tokens": 21, "pieces": ["Ab", " \n", " ́", "‍/\r", "eß", "/\r\n", "e", " '", "Re", "/", "½", "\r", "'T", "Ⅳ", "EOT"]}
+{"text": "ſ/ HTTPServerꟲ", "tokens": 8, "pieces": ["ſ", "/", " HTTPServerꟲ"]}
+{"text": "ABCB'Re\n(ᵃ㋿\r\n  🙂/\r\n.!!'s'ſ́éiOSZ\n0", "tokens": 27, "pieces": ["ABCB'Re", "\n", "(ᵃ", "㋿\r\n", " ", " 🙂/\r\n", ".!!'", "s'ſ", "́éi", "OSZ", "\n", "0"]}
diff --git a/litellm-rust/crates/token-counter/tests/token_counter.rs b/litellm-rust/crates/token-counter/tests/token_counter.rs
index 0e71a5c03cf..12c59768952 100644
--- a/litellm-rust/crates/token-counter/tests/token_counter.rs
+++ b/litellm-rust/crates/token-counter/tests/token_counter.rs
@@ -1,4 +1,5 @@
 use rstest::rstest;
+use serde::Deserialize;
 
 use litellm_token_counter::{CountableRequest, Error, InputTokenCount, TokenCounter};
 
@@ -174,3 +175,147 @@ fn tool_choice_and_system_discount_change_the_count() {
 fn loading_a_bad_tokenizer_is_a_load_error() {
     assert!(matches!(TokenCounter::from_json("{}"), Err(Error::Load(_))));
 }
+
+/// A tiktoken encoding: its fixture directory, the vendored rank file Python
+/// loads, the constructor, and the model `generate.py` counted the requests for.
+#[derive(Clone, Copy)]
+struct TiktokenEncoding {
+    fixtures: &'static str,
+    rank_file: &'static str,
+    load: fn(&str) -> Result<TokenCounter, Error>,
+    model: &'static str,
+}
+
+const CL100K: TiktokenEncoding = TiktokenEncoding {
+    fixtures: "cl100k",
+    rank_file: "9b5ad71b2ce5302211f9c61530b329a4922fc6a4",
+    load: TokenCounter::from_cl100k_ranks,
+    model: "gpt-4",
+};
+
+const O200K: TiktokenEncoding = TiktokenEncoding {
+    fixtures: "o200k",
+    rank_file: "fb374d419588a4632f3f557e76b4b70aebbca790",
+    load: TokenCounter::from_o200k_ranks,
+    model: "gpt-4o",
+};
+
+fn tiktoken_counter(encoding: TiktokenEncoding) -> TokenCounter {
+    let path = format!(
+        "{}/../../../litellm/litellm_core_utils/tokenizers/{}",
+        env!("CARGO_MANIFEST_DIR"),
+        encoding.rank_file
+    );
+    let ranks = std::fs::read_to_string(&path).expect("rank file is in the repo");
+    (encoding.load)(&ranks).expect("ranks load")
+}
+
+fn tiktoken_fixture(encoding: TiktokenEncoding, name: &str) -> String {
+    let path = format!(
+        "{}/tests/fixtures/{}/{name}",
+        env!("CARGO_MANIFEST_DIR"),
+        encoding.fixtures
+    );
+    std::fs::read_to_string(&path).expect("fixture generated by tests/fixtures/generate.py")
+}
+
+#[derive(Deserialize)]
+struct TextFixture {
+    text: String,
+    tokens: usize,
+}
+
+#[derive(Deserialize)]
+struct RequestFixture {
+    body: String,
+    input_tokens: usize,
+}
+
+/// Reference counts come from `tiktoken.get_encoding(name)`; see
+/// `tests/fixtures/generate.py`.
+#[rstest]
+#[case::cl100k(CL100K)]
+#[case::o200k(O200K)]
+fn tiktoken_text_counts_match_tiktoken(#[case] encoding: TiktokenEncoding) {
+    let counter = tiktoken_counter(encoding);
+    let fixtures: Vec<TextFixture> = tiktoken_fixture(encoding, "texts.jsonl")
+        .lines()
+        .map(|line| serde_json::from_str(line).expect("fixture line is json"))
+        .collect();
+    assert!(fixtures.len() > 3000);
+    let mismatches: Vec<_> = fixtures
+        .iter()
+        .filter_map(|fixture| {
+            let count = counter.count_text(&fixture.text).expect("text counts");
+            (count != fixture.tokens).then(|| (fixture.text.clone(), fixture.tokens, count))
+        })
+        .collect();
+    assert!(
+        mismatches.is_empty(),
+        "(text, tiktoken, rust): {mismatches:?}"
+    );
+}
+
+/// Reference counts come from the proxy's admission counter
+/// (`_count_input_tokens(body, model)`), so this pins the shared message,
+/// tool and reply-priming accounting on the tiktoken paths as well.
+#[rstest]
+#[case::cl100k(CL100K)]
+#[case::o200k(O200K)]
+fn tiktoken_request_counts_match_python_admission_counter(#[case] encoding: TiktokenEncoding) {
+    let counter = tiktoken_counter(encoding);
+    let fixtures: Vec<RequestFixture> = tiktoken_fixture(encoding, "requests.jsonl")
+        .lines()
+        .map(|line| serde_json::from_str(line).expect("fixture line is json"))
+        .collect();
+    let counts: Vec<usize> = fixtures
+        .iter()
+        .map(|fixture| {
+            let request = CountableRequest::parse(fixture.body.as_bytes()).expect("fixture parses");
+            let count = counter.count_request(&request).expect("fixture counts");
+            assert_eq!(count.model.as_deref(), Some(encoding.model));
+            assert_eq!(count.input_tokens, fixture.input_tokens, "{}", fixture.body);
+            count.input_tokens
+        })
+        .collect();
+    assert!(counts.last().is_some_and(|tokens| *tokens >= 50_000));
+}
+
+#[rstest]
+#[case::cl100k(CL100K)]
+#[case::o200k(O200K)]
+fn tiktoken_shares_the_message_accounting_with_the_anthropic_path(
+    #[case] encoding: TiktokenEncoding,
+) {
+    let counter = tiktoken_counter(encoding);
+    let count = |body: &str| {
+        counter
+            .count_request(&CountableRequest::parse(body.as_bytes()).expect("parses"))
+            .expect("counts")
+            .input_tokens
+    };
+    let text = |text: &str| counter.count_text(text).expect("counts");
+    let base = count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}]}"#);
+    assert_eq!(base, 3 + text("user") + text("hi") + 3);
+    assert_eq!(
+        count(r#"{"model":"m","messages":[{"role":"user","name":"al","content":"hi"}]}"#),
+        base + text("al") + 1
+    );
+    assert_eq!(
+        count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tool_choice":"none"}"#),
+        base + 1
+    );
+}
+
+#[rstest]
+#[case::empty("")]
+#[case::not_base64("!!!! 0")]
+#[case::missing_rank("YQ==")]
+#[case::rank_not_a_number("YQ== x")]
+#[case::single_byte_tokens_missing("YWI= 0")]
+fn loading_a_bad_rank_file_is_a_load_error(
+    #[case] rank_file: &str,
+    #[values(CL100K, O200K)] encoding: TiktokenEncoding,
+) {
+    assert!(matches!((encoding.load)(rank_file), Err(Error::Ranks(_))));
+}
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 157aed12a83..ccfbf80369f 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -501,6 +501,7 @@ disable_copilot_system_to_assistant: bool = False  # If false (default), convert
 public_mcp_servers: Optional[List[str]] = None
 public_mcp_hub_strict_whitelist: bool = True
 public_model_groups: Optional[List[str]] = None
+public_skills_index: bool = False
 public_agent_groups: Optional[List[str]] = None
 agent_search_embedding_model: Optional[str] = None
 mcp_tool_search: Optional[Mapping[str, object]] = None
@@ -1370,6 +1371,7 @@ from .exceptions import (
     InvalidRequestError,
     BadRequestError,
     ImageFetchError,
+    VectorStoreSearchError,
     NotFoundError,
     PermissionDeniedError,
     RateLimitError,
@@ -1471,9 +1473,11 @@ from .vector_stores.vector_store_registry import (
     VectorStoreRegistry,
     VectorStoreIndexRegistry,
 )
+from .types.vector_stores import VectorStoreSearchFailureMode
 
 vector_store_registry: Optional[VectorStoreRegistry] = None
 vector_store_index_registry: Optional[VectorStoreIndexRegistry] = None
+vector_store_search_failure_mode: VectorStoreSearchFailureMode = "annotate"
 
 ### RAG ###
 from . import rag
diff --git a/litellm/caching/dual_cache.py b/litellm/caching/dual_cache.py
index baabfad6852..81e2af45686 100644
--- a/litellm/caching/dual_cache.py
+++ b/litellm/caching/dual_cache.py
@@ -22,8 +22,8 @@ from litellm._logging import print_verbose, verbose_logger
 from litellm.constants import DEFAULT_MAX_REDIS_BATCH_CACHE_SIZE
 
 from .base_cache import BaseCache
-from .in_memory_cache import InMemoryCache
-from .redis_cache import RedisCache, log_redis_failure
+from .in_memory_cache import DEFAULT_MAX_SIZE_IN_MEMORY, InMemoryCache
+from .redis_cache import RedisCache, RedisCircuitBreakerOpenError, log_redis_failure
 
 if TYPE_CHECKING:
     from opentelemetry.trace import Span as _Span
@@ -83,6 +83,9 @@ class DualCache(BaseCache):
         if default_redis_ttl is not None:
             self.default_redis_ttl = default_redis_ttl
 
+    def update_in_memory_max_size(self, max_size: int | None) -> None:
+        self.in_memory_cache.max_size_in_memory = DEFAULT_MAX_SIZE_IN_MEMORY if max_size is None else max_size
+
     def attach_redis_cache(
         self,
         redis_cache: RedisCache | None = None,
@@ -206,9 +209,12 @@ class DualCache(BaseCache):
                 redis_result: Final = self.redis_cache.batch_get_cache(
                     key_list=sublist_keys, parent_otel_span=parent_otel_span
                 )
-            except Exception:
+            except Exception as e:
                 # Do not throttle subsequent callers if the Redis read fails.
                 self._rollback_redis_batch_key_reservations(previous_access_times)
+                if isinstance(e, RedisCircuitBreakerOpenError):
+                    verbose_logger.debug("LiteLLM Cache: batch_get_cache served from memory only: %s", e)
+                    return result
                 raise
 
             if self.in_memory_cache is not None:
@@ -325,9 +331,12 @@ class DualCache(BaseCache):
                         redis_result: Final = await self.redis_cache.async_batch_get_cache(
                             sublist_keys, parent_otel_span=parent_otel_span
                         )
-                    except Exception:
+                    except Exception as e:
                         # Do not throttle subsequent callers if the Redis read fails.
                         self._rollback_redis_batch_key_reservations(previous_access_times)
+                        if isinstance(e, RedisCircuitBreakerOpenError):
+                            verbose_logger.debug("LiteLLM Cache: async_batch_get_cache served from memory only: %s", e)
+                            return result
                         raise
 
                     # Short-circuit if redis_result is None or contains only None values
@@ -370,7 +379,9 @@ class DualCache(BaseCache):
             )
 
     # async_batch_set_cache
-    async def async_set_cache_pipeline(self, cache_list: list, local_only: bool = False, **kwargs):
+    async def async_set_cache_pipeline(
+        self, cache_list: Sequence[tuple[str, object]], local_only: bool = False, **kwargs
+    ):
         """
         Batch write values to the cache
         """
diff --git a/litellm/caching/in_memory_cache.py b/litellm/caching/in_memory_cache.py
index 38a9966f9f9..56c9147e066 100644
--- a/litellm/caching/in_memory_cache.py
+++ b/litellm/caching/in_memory_cache.py
@@ -13,6 +13,7 @@ import json
 import sys
 import threading
 import time
+from collections.abc import Callable
 from typing import TYPE_CHECKING, Any, Final
 
 if TYPE_CHECKING:
@@ -24,20 +25,23 @@ from litellm.constants import MAX_SIZE_PER_ITEM_IN_MEMORY_CACHE_IN_KB
 
 from .base_cache import BaseCache
 
+DEFAULT_MAX_SIZE_IN_MEMORY: Final = 200
+
 
 class InMemoryCache(BaseCache):
     def __init__(
         self,
-        max_size_in_memory: int | None = 200,
+        max_size_in_memory: int | None = DEFAULT_MAX_SIZE_IN_MEMORY,
         default_ttl: int
         | None = 600,  # default ttl is 10 minutes. At maximum litellm rate limiting logic requires objects to be in memory for 1 minute
         max_size_per_item: int | None = 1024,  # 1MB = 1024KB
+        clock: Callable[[], float] | None = None,
     ):
         """
         max_size_in_memory [int]: Maximum number of items in cache. done to prevent memory leaks. Use 200 items as a default
         """
         self.max_size_in_memory = (
-            max_size_in_memory if max_size_in_memory is not None else 200
+            max_size_in_memory if max_size_in_memory is not None else DEFAULT_MAX_SIZE_IN_MEMORY
         )  # set an upper bound of 200 items in-memory
         self.default_ttl = default_ttl or 600
         self.max_size_per_item = max_size_per_item or MAX_SIZE_PER_ITEM_IN_MEMORY_CACHE_IN_KB  # 1MB = 1024KB
@@ -47,6 +51,7 @@ class InMemoryCache(BaseCache):
         self.ttl_dict: dict = {}
         self.expiration_heap: list[tuple[float, str]] = []
         self._increment_lock = threading.Lock()
+        self._clock = clock if clock is not None else lambda: time.time()
 
     def check_value_size(self, value: Any):
         """
@@ -89,7 +94,7 @@ class InMemoryCache(BaseCache):
         """
         Check if a specific key is expired
         """
-        return key in self.ttl_dict and time.time() > self.ttl_dict[key]
+        return key in self.ttl_dict and self._clock() > self.ttl_dict[key]
 
     def _remove_key(self, key: str) -> None:
         """
@@ -111,7 +116,7 @@ class InMemoryCache(BaseCache):
         - 3. the size of in-memory cache is bounded
 
         """
-        current_time: Final = time.time()
+        current_time: Final = self._clock()
 
         # Step 1: Remove expired or outdated items
         while self.expiration_heap:
@@ -145,7 +150,7 @@ class InMemoryCache(BaseCache):
         Check if ttl is set for a key
         """
         ttl_time: Final = self.ttl_dict.get(key)
-        if ttl_time is None or float(ttl_time) < time.time():  # if ttl is not set, allow override
+        if ttl_time is None or float(ttl_time) < self._clock():  # if ttl is not set, allow override
             return True
         else:
             return False
@@ -165,10 +170,10 @@ class InMemoryCache(BaseCache):
         self.cache_dict[key] = value
         if self.allow_ttl_override(key):  # if ttl is not set, set it to default ttl
             if "ttl" in kwargs and kwargs["ttl"] is not None:
-                self.ttl_dict[key] = time.time() + float(kwargs["ttl"])
+                self.ttl_dict[key] = self._clock() + float(kwargs["ttl"])
                 heapq.heappush(self.expiration_heap, (self.ttl_dict[key], key))
             else:
-                self.ttl_dict[key] = time.time() + self.default_ttl
+                self.ttl_dict[key] = self._clock() + self.default_ttl
                 heapq.heappush(self.expiration_heap, (self.ttl_dict[key], key))
 
     async def async_set_cache(self, key, value, **kwargs):
diff --git a/litellm/caching/redis_cache.py b/litellm/caching/redis_cache.py
index 6b93529e456..1a024b6b2b0 100644
--- a/litellm/caching/redis_cache.py
+++ b/litellm/caching/redis_cache.py
@@ -18,6 +18,7 @@ import logging
 import time
 from collections.abc import Awaitable, Callable, Sequence
 from contextvars import ContextVar
+from dataclasses import dataclass
 from datetime import timedelta
 from typing import TYPE_CHECKING, Any, Final, Protocol, TypeVar, cast
 
@@ -196,8 +197,14 @@ class RedisCircuitBreaker:
         self._timeout_streak_started_at: float | None = None
         self._opened_at: float | None = None
         self._state = self.CLOSED
+        self._generation = 0
         _breaker_metrics().record_state_change(None, self._state)
 
+    @property
+    def generation(self) -> int:
+        """Counts state transitions, so a call can tell whether the breaker moved while it ran."""
+        return self._generation
+
     def is_open(self) -> bool:
         """Returns True if Redis calls should be skipped."""
         if not self.enabled:
@@ -250,7 +257,7 @@ class RedisCircuitBreaker:
             self._set_state(self.OPEN)
 
     def record_success(self) -> None:
-        if not self.enabled:
+        if not self.enabled or self._state == self.OPEN:
             return
         if self._state == self.HALF_OPEN:
             verbose_logger.info("Redis circuit breaker CLOSED — Redis recovered")
@@ -266,6 +273,7 @@ class RedisCircuitBreaker:
         _breaker_metrics().record_transition(state)
         _breaker_metrics().record_state_change(self._state, state)
         self._state = state
+        self._generation += 1
 
 
 _RedisCallResult = TypeVar("_RedisCallResult")
@@ -405,21 +413,33 @@ def log_redis_failure(
     logger.log(level, "%s: %s", message, exc, exc_info=exc if with_traceback else None)
 
 
-def _enter_circuit_breaker(breaker: RedisCircuitBreaker, name: str) -> int:
-    """Reject the call if the breaker is open, else return the swallowed-failure count to compare against."""
+@dataclass(frozen=True, slots=True)
+class _BreakerAdmission:
+    swallowed_before: int
+    generation: int
+
+
+def _enter_circuit_breaker(breaker: RedisCircuitBreaker, name: str) -> _BreakerAdmission:
+    """Reject the call if the breaker is open, else record what its success may later prove."""
     if breaker.is_open():
         raise RedisCircuitBreakerOpenError(f"Redis circuit breaker is open — skipping {name}")
-    return _swallowed_redis_failures.get()
+    return _BreakerAdmission(swallowed_before=_swallowed_redis_failures.get(), generation=breaker.generation)
 
 
-def _exit_circuit_breaker(breaker: RedisCircuitBreaker, swallowed_before: int) -> None:
-    """Record success only when nothing failed while the call ran.
+def _exit_circuit_breaker(breaker: RedisCircuitBreaker, admission: _BreakerAdmission) -> None:
+    """Record success only when nothing failed while the call ran and the breaker has not moved since.
 
     Several Redis methods catch their own connection errors and return a default, so a
-    method that returned is not on its own proof of a healthy Redis.
+    method that returned is not on its own proof of a healthy Redis. A success also vouches
+    only for the breaker state that admitted the call: a call admitted before the breaker
+    opened, or a probe admitted before a later failure reopened it, finishes knowing nothing
+    about whether Redis has recovered since, so only the current probe may close the breaker.
     """
-    if _swallowed_redis_failures.get() == swallowed_before:
-        breaker.record_success()
+    if _swallowed_redis_failures.get() != admission.swallowed_before:
+        return
+    if breaker.generation != admission.generation:
+        return
+    breaker.record_success()
 
 
 async def _run_under_circuit_breaker(
@@ -432,14 +452,14 @@ async def _run_under_circuit_breaker(
     Shared by the method decorator and the Lua script executor so both feed the same
     health signal.
     """
-    swallowed_before: Final = _enter_circuit_breaker(breaker, name)
+    admission: Final = _enter_circuit_breaker(breaker, name)
     try:
         result: Final = await call()
     except Exception as e:
         if _is_redis_health_failure(e):
             breaker.record_failure(is_timeout=_is_redis_timeout_failure(e))
         raise
-    _exit_circuit_breaker(breaker, swallowed_before)
+    _exit_circuit_breaker(breaker, admission)
     return result
 
 
@@ -449,14 +469,14 @@ def _run_under_circuit_breaker_sync(
     call: Callable[[], _RedisCallResult],
 ) -> _RedisCallResult:
     """Run one blocking Redis call under a circuit breaker, feeding the same health signal as the async path."""
-    swallowed_before: Final = _enter_circuit_breaker(breaker, name)
+    admission: Final = _enter_circuit_breaker(breaker, name)
     try:
         result: Final = call()
     except Exception as e:
         if _is_redis_health_failure(e):
             breaker.record_failure(is_timeout=_is_redis_timeout_failure(e))
         raise
-    _exit_circuit_breaker(breaker, swallowed_before)
+    _exit_circuit_breaker(breaker, admission)
     return result
 
 
@@ -1118,6 +1138,46 @@ class RedisCache(BaseCache):
             )
             _record_swallowed_redis_failure(self._circuit_breaker, e)
 
+    @_redis_circuit_breaker_guard
+    async def async_set_cache_pipeline_with_ttls(self, cache_list: Sequence[tuple[str, object, float | None]]) -> None:
+        """One round trip for writes whose TTLs differ; a ``None`` TTL falls back to the default TTL."""
+        if len(cache_list) == 0:
+            return
+        commands: Final = tuple(
+            (self.check_and_fix_namespace(key=cache_key), json.dumps(cache_value), self.get_ttl(ttl=ttl))
+            for cache_key, cache_value, ttl in cache_list
+        )
+        start_time: Final = time.time()
+        try:
+            async with self.init_async_client().pipeline(transaction=False) as pipe:
+                for cache_key, json_cache_value, ttl in commands:
+                    pipe.set(name=cache_key, value=json_cache_value, ex=None if ttl is None else timedelta(seconds=ttl))
+                await pipe.execute()
+            asyncio.create_task(
+                self.service_logger_obj.async_service_success_hook(
+                    service=ServiceTypes.REDIS,
+                    duration=time.time() - start_time,
+                    call_type=f"async_set_cache_pipeline_with_ttls <- {_get_call_stack_info()}",
+                    start_time=start_time,
+                    end_time=time.time(),
+                )
+            )
+        except Exception as e:
+            asyncio.create_task(
+                self.service_logger_obj.async_service_failure_hook(
+                    service=ServiceTypes.REDIS,
+                    duration=time.time() - start_time,
+                    error=e,
+                    call_type=f"async_set_cache_pipeline_with_ttls <- {_get_call_stack_info()}",
+                    start_time=start_time,
+                    end_time=time.time(),
+                )
+            )
+            verbose_logger.error(
+                "LiteLLM Redis Caching: async_set_cache_pipeline_with_ttls() - Got exception from REDIS %s", str(e)
+            )
+            _record_swallowed_redis_failure(self._circuit_breaker, e)
+
     async def _set_cache_sadd_helper(
         self,
         redis_client: async_redis_client,
@@ -1213,6 +1273,24 @@ class RedisCache(BaseCache):
         if len(self.redis_batch_writing_buffer) >= self.redis_flush_size:
             await self.flush_cache_buffer()  # logging done in here
 
+    @staticmethod
+    async def _incrbyfloat_with_ttl(
+        _redis_client: "Redis", key: str, value: float, ttl: int | None, refresh_ttl: bool
+    ) -> float:
+        """INCRBYFLOAT plus its TTL command in one round trip; a third only when an unexpiring key needs an EXPIRE."""
+        if ttl is None:
+            return await _redis_client.incrbyfloat(name=key, amount=value)
+        async with _redis_client.pipeline(transaction=False) as pipe:
+            pipe.incrbyfloat(name=key, amount=value)
+            if refresh_ttl:
+                pipe.expire(key, ttl)
+            else:
+                pipe.ttl(key)
+            result, ttl_or_expire = await pipe.execute()
+        if not refresh_ttl and ttl_or_expire == -1:
+            await _redis_client.expire(key, ttl)
+        return float(result)
+
     @_redis_circuit_breaker_guard
     async def async_increment(
         self,
@@ -1229,14 +1307,9 @@ class RedisCache(BaseCache):
         _used_ttl: Final = self.get_ttl(ttl=ttl)
         key = self.check_and_fix_namespace(key=key)
         try:
-            result: Final = await _redis_client.incrbyfloat(name=key, amount=value)
-            if _used_ttl is not None:
-                if refresh_ttl:
-                    await _redis_client.expire(key, _used_ttl)
-                else:
-                    current_ttl: Final = await _redis_client.ttl(key)
-                    if current_ttl == -1:
-                        await _redis_client.expire(key, _used_ttl)
+            result: Final = await self._incrbyfloat_with_ttl(
+                _redis_client, key=key, value=value, ttl=_used_ttl, refresh_ttl=refresh_ttl
+            )
 
             ## LOGGING ##
             end_time = time.time()
@@ -1337,6 +1410,7 @@ class RedisCache(BaseCache):
         except Exception:
             return ast.literal_eval(decoded)
 
+    @_redis_circuit_breaker_guard_sync
     def get_cache(self, key, parent_otel_span: Span | None = None, **kwargs):
         try:
             key = self.check_and_fix_namespace(key=key)
@@ -1356,8 +1430,8 @@ class RedisCache(BaseCache):
             print_verbose(f"Got Redis Cache: key: {key}, cached_response {cached_response}")
             return self._get_cache_logic(cached_response=cached_response)
         except Exception as e:
-            # NON blocking - notify users Redis is throwing an exception
-            verbose_logger.error("litellm.caching.caching: get() - Got exception from REDIS: ", e)
+            verbose_logger.error("litellm.caching.caching: get() - Got exception from REDIS: %s", e)
+            _record_swallowed_redis_failure(self._circuit_breaker, e)
 
     def _run_redis_mget_operation(self, keys: list[str]) -> Sequence[bytes | str | None]:
         """
@@ -1394,12 +1468,12 @@ class RedisCache(BaseCache):
         key_value_dict = {}
         _key_list: Final = [key for key in key_list if key is not None]
         start_time: Final = time.time()
+        admission: Final = _enter_circuit_breaker(self._circuit_breaker, "batch_get_cache")
 
         try:
-            swallowed_before: Final = _enter_circuit_breaker(self._circuit_breaker, "batch_get_cache")
             _keys: Final = [self.check_and_fix_namespace(key=cache_key or "") for cache_key in _key_list]
             results: Final = self._run_redis_mget_operation(keys=_keys)
-            _exit_circuit_breaker(self._circuit_breaker, swallowed_before)
+            _exit_circuit_breaker(self._circuit_breaker, admission)
             end_time: Final = time.time()
             _duration: Final = end_time - start_time
             self.service_logger_obj.service_success_hook(
diff --git a/litellm/constants.py b/litellm/constants.py
index 028c08a691e..6b984c2673c 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -2002,6 +2002,7 @@ NON_INFERENCE_CALL_TYPES: Final[frozenset[str]] = frozenset(
 
 UNKNOWN_MODEL_SPEND_LOG_MODEL: Final[str] = "unknown-model"
 MAX_SPEND_LOG_MODEL_NAME_LENGTH: Final[int] = 256
+MCP_SPEND_LOG_MODEL_PREFIX: Final[str] = "MCP: "
 
 # PTU reservation rollup writes rows to LiteLLM_DailyTeamSpend with this
 # sentinel api_key so PTU flat cost stays distinguishable from real per-request
diff --git a/litellm/exceptions.py b/litellm/exceptions.py
index f9215267bf3..3f22a4b2dcd 100644
--- a/litellm/exceptions.py
+++ b/litellm/exceptions.py
@@ -10,12 +10,14 @@
 ## LiteLLM versions of the OpenAI Exception Types
 
 import enum
+from collections.abc import Sequence
 from typing import Any, Final
 
 import httpx
 import openai
 
 from litellm.types.utils import LiteLLMCommonStrings
+from litellm.types.vector_stores import VectorStoreSearchFailure
 
 
 class RateLimitErrorCategory(str, enum.Enum):
@@ -288,6 +290,29 @@ class ImageFetchError(BadRequestError):
         )
 
 
+VECTOR_STORE_SEARCH_FAILED_CODE: Final = "vector_store_search_failed"
+
+
+class VectorStoreSearchError(BadRequestError):
+    def __init__(
+        self,
+        failures: Sequence[VectorStoreSearchFailure],
+        model: str | None = None,
+        llm_provider: str | None = None,
+    ) -> None:
+        self.failures: Final[tuple[VectorStoreSearchFailure, ...]] = tuple(failures)
+        detail: Final = "; ".join(f"{failure['vector_store_id']}: {failure['error']}" for failure in self.failures)
+        super().__init__(
+            message=(
+                "The request could not be grounded in every configured vector store. "
+                f"{len(self.failures)} vector store search(es) failed: {detail}"
+            ),
+            model=model,
+            llm_provider=llm_provider,
+            body={"type": "invalid_request_error", "code": VECTOR_STORE_SEARCH_FAILED_CODE},
+        )
+
+
 class UnprocessableEntityError(openai.UnprocessableEntityError):
     def __init__(
         self,
diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py
index 421a3c84d75..ee01a53ecb3 100644
--- a/litellm/experimental_mcp_client/client.py
+++ b/litellm/experimental_mcp_client/client.py
@@ -4,12 +4,15 @@ LiteLLM Proxy uses this MCP Client to connnect to other MCP servers.
 
 import asyncio
 import base64
+import hashlib
+import json
 import os
 from collections.abc import Awaitable, Callable, Generator
 from contextlib import AbstractAsyncContextManager
 from datetime import timedelta
 from functools import partial
 from importlib import metadata
+from types import MappingProxyType
 from typing import Any, Final, Protocol, TypeAlias, TypeVar
 
 import httpx
@@ -77,6 +80,7 @@ from litellm._logging import verbose_logger
 from litellm.constants import MCP_CLIENT_TIMEOUT, MCP_NPM_CACHE_DIR, MCP_TOOL_LISTING_TIMEOUT
 from litellm.experimental_mcp_client.tools import list_tools_with_pagination
 from litellm.llms.custom_httpx.http_handler import get_ssl_configuration
+from litellm.proxy._experimental.mcp_server.mcp_debug import capture_upstream_error_response
 from litellm.types.llms.custom_http import VerifyTypes
 from litellm.types.mcp import (
     MCPAuth,
@@ -341,6 +345,22 @@ class MCPClient:
         if auth_value:
             self.update_auth_value(auth_value)
 
+    async def discovery_auth_fingerprint(self) -> str:
+        request: Final = httpx.Request("POST", self.server_url or "http://localhost/", headers=self._get_auth_headers())
+        if self._resolved_auth is None:
+            return self._hash_discovery_auth(request)
+        flow: Final = self._resolved_auth.async_auth_flow(request)
+        try:
+            authenticated: Final = await flow.__anext__()
+            return self._hash_discovery_auth(authenticated)
+        finally:
+            await flow.aclose()
+
+    @staticmethod
+    def _hash_discovery_auth(request: httpx.Request) -> str:
+        material: Final = json.dumps((str(request.url), tuple(sorted(request.headers.multi_items()))))
+        return hashlib.sha256(material.encode()).hexdigest()
+
     def _create_transport_context(
         self,
     ) -> tuple[_TransportContext, httpx.AsyncClient | None]:
@@ -631,7 +651,9 @@ class MCPClient:
                 auth=effective_auth,
                 verify=ssl_config,
                 follow_redirects=True,
-                event_hooks={"request": [guard]} if guard else {},
+                event_hooks=MappingProxyType(
+                    {"response": [capture_upstream_error_response], "request": [guard] if guard else []}
+                ),  # mutable-ok: httpx types require lists of hooks
             )
 
         return factory
@@ -777,7 +799,7 @@ class MCPClient:
             # Return a default error result instead of raising
             return self.error_tool_result(e)
 
-    async def list_prompts(self) -> list[Prompt]:
+    async def list_prompts(self, *, raise_on_error: bool = False) -> list[Prompt]:
         """List available prompts from the server."""
         verbose_logger.debug("MCP client listing tools from %s", self.server_url or "stdio")
 
@@ -807,6 +829,8 @@ class MCPClient:
             verbose_logger.warning("MCP client list_prompts was cancelled")
             raise
         except Exception as e:
+            if raise_on_error:
+                raise
             error_type: Final = type(e).__name__
             verbose_logger.error(
                 "MCP client list_prompts failed - Error Type: %s, Error: %s, Server: %s, Transport: %s",
@@ -865,7 +889,7 @@ class MCPClient:
                 )
             raise
 
-    async def list_resources(self) -> list[Resource]:
+    async def list_resources(self, *, raise_on_error: bool = False) -> list[Resource]:
         """List available resources from the server."""
         verbose_logger.debug("MCP client listing resources from %s", self.server_url or "stdio")
 
@@ -895,6 +919,8 @@ class MCPClient:
             verbose_logger.warning("MCP client list_resources was cancelled")
             raise
         except Exception as e:
+            if raise_on_error:
+                raise
             error_type: Final = type(e).__name__
             verbose_logger.error(
                 "MCP client list_resources failed - Error Type: %s, Error: %s, Server: %s, Transport: %s",
@@ -912,7 +938,7 @@ class MCPClient:
             # Return empty list instead of raising to allow graceful degradation
             return []
 
-    async def list_resource_templates(self) -> list[ResourceTemplate]:
+    async def list_resource_templates(self, *, raise_on_error: bool = False) -> list[ResourceTemplate]:
         """List available resource templates from the server."""
         verbose_logger.debug("MCP client listing resource templates from %s", self.server_url or "stdio")
 
@@ -945,6 +971,8 @@ class MCPClient:
             verbose_logger.warning("MCP client list_resource_templates was cancelled")
             raise
         except Exception as e:
+            if raise_on_error:
+                raise
             error_type: Final = type(e).__name__
             verbose_logger.error(
                 "MCP client list_resource_templates failed - Error Type: %s, Error: %s, Server: %s, Transport: %s",
diff --git a/litellm/integrations/SlackAlerting/slack_alerting.py b/litellm/integrations/SlackAlerting/slack_alerting.py
index dc41c7dadc8..caac8e888fd 100644
--- a/litellm/integrations/SlackAlerting/slack_alerting.py
+++ b/litellm/integrations/SlackAlerting/slack_alerting.py
@@ -673,7 +673,7 @@ class SlackAlerting(CustomBatchLogger):
         Create a standard message for a budget alert
         """
         _all_fields_as_dict: Final[dict[str, object]] = user_info.model_dump(exclude_none=True)
-        _all_fields_as_dict.pop("token")
+        _all_fields_as_dict.pop("token", None)
         msg = ""
         for k, v in _all_fields_as_dict.items():
             if isinstance(v, Litellm_EntityType):
diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index 77bf4820a1a..39adea30828 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -5,6 +5,7 @@ import os
 import secrets
 from collections.abc import Mapping
 from datetime import datetime
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, ClassVar, Final, Literal, Optional, get_args
 
 from litellm._logging import verbose_logger
@@ -1130,7 +1131,7 @@ class CustomGuardrail(CustomLogger):
 
     def add_standard_logging_guardrail_information_to_request_data(
         self,
-        guardrail_json_response: Exception | str | dict | list[dict],
+        guardrail_json_response: object,
         request_data: dict,
         guardrail_status: GuardrailStatus,
         start_time: float | None = None,
@@ -1217,6 +1218,7 @@ class CustomGuardrail(CustomLogger):
 
         _, metadata_bucket = get_or_create_metadata_bucket(request_data)
         _append_guardrail_info(metadata_bucket)
+        _sync_guardrail_info_to_logging_obj(request_data, request_data.get("litellm_logging_obj"))
 
         _guardrail_self_recorded.set(True)
 
@@ -1275,17 +1277,11 @@ class CustomGuardrail(CustomLogger):
 
         This gets logged on downsteam Langfuse, DataDog, etc.
         """
-        # Convert None to empty dict to satisfy type requirements
-        guardrail_response: dict[str, object] | str = {} if response is None else response
-
-        # For apply_guardrail functions in custom_code_guardrail scenario,
-        # simplify the logged response to "allow", "deny", or "mask"
-        if original_inputs is not None and isinstance(response, dict):
-            # Check if inputs were modified by comparing them
-            if self._inputs_were_modified(original_inputs, response):
-                guardrail_response = "mask"
-            else:
-                guardrail_response = "allow"
+        guardrail_response: Final = self._summarize_guardrail_response(
+            response=response,
+            original_inputs=original_inputs,
+            event_type=event_type,
+        )
 
         verbose_logger.debug("Guardrail response: %s", response)
 
@@ -1300,6 +1296,34 @@ class CustomGuardrail(CustomLogger):
         )
         return response
 
+    def _summarize_guardrail_response(
+        self,
+        response: object,
+        original_inputs: Mapping[str, object] | None,
+        event_type: GuardrailEventHooks | None,
+    ) -> object:
+        """Reduce a hook's return value to what is safe to log as ``guardrail_response``.
+
+        ``apply_guardrail`` returns the (possibly masked) inputs and ``async_pre_call_hook``
+        returns the (possibly modified) request payload. Neither is a provider verdict, and
+        logging them verbatim ships the user's prompt to every logging sink (OTEL spans,
+        Datadog, spend logs), so both collapse to ``"allow"`` / ``"mask"`` by comparing
+        against ``original_inputs``, a copy taken before the hook ran. A pre_call baseline only
+        holds the prompt-bearing keys, so the returned request is narrowed to those same keys
+        before the comparison. A string result is the hook's own rejection message (the proxy
+        turns it into a 400), not user input, so it is logged as is.
+        """
+        if response is None:
+            return {}
+        if original_inputs is None or not isinstance(response, Mapping):
+            return response
+        compared_response: Final[Mapping[str, object]] = (
+            MappingProxyType({key: value for key, value in response.items() if key in _PRE_CALL_CONTENT_KEYS})
+            if event_type == GuardrailEventHooks.pre_call
+            else response
+        )
+        return "mask" if self._inputs_were_modified(original_inputs, compared_response) else "allow"
+
     @staticmethod
     def _is_guardrail_intervention(e: Exception) -> bool:
         """Retained spelling for existing callers; prefer ``is_guardrail_intervention``."""
@@ -1339,24 +1363,9 @@ class CustomGuardrail(CustomLogger):
         )
         raise e
 
-    def _inputs_were_modified(self, original_inputs: dict, response: dict) -> bool:
-        """
-        Compare original inputs with response to determine if content was modified.
-
-        Returns True if the inputs were modified (mask scenario), False otherwise (allow scenario).
-        """
-        # Get all keys from both dictionaries
-        all_keys: Final = set(original_inputs.keys()) | set(response.keys())
-
-        # Compare each key's value
-        for key in all_keys:
-            original_value = original_inputs.get(key)
-            response_value = response.get(key)
-            if original_value != response_value:
-                return True
-
-        # No modifications detected
-        return False
+    def _inputs_were_modified(self, original_inputs: Mapping[str, object], response: Mapping[str, object]) -> bool:
+        """True when any key of either mapping differs between them (mask), False otherwise (allow)."""
+        return any(original_inputs.get(key) != response.get(key) for key in original_inputs.keys() | response.keys())
 
     def mask_content_in_string(
         self,
@@ -1463,6 +1472,31 @@ def _sync_guardrail_info_to_logging_obj(request_data: dict, logging_obj: object)
     _append_slg_to_litellm_params(mcd.get("litellm_params"), entries)
 
 
+_PRE_CALL_CONTENT_KEYS: Final = frozenset(
+    {"messages", "input", "prompt", "system", "instructions", "tools", "functions", "function_call", "tool_choice"}
+)
+
+
+def _original_inputs_for(
+    func_name: str,
+    kwargs: Mapping[str, object],
+    request_data: Mapping[str, object],
+    event_type: GuardrailEventHooks | None,
+) -> dict | None:  # mutable-ok: matches _process_response(original_inputs=) signature
+    """Baseline the hook's return value is compared against to decide "allow" vs "mask".
+
+    Hooks may edit their argument in place and return it, so the baseline is always a deep
+    copy taken before the hook runs: the whole ``inputs`` dict for ``apply_guardrail``, the
+    prompt-bearing request keys for pre-call hooks.
+    """
+    if func_name == "apply_guardrail":
+        inputs: Final = kwargs.get("inputs")
+        return copy.deepcopy(inputs) if isinstance(inputs, dict) else None
+    if event_type != GuardrailEventHooks.pre_call:
+        return None
+    return {key: copy.deepcopy(value) for key, value in request_data.items() if key in _PRE_CALL_CONTENT_KEYS}
+
+
 def log_guardrail_information(func):
     """
     Decorator to add standard logging guardrail information to any function
@@ -1521,9 +1555,7 @@ def log_guardrail_information(func):
         event_type: Final = _infer_event_type_from_function_name(func.__name__)
 
         # Store original inputs for comparison (for apply_guardrail functions)
-        original_inputs = None
-        if func.__name__ == "apply_guardrail" and "inputs" in kwargs:
-            original_inputs = kwargs.get("inputs")
+        original_inputs: Final = _original_inputs_for(func.__name__, kwargs, request_data, event_type)
 
         logging_obj: Final = kwargs.get("logging_obj") or request_data.get("litellm_logging_obj")
         self_recorded_token: Final = _guardrail_self_recorded.set(False)
@@ -1563,9 +1595,7 @@ def log_guardrail_information(func):
         event_type: Final = _infer_event_type_from_function_name(func.__name__)
 
         # Store original inputs for comparison (for apply_guardrail functions)
-        original_inputs = None
-        if func.__name__ == "apply_guardrail" and "inputs" in kwargs:
-            original_inputs = kwargs.get("inputs")
+        original_inputs: Final = _original_inputs_for(func.__name__, kwargs, request_data, event_type)
 
         logging_obj: Final = kwargs.get("logging_obj") or request_data.get("litellm_logging_obj")
         self_recorded_token: Final = _guardrail_self_recorded.set(False)
diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py
index d445a3adf14..62ca6b0254e 100644
--- a/litellm/integrations/custom_logger.py
+++ b/litellm/integrations/custom_logger.py
@@ -886,12 +886,16 @@ class CustomLogger:  # https://docs.litellm.ai/docs/observability/custom_callbac
             return LITELLM_METADATA_FIELD
         return OLD_LITELLM_METADATA_FIELD
 
+    def redacts_messages_itself(self) -> bool:
+        return False
+
     def redact_standard_logging_payload_from_model_call_details(self, model_call_details: dict) -> dict:
         """
         Redacts or excludes fields from StandardLoggingPayload before callbacks receive it.
 
         This method handles two features:
-        1. turn_off_message_logging: When True, redacts messages and responses
+        1. turn_off_message_logging: When True, redacts messages and responses (unless the callback
+           redacts them itself, see `redacts_messages_itself`)
         2. standard_logging_payload_excluded_fields: Removes specified fields entirely
 
         Return a modified copy of the provided logging payload.
@@ -921,7 +925,7 @@ class CustomLogger:  # https://docs.litellm.ai/docs/observability/custom_callbac
         }
 
         # Handle turn_off_message_logging - redact messages and responses (if not already excluded)
-        if turn_off_message_logging:
+        if turn_off_message_logging and not self.redacts_messages_itself():
             redacted_str: Final = "redacted-by-litellm"
 
             if "messages" not in (excluded_fields or ()) and standard_logging_object_copy.get("messages") is not None:
diff --git a/litellm/integrations/datadog/datadog_llm_obs.py b/litellm/integrations/datadog/datadog_llm_obs.py
index 728bf41856f..c64a12c6d75 100644
--- a/litellm/integrations/datadog/datadog_llm_obs.py
+++ b/litellm/integrations/datadog/datadog_llm_obs.py
@@ -165,18 +165,54 @@ def _metadata_without_prompt_carriers(standard_logging_metadata: Mapping[str, An
     )
 
 
-def _redact_messages(messages: Sequence[Message]) -> tuple[Message, ...]:
-    """Each message's shape with its content replaced and tool payloads dropped; no message is invented."""
-    return tuple(
-        {
-            "role": role if isinstance(role, str) and role in _SAFE_REDACTED_MESSAGE_ROLES else "",
-            "content": REDACTED_BY_LITELLM,
-        }
-        for message in messages
-        for role in (message.get("role", ""),)
+def _safe_identifier(value: object) -> str:
+    return value if isinstance(value, str) else ""
+
+
+def _redact_tool_call(tool_call: ToolCall) -> ToolCall:
+    return ToolCall(
+        name=_safe_identifier(tool_call.get("name")),
+        arguments=REDACTED_BY_LITELLM,
+        tool_id=_safe_identifier(tool_call.get("tool_id")),
+        type=_safe_identifier(tool_call.get("type")),
     )
 
 
+def _redact_tool_result(tool_result: ToolResult) -> ToolResult:
+    return ToolResult(
+        name=_safe_identifier(tool_result.get("name")),
+        result=REDACTED_BY_LITELLM,
+        tool_id=_safe_identifier(tool_result.get("tool_id")),
+        type=_safe_identifier(tool_result.get("type")),
+    )
+
+
+def _redact_message(message: Message) -> Message:
+    role: Final = message.get("role", "")
+    tool_calls: Final = message.get("tool_calls", ())
+    tool_results: Final = message.get("tool_results", ())
+    redacted: Final[Message] = {
+        "role": role if isinstance(role, str) and role in _SAFE_REDACTED_MESSAGE_ROLES else "",
+        "content": REDACTED_BY_LITELLM,
+        **({"tool_calls": tuple(_redact_tool_call(call) for call in tool_calls)} if tool_calls else {}),
+        **({"tool_results": tuple(_redact_tool_result(result) for result in tool_results)} if tool_results else {}),
+    }
+    return redacted
+
+
+def _redact_messages(messages: Sequence[Message]) -> tuple[Message, ...]:
+    return tuple(_redact_message(message) for message in messages)
+
+
+def _tool_output_tokens(messages: Sequence[Message], model: str) -> float | None:
+    results: Final = tuple(
+        result.get("result", "") for message in messages for result in message.get("tool_results", ())
+    )
+    if not results:
+        return None
+    return float(sum(litellm.token_counter(model=model, text=result) for result in results))
+
+
 def _cost_dimension_tags(
     standard_logging_payload: StandardLoggingPayload, router_fields: Mapping[str, object]
 ) -> tuple[str, ...]:
@@ -583,6 +619,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
             standard_logging_payload=standard_logging_payload,
             call_type=standard_logging_payload.get("call_type"),
         )
+        tool_output_tokens: Final = _tool_output_tokens(input_messages, standard_logging_payload.get("model") or "")
         input_meta: Final = InputMeta(messages=_redact_messages(input_messages) if redact_payload else input_messages)
         output_meta: Final = OutputMeta(
             messages=_redact_messages(output_messages) if redact_payload else output_messages
@@ -618,7 +655,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
             **({"tool_definitions": tool_definitions} if tool_definitions else {}),
         }
 
-        metrics: Final = self._assemble_metrics(standard_logging_payload)
+        metrics: Final = self._assemble_metrics(standard_logging_payload, tool_output_tokens)
 
         payload: Final[LLMObsPayload] = LLMObsPayload(
             parent_id=metadata_parent_id if metadata_parent_id else "undefined",
@@ -676,6 +713,9 @@ class DataDogLLMObsLogger(CustomBatchLogger):
                 )
         return error_info
 
+    def redacts_messages_itself(self) -> bool:
+        return True
+
     def _payload_logging_is_off(self, kwargs: Mapping[str, Any]) -> bool:
         return (
             bool(self.turn_off_message_logging)
@@ -683,7 +723,9 @@ class DataDogLLMObsLogger(CustomBatchLogger):
             or should_redact_message_logging(dict(kwargs))
         )
 
-    def _assemble_metrics(self, standard_logging_payload: StandardLoggingPayload) -> LLMMetrics:
+    def _assemble_metrics(
+        self, standard_logging_payload: StandardLoggingPayload, tool_output_tokens: float | None
+    ) -> LLMMetrics:
         """
         Build the span metrics, including the prompt-cache counts LLM Obs charts cache savings from.
 
@@ -721,6 +763,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
                 else {}
             ),
             **({"reasoning_output_tokens": reasoning_output_tokens} if reasoning_output_tokens else {}),
+            **({"tool_output_tokens": tool_output_tokens} if tool_output_tokens is not None else {}),
         }
         return metrics
 
diff --git a/litellm/integrations/gcs_bucket/gcs_bucket.py b/litellm/integrations/gcs_bucket/gcs_bucket.py
index 31ceb338dcd..e338f490496 100644
--- a/litellm/integrations/gcs_bucket/gcs_bucket.py
+++ b/litellm/integrations/gcs_bucket/gcs_bucket.py
@@ -29,8 +29,6 @@ class GCSBucketLogger(GCSBucketBase, AdditionalLoggingUtils):
     def __init__(self, bucket_name: str | None = None) -> None:
         from litellm.proxy.proxy_server import premium_user
 
-        super().__init__(bucket_name=bucket_name)
-
         self.batch_size = int(os.getenv("GCS_BATCH_SIZE", GCS_DEFAULT_BATCH_SIZE))
         self.flush_interval = int(os.getenv("GCS_FLUSH_INTERVAL", GCS_DEFAULT_FLUSH_INTERVAL_SECONDS))
         self.use_batched_logging = (
@@ -38,6 +36,7 @@ class GCSBucketLogger(GCSBucketBase, AdditionalLoggingUtils):
         )
         self.flush_lock = asyncio.Lock()
         super().__init__(
+            bucket_name=bucket_name,
             flush_lock=self.flush_lock,
             batch_size=self.batch_size,
             flush_interval=self.flush_interval,
diff --git a/litellm/integrations/otel/langfuse_logger.py b/litellm/integrations/otel/langfuse_logger.py
index ed47533e700..f8fd417392f 100644
--- a/litellm/integrations/otel/langfuse_logger.py
+++ b/litellm/integrations/otel/langfuse_logger.py
@@ -3,7 +3,12 @@ from typing import TYPE_CHECKING, Final
 
 from litellm._logging import verbose_logger
 from litellm.integrations.otel.logger import OpenTelemetryV2
-from litellm.integrations.otel.mappers.langfuse import LANGFUSE_OBSERVATION_INPUT, LANGFUSE_OBSERVATION_OUTPUT
+from litellm.integrations.otel.mappers.langfuse import (
+    LANGFUSE_OBSERVATION_INPUT,
+    LANGFUSE_OBSERVATION_OUTPUT,
+    LANGFUSE_TRACE_NAME,
+)
+from litellm.integrations.otel.model.metadata import caller_trace_name
 from litellm.integrations.otel.model.request_io import request_input, response_output, stream_output
 from litellm.integrations.otel.plumbing.context import request_root_span
 
@@ -13,6 +18,18 @@ if TYPE_CHECKING:
 
 
 class LangfuseOpenTelemetryV2(OpenTelemetryV2):
+    """Names the trace from the request. Langfuse reads ``langfuse.trace.name`` off the root observation,
+    and the proxy's root span is still recording when the LLM call starts."""
+
+    def log_pre_api_call(self, model: str, messages: object, kwargs: Mapping[str, object]) -> None:
+        root: Final = request_root_span()
+        name: Final = caller_trace_name(kwargs)
+        if root is not None and root.is_recording() and name is not None:
+            root.set_attribute(LANGFUSE_TRACE_NAME, name)
+        super().log_pre_api_call(model, messages, kwargs)
+
+
+class LangfuseContentOpenTelemetryV2(LangfuseOpenTelemetryV2):
     """Stamps the request's input and output on the root observation while it is still recording.
 
     Langfuse shows a trace's input and output from its root observation. The proxy's root span ends
diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py
index 630aa313dc9..9ac748b231c 100644
--- a/litellm/integrations/otel/logger.py
+++ b/litellm/integrations/otel/logger.py
@@ -554,6 +554,7 @@ class OpenTelemetryV2(CustomLogger):
             capture_content=self.config.capture_span_content,
             time_to_first_chunk_seconds=call.time_to_first_chunk_seconds,
             request_route=request_root_http_route(),
+            trace_name=call.trace_name,
         )
         end_time_ns: Final = to_ns(end_time)
         if carrier is not None and carrier.span is not None:
@@ -984,8 +985,8 @@ def build_otel_v2_logger(
 
 
 def _logger_class(config: OpenTelemetryV2Config) -> type[OpenTelemetryV2]:
-    if "langfuse" not in config.mapper_names or not config.capture_span_content:
+    if "langfuse" not in config.mapper_names:
         return OpenTelemetryV2
-    from litellm.integrations.otel.langfuse_logger import LangfuseOpenTelemetryV2
+    from litellm.integrations.otel.langfuse_logger import LangfuseContentOpenTelemetryV2, LangfuseOpenTelemetryV2
 
-    return LangfuseOpenTelemetryV2
+    return LangfuseContentOpenTelemetryV2 if config.capture_span_content else LangfuseOpenTelemetryV2
diff --git a/litellm/integrations/otel/mappers/langfuse.py b/litellm/integrations/otel/mappers/langfuse.py
index 01063d85355..98ff0f155a1 100644
--- a/litellm/integrations/otel/mappers/langfuse.py
+++ b/litellm/integrations/otel/mappers/langfuse.py
@@ -28,6 +28,7 @@ from litellm.integrations.otel.model.payloads import (
 
 LANGFUSE_OBSERVATION_INPUT: Final = "langfuse.observation.input"
 LANGFUSE_OBSERVATION_OUTPUT: Final = "langfuse.observation.output"
+LANGFUSE_TRACE_NAME: Final = "langfuse.trace.name"
 
 
 class LangfuseMapper:
@@ -36,6 +37,7 @@ class LangfuseMapper:
         "langfuse.observation.model.name": lambda d: d.request_model or None,
         "langfuse.observation.metadata.provider": lambda d: d.provider or None,
         "langfuse.observation.id": lambda d: d.identity.call_id or None,
+        LANGFUSE_TRACE_NAME: lambda d: d.trace_name or None,
         "langfuse.trace.metadata.team_id": lambda d: d.identity.team_id or None,
         "langfuse.trace.metadata.team_alias": lambda d: d.identity.team_alias or None,
     }
diff --git a/litellm/integrations/otel/model/metadata.py b/litellm/integrations/otel/model/metadata.py
index ee116aca46b..cc81b689708 100644
--- a/litellm/integrations/otel/model/metadata.py
+++ b/litellm/integrations/otel/model/metadata.py
@@ -48,6 +48,8 @@ from litellm.integrations.otel.model.utils import as_str, to_seconds
 if TYPE_CHECKING:
     from litellm.types.utils import StandardLoggingPayload
 
+LANGFUSE_TRACE_NAME_HEADER: Final = "langfuse_trace_name"
+
 
 @dataclass(frozen=True)
 class RequestIdentity:
@@ -215,6 +217,7 @@ class LLMCallEvent:
     # needs to be reasonable for a span that never gets closed (a leak).
     provisional_span_name: str
     time_to_first_chunk_seconds: float | None
+    trace_name: str | None
 
     @classmethod
     def from_dict(cls, kwargs: Mapping[str, Any]) -> LLMCallEvent:
@@ -231,9 +234,30 @@ class LLMCallEvent:
             upstream_started=kwargs.get("api_call_start_time") is not None,
             provisional_span_name=f"{operation.value} {model}".strip(),
             time_to_first_chunk_seconds=time_to_first_chunk_seconds(kwargs),
+            trace_name=caller_trace_name(kwargs),
         )
 
 
+def caller_trace_name(kwargs: Mapping[str, object]) -> str | None:
+    request: Final = _as_str_mapping(kwargs.get("litellm_params"))
+    if request is None:
+        return None
+    proxy_request: Final = _as_str_mapping(request.get("proxy_server_request"))
+    headers: Final = _as_str_mapping(proxy_request.get("headers")) if proxy_request is not None else None
+    from_header: Final = as_str(headers.get(LANGFUSE_TRACE_NAME_HEADER)) if headers is not None else None
+    if from_header:
+        return from_header
+    return next(
+        (
+            name
+            for key in ("metadata", "litellm_metadata")
+            if (metadata := _as_str_mapping(request.get(key))) is not None
+            and (name := as_str(metadata.get("trace_name")))
+        ),
+        None,
+    )
+
+
 def time_to_first_chunk_seconds(kwargs: Mapping[str, Any]) -> float | None:
     """Seconds from the upstream request being issued (``api_call_start_time``)
     to the first streamed chunk (``completion_start_time``); ``None`` for
diff --git a/litellm/integrations/otel/model/payloads.py b/litellm/integrations/otel/model/payloads.py
index d0959a6c2e9..c11c4a7a27d 100644
--- a/litellm/integrations/otel/model/payloads.py
+++ b/litellm/integrations/otel/model/payloads.py
@@ -387,6 +387,7 @@ class LLMCallSpanData:
     output_type: GenAIOutputType | None = None
     call_type: str | None = None
     request_route: str | None = None
+    trace_name: str | None = None
 
     @classmethod
     def from_standard_logging_payload(
@@ -395,6 +396,7 @@ class LLMCallSpanData:
         capture_content: bool = False,
         time_to_first_chunk_seconds: float | None = None,
         request_route: str | None = None,
+        trace_name: str | None = None,
     ) -> LLMCallSpanData:
         params: Final = cast(Mapping[str, object], payload.get("model_parameters") or {})
         # The single parse of the request's metadata — the request-vs-provider
@@ -436,6 +438,7 @@ class LLMCallSpanData:
             output_type=resolve_output_type(call_type),
             call_type=call_type or None,
             request_route=request_route or context.identity.request_route,
+            trace_name=trace_name,
         )
 
 
diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index 540ce6738fc..2528f07f92c 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -52,6 +52,12 @@ from litellm.types.integrations.prometheus import (
     _sanitize_prometheus_label_value,
     validate_prometheus_deployment_and_latency_caller_identity,
 )
+from litellm.types.proxy.carried_budget_state import (
+    KeyBudgetSnapshot,
+    OrgBudgetSnapshot,
+    TeamBudgetSnapshot,
+    UserBudgetSnapshot,
+)
 from litellm.types.utils import (
     StandardLoggingGuardrailInformation,
     StandardLoggingPayload,
@@ -1941,6 +1947,8 @@ class PrometheusLogger(CustomLogger):
 
         _user_spend: Final = _metadata.get("user_api_key_user_spend", None)
         _user_max_budget: Final = _metadata.get("user_api_key_user_max_budget", None)
+        _user_email: Final = _metadata.get("user_api_key_user_email", None)
+        _org_alias: Final = _metadata.get("user_api_key_org_alias", None)
 
         # Bound the per-request budget-metric emission so that slow Redis/DB
         # lookups under load cannot consume the whole LoggingWorker watchdog
@@ -1957,6 +1965,7 @@ class PrometheusLogger(CustomLogger):
                 response_cost=response_cost,
                 key_max_budget=_api_key_max_budget,
                 key_spend=_api_key_spend,
+                carried=KeyBudgetSnapshot.from_metadata(_metadata),
             ),
             self._set_team_budget_metrics_after_api_request(
                 user_api_team=user_api_team,
@@ -1964,16 +1973,21 @@ class PrometheusLogger(CustomLogger):
                 team_spend=_team_spend,
                 team_max_budget=_team_max_budget,
                 response_cost=response_cost,
+                carried=TeamBudgetSnapshot.from_metadata(_metadata),
             ),
             self._set_user_budget_metrics_after_api_request(
                 user_id=user_id,
                 user_spend=_user_spend,
                 user_max_budget=_user_max_budget,
                 response_cost=response_cost,
+                carried=UserBudgetSnapshot.from_metadata(_metadata),
+                user_email=_user_email if isinstance(_user_email, str) else None,
             ),
             self._set_org_budget_metrics_after_api_request(
                 org_id=user_api_key_org_id,
                 response_cost=response_cost,
+                carried=OrgBudgetSnapshot.from_metadata(_metadata),
+                org_alias=_org_alias if isinstance(_org_alias, str) else None,
             ),
             return_exceptions=True,
         )
@@ -3821,6 +3835,7 @@ class PrometheusLogger(CustomLogger):
         team_spend: float | None,
         team_max_budget: float | None,
         response_cost: float,
+        carried: TeamBudgetSnapshot | None = None,
     ):
         """
         Set team budget metrics after an LLM API request
@@ -3839,6 +3854,7 @@ class PrometheusLogger(CustomLogger):
                 spend=team_spend,
                 max_budget=team_max_budget,
                 response_cost=response_cost,
+                carried=carried,
             )
 
             self._set_team_budget_metrics(team_object)
@@ -3850,18 +3866,26 @@ class PrometheusLogger(CustomLogger):
         spend: float | None,
         max_budget: float | None,
         response_cost: float,
+        carried: TeamBudgetSnapshot | None = None,
     ) -> LiteLLM_TeamTable:
         """
         Assemble a LiteLLM_TeamTable object
 
-        for fields not available in metadata, we fetch from db
-        Fields not available in metadata:
-        - `budget_reset_at`
+        ``budget_reset_at`` comes from the auth-carried snapshot when the request has one,
+        otherwise from the team lookup
         """
         from litellm.proxy.auth.auth_checks import get_team_object
         from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
 
         _total_team_spend: Final = (spend or 0) + response_cost
+        if carried is not None:
+            return LiteLLM_TeamTable(
+                team_id=team_id,
+                team_alias=team_alias,
+                spend=_total_team_spend,
+                max_budget=max_budget if max_budget is not None else carried.max_budget,
+                budget_reset_at=carried.budget_reset_at,
+            )
         team_object: Final = LiteLLM_TeamTable(
             team_id=team_id,
             team_alias=team_alias,
@@ -3946,11 +3970,13 @@ class PrometheusLogger(CustomLogger):
         self,
         org_id: str | None,
         response_cost: float,
+        carried: OrgBudgetSnapshot | None = None,
+        org_alias: str | None = None,
     ):
         """
         Set org budget metrics after an LLM API request
 
-        - Fetches org info via cache (get_org_object)
+        - Uses the auth-carried org budget when the request has one, else fetches via get_org_object
         - Sets org budget metrics
         """
         if isinstance(self.litellm_remaining_org_budget_metric, NoOpMetric):
@@ -3959,6 +3985,16 @@ class PrometheusLogger(CustomLogger):
         if not org_id:
             return
 
+        if carried is not None:
+            self._set_org_budget_metrics(
+                org_id=org_id,
+                org_alias=org_alias or "",
+                spend=carried.spend + response_cost,
+                max_budget=carried.max_budget,
+                budget_reset_at=None,
+            )
+            return
+
         from litellm.proxy.auth.auth_checks import get_org_object
         from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
 
@@ -3979,7 +4015,6 @@ class PrometheusLogger(CustomLogger):
         if org_info is None:
             return
 
-        org_alias: Final = org_info.organization_alias or ""
         _total_org_spend: Final = (org_info.spend or 0.0) + response_cost
         budget_table: Final = org_info.litellm_budget_table
         max_budget: Final = budget_table.max_budget if budget_table else None
@@ -3987,7 +4022,7 @@ class PrometheusLogger(CustomLogger):
 
         self._set_org_budget_metrics(
             org_id=org_id,
-            org_alias=org_alias,
+            org_alias=org_info.organization_alias or "",
             spend=_total_org_spend,
             max_budget=max_budget,
             budget_reset_at=budget_reset_at,
@@ -4084,6 +4119,7 @@ class PrometheusLogger(CustomLogger):
         response_cost: float,
         key_max_budget: float | None,
         key_spend: float | None,
+        carried: KeyBudgetSnapshot | None = None,
     ):
         if isinstance(self.litellm_remaining_api_key_budget_metric, NoOpMetric):
             return
@@ -4095,6 +4131,7 @@ class PrometheusLogger(CustomLogger):
                 key_max_budget=key_max_budget,
                 key_spend=key_spend,
                 response_cost=response_cost,
+                carried=carried,
             )
             self._set_key_budget_metrics(user_api_key_dict)
 
@@ -4105,6 +4142,7 @@ class PrometheusLogger(CustomLogger):
         key_max_budget: float | None,
         key_spend: float | None,
         response_cost: float,
+        carried: KeyBudgetSnapshot | None = None,
     ) -> UserAPIKeyAuth:
         """
         Assemble a UserAPIKeyAuth object
@@ -4113,6 +4151,14 @@ class PrometheusLogger(CustomLogger):
         from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
 
         _total_key_spend: Final = (key_spend or 0) + response_cost
+        if carried is not None:
+            return UserAPIKeyAuth(
+                token=user_api_key,
+                key_alias=user_api_key_alias,
+                max_budget=key_max_budget,
+                spend=_total_key_spend,
+                budget_reset_at=carried.budget_reset_at,
+            )
         user_api_key_dict: Final = UserAPIKeyAuth(
             token=user_api_key,
             key_alias=user_api_key_alias,
@@ -4140,6 +4186,8 @@ class PrometheusLogger(CustomLogger):
         user_spend: float | None,
         user_max_budget: float | None,
         response_cost: float,
+        carried: UserBudgetSnapshot | None = None,
+        user_email: str | None = None,
     ):
         """
         Set user budget metrics after an LLM API request
@@ -4157,6 +4205,8 @@ class PrometheusLogger(CustomLogger):
                 spend=user_spend,
                 max_budget=user_max_budget,
                 response_cost=response_cost,
+                carried=carried,
+                user_email=user_email,
             )
 
             self._set_user_budget_metrics(user_object)
@@ -4167,18 +4217,28 @@ class PrometheusLogger(CustomLogger):
         spend: float | None,
         max_budget: float | None,
         response_cost: float,
+        carried: UserBudgetSnapshot | None = None,
+        user_email: str | None = None,
     ) -> LiteLLM_UserTable:
         """
         Assemble a LiteLLM_UserTable object
 
-        for fields not available in metadata, we fetch from db
-        Fields not available in metadata:
-        - `budget_reset_at`
+        ``budget_reset_at`` and ``user_alias`` come from the auth-carried snapshot when the
+        request has one, otherwise from the user lookup
         """
         from litellm.proxy.auth.auth_checks import get_user_object
         from litellm.proxy.proxy_server import prisma_client, user_api_key_cache
 
         _total_user_spend: Final = (spend or 0) + response_cost
+        if carried is not None:
+            return LiteLLM_UserTable(
+                user_id=user_id,
+                spend=_total_user_spend,
+                max_budget=max_budget if max_budget is not None else carried.max_budget,
+                budget_reset_at=carried.budget_reset_at,
+                user_alias=carried.user_alias,
+                user_email=user_email,
+            )
         user_object: Final = LiteLLM_UserTable(
             user_id=user_id,
             spend=_total_user_spend,
diff --git a/litellm/integrations/shadow_eval_logger.py b/litellm/integrations/shadow_eval_logger.py
index 54b116639e7..cdc108a6b4e 100644
--- a/litellm/integrations/shadow_eval_logger.py
+++ b/litellm/integrations/shadow_eval_logger.py
@@ -27,6 +27,7 @@ from litellm._logging import verbose_logger
 from litellm.caching.in_memory_cache import InMemoryCache
 from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.integrations.websearch_interception.tools import is_web_search_tool_responses
 from litellm.litellm_core_utils.core_helpers import get_litellm_metadata_from_kwargs
 from litellm.litellm_core_utils.internal_call_metadata import sanitized_forwardable_call_metadata
 from litellm.litellm_core_utils.llm_judge import (
@@ -335,6 +336,16 @@ def _forwards_nothing(value: object) -> bool:
     return value is None or (isinstance(value, list) and len(value) == 0)
 
 
+def _request_has_hosted_web_search(request: Mapping[str, object]) -> bool:
+    if request.get("web_search_options") is not None:
+        return True
+    tools: Final = request.get("tools")
+    return isinstance(tools, Sequence) and any(
+        isinstance(tool, Mapping) and tool.get("type") != "function" and is_web_search_tool_responses(tool)
+        for tool in tools
+    )
+
+
 def _judgeable_sample(
     ops: _SurfaceOps,
     kwargs: Mapping[str, object],
@@ -343,9 +354,14 @@ def _judgeable_sample(
 ) -> tuple[tuple[Mapping[str, object], ...], Mapping[str, object], str] | None:
     """The normalized chat conversation, the forwardable generation params, and the
     judgeable final text; None when this request's shapes cannot be sampled (no text and no
-    tool call to serialize, or a shape the owner transformations reject)."""
+    tool call to serialize, hosted web search the shadow cannot replay comparably,
+    or a shape the owner transformations reject)."""
+    if _request_has_hosted_web_search(_proxy_wire_body(kwargs) if ops.wire_params else model_parameters):
+        return None
     try:
         request: Final = ops.chat_request(kwargs, model_parameters)
+        if _request_has_hosted_web_search(request):
+            return None
         items: Final = _MESSAGE_ITEMS_ADAPTER.validate_python(request.get("messages"))
         messages: Final = _CHAT_MESSAGES_ADAPTER.validate_python(
             tuple(m.model_dump(exclude_none=True) if isinstance(m, BaseModel) else m for m in items)
diff --git a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
index 12ff38ce4ba..b2243060c6c 100644
--- a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
+++ b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
@@ -5,20 +5,29 @@ This hook is called before making an LLM request when a vector store is configur
 It searches the vector store for relevant context and appends it to the messages.
 """
 
-from collections.abc import Awaitable, Callable
+from collections.abc import Awaitable, Callable, Mapping, Sequence
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Any, Final, Protocol, cast
+from typing import TYPE_CHECKING, Any, Final, Protocol, cast, get_args
+
+from pydantic import TypeAdapter, ValidationError
+from typing_extensions import assert_never
 
 import litellm
 import litellm.vector_stores
 from litellm._logging import verbose_logger
+from litellm.exceptions import VectorStoreSearchError
 from litellm.integrations.custom_logger import CustomLogger
-from litellm.types.llms.openai import AllMessageValues, ChatCompletionUserMessage
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    ChatCompletionUserMessage,
+    ResponsesAPIResponse,
+)
 from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import CallTypes, StandardCallbackDynamicParams
 from litellm.types.vector_stores import (
     LiteLLM_ManagedVectorStore,
-    VectorStoreResultContent,
+    VectorStoreSearchFailure,
+    VectorStoreSearchFailureMode,
     VectorStoreSearchResponse,
     VectorStoreSearchResult,
 )
@@ -30,6 +39,10 @@ if TYPE_CHECKING:
 else:
     LiteLLMLoggingObj = Any
 
+SEARCH_FAILURES_FIELD: Final = "vector_store_search_failures"
+_DEFAULT_FAILURE_MODE: Final[VectorStoreSearchFailureMode] = "annotate"
+_FAILURE_MODE_ADAPTER: Final = TypeAdapter(VectorStoreSearchFailureMode)
+
 
 class ProxyRuntime(Protocol):
     def llm_router(self) -> "Router | None": ...
@@ -54,11 +67,31 @@ class ProxyServerRuntime:
         return prisma_client
 
 
+@dataclass(frozen=True, slots=True)
+class SearchSucceeded:
+    response: VectorStoreSearchResponse
+
+
+@dataclass(frozen=True, slots=True)
+class SearchFailed:
+    failure: VectorStoreSearchFailure
+
+
+SearchOutcome = SearchSucceeded | SearchFailed
+
+
+@dataclass(frozen=True, slots=True)
+class VectorStoreAugmentation:
+    messages: tuple[AllMessageValues, ...]
+    search_results: tuple[VectorStoreSearchResponse, ...]
+    failures: tuple[VectorStoreSearchFailure, ...]
+
+
 class VectorStorePreCallHook(CustomLogger):
     CONTENT_PREFIX_STRING = "Context:\n\n"
     """
     Custom logger that handles vector store searches before LLM calls.
-    
+
     When a vector store is configured, this hook:
     1. Extracts the query from the last user message
     2. Calls litellm.vector_stores.search() to get relevant context
@@ -101,100 +134,153 @@ class VectorStorePreCallHook(CustomLogger):
         Returns:
             Tuple of (model, modified_messages, non_default_params)
         """
+        requested_vector_store_ids: Final = _requested_vector_store_ids(non_default_params)
         try:
-            # Check if vector store is configured
-            if litellm.vector_store_registry is None:
-                return model, messages, non_default_params
-
-            prisma_client: Final = self.proxy_runtime.prisma_client()
-            llm_router: Final = self.proxy_runtime.llm_router()
-
-            # Use database fallback to ensure synchronization across instances
-            vector_stores_to_run: list[
-                LiteLLM_ManagedVectorStore
-            ] = await litellm.vector_store_registry.pop_vector_stores_to_run_with_db_fallback(
+            augmentation: VectorStoreAugmentation | None = await self._augment_messages(
+                messages=messages,
                 non_default_params=non_default_params,
                 tools=tools,
-                prisma_client=prisma_client,
+                litellm_logging_obj=litellm_logging_obj,
             )
-
-            if not vector_stores_to_run:
-                return model, messages, non_default_params
-
-            # Extract the query from the last user message
-            query: Final = self._extract_query_from_messages(messages)
-
-            if not query:
-                verbose_logger.debug("No query found in messages for vector store search")
-                return model, messages, non_default_params
-
-            modified_messages: list[AllMessageValues] = messages.copy()
-            all_search_results: Final[list[VectorStoreSearchResponse]] = []
-
-            for vector_store_to_run in vector_stores_to_run:
-                # Get vector store id from the vector store config
-                vector_store_id = vector_store_to_run.get("vector_store_id", "")
-                custom_llm_provider = vector_store_to_run.get("custom_llm_provider")
-                litellm_params_for_vector_store = vector_store_to_run.get("litellm_params", {}) or {}
-                request_litellm_params = litellm_logging_obj.model_call_details.get("litellm_params", {})
-                request_metadata = (
-                    request_litellm_params.get("metadata", {}) if isinstance(request_litellm_params, dict) else {}
-                )
-                if llm_router is not None:
-                    search_function = cast(  # cast-ok: normalize router search callable
-                        Callable[..., Awaitable[VectorStoreSearchResponse]],
-                        llm_router.avector_store_search,
-                    )
-                else:
-                    search_function = cast(  # cast-ok: normalize SDK search callable
-                        Callable[..., Awaitable[VectorStoreSearchResponse]],
-                        litellm.vector_stores.asearch,
-                    )
-                try:
-                    search_response = await search_function(
-                        **{
-                            "vector_store_id": vector_store_id,
-                            "query": query,
-                            "custom_llm_provider": custom_llm_provider,
-                            "metadata": request_metadata,
-                            **litellm_params_for_vector_store,
-                        },
-                    )
-                except Exception as search_error:
-                    verbose_logger.warning(
-                        "Vector store search failed for vector_store_id=%s, continuing without its context: %s",
-                        vector_store_id,
-                        search_error,
-                    )
-                    continue
-
-                verbose_logger.debug("search_response: %s", search_response)
-
-                # Store search results for later use in citations
-                all_search_results.append(search_response)
-
-                # Process search results and append as context
-                modified_messages = self._append_search_results_to_messages(
-                    messages=modified_messages, search_response=search_response
-                )
-
-                # Get the number of results for logging
-                num_results = 0
-                num_results = len(search_response.get("data", []) or [])
-                verbose_logger.debug("Vector store search completed. Added context from %s results", num_results)
-
-            # Store search results as-is (already in OpenAI-compatible format)
-            if litellm_logging_obj and all_search_results:
-                litellm_logging_obj.model_call_details["search_results"] = all_search_results
-
-            return model, modified_messages, non_default_params
-
         except Exception as e:
-            verbose_logger.exception("Error in VectorStorePreCallHook: %s", e)
-            # Return original parameters on error
+            verbose_logger.exception(
+                "Error in VectorStorePreCallHook for vector_store_ids=%s: %s",
+                requested_vector_store_ids,
+                e,
+            )
             return model, messages, non_default_params
 
-    def _extract_query_from_messages(self, messages: list[AllMessageValues]) -> str | None:
+        if augmentation is None:
+            return model, messages, non_default_params
+
+        for detail, value in (
+            ("search_results", list(augmentation.search_results)),
+            (SEARCH_FAILURES_FIELD, augmentation.failures),
+        ):
+            if value:
+                litellm_logging_obj.model_call_details[detail] = value
+
+        if augmentation.failures:
+            failure_mode: Final = _configured_failure_mode()
+            match failure_mode:
+                case "error":
+                    raise VectorStoreSearchError(failures=augmentation.failures, model=model)
+                case "annotate":
+                    pass
+                case _:
+                    assert_never(failure_mode)
+
+        return model, list(augmentation.messages), non_default_params
+
+    async def _augment_messages(
+        self,
+        messages: Sequence[AllMessageValues],
+        non_default_params: dict,
+        tools: list[dict] | None,
+        litellm_logging_obj: LiteLLMLoggingObj,
+    ) -> VectorStoreAugmentation | None:
+        if litellm.vector_store_registry is None:
+            return None
+
+        prisma_client: Final = self.proxy_runtime.prisma_client()
+        llm_router: Final = self.proxy_runtime.llm_router()
+
+        # Use database fallback to ensure synchronization across instances
+        vector_stores_to_run: Final[
+            Sequence[LiteLLM_ManagedVectorStore]
+        ] = await litellm.vector_store_registry.pop_vector_stores_to_run_with_db_fallback(
+            non_default_params=non_default_params,
+            tools=tools,
+            prisma_client=prisma_client,
+        )
+
+        if not vector_stores_to_run:
+            return None
+
+        query: Final = self._extract_query_from_messages(messages)
+
+        if not query:
+            verbose_logger.debug("No query found in messages for vector store search")
+            return None
+
+        request_litellm_params: Final = litellm_logging_obj.model_call_details.get("litellm_params", {})
+        request_metadata: Final = (
+            request_litellm_params.get("metadata", {}) if isinstance(request_litellm_params, dict) else {}
+        )
+        search_function: Final = (
+            cast(  # cast-ok: normalize router search callable
+                Callable[..., Awaitable[VectorStoreSearchResponse]],
+                llm_router.avector_store_search,
+            )
+            if llm_router is not None
+            else cast(  # cast-ok: normalize SDK search callable
+                Callable[..., Awaitable[VectorStoreSearchResponse]],
+                litellm.vector_stores.asearch,
+            )
+        )
+
+        outcomes: Final = tuple(
+            [
+                await self._search_one(
+                    vector_store=vector_store_to_run,
+                    query=query,
+                    request_metadata=request_metadata,
+                    search_function=search_function,
+                )
+                for vector_store_to_run in vector_stores_to_run
+            ]
+        )
+        search_results: Final = tuple(outcome.response for outcome in outcomes if isinstance(outcome, SearchSucceeded))
+        failures: Final = tuple(outcome.failure for outcome in outcomes if isinstance(outcome, SearchFailed))
+
+        return VectorStoreAugmentation(
+            messages=self._messages_with_context(messages=messages, search_results=search_results),
+            search_results=search_results,
+            failures=failures,
+        )
+
+    async def _search_one(
+        self,
+        vector_store: LiteLLM_ManagedVectorStore,
+        query: str,
+        request_metadata: Mapping[str, object],
+        search_function: Callable[..., Awaitable[VectorStoreSearchResponse]],
+    ) -> SearchOutcome:
+        vector_store_id: Final = vector_store.get("vector_store_id", "")
+        custom_llm_provider: Final = vector_store.get("custom_llm_provider")
+        litellm_params_for_vector_store: Final = vector_store.get("litellm_params", {}) or {}
+        try:
+            search_response: Final = await search_function(
+                **{
+                    "vector_store_id": vector_store_id,
+                    "query": query,
+                    "custom_llm_provider": custom_llm_provider,
+                    "metadata": request_metadata,
+                    **litellm_params_for_vector_store,
+                },
+            )
+        except Exception as search_error:
+            verbose_logger.warning(
+                "Vector store search failed for vector_store_id=%s, continuing without its context: %s",
+                vector_store_id,
+                search_error,
+            )
+            return SearchFailed(
+                failure=VectorStoreSearchFailure(
+                    vector_store_id=vector_store_id,
+                    custom_llm_provider=custom_llm_provider,
+                    error=str(search_error),
+                )
+            )
+
+        verbose_logger.debug(
+            "Vector store search completed for vector_store_id=%s. Added context from %s results",
+            vector_store_id,
+            len(search_response.get("data") or ()),
+        )
+        return SearchSucceeded(response=search_response)
+
+    def _extract_query_from_messages(self, messages: Sequence[AllMessageValues]) -> str | None:
         """
         Extract the query from the last user message.
 
@@ -223,48 +309,40 @@ class VectorStorePreCallHook(CustomLogger):
 
         return None
 
-    def _append_search_results_to_messages(
+    def _messages_with_context(
         self,
-        messages: list[AllMessageValues],
-        search_response: VectorStoreSearchResponse,
-    ) -> list[AllMessageValues]:
-        """
-        Append search results as context to the messages.
+        messages: Sequence[AllMessageValues],
+        search_results: Sequence[VectorStoreSearchResponse],
+    ) -> tuple[AllMessageValues, ...]:
+        context_messages: Final = tuple(
+            context_message
+            for search_response in search_results
+            if (context_message := self._context_message(search_response)) is not None
+        )
+        if not context_messages:
+            return tuple(messages)
+        return (*messages[:-1], *context_messages, *messages[-1:])
 
-        Args:
-            messages: Original list of messages
-            search_response: Response from vector store search
-
-        Returns:
-            Modified list of messages with context appended
-        """
-        search_response_data: Final[list[VectorStoreSearchResult] | None] = search_response.get("data")
+    def _context_message(self, search_response: VectorStoreSearchResponse) -> AllMessageValues | None:
+        """Build the context message for one vector store's results, or None when it returned nothing usable."""
+        search_response_data: Final[Sequence[VectorStoreSearchResult] | None] = search_response.get("data")
         if not search_response_data:
-            return messages
+            return None
 
-        context_content = self.CONTENT_PREFIX_STRING
+        context_texts: Final = tuple(
+            content_text
+            for result in search_response_data
+            for content_item in (result.get("content") or ())
+            if (content_text := content_item.get("text"))
+        )
+        if not context_texts:
+            return None
 
-        for result in search_response_data:
-            result_content: list[VectorStoreResultContent] | None = result.get("content")
-            if result_content:
-                for content_item in result_content:
-                    content_text: str | None = content_item.get("text")
-                    if content_text:
-                        context_content += content_text + "\n\n"
-
-        # Only add context if we found any content
-        if context_content != "Context:\n\n":
-            # Create a copy of messages to avoid modifying the original
-            modified_messages: Final = messages.copy()
-            # Add context as a new message before the last user message
-            context_message: Final[ChatCompletionUserMessage] = {
-                "role": "user",
-                "content": context_content,
-            }
-            modified_messages.insert(-1, cast(AllMessageValues, context_message))
-            return modified_messages
-
-        return messages
+        context_message: Final[ChatCompletionUserMessage] = {
+            "role": "user",
+            "content": self.CONTENT_PREFIX_STRING + "".join(f"{text}\n\n" for text in context_texts),
+        }
+        return cast(AllMessageValues, context_message)
 
     async def async_post_call_success_deployment_hook(
         self,
@@ -287,34 +365,34 @@ class VectorStorePreCallHook(CustomLogger):
                 verbose_logger.debug("No litellm_logging_obj in request_data")
                 return None
 
-            verbose_logger.debug("model_call_details keys: %s", list(litellm_logging_obj.model_call_details.keys()))
-
             # Get search results from model_call_details (already in OpenAI format)
-            search_results: Final[list[VectorStoreSearchResponse] | None] = litellm_logging_obj.model_call_details.get(
-                "search_results"
+            search_results: Final[Sequence[VectorStoreSearchResponse] | None] = (
+                litellm_logging_obj.model_call_details.get("search_results")
+            )
+            search_failures: Final[Sequence[VectorStoreSearchFailure] | None] = (
+                litellm_logging_obj.model_call_details.get(SEARCH_FAILURES_FIELD)
             )
 
-            verbose_logger.debug("Search results found: %s", search_results is not None)
-
-            if not search_results:
-                verbose_logger.debug("No search results found")
+            if not search_results and not search_failures:
+                verbose_logger.debug("No search results or search failures found")
                 return None
 
+            if isinstance(response, ResponsesAPIResponse):
+                if search_failures:
+                    setattr(response, SEARCH_FAILURES_FIELD, list(search_failures))
+                return response
+
             # Add search results to response object
             if hasattr(response, "choices") and response.choices:
                 for choice in response.choices:
                     if hasattr(choice, "message") and choice.message:
-                        # Get existing provider_specific_fields or create new dict
                         provider_fields = getattr(choice.message, "provider_specific_fields", None) or {}
-
-                        # Add search results (already in OpenAI-compatible format)
-                        provider_fields["search_results"] = search_results
-
-                        # Set the provider_specific_fields
+                        if search_results:
+                            provider_fields["search_results"] = search_results
+                        if search_failures:
+                            provider_fields[SEARCH_FAILURES_FIELD] = search_failures
                         setattr(choice.message, "provider_specific_fields", provider_fields)
 
-            verbose_logger.debug("Added %s search results to response", len(search_results))
-
             # Return modified response
             return response
 
@@ -339,29 +417,24 @@ class VectorStorePreCallHook(CustomLogger):
             verbose_logger.debug("VectorStorePreCallHook.async_post_call_streaming_deployment_hook called")
 
             # Get search results from model_call_details (already in OpenAI format)
-            search_results: Final[list[VectorStoreSearchResponse] | None] = request_data.get("search_results")
+            search_results: Final[Sequence[VectorStoreSearchResponse] | None] = request_data.get("search_results")
+            search_failures: Final[Sequence[VectorStoreSearchFailure] | None] = request_data.get(SEARCH_FAILURES_FIELD)
 
-            verbose_logger.debug("Search results found for streaming chunk: %s", search_results is not None)
-
-            if not search_results:
-                verbose_logger.debug("No search results found for streaming chunk")
+            if not search_results and not search_failures:
+                verbose_logger.debug("No search results or search failures found for streaming chunk")
                 return response_chunk
 
             # Add search results to streaming chunk
             if hasattr(response_chunk, "choices") and response_chunk.choices:
                 for choice in response_chunk.choices:
                     if hasattr(choice, "delta") and choice.delta:
-                        # Get existing provider_specific_fields or create new dict
                         provider_fields = getattr(choice.delta, "provider_specific_fields", None) or {}
-
-                        # Add search results (already in OpenAI-compatible format)
-                        provider_fields["search_results"] = search_results
-
-                        # Set the provider_specific_fields
+                        if search_results:
+                            provider_fields["search_results"] = search_results
+                        if search_failures:
+                            provider_fields[SEARCH_FAILURES_FIELD] = search_failures
                         choice.delta.provider_specific_fields = provider_fields
 
-            verbose_logger.debug("Added %s search results to streaming chunk", len(search_results))
-
             # Return modified chunk
             return response_chunk
 
@@ -369,3 +442,23 @@ class VectorStorePreCallHook(CustomLogger):
             verbose_logger.exception("Error adding search results to streaming chunk: %s", e)
             # Don't fail the request if search results fail to be added
             return response_chunk
+
+
+def _requested_vector_store_ids(non_default_params: Mapping[str, object]) -> tuple[str, ...]:
+    requested: Final = non_default_params.get("vector_store_ids")
+    if not isinstance(requested, (list, tuple)):
+        return ()
+    return tuple(str(vector_store_id) for vector_store_id in requested)
+
+
+def _configured_failure_mode() -> VectorStoreSearchFailureMode:
+    try:
+        return _FAILURE_MODE_ADAPTER.validate_python(litellm.vector_store_search_failure_mode)
+    except ValidationError:
+        verbose_logger.warning(
+            "Unsupported vector_store_search_failure_mode=%r, falling back to %r. Supported modes: %s",
+            litellm.vector_store_search_failure_mode,
+            _DEFAULT_FAILURE_MODE,
+            ", ".join(get_args(VectorStoreSearchFailureMode)),
+        )
+        return _DEFAULT_FAILURE_MODE
diff --git a/litellm/litellm_core_utils/default_encoding.py b/litellm/litellm_core_utils/default_encoding.py
index c3b6a008411..71b30614d8d 100644
--- a/litellm/litellm_core_utils/default_encoding.py
+++ b/litellm/litellm_core_utils/default_encoding.py
@@ -1,4 +1,5 @@
 import os
+from pathlib import Path
 from typing import Final
 
 import litellm
@@ -14,6 +15,20 @@ except (ImportError, AttributeError):
 
     filename = pkg_resources.resource_filename(__name__, "litellm_core_utils/tokenizers")
 
+CL100K_BASE_RANK_FILE: Final = "9b5ad71b2ce5302211f9c61530b329a4922fc6a4"
+O200K_BASE_RANK_FILE: Final = "fb374d419588a4632f3f557e76b4b70aebbca790"
+
+
+def cl100k_base_rank_file() -> str:
+    """The vendored tiktoken `cl100k_base` rank file (`base64(token) rank` lines)."""
+    return Path(filename, CL100K_BASE_RANK_FILE).read_text(encoding="ascii")
+
+
+def o200k_base_rank_file() -> str:
+    """The vendored tiktoken `o200k_base` rank file (`base64(token) rank` lines)."""
+    return Path(filename, O200K_BASE_RANK_FILE).read_text(encoding="ascii")
+
+
 # Always default TIKTOKEN_CACHE_DIR to the bundled tokenizers directory
 # unless the user explicitly overrides it via CUSTOM_TIKTOKEN_CACHE_DIR.
 # This keeps tiktoken fully offline-capable by default (see #1071).
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index 6ee68ab21c5..2d3a99abe81 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -14,7 +14,7 @@ from collections.abc import Awaitable, Callable, Iterator, Mapping, Sequence
 from datetime import datetime as dt_object
 from functools import lru_cache
 from types import MappingProxyType, TracebackType
-from typing import TYPE_CHECKING, Any, Final, Literal, Optional, Union, cast
+from typing import TYPE_CHECKING, Any, Final, Literal, Union, cast
 
 from httpx import Response
 from pydantic import BaseModel, JsonValue
@@ -23,7 +23,6 @@ import litellm
 from litellm import (
     _custom_logger_compatible_callbacks_literal,
     json_logs,
-    log_raw_request_response,
     turn_off_message_logging,
 )
 from litellm._logging import (
@@ -211,7 +210,7 @@ if TYPE_CHECKING:
     from litellm.integrations.otel.logger import OpenTelemetryV2
     from litellm.integrations.otel.model.config import ExporterSpec, OpenTelemetryV2Config
     from litellm.litellm_core_utils.llm_cost_calc.utils import BilledTokenRates
-    from litellm.llms.base_llm.passthrough.transformation import BasePassthroughConfig, LoggedRelayResponse
+    from litellm.llms.base_llm.passthrough.transformation import PassthroughStreamCollector
 try:
     from litellm_enterprise.enterprise_callbacks.callback_controls import (
         EnterpriseCallbackControls,
@@ -563,6 +562,7 @@ class Logging(LiteLLMLoggingBaseClass):
         self.streaming_chunks: list[Any] = []  # for generating complete stream response
         self.sync_streaming_chunks: list[Any] = []  # for generating complete stream response
         self.log_raw_request_response = log_raw_request_response
+        self._native_callback_fast_path: bool = False
 
         # Initialize dynamic callbacks
         self.dynamic_input_callbacks: list[str | Callable | CustomLogger] | None = dynamic_input_callbacks
@@ -1236,6 +1236,11 @@ class Logging(LiteLLMLoggingBaseClass):
             additional_args.get("api_base", "")
         )
 
+    def record_api_call_start_time(self) -> None:
+        self.model_call_details["api_call_start_time"] = datetime.datetime.now()
+        if self.model_call_details.get("first_api_call_start_time") is None:
+            self.model_call_details["first_api_call_start_time"] = self.model_call_details["api_call_start_time"]
+
     def pre_call(self, input, api_key, model=None, additional_args={}):
         # Log the exact input to the LLM API
         try:
@@ -1253,7 +1258,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 additional_args=additional_args,
             )
             # log raw request to provider (like LangFuse) -- if opted in.
-            if self.log_raw_request_response is True or log_raw_request_response is True:
+            if self.log_raw_request_response is True or litellm.log_raw_request_response is True:
                 _litellm_params: Final = self.model_call_details.get("litellm_params", {})
                 _metadata: Final = _litellm_params.get("metadata", {}) or {}
                 try:
@@ -1300,15 +1305,7 @@ class Logging(LiteLLMLoggingBaseClass):
                         "LiteLLM.LoggingError: [Non-Blocking] Exception occurred while logging %s", e
                     )
 
-            self.model_call_details["api_call_start_time"] = datetime.datetime.now()
-            # Set-once first provider-handoff instant. api_call_start_time
-            # is overwritten on every retry, so it can't measure one-time
-            # preprocessing; pinning the first attempt excludes retry loops
-            # + backoff. Logging object only — must NOT go into
-            # litellm_params["metadata"] (caller request metadata, typed
-            # Dict[str, str], echoed downstream; a datetime breaks it).
-            if self.model_call_details.get("first_api_call_start_time") is None:
-                self.model_call_details["first_api_call_start_time"] = self.model_call_details["api_call_start_time"]
+            self.record_api_call_start_time()
             # Input Integration Logging -> If you want to log the fact that an attempt to call the model was made
             callbacks: Final = litellm.input_callback + (self.dynamic_input_callbacks or [])
             for callback in callbacks:
@@ -1442,16 +1439,21 @@ class Logging(LiteLLMLoggingBaseClass):
         """
         return _get_masked_values(headers, ignore_sensitive_values=ignore_sensitive_headers)
 
+    def record_post_call(
+        self, original_response: object, input: object, api_key: object, additional_args: dict[str, object]
+    ) -> None:
+        self.model_call_details["input"] = input
+        self.model_call_details["api_key"] = api_key
+        self.model_call_details["original_response"] = original_response
+        self.model_call_details["additional_args"] = additional_args
+        self.model_call_details["log_event_type"] = "post_api_call"
+
     def post_call(self, original_response, input=None, api_key=None, additional_args={}):
         # Log the exact result from the LLM API, for streaming - log the type of response received
         if isinstance(original_response, dict):
             original_response = json.dumps(original_response, default=str)
         try:
-            self.model_call_details["input"] = input
-            self.model_call_details["api_key"] = api_key
-            self.model_call_details["original_response"] = original_response
-            self.model_call_details["additional_args"] = additional_args
-            self.model_call_details["log_event_type"] = "post_api_call"
+            self.record_post_call(original_response, input, api_key, additional_args)
 
             attr: Literal["warning", "debug"]
             if self.litellm_request_debug:
@@ -2116,6 +2118,7 @@ class Logging(LiteLLMLoggingBaseClass):
         logging_result,
         start_time,
         end_time,
+        build_logging_payload: bool = True,
     ):
         """Resolve hidden params, compute response cost, and emit the standard logging payload."""
         hidden_params: Final = getattr(logging_result, "_hidden_params", {})
@@ -2140,6 +2143,9 @@ class Logging(LiteLLMLoggingBaseClass):
         else:
             self.model_call_details["response_cost"] = self._response_cost_calculator(result=logging_result)
 
+        if not build_logging_payload:
+            return
+
         self.model_call_details["standard_logging_object"] = self._build_standard_logging_payload(
             logging_result, start_time, end_time
         )
@@ -2201,6 +2207,7 @@ class Logging(LiteLLMLoggingBaseClass):
         end_time=None,
         cache_hit=None,
         standard_logging_object: StandardLoggingPayload | None = None,
+        build_logging_payload: bool = True,
     ):
         try:
             if start_time is None:
@@ -2238,6 +2245,7 @@ class Logging(LiteLLMLoggingBaseClass):
                         logging_result=logging_result,
                         start_time=start_time,
                         end_time=end_time,
+                        build_logging_payload=build_logging_payload,
                     )
             elif standard_logging_object is not None:
                 self.model_call_details["standard_logging_object"] = standard_logging_object
@@ -2396,52 +2404,17 @@ class Logging(LiteLLMLoggingBaseClass):
         for scope in [key for key in spans_logged if isinstance(key, tuple) and key[-1:] == ("success",)]:
             del spans_logged[scope]
 
-    def _flush_passthrough_collected_chunks_helper(
-        self,
-        raw_bytes: list[bytes],
-        provider_config: "BasePassthroughConfig",
-    ) -> Optional["LoggedRelayResponse"]:
-        all_chunks: Final = provider_config._convert_raw_bytes_to_str_lines(raw_bytes)
-        complete_streaming_response: Final = provider_config.handle_logging_collected_chunks(
-            all_chunks=all_chunks,
-            litellm_logging_obj=self,
-            model=self.model,
-            custom_llm_provider=self.model_call_details.get("custom_llm_provider", ""),
-            endpoint=self.model_call_details.get("endpoint", ""),
-        )
-        return complete_streaming_response
-
-    def flush_passthrough_collected_chunks(
-        self,
-        raw_bytes: list[bytes],
-        provider_config: "BasePassthroughConfig",
-    ):
+    def flush_passthrough_collected_chunks(self, collector: "PassthroughStreamCollector"):
         """
-        Flush collected chunks from the logging object
-        This is used to log the collected chunks once streaming is done on passthrough endpoints
-
-        1. Decode the raw bytes to string lines
-        2. Get the complete streaming response from the provider config
-        3. Log the complete streaming response (trigger success handler)
-        This is used for passthrough endpoints
+        Log the response a passthrough stream collector assembled once streaming is done (trigger success handler)
         """
-        complete_streaming_response: Final = self._flush_passthrough_collected_chunks_helper(
-            raw_bytes=raw_bytes,
-            provider_config=provider_config,
-        )
+        complete_streaming_response: Final = collector.build_logged_response(litellm_logging_obj=self)
 
         if complete_streaming_response is not None:
             self.success_handler(result=complete_streaming_response)
 
-    async def async_flush_passthrough_collected_chunks(
-        self,
-        raw_bytes: list[bytes],
-        provider_config: "BasePassthroughConfig",
-    ):
-        complete_streaming_response: Final = self._flush_passthrough_collected_chunks_helper(
-            raw_bytes=raw_bytes,
-            provider_config=provider_config,
-        )
+    async def async_flush_passthrough_collected_chunks(self, collector: "PassthroughStreamCollector"):
+        complete_streaming_response: Final = collector.build_logged_response(litellm_logging_obj=self)
 
         if complete_streaming_response is not None:
             await self.async_success_handler(result=complete_streaming_response)
@@ -3296,7 +3269,9 @@ class Logging(LiteLLMLoggingBaseClass):
         except Exception as e:
             verbose_logger.debug("Error in _handle_callback_failure: %s", e)
 
-    def _failure_handler_helper_fn(self, exception, traceback_exception, start_time=None, end_time=None):
+    def _failure_handler_helper_fn(
+        self, exception, traceback_exception, start_time=None, end_time=None, build_logging_payload: bool = True
+    ):
         if start_time is None:
             start_time = self.start_time
         if end_time is None:
@@ -3331,6 +3306,9 @@ class Logging(LiteLLMLoggingBaseClass):
             metadata: Final = self.model_call_details["litellm_params"].get("metadata", {}) or {}
             metadata.update(exception.headers)
 
+        if not build_logging_payload:
+            return start_time, end_time
+
         ## STANDARDIZED LOGGING PAYLOAD
 
         self.model_call_details["standard_logging_object"] = get_standard_logging_object_payload(
@@ -6505,7 +6483,7 @@ def _get_traceback_str_for_error(error_str: str) -> str:
 from decimal import Decimal
 
 # used for unit testing
-from typing import Any, Optional, Union
+from typing import Any, Union
 
 
 def create_dummy_standard_logging_payload() -> StandardLoggingPayload:
diff --git a/litellm/litellm_core_utils/private_json.py b/litellm/litellm_core_utils/private_json.py
index 30f64c8fc27..4cd4a9b4f82 100644
--- a/litellm/litellm_core_utils/private_json.py
+++ b/litellm/litellm_core_utils/private_json.py
@@ -36,6 +36,21 @@ def stage_private_json(path: str, data: Mapping[str, object]) -> str:
     return tmp_path
 
 
+def stage_private_bytes(path: str, data: bytes) -> str:
+    parent: Final = Path(path).parent
+    parent.mkdir(parents=True, exist_ok=True)
+    fd, tmp_path = tempfile.mkstemp(dir=str(parent), prefix=".tmp-")
+    try:
+        with os.fdopen(fd, "wb") as f:
+            f.write(data)
+            f.flush()
+            os.fsync(f.fileno())
+    except BaseException:
+        Path(tmp_path).unlink(missing_ok=True)
+        raise
+    return tmp_path
+
+
 def commit_staged_json(staged: str, path: str) -> None:
     """Move a staged file into place, replacing whatever is there in one step"""
     try:
@@ -68,3 +83,8 @@ def discard_staged_json(staged: str) -> None:
 def write_private_json(path: str, data: Mapping[str, object]) -> None:
     """Atomically write JSON to path with owner-only permissions (0600)"""
     commit_staged_json(stage_private_json(path, data), path)
+
+
+def write_private_bytes(path: str, data: bytes) -> None:
+    """Atomically write bytes to path with owner-only permissions (0600); a reader holding the old file keeps it whole"""
+    commit_staged_json(stage_private_bytes(path, data), path)
diff --git a/litellm/litellm_core_utils/realtime_streaming.py b/litellm/litellm_core_utils/realtime_streaming.py
index 75046f2cf87..4923bdda305 100644
--- a/litellm/litellm_core_utils/realtime_streaming.py
+++ b/litellm/litellm_core_utils/realtime_streaming.py
@@ -90,12 +90,12 @@ class _ResponseDoneBody(TypedDict, total=False):
     output: ReadOnly[Sequence[Mapping[str, object]]]
 
 
-class _ScopedWebSocket(Protocol):
+class ScopedWebSocket(Protocol):
     @property
     def scope(self) -> _ASGIScope: ...
 
 
-class _ClientWebSocket(_ScopedWebSocket, Protocol):
+class _ClientWebSocket(ScopedWebSocket, Protocol):
     async def send_text(self, data: str) -> None: ...
     async def receive_text(self) -> str: ...
     async def close(self, code: int = 1000, reason: str | None = None) -> None: ...
@@ -1149,7 +1149,7 @@ class RealTimeStreaming:
         )
 
     @staticmethod
-    def _detect_beta_header(websocket: _ScopedWebSocket) -> bool:
+    def _detect_beta_header(websocket: ScopedWebSocket) -> bool:
         """Return True if the client sent 'OpenAI-Beta: realtime=v1'.
 
         Checks the raw ASGI scope headers so it works for both FastAPI WebSocket
@@ -1584,6 +1584,6 @@ class RealTimeStreaming:
             verbose_logger.debug("Could not relay the upstream close to the client: %s", e)
 
 
-def client_sent_openai_beta_realtime_header(websocket: _ScopedWebSocket) -> bool:
+def client_sent_openai_beta_realtime_header(websocket: ScopedWebSocket) -> bool:
     """True when the client WebSocket includes ``OpenAI-Beta: realtime=v1``."""
     return RealTimeStreaming._detect_beta_header(websocket)
diff --git a/litellm/litellm_core_utils/token_counter.py b/litellm/litellm_core_utils/token_counter.py
index 1de2533d514..3b128899f45 100644
--- a/litellm/litellm_core_utils/token_counter.py
+++ b/litellm/litellm_core_utils/token_counter.py
@@ -381,7 +381,7 @@ class _MessageCountParams:
         from litellm.utils import print_verbose
 
         actual_model: Final = _fix_model_name(model)
-        if actual_model == "gpt-3.5-turbo-0301":
+        if uses_legacy_message_accounting(model):
             self.tokens_per_message = 4  # every message follows <|start|>{role/name}\n{content}<|end|>\n
             self.tokens_per_name = -1  # if there's a name, the role is omitted
         elif actual_model in litellm.open_ai_chat_completion_models or actual_model in litellm.azure_llms:
@@ -615,7 +615,7 @@ def _get_exact_count_function(
 ) -> TokenCounterFunction:
     """
     Get the function to count tokens based on the model and custom tokenizer."""
-    from litellm.utils import _select_tokenizer, print_verbose
+    from litellm.utils import _select_tokenizer
 
     if model is not None or custom_tokenizer is not None:
         tokenizer_json: Final = custom_tokenizer or _select_tokenizer(model)
@@ -627,15 +627,7 @@ def _get_exact_count_function(
 
             return count_tokens
         elif tokenizer_json["type"] == "openai_tokenizer":
-            model_to_use: Final = _fix_model_name(model)
-            try:
-                if "gpt-4o" in model_to_use:
-                    encoding = tiktoken.get_encoding("o200k_base")
-                else:
-                    encoding = tiktoken.encoding_for_model(model_to_use)
-            except KeyError:
-                print_verbose("Warning: model not found. Using cl100k_base encoding.")
-                encoding = tiktoken.get_encoding("cl100k_base")
+            encoding: Final = openai_tokenizer_encoding(model)
 
             def encode_length(text: str) -> int:
                 return len(encoding.encode(text, disallowed_special=()))
@@ -651,6 +643,25 @@ def _get_exact_count_function(
         return _get_tiktoken_count_function(encode_length)
 
 
+def openai_tokenizer_encoding(model: str) -> tiktoken.Encoding:
+    """The tiktoken encoding `token_counter` uses for a model on the `openai_tokenizer` path."""
+    from litellm.utils import print_verbose
+
+    model_to_use: Final = _fix_model_name(model)
+    if "gpt-4o" in model_to_use:
+        return tiktoken.get_encoding("o200k_base")
+    try:
+        return tiktoken.encoding_for_model(model_to_use)
+    except KeyError:
+        print_verbose("Warning: model not found. Using cl100k_base encoding.")
+        return tiktoken.get_encoding("cl100k_base")
+
+
+def uses_legacy_message_accounting(model: str) -> bool:
+    """Whether `token_counter` prices messages with the `gpt-3.5-turbo-0301` constants (4 per message, -1 per name)."""
+    return _fix_model_name(model) == "gpt-3.5-turbo-0301"
+
+
 def _fix_model_name(model: str) -> str:
     """We normalize some model names to others"""
     if model in litellm.azure_llms:
diff --git a/litellm/llms/anthropic/chat/handler.py b/litellm/llms/anthropic/chat/handler.py
index d1fe4cadf40..5d3ae444b42 100644
--- a/litellm/llms/anthropic/chat/handler.py
+++ b/litellm/llms/anthropic/chat/handler.py
@@ -44,6 +44,7 @@ from litellm.types.llms.openai import (
 from litellm.types.responses.main import (
     OutputCodeInterpreterCall,
     build_code_interpreter_log_outputs,
+    build_web_search_call,
 )
 from litellm.types.utils import (
     Delta,
@@ -649,6 +650,7 @@ class ModelResponseIterator:
         # Accumulate web_search_tool_result blocks for multi-turn reconstruction
         # See: https://github.com/BerriAI/litellm/issues/17737
         self.web_search_results: list[dict[str, object]] = []
+        self._web_search_calls: dict[str, object] = {}  # mutable-ok: provider call state by id
 
         # Accumulate compaction blocks for multi-turn reconstruction
         self.compaction_blocks: list[dict[str, object]] = []
@@ -724,10 +726,11 @@ class ModelResponseIterator:
         content_block: Final = ContentBlockDelta(**chunk)
         thinking_blocks: list[ChatCompletionThinkingBlock | ChatCompletionRedactedThinkingBlock] = []
 
-        self.content_blocks.append(content_block)
         if "text" in content_block["delta"]:
             text = content_block["delta"]["text"]
-        elif "partial_json" in content_block["delta"]:
+            return text, tool_use, thinking_blocks, provider_specific_fields, reasoning_content
+        self.content_blocks.append(content_block)
+        if "partial_json" in content_block["delta"]:
             # Only emit tool calls if we're in a tool_use or server_tool_use block
             # web_search_tool_result blocks also have input_json_delta but should not be treated as tool calls
             # See: https://github.com/BerriAI/litellm/issues/17254
@@ -821,6 +824,19 @@ class ModelResponseIterator:
 
         return content_block_start
 
+    def _web_search_call_snapshot(self) -> dict[str, object]:
+        return dict(self._web_search_calls)  # mutable-ok: stream payload snapshot
+
+    def _complete_web_search_call(self, result: dict[str, object]) -> None:
+        tool_use_id: Final = result.get("tool_use_id")
+        if not isinstance(tool_use_id, str) or tool_use_id not in self._web_search_calls:
+            return
+        self._web_search_calls[tool_use_id] = build_web_search_call(
+            tool_id=tool_use_id,
+            tool_input=self._server_tool_inputs.get(tool_use_id, {}),  # mutable-ok: empty provider input
+            result=result,
+        )
+
     def _build_code_interpreter_results(self) -> list:
         """Convert accumulated tool_results to OutputCodeInterpreterCall objects.
 
@@ -922,6 +938,14 @@ class ModelResponseIterator:
                         self._current_server_tool_id = content_block_start["content_block"]["id"]
                         tool_input: Final = content_block_start["content_block"].get("input", {})
                         self._server_tool_inputs[self._current_server_tool_id] = tool_input
+                        if _stream_tool_name == "web_search":
+                            self._web_search_calls[self._current_server_tool_id] = build_web_search_call(
+                                self._current_server_tool_id,
+                                tool_input,
+                                {"content": []},  # mutable-ok: no provider result yet
+                                status="in_progress",
+                            )
+                            provider_specific_fields["web_search_calls"] = self._web_search_call_snapshot()
                     # Include caller information if present (for programmatic tool calling)
                     if "caller" in content_block_start["content_block"]:
                         caller_data: Final = content_block_start["content_block"]["caller"]
@@ -956,7 +980,9 @@ class ModelResponseIterator:
                         # The full content comes in content_block_start, not in deltas
                         # See: https://github.com/BerriAI/litellm/issues/17737
                         self.web_search_results.append(content_block_start["content_block"])
+                        self._complete_web_search_call(content_block_start["content_block"])
                         provider_specific_fields["web_search_results"] = self.web_search_results
+                        provider_specific_fields["web_search_calls"] = self._web_search_call_snapshot()
                     elif content_type == "web_fetch_tool_result":
                         # Capture web_fetch_tool_result for multi-turn reconstruction
                         # The full content comes in content_block_start, not in deltas
diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index 5463f1862ad..0f99441a115 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -70,6 +70,7 @@ from litellm.types.llms.openai import (
 from litellm.types.responses.main import (
     OutputCodeInterpreterCall,
     build_code_interpreter_log_outputs,
+    build_web_search_call,
 )
 from litellm.types.utils import (
     CacheCreationTokenDetails,
@@ -2464,6 +2465,35 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
             )
         return code_interpreter_results
 
+    def _build_web_search_calls(
+        self,
+        web_search_results: Sequence[object],
+        completion_response: Mapping[str, object],
+    ) -> list[object]:
+        content: Final = completion_response.get("content")
+        blocks: Final = content if isinstance(content, Sequence) else ()
+        inputs: Final = {  # mutable-ok: indexes provider server inputs
+            call_id: tool_input
+            for block in blocks
+            if isinstance(block, Mapping)
+            and block.get("type") == "server_tool_use"
+            and block.get("name") == "web_search"
+            and isinstance((call_id := block.get("id")), str)
+            and isinstance((tool_input := block.get("input")), Mapping)
+        }
+        return [  # mutable-ok: provider-neutral response items
+            build_web_search_call(
+                tool_id=tool_use_id,
+                tool_input=inputs.get(tool_use_id, {}),  # mutable-ok: empty provider input
+                result=result,
+            )
+            for result in web_search_results
+            if isinstance(result, dict)
+            and result.get("type") == "web_search_tool_result"
+            and isinstance((tool_use_id := result.get("tool_use_id")), str)
+            and tool_use_id in inputs
+        ]
+
     def _build_provider_specific_fields(
         self,
         completion_response: dict,
@@ -2485,6 +2515,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
 
         if web_search_results is not None:
             provider_specific_fields["web_search_results"] = web_search_results
+            provider_specific_fields["web_search_calls"] = self._build_web_search_calls(
+                web_search_results,
+                completion_response,
+            )
 
         if tool_results is not None:
             provider_specific_fields["tool_results"] = tool_results
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
index 9b3a57cc422..8ff9f2e0679 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
@@ -400,7 +400,7 @@ class LiteLLMAnthropicMessagesAdapter:
 
         Anthropic web search tools have:
         - type starting with "web_search" (e.g., "web_search_20260209")
-        - name = "web_search"
+        - legacy name = "web_search" without a client input_schema
 
         Args:
             tool: Tool definition dict
@@ -410,7 +410,9 @@ class LiteLLMAnthropicMessagesAdapter:
         """
         tool_type: Final = tool.get("type", "")
         tool_name: Final = tool.get("name", "")
-        return (isinstance(tool_type, str) and tool_type.startswith("web_search")) or tool_name == "web_search"
+        return (isinstance(tool_type, str) and tool_type.startswith("web_search")) or (
+            tool_name == "web_search" and "input_schema" not in tool
+        )
 
     def translate_anthropic_messages_to_openai(
         self,
diff --git a/litellm/llms/azure/realtime/handler.py b/litellm/llms/azure/realtime/handler.py
index e9913f0108d..146915dd6fd 100644
--- a/litellm/llms/azure/realtime/handler.py
+++ b/litellm/llms/azure/realtime/handler.py
@@ -13,7 +13,11 @@ from litellm.constants import REALTIME_WEBSOCKET_MAX_MESSAGE_SIZE_BYTES
 from litellm.types.realtime import RealtimeQueryParams
 
 from ....litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
-from ....litellm_core_utils.realtime_streaming import RealTimeStreaming
+from ....litellm_core_utils.realtime_streaming import (
+    RealTimeStreaming,
+    ScopedWebSocket,
+    client_sent_openai_beta_realtime_header,
+)
 from ....llms.custom_httpx.http_handler import get_shared_realtime_ssl_context
 from ..azure import AzureChatCompletion
 
@@ -31,6 +35,19 @@ async def forward_messages(client_ws: Any, backend_ws: Any):
         pass
 
 
+def azure_realtime_protocol_for_client(
+    configured_protocol: object,
+    *,
+    query_params: RealtimeQueryParams | None,
+    websocket: ScopedWebSocket,
+) -> str:
+    if isinstance(configured_protocol, str) and configured_protocol:
+        return configured_protocol
+    if (query_params or {}).get("intent") == "transcription":
+        return "GA"
+    return "beta" if client_sent_openai_beta_realtime_header(websocket) else "GA"
+
+
 class _ProxyClientWebSocket(Protocol):
     """Client-facing websocket handle: this path only closes it after a failed handshake."""
 
diff --git a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
index f5126f81006..3a2af8a5aba 100644
--- a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
+++ b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
@@ -92,6 +92,18 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
     def get_api_key_env_var(self) -> str | None:
         return AZURE_DOCUMENT_INTELLIGENCE_API_KEY_ENV_VAR
 
+    def resolve_connection_params(
+        self,
+        *,
+        api_key: str | None,
+        api_base: str | None,
+        dynamic_api_key: str | None,
+        dynamic_api_base: str | None,
+    ) -> tuple[str | None, str | None]:
+        explicit_api_key: Final = None if api_key is None else dynamic_api_key or api_key
+        explicit_api_base: Final = None if api_base is None else dynamic_api_base or api_base
+        return explicit_api_key, explicit_api_base
+
     def get_supported_ocr_params(self, model: str) -> list:
         """
         Get supported OCR parameters for Azure Document Intelligence.
@@ -618,7 +630,11 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
         except SSRFError as ssrf_err:
             raise ValueError(f"Azure Document Intelligence: rejected polling URL ({ssrf_err})")
 
-        poll_headers = {"Ocp-Apim-Subscription-Key": raw_response.request.headers.get("Ocp-Apim-Subscription-Key", "")}
+        poll_headers: Final = {
+            header: raw_response.request.headers[header]
+            for header in ("Ocp-Apim-Subscription-Key", "Authorization")
+            if header in raw_response.request.headers
+        }
         return operation_url, poll_headers
 
     @staticmethod
diff --git a/litellm/llms/base_llm/ocr/transformation.py b/litellm/llms/base_llm/ocr/transformation.py
index 8111f9a194a..bd67dbf1a2a 100644
--- a/litellm/llms/base_llm/ocr/transformation.py
+++ b/litellm/llms/base_llm/ocr/transformation.py
@@ -144,9 +144,15 @@ class BaseOCRConfig:
         """
         return None
 
-    def supports_rust_bridge(self) -> bool:
-        """Whether the Rust OCR bridge may serve this config when it is enabled for the provider."""
-        return True
+    def resolve_connection_params(
+        self,
+        *,
+        api_key: str | None,
+        api_base: str | None,
+        dynamic_api_key: str | None,
+        dynamic_api_base: str | None,
+    ) -> tuple[str | None, str | None]:
+        return dynamic_api_key or api_key, dynamic_api_base or api_base
 
     def get_health_check_document(self) -> DocumentType:
         return {  # mutable-ok: litellm.aocr rejects any document that is not a dict
diff --git a/litellm/llms/base_llm/passthrough/transformation.py b/litellm/llms/base_llm/passthrough/transformation.py
index 20180c5cfa2..ec938889b88 100644
--- a/litellm/llms/base_llm/passthrough/transformation.py
+++ b/litellm/llms/base_llm/passthrough/transformation.py
@@ -4,7 +4,7 @@ import re
 from abc import abstractmethod
 from collections.abc import Callable, Mapping, Sequence
 from dataclasses import dataclass
-from typing import TYPE_CHECKING, Final, TypeAlias
+from typing import TYPE_CHECKING, Final, Protocol, TypeAlias
 
 from pydantic import TypeAdapter, ValidationError
 
@@ -80,6 +80,38 @@ def logged_relay_shape(
     return parsed
 
 
+class PassthroughStreamCollector(Protocol):
+    """Consumes relayed stream bytes as they arrive and builds the response logged for spend tracking."""
+
+    def add(self, chunk: bytes) -> None: ...
+
+    def build_logged_response(self, litellm_logging_obj: LiteLLMLoggingObj) -> LoggedRelayResponse | None: ...
+
+
+class RawBytesStreamCollector:
+    def __init__(
+        self, provider_config: BasePassthroughConfig, model: str, custom_llm_provider: str, endpoint: str
+    ) -> None:
+        self._provider_config = provider_config
+        self._model = model
+        self._custom_llm_provider = custom_llm_provider
+        self._endpoint = endpoint
+        self._raw_bytes: list[bytes] = []  # mutable-ok: instance buffer for streaming chunks
+
+    def add(self, chunk: bytes) -> None:
+        self._raw_bytes.append(chunk)
+
+    def build_logged_response(self, litellm_logging_obj: LiteLLMLoggingObj) -> LoggedRelayResponse | None:
+        all_chunks: Final = self._provider_config._convert_raw_bytes_to_str_lines(self._raw_bytes)
+        return self._provider_config.handle_logging_collected_chunks(
+            all_chunks=all_chunks,
+            litellm_logging_obj=litellm_logging_obj,
+            model=self._model,
+            custom_llm_provider=self._custom_llm_provider,
+            endpoint=self._endpoint,
+        )
+
+
 class BasePassthroughConfig(BaseLLMModelInfo):
     @abstractmethod
     def is_streaming_request(self, endpoint: str, request_data: dict) -> bool:
@@ -182,6 +214,13 @@ class BasePassthroughConfig(BaseLLMModelInfo):
     ) -> LoggedRelayResponse | None:
         return None
 
+    def create_stream_collector(
+        self, model: str, custom_llm_provider: str, endpoint: str
+    ) -> PassthroughStreamCollector:
+        return RawBytesStreamCollector(
+            provider_config=self, model=model, custom_llm_provider=custom_llm_provider, endpoint=endpoint
+        )
+
     def _convert_raw_bytes_to_str_lines(self, raw_bytes: list[bytes]) -> list[str]:
         """
         Converts a list of raw bytes into a list of string lines, similar to aiter_lines()
diff --git a/litellm/llms/base_llm/search/transformation.py b/litellm/llms/base_llm/search/transformation.py
index 7668c6132d6..9eca3e69909 100644
--- a/litellm/llms/base_llm/search/transformation.py
+++ b/litellm/llms/base_llm/search/transformation.py
@@ -264,6 +264,13 @@ class BaseSearchConfig:
         """
         raise NotImplementedError("transform_search_response must be implemented by provider")
 
+    def get_http_error_class(self, error: httpx.HTTPStatusError) -> Exception:
+        return self.get_error_class(
+            error_message=error.response.text,
+            status_code=error.response.status_code,
+            headers=dict(error.response.headers),  # mutable-ok: provider error factories require dict headers
+        )
+
     def get_error_class(
         self,
         error_message: str,
diff --git a/litellm/llms/bedrock/chat/invoke_handler.py b/litellm/llms/bedrock/chat/invoke_handler.py
index 5f8a5544d65..5c489ecb360 100644
--- a/litellm/llms/bedrock/chat/invoke_handler.py
+++ b/litellm/llms/bedrock/chat/invoke_handler.py
@@ -490,10 +490,10 @@ class AWSEventStreamDecoder:
         reasoning_content: str | None = None
         thinking_blocks: list[ChatCompletionThinkingBlock | ChatCompletionRedactedThinkingBlock] | None = None
 
-        self.content_blocks.append(delta_obj)
         if "text" in delta_obj:
             text = delta_obj["text"]
         elif "toolUse" in delta_obj:
+            self.content_blocks.append(delta_obj)
             # When json_mode is True and this is the internal json_tool_call,
             # convert tool input to text content instead of tool call arguments
             if self.json_mode is True and self._current_tool_name == RESPONSE_FORMAT_TOOL_NAME:
diff --git a/litellm/llms/bedrock/passthrough/transformation.py b/litellm/llms/bedrock/passthrough/transformation.py
index fb8bc4f191f..6a120f41cb6 100644
--- a/litellm/llms/bedrock/passthrough/transformation.py
+++ b/litellm/llms/bedrock/passthrough/transformation.py
@@ -1,23 +1,129 @@
 import json
-from collections.abc import Mapping
+from collections.abc import Callable, Mapping, Sequence
 from typing import TYPE_CHECKING, Final, Optional, cast
 
 import httpx
 from httpx import Response
 
+from litellm._logging import verbose_logger
 from litellm.litellm_core_utils.litellm_logging import Logging
-from litellm.llms.base_llm.passthrough.transformation import BasePassthroughConfig
+from litellm.llms.base_llm.passthrough.transformation import BasePassthroughConfig, PassthroughStreamCollector
+from litellm.types.utils import ModelResponseStream
 
 from ..base_aws_llm import BaseAWSLLM
 from ..common_utils import BedrockError, BedrockEventStreamDecoderBase, BedrockModelInfo
 
 if TYPE_CHECKING:
+    from botocore.eventstream import EventStreamMessage
     from httpx import URL
 
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+    from litellm.llms.bedrock.chat.invoke_handler import AWSEventStreamDecoder
     from litellm.types.utils import CostResponseTypes
 
 
+_TEXT_ONLY_DELTA_FIELDS: Final = frozenset({"content", "role"})
+
+
+def _plain_text_delta(chunk: ModelResponseStream) -> str | None:
+    """Return the delta text when the chunk carries nothing else that stream_chunk_builder reads."""
+    if chunk.get("usage") is not None or chunk.provider_specific_fields or len(chunk.choices) != 1:
+        return None
+    choice: Final = chunk.choices[0]
+    if choice.finish_reason or choice.logprobs is not None:
+        return None
+    populated: Final = frozenset(key for key, value in choice.delta.model_dump().items() if value is not None)
+    if not populated <= _TEXT_ONLY_DELTA_FIELDS:
+        return None
+    content: Final = choice.delta.get("content")
+    return content if isinstance(content, str) else None
+
+
+class _CoalescedChunks:
+    """Retains translated chunks with consecutive text deltas folded into one, so memory tracks the response text,
+    not the event count."""
+
+    def __init__(self) -> None:
+        self._chunks: list[ModelResponseStream] = []  # mutable-ok: instance accumulator for streaming chunks
+        self._open_text_parts: list[str] = []  # mutable-ok: text deltas pending fold into self._chunks[-1]
+
+    def add(self, chunk: ModelResponseStream) -> None:
+        text: Final = _plain_text_delta(chunk)
+        if text is not None and self._open_text_parts:
+            self._open_text_parts.append(text)
+            return
+        self._seal_text_run()
+        self._chunks.append(chunk)
+        if text is not None:
+            self._open_text_parts.append(text)
+
+    def _seal_text_run(self) -> None:
+        if len(self._open_text_parts) > 1:
+            self._chunks[-1].choices[0].delta.content = "".join(self._open_text_parts)
+        self._open_text_parts.clear()
+
+    def chunks(self) -> Sequence[ModelResponseStream]:
+        self._seal_text_run()
+        return self._chunks
+
+
+def _translate_message(decoder: "AWSEventStreamDecoder", message: str) -> ModelResponseStream | None:
+    from litellm.litellm_core_utils.streaming_handler import (
+        convert_generic_chunk_to_model_response_stream,
+        generic_chunk_has_all_required_fields,
+    )
+    from litellm.types.utils import GenericStreamingChunk
+
+    translated_chunk: Final = decoder._chunk_parser(chunk_data=json.loads(message))
+    if isinstance(translated_chunk, ModelResponseStream):
+        return translated_chunk
+    if generic_chunk_has_all_required_fields(cast(dict, translated_chunk)):
+        return convert_generic_chunk_to_model_response_stream(cast(GenericStreamingChunk, translated_chunk))
+    return None
+
+
+def _build_logged_response(
+    chunks: Sequence[ModelResponseStream], litellm_logging_obj: "LiteLLMLoggingObj"
+) -> Optional["CostResponseTypes"]:
+    from litellm.main import stream_chunk_builder
+
+    if len(chunks) == 0:
+        return None
+    return stream_chunk_builder(chunks=list(chunks), logging_obj=litellm_logging_obj)
+
+
+class BedrockEventStreamCollector:
+    """Decodes and translates Bedrock event-stream frames as they are relayed instead of buffering the stream."""
+
+    def __init__(
+        self,
+        parse_event: Callable[["EventStreamMessage"], str | None],
+        decoder: Optional["AWSEventStreamDecoder"],
+    ) -> None:
+        from botocore.eventstream import EventStreamBuffer
+
+        self._parse_event = parse_event
+        self._decoder = decoder
+        self._event_stream_buffer: Final[EventStreamBuffer] = EventStreamBuffer()
+        self._chunks: Final = _CoalescedChunks()
+
+    def add(self, chunk: bytes) -> None:
+        if self._decoder is None:
+            return
+        self._event_stream_buffer.add_data(chunk)
+        for event in self._event_stream_buffer:
+            self._add_event(self._decoder, event)
+
+    def _add_event(self, decoder: "AWSEventStreamDecoder", event: "EventStreamMessage") -> None:
+        message: Final = self._parse_event(event)
+        translated: Final = _translate_message(decoder, message) if message is not None else None
+        if translated is not None:
+            self._chunks.add(translated)
+
+    def build_logged_response(self, litellm_logging_obj: "LiteLLMLoggingObj") -> Optional["CostResponseTypes"]:
+        return _build_logged_response(self._chunks.chunks(), litellm_logging_obj)
+
+
 class BedrockPassthroughConfig(BaseAWSLLM, BedrockModelInfo, BedrockEventStreamDecoderBase, BasePassthroughConfig):
     def get_error_class(
         self,
@@ -168,87 +274,32 @@ class BedrockPassthroughConfig(BaseAWSLLM, BedrockModelInfo, BedrockEventStreamD
 
         return litellm_model_response
 
-    def _convert_raw_bytes_to_str_lines(self, raw_bytes: list[bytes]) -> list[str]:
-        from botocore.eventstream import EventStreamBuffer
-
-        all_chunks: Final = []
-        event_stream_buffer: Final = EventStreamBuffer()
-        for chunk in raw_bytes:
-            event_stream_buffer.add_data(chunk)
-            for event in event_stream_buffer:
-                message = self._parse_message_from_event(event)
-                if message is not None:
-                    all_chunks.append(message)
-
-        return all_chunks
-
-    def handle_logging_collected_chunks(
-        self,
-        all_chunks: list[str],
-        litellm_logging_obj: "LiteLLMLoggingObj",
-        model: str,
-        custom_llm_provider: str,
-        endpoint: str,
-    ) -> Optional["CostResponseTypes"]:
-        """
-        1. Convert all_chunks to a ModelResponseStream
-        2. combine model_response_stream to model_response
-        3. Return the model_response
-        """
-
-        from litellm.litellm_core_utils.streaming_handler import (
-            convert_generic_chunk_to_model_response_stream,
-            generic_chunk_has_all_required_fields,
+    def create_stream_collector(
+        self, model: str, custom_llm_provider: str, endpoint: str
+    ) -> PassthroughStreamCollector:
+        return BedrockEventStreamCollector(
+            parse_event=self._parse_message_from_event,
+            decoder=self._get_event_stream_decoder(model=model, endpoint=endpoint),
         )
+
+    def _get_event_stream_decoder(self, model: str, endpoint: str) -> Optional["AWSEventStreamDecoder"]:
         from litellm.llms.bedrock.chat import get_bedrock_event_stream_decoder
         from litellm.llms.bedrock.chat.invoke_transformations.base_invoke_transformation import (
             AmazonInvokeConfig,
         )
-        from litellm.main import stream_chunk_builder
-        from litellm.types.utils import GenericStreamingChunk, ModelResponseStream
 
-        all_translated_chunks: Final = []
         if "invoke" in endpoint:
             invoke_provider: Final = AmazonInvokeConfig.get_bedrock_invoke_provider(model)
             if invoke_provider is None:
-                raise ValueError(f"Invalid invoke provider: {invoke_provider}, for model: {model}")
-            obj = get_bedrock_event_stream_decoder(
-                invoke_provider=invoke_provider,
-                model=model,
-                sync_stream=True,
-                json_mode=False,
-            )
-        elif "converse" in endpoint:
-            obj = get_bedrock_event_stream_decoder(
-                invoke_provider=None,
-                model=model,
-                sync_stream=True,
-                json_mode=False,
-            )
-        else:
-            return None
-
-        for chunk in all_chunks:
-            message = json.loads(chunk)
-            translated_chunk = obj._chunk_parser(chunk_data=message)
-
-            if isinstance(translated_chunk, dict) and generic_chunk_has_all_required_fields(
-                cast(dict, translated_chunk)
-            ):
-                chunk_obj = convert_generic_chunk_to_model_response_stream(
-                    cast(GenericStreamingChunk, translated_chunk)
+                verbose_logger.warning(
+                    "Bedrock passthrough spend tracking skipped: no invoke provider for model %s", model
                 )
-            elif isinstance(translated_chunk, ModelResponseStream):
-                chunk_obj = translated_chunk
-            else:
-                continue
-
-            all_translated_chunks.append(chunk_obj)
-
-        if len(all_translated_chunks) > 0:
-            model_response: Final = stream_chunk_builder(
-                chunks=all_translated_chunks,
-                logging_obj=litellm_logging_obj,
+                return None
+            return get_bedrock_event_stream_decoder(
+                invoke_provider=invoke_provider, model=model, sync_stream=True, json_mode=False
+            )
+        if "converse" in endpoint:
+            return get_bedrock_event_stream_decoder(
+                invoke_provider=None, model=model, sync_stream=True, json_mode=False
             )
-            return model_response
         return None
diff --git a/litellm/llms/bedrock_mantle/responses/transformation.py b/litellm/llms/bedrock_mantle/responses/transformation.py
index bbbda4d14b6..53a3e634adf 100644
--- a/litellm/llms/bedrock_mantle/responses/transformation.py
+++ b/litellm/llms/bedrock_mantle/responses/transformation.py
@@ -56,6 +56,7 @@ _BEDROCK_MANTLE_SUPPORTED_RESPONSE_TOOL_TYPES: Final = frozenset(
 )
 
 _BEDROCK_MANTLE_SUPPORTED_SERVICE_TIERS: Final = frozenset({"auto", "default"})
+_BEDROCK_MANTLE_OPENAI_PATH_SUPPORTED_REASONING_SUMMARIES: Final = frozenset({"auto"})
 
 _CODEX_ADDITIONAL_TOOLS_INPUT_ITEM_TYPE: Final = "additional_tools"
 
@@ -187,6 +188,43 @@ class BedrockMantleResponsesAPIConfig(BedrockMantleAuthMixin, OpenAIResponsesAPI
         )
         return {key: value for key, value in params.items() if key != "service_tier"}
 
+    def _handle_unsupported_reasoning_summary(
+        self, params: dict[str, object], model: str, drop_params: bool
+    ) -> dict[str, object]:
+        reasoning: Final = params.get("reasoning")
+        if not self.use_openai_path or not isinstance(reasoning, dict):
+            return params
+        summary: Final = reasoning.get("summary")
+        if summary is None or (
+            isinstance(summary, str) and summary in _BEDROCK_MANTLE_OPENAI_PATH_SUPPORTED_REASONING_SUMMARIES
+        ):
+            return params
+        if not drop_params:
+            raise litellm.utils.UnsupportedParamsError(
+                status_code=400,
+                message=(
+                    f"bedrock_mantle does not support reasoning.summary={summary!r} for {model!r}; the Bedrock Mantle "
+                    "OpenAI Responses path only accepts 'auto'. Set `drop_params: true` (litellm_settings or this "
+                    'deployment\'s litellm_params) to have LiteLLM drop it, or set `model_reasoning_summary = "auto"` '
+                    "in the client (Codex CLI: ~/.codex/config.toml)."
+                ),
+            )
+        verbose_logger.warning(
+            "Bedrock Mantle Responses API: dropping unsupported reasoning.summary %r (supported: %s).",
+            summary,
+            sorted(_BEDROCK_MANTLE_OPENAI_PATH_SUPPORTED_REASONING_SUMMARIES),
+        )
+        stripped: Final = {  # mutable-ok: map_openai_params contract returns a plain dict
+            key: value for key, value in reasoning.items() if key != "summary"
+        }
+        return (
+            {**params, "reasoning": stripped}  # mutable-ok: map_openai_params contract returns a plain dict
+            if stripped
+            else {  # mutable-ok: map_openai_params contract returns a plain dict
+                key: value for key, value in params.items() if key != "reasoning"
+            }
+        )
+
     def transform_responses_api_request(
         self,
         model: str,
@@ -343,12 +381,16 @@ class BedrockMantleResponsesAPIConfig(BedrockMantleAuthMixin, OpenAIResponsesAPI
         model: str,
         drop_params: bool,
     ) -> dict:
-        params: Final = self._handle_unsupported_service_tier(
-            super().map_openai_params(
-                response_api_optional_params=response_api_optional_params,
-                model=model,
+        params: Final = self._handle_unsupported_reasoning_summary(
+            self._handle_unsupported_service_tier(
+                super().map_openai_params(
+                    response_api_optional_params=response_api_optional_params,
+                    model=model,
+                    drop_params=drop_params,
+                ),
                 drop_params=drop_params,
             ),
+            model=model,
             drop_params=drop_params,
         )
 
diff --git a/litellm/llms/cohere/ocr/transformation.py b/litellm/llms/cohere/ocr/transformation.py
index dd15d5360a6..b55ff4a3cbf 100644
--- a/litellm/llms/cohere/ocr/transformation.py
+++ b/litellm/llms/cohere/ocr/transformation.py
@@ -144,9 +144,6 @@ class CohereParseConfig(BaseOCRConfig):
     def get_api_key_env_var(self) -> str | None:
         return COHERE_API_KEY_ENV_VAR
 
-    def supports_rust_bridge(self) -> bool:
-        return False
-
     def get_health_check_document(self) -> DocumentType:
         return {  # mutable-ok: litellm.aocr rejects any document that is not a dict
             "type": "image_url",
diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py
index 12e515e19a8..f4883b57fbc 100644
--- a/litellm/llms/custom_httpx/http_handler.py
+++ b/litellm/llms/custom_httpx/http_handler.py
@@ -9,6 +9,7 @@ import threading
 import time
 from collections.abc import AsyncIterable, Callable, Iterable, Mapping
 from http.cookiejar import CookieJar, DefaultCookiePolicy
+from io import BytesIO
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, ClassVar, Final, NoReturn, Optional, TypeAlias, TypedDict, TypeVar
 
@@ -505,6 +506,10 @@ async def _raise_masked_async_error(e: httpx.HTTPStatusError, stream: bool) -> N
     raise MaskedHTTPStatusError(e, message=_text, text=_text) from None
 
 
+class HTTPResponseLimitError(ValueError):
+    pass
+
+
 class MaskedHTTPStatusError(httpx.HTTPStatusError):
     def __init__(self, original_error, message: str | None = None, text: str | None = None):
         # Create a new error with the masked URL
@@ -654,6 +659,7 @@ class AsyncHTTPHandler:
         headers: dict | None = None,
         follow_redirects: bool | None = None,
         timeout: float | httpx.Timeout | None = None,
+        max_response_bytes: int | None = None,
     ):
         # Set follow_redirects to UseClientDefault if None
         _follow_redirects: Final = follow_redirects if follow_redirects is not None else USE_CLIENT_DEFAULT
@@ -661,6 +667,16 @@ class AsyncHTTPHandler:
         params = params or {}
         params.update(HTTPHandler.extract_query_params(url))
 
+        if max_response_bytes is not None:
+            return await self._get_with_response_limit(
+                url,
+                params=httpx.QueryParams(params),
+                headers=httpx.Headers(headers),
+                max_bytes=max_response_bytes,
+                follow_redirects=self.client.follow_redirects if follow_redirects is None else follow_redirects,
+                timeout=self.client.timeout if timeout is None else httpx.Timeout(timeout),
+            )
+
         response: Final = await self.client.get(
             url,
             params=params,
@@ -670,6 +686,57 @@ class AsyncHTTPHandler:
         )
         return response
 
+    async def _get_with_response_limit(
+        self,
+        url: str,
+        *,
+        params: httpx.QueryParams,
+        headers: httpx.Headers,
+        timeout: httpx.Timeout,
+        max_bytes: int,
+        follow_redirects: bool,
+    ) -> httpx.Response:
+        request: Final = self.client.build_request(
+            "GET",
+            url,
+            headers=MappingProxyType({**headers, "accept-encoding": "identity"}),
+            params=params,
+            timeout=timeout,
+        )
+        response: Final = await self.client.send(request, stream=True, follow_redirects=False)
+        return await self._read_with_response_limit(response, max_bytes=max_bytes, follow_redirects=follow_redirects)
+
+    async def _read_with_response_limit(
+        self, response: httpx.Response, *, max_bytes: int, follow_redirects: bool, redirects_remaining: int = 10
+    ) -> httpx.Response:
+        try:
+            if response.next_request is not None and follow_redirects:
+                if redirects_remaining == 0:
+                    raise ValueError("Too many redirects")
+                await response.aclose()
+                following: Final = await self.client.send(
+                    response.next_request, auth=None, stream=True, follow_redirects=False
+                )
+                return await self._read_with_response_limit(
+                    following, max_bytes=max_bytes, follow_redirects=True, redirects_remaining=redirects_remaining - 1
+                )
+            if response.is_redirect or response.is_error:
+                return httpx.Response(response.status_code, headers=response.headers, request=response.request)
+            if response.headers.get("content-encoding", "identity").lower() != "identity":
+                raise HTTPResponseLimitError("Response size limits require an uncompressed response")
+            if int(response.headers.get("content-length", "0")) > max_bytes:
+                raise HTTPResponseLimitError("Response exceeds the configured size limit")
+            with BytesIO() as body:
+                async for chunk in response.aiter_bytes(chunk_size=65536):
+                    if body.tell() + len(chunk) > max_bytes:
+                        raise HTTPResponseLimitError("Response exceeds the configured size limit")
+                    body.write(chunk)
+                return httpx.Response(
+                    response.status_code, headers=response.headers, content=body.getvalue(), request=response.request
+                )
+        finally:
+            await response.aclose()
+
     @track_llm_api_timing()
     async def post(
         self,
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index e720428847d..7109e6942d1 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -1918,6 +1918,7 @@ class BaseLLMHTTPHandler:
                     url=complete_url,
                     headers=signed_headers,
                 )
+                response.raise_for_status()
             else:
                 # A signed body must be sent verbatim, re-serializing it would break the signature
                 response = client.post(
@@ -1927,6 +1928,8 @@ class BaseLLMHTTPHandler:
                     json=data if signed_json_body is None else None,
                     timeout=timeout,
                 )
+        except httpx.HTTPStatusError as e:
+            raise provider_config.get_http_error_class(e)
         except Exception as e:
             raise self._handle_error(e=e, provider_config=provider_config)
 
@@ -2019,6 +2022,7 @@ class BaseLLMHTTPHandler:
                     url=complete_url,
                     headers=signed_headers,
                 )
+                response.raise_for_status()
             else:
                 # A signed body must be sent verbatim, re-serializing it would break the signature
                 response = await async_httpx_client.post(
@@ -2028,6 +2032,8 @@ class BaseLLMHTTPHandler:
                     json=data if signed_json_body is None else None,
                     timeout=timeout,
                 )
+        except httpx.HTTPStatusError as e:
+            raise provider_config.get_http_error_class(e)
         except Exception as e:
             raise self._handle_error(e=e, provider_config=provider_config)
 
diff --git a/litellm/llms/fireworks_ai/chat/transformation.py b/litellm/llms/fireworks_ai/chat/transformation.py
index 26ad9a02a79..b4e1856f499 100644
--- a/litellm/llms/fireworks_ai/chat/transformation.py
+++ b/litellm/llms/fireworks_ai/chat/transformation.py
@@ -511,7 +511,6 @@ class FireworksAIConfig(FireworksAIMixin, OpenAIGPTConfig):
                 m = cast(dict, message)
                 m.pop("provider_specific_fields", None)
                 m.pop("thinking_blocks", None)
-                m.pop("reasoning_content", None)
 
         return messages
 
diff --git a/litellm/llms/oci/chat/transformation.py b/litellm/llms/oci/chat/transformation.py
index 98e23a59eea..8e4e41b4ac1 100644
--- a/litellm/llms/oci/chat/transformation.py
+++ b/litellm/llms/oci/chat/transformation.py
@@ -745,13 +745,25 @@ class OCIStreamWrapper(CustomStreamWrapper):
         # single-event case (terminal chunk carries the only copy of the text).
         self._cohere_text_emitted = False
 
-    def chunk_creator(self, chunk: Any) -> ModelResponseStream:
+    def _emit_chunk(self, parsed: ModelResponseStream) -> ModelResponseStream:
+        for choice in parsed.choices:
+            if getattr(choice.delta, "tool_calls", None):
+                self.tool_call = True
+            if choice.finish_reason is not None:
+                self.received_finish_reason = choice.finish_reason
+                self.sent_last_chunk = True
+        return self.model_response_creator(chunk={"choices": parsed.choices})
+
+    def chunk_creator(self, chunk: Any) -> ModelResponseStream | None:
         if not isinstance(chunk, str):
             raise ValueError(f"Chunk is not a string: {chunk}")
         if not chunk.startswith("data:"):
             raise ValueError(f"Chunk does not start with 'data:': {chunk}")
+        payload: Final = chunk[5:].strip()
+        if payload == "[DONE]":
+            return None
         try:
-            dict_chunk: Final = json.loads(chunk[5:])
+            dict_chunk: Final = json.loads(payload)
         except json.JSONDecodeError as e:
             raise OCIError(
                 status_code=500,
@@ -774,8 +786,8 @@ class OCIStreamWrapper(CustomStreamWrapper):
                     if getattr(choice.delta, "content", None):
                         self._cohere_text_emitted = True
                         break
-            return result
-        return handle_generic_stream_chunk(dict_chunk)
+            return self._emit_chunk(result)
+        return self._emit_chunk(handle_generic_stream_chunk(dict_chunk))
 
 
 __all__ = [
diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py
index 33e0a0a923f..2fe11d9f7bd 100644
--- a/litellm/llms/openai/responses/guardrail_translation/handler.py
+++ b/litellm/llms/openai/responses/guardrail_translation/handler.py
@@ -497,9 +497,14 @@ class OpenAIResponsesHandler(BaseTranslation):
             guardrailed_texts: Final = guardrailed_inputs.get("texts") or ()
             data["input"] = guardrailed_texts[0] if guardrailed_texts else input_data  # rebind-ok: data is an out-param
         else:
+            rewritten_texts: Final = guardrailed_inputs.get("texts") or ()
+            if len(rewritten_texts) != len(extracted.task_mappings):
+                from litellm.proxy.policy_engine.pipeline_executor import UnappliableRequestRewrite
+
+                raise UnappliableRequestRewrite(guardrail_to_apply.guardrail_name or "unknown")
             await self._apply_guardrail_responses_to_input(
                 messages=input_data,
-                responses=guardrailed_inputs.get("texts") or (),
+                responses=rewritten_texts,
                 task_mappings=extracted.task_mappings,
             )
         verbose_proxy_logger.debug("OpenAI Responses API: Processed input messages: %s", data.get("input"))
@@ -635,10 +640,12 @@ class OpenAIResponsesHandler(BaseTranslation):
         """
         Apply guardrail responses back to input messages.
 
+        ``responses`` pairs positionally with ``task_mappings``; the caller rejects
+        the request when the two disagree, so this never has to guess an alignment.
+
         Override this method to customize how responses are applied.
         """
-        for task_idx, guardrail_response in enumerate(responses):
-            mapping = task_mappings[task_idx]
+        for guardrail_response, mapping in zip(responses, task_mappings):
             msg_idx = cast(int, mapping[0])
             content_idx_optional = cast(int | None, mapping[1])
 
diff --git a/litellm/llms/tinyfish/search/transformation.py b/litellm/llms/tinyfish/search/transformation.py
index b688dc2cd01..460394c6f2d 100644
--- a/litellm/llms/tinyfish/search/transformation.py
+++ b/litellm/llms/tinyfish/search/transformation.py
@@ -247,6 +247,13 @@ class TinyfishSearchConfig(BaseSearchConfig):
         hidden["additional_headers"] = process_response_headers(raw_headers)
         return parsed
 
+    def get_http_error_class(self, error: httpx.HTTPStatusError) -> Exception:
+        return self._wrap_error(
+            error_message=error.response.text,
+            status_code=error.response.status_code,
+            headers=dict(error.response.headers),  # mutable-ok: existing error wrapper requires dict headers
+        )
+
     def _wrap_error(
         self,
         error_message: str,
@@ -256,8 +263,7 @@ class TinyfishSearchConfig(BaseSearchConfig):
         """
         Build an attributed ``BaseLLMException`` from a TinyFish error body.
 
-        Used only at the call sites we control inside
-        ``transform_search_response`` (non-2xx, JSONDecodeError, ValidationError).
+        Used for HTTP status errors and response transformation errors.
         Not an override of ``BaseSearchConfig.get_error_class``: that path is
         left to inherit from the base so it auto-picks-up any future LiteLLM
         improvements. Trade-off: network failures (routed through LiteLLM
diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index 69fe5678de9..d113b2b4f6b 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -23,6 +23,7 @@ from litellm.constants import (
     DEFAULT_REASONING_EFFORT_MINIMAL_THINKING_BUDGET_GEMINI_2_5_FLASH_LITE,
     DEFAULT_REASONING_EFFORT_MINIMAL_THINKING_BUDGET_GEMINI_2_5_PRO,
 )
+from litellm.exceptions import UnsupportedParamsError
 from litellm.litellm_core_utils.json_fragment_accumulator import JSONFragmentAccumulator
 from litellm.litellm_core_utils.prompt_templates.factory import (
     _encode_tool_call_id_with_signature,
@@ -108,6 +109,21 @@ else:
     StreamingChoices = Any
 
 
+SUPPORTED_REASONING_EFFORTS: Final = ("minimal", "low", "medium", "high", "none", "disable")
+
+
+def _unsupported_reasoning_effort(reasoning_effort: str) -> UnsupportedParamsError:
+    return UnsupportedParamsError(
+        message=(
+            f"Invalid `reasoning_effort`: {reasoning_effort!r}. "
+            f"Must be one of: {', '.join(repr(effort) for effort in SUPPORTED_REASONING_EFFORTS)}. "
+            "To drop this param, set `litellm.drop_params = True` or pass in `(.., drop_params=True)` "
+            "in the request - https://docs.litellm.ai/docs/completion/drop_params"
+        ),
+        status_code=400,
+    )
+
+
 class VertexAIBaseConfig:
     def get_mapped_special_auth_params(self) -> dict:
         """
@@ -842,7 +858,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
                 "includeThoughts": False,
             }
         else:
-            raise ValueError(f"Invalid reasoning effort: {reasoning_effort}")
+            raise _unsupported_reasoning_effort(reasoning_effort)
 
     @staticmethod
     def _map_reasoning_effort_to_thinking_level(
@@ -890,7 +906,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
             else:
                 return {"thinkingLevel": "low", "includeThoughts": False}
         else:
-            raise ValueError(f"Invalid reasoning effort: {reasoning_effort}")
+            raise _unsupported_reasoning_effort(reasoning_effort)
 
     @staticmethod
     def _is_thinking_budget_zero(thinking_budget: int | None) -> bool:
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index b7726290f0e..7fa09951eae 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -13118,6 +13118,22 @@
         "supports_reasoning": true,
         "supports_tool_choice": true
     },
+    "cerebras/qwen-3.8-27b": {
+        "input_cost_per_token": 9.9e-07,
+        "litellm_provider": "cerebras",
+        "max_input_tokens": 65536,
+        "max_output_tokens": 32768,
+        "max_tokens": 32768,
+        "mode": "chat",
+        "output_cost_per_token": 1.49e-06,
+        "source": "https://api.cerebras.ai/public/v1/models/qwen-3.8-27b",
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "chatdolphin": {
         "input_cost_per_token": 5e-07,
         "litellm_provider": "nlp_cloud",
@@ -31328,8 +31344,6 @@
         "cache_read_input_token_cost_above_272k_tokens_flex": 5e-07
     },
     "gpt-5.5-pro": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -31378,8 +31392,6 @@
         "supports_low_reasoning_effort": false
     },
     "gpt-5.5-pro-2026-04-23": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -31532,8 +31544,6 @@
         "cache_read_input_token_cost_above_272k_tokens_flex": 2.5e-07
     },
     "gpt-5.4-pro": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -31583,8 +31593,6 @@
         "output_cost_per_token_above_272k_tokens_flex": 0.000135
     },
     "gpt-5.4-pro-2026-03-05": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -33076,6 +33084,7 @@
         "supports_tool_choice": true
     },
     "groq/gemma-7b-it": {
+        "deprecation_date": "2024-12-18",
         "input_cost_per_token": 5e-08,
         "litellm_provider": "groq",
         "max_input_tokens": 8192,
@@ -33890,6 +33899,20 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
+    "inception/mercury-2.5": {
+        "input_cost_per_token": 2e-07,
+        "litellm_provider": "inception",
+        "max_input_tokens": 260000,
+        "max_output_tokens": 65536,
+        "max_tokens": 65536,
+        "mode": "chat",
+        "output_cost_per_token": 7.5e-07,
+        "source": "https://docs.inceptionlabs.ai/get-started/models",
+        "supports_function_calling": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
     "text-completion-inception/mercury-edit-2": {
         "cache_read_input_token_cost": 2.5e-08,
         "input_cost_per_token": 2.5e-07,
@@ -39126,19 +39149,21 @@
         "supports_tool_choice": true
     },
     "openrouter/deepseek/deepseek-chat-v3.1": {
-        "input_cost_per_token": 2e-07,
+        "input_cost_per_token": 2.5e-07,
         "input_cost_per_token_cache_hit": 2e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 163840,
         "max_output_tokens": 163840,
         "max_tokens": 163840,
         "mode": "chat",
-        "output_cost_per_token": 8e-07,
+        "output_cost_per_token": 9.5e-07,
         "supports_assistant_prefill": true,
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 1.3e-07,
+        "source": "https://openrouter.ai/deepseek/deepseek-chat-v3.1"
     },
     "openrouter/deepseek/deepseek-v3.2": {
         "input_cost_per_token": 2.69e-07,
@@ -39201,36 +39226,56 @@
         "supports_tool_choice": true
     },
     "openrouter/deepseek/deepseek-v4-pro": {
-        "input_cost_per_token": 1.32e-06,
+        "input_cost_per_token": 8.59908e-07,
         "input_cost_per_token_cache_hit": 4.4e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 3.96e-06,
+        "output_cost_per_token": 1.719816e-06,
         "source": "https://openrouter.ai/deepseek/deepseek-v4-pro",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 7.1659e-08
+    },
+    "openrouter/deepseek/deepseek-v4.1-flash": {
+        "input_cost_per_token": 1.5e-07,
+        "output_cost_per_token": 6e-07,
+        "cache_read_input_token_cost": 3e-09,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/deepseek/deepseek-v4.1-flash",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": false,
+        "supports_prompt_caching": true
     },
     "openrouter/deepseek/deepseek-v4-pro-0813": {
-        "input_cost_per_token": 1.32e-06,
+        "input_cost_per_token": 5.7948e-07,
         "input_cost_per_token_cache_hit": 4.4e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 3.96e-06,
+        "output_cost_per_token": 1.73844e-06,
         "source": "https://openrouter.ai/deepseek/deepseek-v4-pro-0813",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 1.9316e-08
     },
     "openrouter/google/gemini-2.0-flash-001": {
         "deprecation_date": "2026-06-01",
@@ -40009,6 +40054,28 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "openrouter/openai/gpt-5.6-sol-pro": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 1e-05,
+        "cache_read_input_token_cost": 2e-07,
+        "cache_creation_input_token_cost": 2.5e-06,
+        "input_cost_per_token_above_272k_tokens": 4e-06,
+        "output_cost_per_token_above_272k_tokens": 1.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 4e-07,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-5.6-sol-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/openai/gpt-oss-120b": {
         "input_cost_per_token": 3.7e-08,
         "litellm_provider": "openrouter",
@@ -40137,13 +40204,13 @@
         "supports_tool_choice": true
     },
     "openrouter/qwen/qwen3-235b-a22b-2507": {
-        "input_cost_per_token": 8.75e-08,
+        "input_cost_per_token": 2.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
         "max_tokens": 262144,
         "mode": "chat",
-        "output_cost_per_token": 3.5e-07,
+        "output_cost_per_token": 8.8e-07,
         "source": "https://openrouter.ai/qwen/qwen3-235b-a22b-2507",
         "supports_function_calling": true,
         "supports_tool_choice": true
@@ -40176,7 +40243,7 @@
         "supports_vision": true
     },
     "openrouter/qwen/qwen3.5-35b-a3b": {
-        "input_cost_per_token": 2.5e-07,
+        "input_cost_per_token": 3.125e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 65536,
@@ -40187,7 +40254,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_tool_choice": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1.5625e-07
     },
     "openrouter/qwen/qwen3.5-27b": {
         "input_cost_per_token": 1.95e-07,
@@ -40204,13 +40272,13 @@
         "supports_vision": true
     },
     "openrouter/qwen/qwen3.5-122b-a10b": {
-        "input_cost_per_token": 2.9e-07,
+        "input_cost_per_token": 2.6e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 2.4e-06,
+        "output_cost_per_token": 2.08e-06,
         "source": "https://openrouter.ai/qwen/qwen3.5-122b-a10b",
         "supports_function_calling": true,
         "supports_reasoning": true,
@@ -40297,18 +40365,19 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-4.6": {
-        "input_cost_per_token": 5.5e-07,
+        "input_cost_per_token": 4.3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 202800,
         "max_output_tokens": 131000,
         "max_tokens": 131000,
         "mode": "chat",
-        "output_cost_per_token": 2.2e-06,
+        "output_cost_per_token": 1.75e-06,
         "source": "https://openrouter.ai/z-ai/glm-4.6",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 8e-08
     },
     "openrouter/z-ai/glm-4.6:exacto": {
         "input_cost_per_token": 4.5e-07,
@@ -43133,7 +43202,11 @@
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 1.2e-06,
+        "output_cost_per_token": 1.2e-06,
+        "max_input_tokens": 131072,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/Qwen/Qwen2.5-7B-Instruct-Turbo": {
         "litellm_provider": "together_ai",
@@ -43141,7 +43214,11 @@
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 3e-07,
+        "output_cost_per_token": 3e-07,
+        "max_input_tokens": 32768,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/Qwen/Qwen3-235B-A22B-Instruct-2507-tput": {
         "deprecation_date": "2026-07-10",
@@ -43353,7 +43430,11 @@
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 2e-07,
+        "max_input_tokens": 32768,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/mistralai/Mistral-Small-24B-Instruct-2501": {
         "deprecation_date": "2026-04-02",
@@ -43361,7 +43442,11 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 1e-07,
+        "output_cost_per_token": 3e-07,
+        "max_input_tokens": 32768,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/mistralai/Mixtral-8x7B-Instruct-v0.1": {
         "deprecation_date": "2026-04-16",
@@ -48092,27 +48177,29 @@
         "supports_tool_choice": true
     },
     "vertex_ai/mistral-small-2503": {
-        "input_cost_per_token": 1e-06,
+        "input_cost_per_token": 1e-07,
         "litellm_provider": "vertex_ai-mistral_models",
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
         "max_tokens": 128000,
         "mode": "chat",
-        "output_cost_per_token": 3e-06,
+        "output_cost_per_token": 3e-07,
         "supports_function_calling": true,
         "supports_tool_choice": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
     },
     "vertex_ai/mistral-small-2503@001": {
-        "input_cost_per_token": 1e-06,
+        "input_cost_per_token": 1e-07,
         "litellm_provider": "vertex_ai-mistral_models",
         "max_input_tokens": 32000,
         "max_output_tokens": 8191,
         "max_tokens": 8191,
         "mode": "chat",
-        "output_cost_per_token": 3e-06,
+        "output_cost_per_token": 3e-07,
         "supports_function_calling": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
     },
     "vertex_ai/mistral-ocr-2505": {
         "litellm_provider": "vertex_ai",
@@ -48162,15 +48249,16 @@
         "supports_reasoning": true
     },
     "vertex_ai/openai/gpt-oss-20b-maas": {
-        "input_cost_per_token": 7.5e-08,
+        "input_cost_per_token": 7e-08,
         "litellm_provider": "vertex_ai-openai_models",
         "max_input_tokens": 131072,
         "max_output_tokens": 32768,
         "max_tokens": 32768,
         "mode": "chat",
-        "output_cost_per_token": 3e-07,
-        "source": "https://console.cloud.google.com/vertex-ai/publishers/openai/model-garden/gpt-oss-120b-maas",
-        "supports_reasoning": true
+        "output_cost_per_token": 2.5e-07,
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 7e-09
     },
     "vertex_ai/xai/grok-4.1-fast-non-reasoning": {
         "cache_read_input_token_cost": 5e-08,
@@ -55272,11 +55360,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/openai.gpt-5.6-terra": {
@@ -55311,11 +55402,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/openai.gpt-5.6-cyber": {
@@ -55340,10 +55434,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "bedrock_mantle/openai.gpt-daybreak-blue-5.6-sol": {
@@ -55372,10 +55468,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-daybreak-blue-56-sol.html"
     },
@@ -55411,11 +55509,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "us.openai.gpt-5.6-sol": {
@@ -55440,8 +55541,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "global.openai.gpt-5.6-sol": {
@@ -55466,8 +55570,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "us.openai.gpt-5.6-terra": {
@@ -55492,8 +55599,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "global.openai.gpt-5.6-terra": {
@@ -55518,8 +55628,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "us.openai.gpt-5.6-luna": {
@@ -55544,8 +55657,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "global.openai.gpt-5.6-luna": {
@@ -55570,8 +55686,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "bedrock_mantle/openai.gpt-6-astra": {
@@ -55601,10 +55720,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_none_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html"
     },
@@ -55630,9 +55753,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_none_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html"
     },
@@ -55658,9 +55785,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_none_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html"
     },
@@ -55693,11 +55824,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/openai.gpt-5.4": {
@@ -55729,11 +55862,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/google.gemma-4-31b": {
@@ -56465,17 +56600,17 @@
         "supports_reasoning": true,
         "source": "https://serverless.tensormesh.ai/v1/models/openrouter"
     },
-    "deepseek-v4-flash": {
+    "deepseek-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56489,19 +56624,45 @@
         "supports_response_schema": true,
         "supports_system_messages": true,
         "supports_tool_choice": true,
-        "supports_vision": false
+        "supports_vision": true
     },
-    "deepseek-v4-flash-vision-exp": {
+    "deepseek-v4-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
+        "source": "https://api-docs.deepseek.com/quick_start/pricing",
+        "supported_endpoints": [
+            "/v1/chat/completions"
+        ],
+        "supports_assistant_prefill": true,
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "deepseek-v4-flash-vision-exp": {
+        "cache_creation_input_token_cost": 0.0,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
+        "litellm_provider": "deepseek",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56543,17 +56704,17 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
-    "deepseek/deepseek-v4-flash": {
+    "deepseek/deepseek-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56567,19 +56728,45 @@
         "supports_response_schema": true,
         "supports_system_messages": true,
         "supports_tool_choice": true,
-        "supports_vision": false
+        "supports_vision": true
     },
-    "deepseek/deepseek-v4-flash-vision-exp": {
+    "deepseek/deepseek-v4-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
+        "source": "https://api-docs.deepseek.com/quick_start/pricing",
+        "supported_endpoints": [
+            "/v1/chat/completions"
+        ],
+        "supports_assistant_prefill": true,
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "deepseek/deepseek-v4-flash-vision-exp": {
+        "cache_creation_input_token_cost": 0.0,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
+        "litellm_provider": "deepseek",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56935,6 +57122,23 @@
         ],
         "supports_audio_input": true
     },
+    "gpt-live-1": {
+        "input_cost_per_second": 0.0008333333333333334,
+        "litellm_provider": "openai",
+        "mode": "realtime",
+        "source": "https://developers.openai.com/api/docs/models/gpt-live-1",
+        "supported_modalities": [
+            "text",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true
+    },
     "gpt-realtime-translate": {
         "input_cost_per_second": 0.0005666666666666667,
         "litellm_provider": "openai",
@@ -57491,6 +57695,23 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
+    "fireworks_ai/accounts/fireworks/models/deepseek-v4p1-flash": {
+        "cache_read_input_token_cost": 7e-09,
+        "input_cost_per_token": 2.2e-07,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 6.6e-07,
+        "source": "https://fireworks.ai/models/deepseek-ai/deepseek-v4p1-flash",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "fireworks_ai/accounts/fireworks/models/deepseek-v4-flash-vision-exp": {
         "cache_read_input_token_cost": 7e-09,
         "input_cost_per_token": 2.2e-07,
@@ -57541,6 +57762,23 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
+    "fireworks_ai/deepseek-v4p1-flash": {
+        "cache_read_input_token_cost": 7e-09,
+        "input_cost_per_token": 2.2e-07,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 6.6e-07,
+        "source": "https://fireworks.ai/models/deepseek-ai/deepseek-v4p1-flash",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "fireworks_ai/deepseek-v4-flash-vision-exp": {
         "cache_read_input_token_cost": 7e-09,
         "input_cost_per_token": 2.2e-07,
@@ -60039,6 +60277,7 @@
         ]
     },
     "xai/grok-imagine-image-quality": {
+        "deprecation_date": "2026-11-02",
         "input_cost_per_image": 0.05,
         "litellm_provider": "xai",
         "mode": "image_generation",
@@ -60055,6 +60294,7 @@
         ]
     },
     "xai/grok-imagine-image-quality-20260403": {
+        "deprecation_date": "2026-11-02",
         "input_cost_per_image": 0.05,
         "litellm_provider": "xai",
         "mode": "image_generation",
@@ -60071,6 +60311,7 @@
         ]
     },
     "xai/grok-imagine-image-quality-latest": {
+        "deprecation_date": "2026-11-02",
         "input_cost_per_image": 0.05,
         "litellm_provider": "xai",
         "mode": "image_generation",
@@ -60590,6 +60831,113 @@
         "output_cost_per_token": 4.7e-07,
         "source": "https://docs.together.ai/docs/serverless-models"
     },
+    "together_ai/moonshotai/Kimi-K2.6": {
+        "input_cost_per_token": 1.2e-06,
+        "output_cost_per_token": 4.5e-06,
+        "cache_read_input_token_cost": 2e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/moonshotai/Kimi-K2.5-fp4": {
+        "input_cost_per_token": 5e-07,
+        "output_cost_per_token": 2.8e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/MiniMaxAI/MiniMax-M2.7": {
+        "input_cost_per_token": 3e-07,
+        "output_cost_per_token": 1.2e-06,
+        "cache_read_input_token_cost": 6e-08,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 196608,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/zai-org/GLM-5": {
+        "input_cost_per_token": 1e-06,
+        "output_cost_per_token": 3.2e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 202752,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/zai-org/GLM-5.1": {
+        "input_cost_per_token": 1.4e-06,
+        "output_cost_per_token": 4.4e-06,
+        "cache_read_input_token_cost": 2.6e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 202752,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/deepseek-ai/DeepSeek-R1-0528": {
+        "input_cost_per_token": 3e-06,
+        "output_cost_per_token": 7e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 163840,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/Qwen3-Coder-Next-FP8": {
+        "input_cost_per_token": 5e-07,
+        "output_cost_per_token": 1.2e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/Qwen3-VL-32B-Instruct": {
+        "input_cost_per_token": 5e-07,
+        "output_cost_per_token": 1.5e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/Qwen3-VL-8B-Instruct": {
+        "input_cost_per_token": 1.8e-07,
+        "output_cost_per_token": 6.8e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/mistralai/Ministral-3-14B-Instruct-2512": {
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 2e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/nvidia/NVIDIA-Nemotron-Nano-9B-v2": {
+        "input_cost_per_token": 6e-08,
+        "output_cost_per_token": 2.5e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 131072,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/mistralai/Mistral-7B-Instruct-v0.3": {
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 2e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 32768,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/QwQ-32B": {
+        "input_cost_per_token": 1.2e-06,
+        "output_cost_per_token": 1.2e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 131072,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
     "cerebras/gemma-4-31b": {
         "input_cost_per_token": 9.9e-07,
         "litellm_provider": "cerebras",
@@ -61093,10 +61441,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 2.64e-06,
         "input_cost_per_token_above_272k_tokens": 5.28e-06,
@@ -61126,10 +61476,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 2.64e-07,
         "input_cost_per_token_above_272k_tokens": 5.28e-07,
@@ -61158,10 +61510,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 3.3e-06,
         "cache_read_input_token_cost": 3.3e-07,
@@ -61320,10 +61674,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 3.3e-06,
         "cache_read_input_token_cost": 3.3e-07,
@@ -61860,6 +62216,7 @@
         "mode": "responses",
         "supports_web_search": true,
         "supports_function_calling": true,
+        "supports_reasoning": true,
         "input_cost_per_token": 1.15e-08,
         "output_cost_per_token": 1.7e-07,
         "cache_read_input_token_cost": 1.15e-09,
@@ -61870,6 +62227,7 @@
         "mode": "responses",
         "supports_web_search": true,
         "supports_function_calling": true,
+        "supports_reasoning": true,
         "input_cost_per_token": 2.5e-07,
         "output_cost_per_token": 2.5e-06,
         "cache_read_input_token_cost": 2.5e-07,
@@ -62233,6 +62591,28 @@
         "cache_read_input_token_cost": 2e-08,
         "supports_prompt_caching": true
     },
+    "openrouter/openai/gpt-5.6-luna-pro": {
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 1.2e-06,
+        "cache_read_input_token_cost": 2e-08,
+        "cache_creation_input_token_cost": 2.5e-07,
+        "input_cost_per_token_above_272k_tokens": 4e-07,
+        "output_cost_per_token_above_272k_tokens": 1.8e-06,
+        "cache_read_input_token_cost_above_272k_tokens": 4e-08,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-5.6-luna-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/openai/gpt-5.6-terra": {
         "input_cost_per_token": 2e-06,
         "output_cost_per_token": 1.2e-05,
@@ -62252,6 +62632,28 @@
         "cache_read_input_token_cost": 2e-07,
         "supports_prompt_caching": true
     },
+    "openrouter/openai/gpt-5.6-terra-pro": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 1.2e-05,
+        "cache_read_input_token_cost": 2e-07,
+        "cache_creation_input_token_cost": 2.5e-06,
+        "input_cost_per_token_above_272k_tokens": 4e-06,
+        "output_cost_per_token_above_272k_tokens": 1.8e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 4e-07,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-5.6-terra-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/openai/o3": {
         "input_cost_per_token": 2e-06,
         "output_cost_per_token": 8e-06,
@@ -62485,6 +62887,28 @@
         "supports_pdf_input": true,
         "supports_prompt_caching": true
     },
+    "openrouter/openai/gpt-6-astra-pro": {
+        "input_cost_per_token": 1e-05,
+        "output_cost_per_token": 5e-05,
+        "cache_read_input_token_cost": 1e-06,
+        "cache_creation_input_token_cost": 1.25e-05,
+        "input_cost_per_token_above_272k_tokens": 2e-05,
+        "output_cost_per_token_above_272k_tokens": 7.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-06,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-6-astra-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/qwen/qwen3.8-flash": {
         "input_cost_per_token": 1.5e-07,
         "output_cost_per_token": 4.7e-07,
@@ -62504,9 +62928,9 @@
         "supports_prompt_caching": true
     },
     "openrouter/z-ai/glm-5.3-flash": {
-        "input_cost_per_token": 7.5e-08,
-        "output_cost_per_token": 2.5e-07,
-        "cache_read_input_token_cost": 1.5e-08,
+        "input_cost_per_token": 1.5e-07,
+        "output_cost_per_token": 5e-07,
+        "cache_read_input_token_cost": 3e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
         "max_output_tokens": 131072,
@@ -62621,6 +63045,25 @@
         "supports_vision": true,
         "supports_prompt_caching": true
     },
+    "openrouter/qwen/qwen3.8-max-0902": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 6e-06,
+        "cache_read_input_token_cost": 2.5e-07,
+        "cache_creation_input_token_cost": 2.5e-06,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 131072,
+        "max_tokens": 131072,
+        "mode": "chat",
+        "source": "https://openrouter.ai/qwen/qwen3.8-max-0902",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": false,
+        "supports_prompt_caching": true
+    },
     "openrouter/deepseek/deepseek-v4-flash-0731": {
         "input_cost_per_token": 6.5e-08,
         "output_cost_per_token": 1.8e-07,
@@ -62692,9 +63135,9 @@
         "supports_vision": false
     },
     "openrouter/moonshotai/kimi-k3": {
-        "input_cost_per_token": 3e-06,
-        "output_cost_per_token": 1.5e-05,
-        "cache_read_input_token_cost": 3e-07,
+        "input_cost_per_token": 2.1e-06,
+        "output_cost_per_token": 1.053e-05,
+        "cache_read_input_token_cost": 2.35e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 943718,
@@ -62791,9 +63234,9 @@
         "supports_prompt_caching": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 9.66e-07,
-        "output_cost_per_token": 3.036e-06,
-        "cache_read_input_token_cost": 1.932e-07,
+        "input_cost_per_token": 6e-07,
+        "output_cost_per_token": 2e-06,
+        "cache_read_input_token_cost": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -62824,9 +63267,9 @@
         "supports_vision": false
     },
     "openrouter/moonshotai/kimi-k2.7-code": {
-        "input_cost_per_token": 6.6e-07,
-        "output_cost_per_token": 3.4e-06,
-        "cache_read_input_token_cost": 1.8e-07,
+        "input_cost_per_token": 7.1e-07,
+        "output_cost_per_token": 3.5e-06,
+        "cache_read_input_token_cost": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 235929,
@@ -63074,10 +63517,28 @@
         "supports_vision": true,
         "supports_pdf_input": true
     },
+    "openrouter/openai/gpt-chat-latest": {
+        "input_cost_per_token": 5e-06,
+        "output_cost_per_token": 3e-05,
+        "cache_read_input_token_cost": 5e-07,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-chat-latest",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": false,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 8.778e-08,
-        "output_cost_per_token": 1.7556e-07,
-        "cache_read_input_token_cost": 1.7556e-08,
+        "input_cost_per_token": 8.54e-08,
+        "output_cost_per_token": 1.708e-07,
+        "cache_read_input_token_cost": 1.708e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -63110,8 +63571,8 @@
         "supports_prompt_caching": true
     },
     "openrouter/google/gemma-4-26b-a4b-it": {
-        "input_cost_per_token": 7e-08,
-        "output_cost_per_token": 3.4e-07,
+        "input_cost_per_token": 4.2e-08,
+        "output_cost_per_token": 2.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 16384,
@@ -63793,7 +64254,7 @@
         "supports_vision": false
     },
     "openrouter/qwen/qwen3-next-80b-a3b-instruct": {
-        "input_cost_per_token": 1e-07,
+        "input_cost_per_token": 9e-08,
         "output_cost_per_token": 1.1e-06,
         "cache_read_input_token_cost": 7e-08,
         "litellm_provider": "openrouter",
@@ -63919,8 +64380,8 @@
         "supports_vision": false
     },
     "openrouter/qwen/qwen3-30b-a3b-instruct-2507": {
-        "input_cost_per_token": 4.815e-08,
-        "output_cost_per_token": 1.9305e-07,
+        "input_cost_per_token": 9e-08,
+        "output_cost_per_token": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 32000,
@@ -64118,8 +64579,8 @@
         "supports_vision": false
     },
     "openrouter/qwen/qwen3-14b": {
-        "input_cost_per_token": 1.2e-07,
-        "output_cost_per_token": 2.4e-07,
+        "input_cost_per_token": 2.275e-07,
+        "output_cost_per_token": 9.1e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 131072,
         "max_output_tokens": 16384,
diff --git a/litellm/models/__init__.py b/litellm/models/__init__.py
index 07d1ffa743d..50eb6f8af4f 100644
--- a/litellm/models/__init__.py
+++ b/litellm/models/__init__.py
@@ -3,6 +3,7 @@ Domain models for LiteLLM backend.
 """
 
 from litellm.models.access_group import LiteLLM_AccessGroupTable
+from litellm.models.autorouter_session import LiteLLM_AutoRouterSession
 from litellm.models.budget import (
     LiteLLM_BudgetTable,
     LiteLLM_BudgetTableFull,
@@ -40,6 +41,7 @@ __all__ = [
     "CredentialBase",
     "CredentialItem",
     "LiteLLM_AccessGroupTable",
+    "LiteLLM_AutoRouterSession",
     "LiteLLM_BudgetTable",
     "LiteLLM_BudgetTableFull",
     "LiteLLM_Config",
diff --git a/litellm/models/autorouter_session.py b/litellm/models/autorouter_session.py
new file mode 100644
index 00000000000..c7126236ec3
--- /dev/null
+++ b/litellm/models/autorouter_session.py
@@ -0,0 +1,39 @@
+"""
+Auto-router per-session rollup model.
+
+Canonical definition for ``litellm_autoroutersession``, the row the spend flush
+maintains per (api_key, session_id, router_name).
+"""
+
+from collections.abc import Mapping
+from datetime import datetime
+
+from litellm.types.llms.base import LiteLLMPydanticObjectBase
+
+
+class LiteLLM_AutoRouterSession(LiteLLMPydanticObjectBase):
+    api_key: str
+    session_id: str
+    router_name: str
+    router_type: str
+    first_turn_at: datetime
+    last_turn_at: datetime
+    last_model: str
+    turns: int
+    spend: float
+    saved_spend: float
+    classifier_cost: float
+    tier_turns: Mapping[str, int]
+    baseline_models: Mapping[str, int]
+
+    @property
+    def baseline_model(self) -> str | None:
+        """The baseline most of this session's turns were priced against, or None when no turn recorded one.
+
+        A router reconfigured mid-session leaves turns priced against two baselines; the row keeps both
+        counts, and the label is the one that priced the most money-carrying turns rather than whatever the
+        router is configured with now.
+        """
+        if not self.baseline_models:
+            return None
+        return max(self.baseline_models, key=lambda model: (self.baseline_models[model], model))
diff --git a/litellm/ocr/input.py b/litellm/ocr/input.py
new file mode 100644
index 00000000000..bcb448371c4
--- /dev/null
+++ b/litellm/ocr/input.py
@@ -0,0 +1,112 @@
+from collections.abc import Mapping
+from os import PathLike
+from typing import Final, Literal, Protocol, cast  # noqa: TID251  # native callables are validated when loaded
+
+from typing_extensions import NotRequired, ReadOnly, TypedDict
+
+from litellm.rust_bridge.bindings import NativeBinding
+from litellm.rust_bridge.configuration import rust_ocr_enabled
+
+
+class FileReader(Protocol):
+    def read(self) -> bytes | str: ...
+
+
+class FileDocument(TypedDict):
+    type: ReadOnly[Literal["file"]]
+    file: ReadOnly[bytes | PathLike[str] | FileReader]
+    mime_type: ReadOnly[NotRequired[str]]
+
+
+class NativeFileDocument(Protocol):
+    def __call__(self, document: Mapping[str, object]) -> dict[str, str]: ...
+
+
+class NativeUploadDocument(Protocol):
+    def __call__(self, file_content: bytes, file_name: str | None, content_type: str | None) -> dict[str, str]: ...
+
+
+class NativeMimeType(Protocol):
+    def __call__(self, file_name: str) -> str: ...
+
+
+_FILE_DOCUMENT: Final = NativeBinding(
+    "_ocr_file_document",
+    validate=lambda value: (
+        cast(  # cast-ok: native export owns the callable signature
+            NativeFileDocument, value
+        )
+        if callable(value)
+        else None
+    ),
+)
+_UPLOAD_DOCUMENT: Final = NativeBinding(
+    "_ocr_upload_document",
+    validate=lambda value: (
+        cast(  # cast-ok: native export owns the callable signature
+            NativeUploadDocument, value
+        )
+        if callable(value)
+        else None
+    ),
+)
+_MAX_FILE_BYTES: Final = NativeBinding(
+    "_OCR_MAX_FILE_BYTES", validate=lambda value: value if isinstance(value, int) and value > 0 else None
+)
+_MIME_TYPE: Final = NativeBinding(
+    "_ocr_mime_type",
+    validate=lambda value: (
+        cast(  # cast-ok: native export owns the callable signature
+            NativeMimeType, value
+        )
+        if callable(value)
+        else None
+    ),
+)
+_PYTHON_MAX_FILE_BYTES: Final = 50 * 1024 * 1024
+
+
+def get_mime_type(file_path: str) -> str:
+    native: Final = _MIME_TYPE.load() if rust_ocr_enabled() else None
+    if native is None:
+        from litellm.ocr import legacy
+
+        return legacy.get_mime_type(file_path)
+    return native(file_path)
+
+
+def get_max_file_bytes() -> int:
+    limit: Final = _MAX_FILE_BYTES.load() if rust_ocr_enabled() else None
+    if limit is None:
+        return _PYTHON_MAX_FILE_BYTES
+    return limit
+
+
+def convert_file_document_to_url_document(document: FileDocument) -> dict[str, str]:
+    native: Final = _FILE_DOCUMENT.load() if rust_ocr_enabled() else None
+    if native is None:
+        from litellm.ocr import legacy
+
+        return legacy.convert_file_document_to_url_document(document)
+    return native(document)
+
+
+def convert_upload_to_url_document(
+    file_content: bytes, filename: str | None, content_type: str | None
+) -> dict[str, str]:
+    native: Final = _UPLOAD_DOCUMENT.load() if rust_ocr_enabled() else None
+    if native is None:
+        from litellm.ocr import legacy
+
+        if len(file_content) > _PYTHON_MAX_FILE_BYTES:
+            raise ValueError("OCR file exceeds the size limit")
+        content_mime: Final = content_type.split(";")[0].strip() if content_type else None
+        mime_type: Final = (
+            legacy.get_mime_type(filename)
+            if filename and (not content_mime or content_mime == "application/octet-stream")
+            else content_mime or "application/octet-stream"
+        )
+        return legacy.convert_file_document_to_url_document(
+            {"type": "file", "file": file_content, "mime_type": mime_type}
+        )
+    return native(file_content, filename, content_type)
diff --git a/litellm/ocr/legacy.py b/litellm/ocr/legacy.py
new file mode 100644
index 00000000000..a742be274b3
--- /dev/null
+++ b/litellm/ocr/legacy.py
@@ -0,0 +1,413 @@
+"""
+Main OCR function for LiteLLM.
+"""
+
+import asyncio
+import base64
+import mimetypes
+import os
+import re
+from collections.abc import Coroutine, Mapping
+from dataclasses import dataclass
+from io import IOBase
+from types import MappingProxyType
+from typing import Final, cast  # noqa: TID251  # adapters preserve the legacy untyped contracts
+
+import httpx
+
+import litellm
+from litellm._logging import verbose_logger
+from litellm.constants import request_timeout
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.base_llm.ocr.transformation import (
+    OCR_REQUEST_FORMAT_PARAM,
+    BaseOCRConfig,
+    OCRResponse,
+    parse_ocr_request_format,
+)
+from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+from litellm.ocr.input import FileReader
+from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import CustomPricingLiteLLMParams
+from litellm.utils import ProviderConfigManager, client
+
+base_llm_http_handler: Final = BaseLLMHTTPHandler()
+
+
+@dataclass(frozen=True, slots=True)
+class _PreparedOCRRequest:
+    model: str
+    document: Mapping[str, object]
+    api_key: str | None
+    api_base: str | None
+    custom_llm_provider: str
+    extra_headers: dict[str, object] | None
+    provider_config: BaseOCRConfig
+    optional_params: dict[str, object]
+    litellm_params: dict[str, object]
+    effective_timeout: float | httpx.Timeout
+    litellm_logging_obj: LiteLLMLoggingObj
+
+
+def _prepare_ocr_request(
+    model: str,
+    document: Mapping[str, object],
+    api_key: str | None,
+    api_base: str | None,
+    timeout: float | httpx.Timeout | None,
+    custom_llm_provider: str | None,
+    extra_headers: dict[str, object] | None,
+    kwargs: dict[str, object],
+) -> _PreparedOCRRequest:
+    litellm_logging_obj: Final = cast(  # cast-ok: @client supplies the logging object; preserve legacy failure behavior
+        LiteLLMLoggingObj, kwargs.pop("litellm_logging_obj")
+    )
+    litellm_call_id: Final = cast(  # cast-ok: @client supplies the call id without coercion
+        str | None, kwargs.get("litellm_call_id", None)
+    )
+
+    if not isinstance(document, dict):
+        raise ValueError(f"document must be a dict with 'type' and URL/file field, got {type(document)}")
+
+    doc_type = document.get("type")
+
+    if doc_type == "file":
+        document = convert_file_document_to_url_document(document)
+        doc_type = document.get("type")
+
+    if doc_type not in ["document_url", "image_url"]:
+        raise ValueError(f"Invalid document type: {doc_type}. Must be 'document_url', 'image_url', or 'file'")
+
+    (
+        model,
+        custom_llm_provider,
+        dynamic_api_key,
+        dynamic_api_base,
+    ) = litellm.get_llm_provider(
+        model=model,
+        custom_llm_provider=custom_llm_provider,
+        api_base=api_base,
+        api_key=api_key,
+    )
+
+    ocr_provider_config: Final = ProviderConfigManager.get_provider_ocr_config(
+        model=model,
+        provider=litellm.LlmProviders(custom_llm_provider),
+    )
+
+    if ocr_provider_config is None:
+        raise ValueError(f"OCR is not supported for provider: {custom_llm_provider}")
+
+    resolved_api_key, resolved_api_base = ocr_provider_config.resolve_connection_params(
+        api_key=api_key,
+        api_base=api_base,
+        dynamic_api_key=dynamic_api_key,
+        dynamic_api_base=dynamic_api_base,
+    )
+
+    verbose_logger.debug("OCR call - model: %s, provider: %s", model, custom_llm_provider)
+
+    litellm_params: Final = GenericLiteLLMParams.model_validate(kwargs)
+
+    supported_params: Final = ocr_provider_config.get_supported_ocr_params(model=model)
+    requested_format: Final = kwargs.get(OCR_REQUEST_FORMAT_PARAM)
+    if requested_format is not None:
+        try:
+            parsed_format: Final = parse_ocr_request_format(requested_format)
+        except ValueError as e:
+            raise litellm.exceptions.UnsupportedParamsError(
+                message=f"{e}", model=model, llm_provider=custom_llm_provider
+            ) from e
+        if OCR_REQUEST_FORMAT_PARAM not in supported_params and parsed_format == "native":
+            raise litellm.exceptions.UnsupportedParamsError(
+                message=(
+                    f"`{OCR_REQUEST_FORMAT_PARAM}='native'` is not supported for provider: {custom_llm_provider}, "
+                    f"model: {model}"
+                ),
+                model=model,
+                llm_provider=custom_llm_provider,
+            )
+
+    non_default_params: Final = {}
+    for param in supported_params:
+        if param in kwargs:
+            non_default_params[param] = kwargs.pop(param)
+
+    optional_params: Final = ocr_provider_config.map_ocr_params(
+        non_default_params=non_default_params,
+        optional_params={},
+        model=model,
+    )
+
+    verbose_logger.debug("OCR optional_params after mapping: %s", optional_params)
+
+    effective_timeout: Final = timeout or request_timeout
+
+    litellm_logging_obj.update_from_kwargs(
+        kwargs=kwargs,
+        model=model,
+        optional_params=optional_params,
+        litellm_params={
+            "litellm_call_id": litellm_call_id,
+            "api_base": resolved_api_base,
+            **litellm_params.model_dump(include=frozenset(CustomPricingLiteLLMParams.model_fields), exclude_none=True),
+        },
+        custom_llm_provider=custom_llm_provider,
+    )
+
+    return _PreparedOCRRequest(
+        model=model,
+        document=document,
+        api_key=resolved_api_key,
+        api_base=resolved_api_base,
+        custom_llm_provider=custom_llm_provider,
+        extra_headers=extra_headers,
+        provider_config=ocr_provider_config,
+        optional_params=cast(
+            dict[str, object], optional_params
+        ),  # cast-ok: provider configs return heterogeneous OCR options
+        litellm_params=dict(litellm_params),
+        effective_timeout=effective_timeout,
+        litellm_logging_obj=litellm_logging_obj,
+    )
+
+
+def _error_provider(model: str, custom_llm_provider: str | None) -> str | None:
+    if custom_llm_provider is not None:
+        return custom_llm_provider
+    prefix: Final = model.partition("/")[0]
+    if prefix in {"mistral", "azure_ai", "vertex_ai"}:
+        return prefix
+    return "mistral" if model.startswith("mistral-ocr") else None
+
+
+@client
+async def aocr(
+    model: str,
+    document: Mapping[str, object],
+    api_key: str | None = None,
+    api_base: str | None = None,
+    timeout: float | httpx.Timeout | None = None,
+    custom_llm_provider: str | None = None,
+    extra_headers: dict[str, object] | None = None,
+    **kwargs: object,  # kwargs-ok: public OCR accepts provider-specific options
+) -> OCRResponse:
+    completion_kwargs: Final[dict[str, object]] = {
+        "model": model,
+        "document": document,
+        "api_key": api_key,
+        "api_base": api_base,
+        "timeout": timeout,
+        "custom_llm_provider": custom_llm_provider,
+        "extra_headers": extra_headers,
+        "kwargs": kwargs,
+    }
+    try:
+        prepared: Final = _prepare_ocr_request(
+            model=model,
+            document=document,
+            api_key=api_key,
+            api_base=api_base,
+            timeout=timeout,
+            custom_llm_provider=custom_llm_provider,
+            extra_headers=extra_headers,
+            kwargs=kwargs,
+        )
+        model = prepared.model
+        custom_llm_provider = prepared.custom_llm_provider
+        completion_kwargs.update({"model": model, "custom_llm_provider": custom_llm_provider})
+
+        response = base_llm_http_handler.ocr(
+            model=prepared.model,
+            document=cast(  # cast-ok: preserve legacy document fields for provider validation
+                dict[str, str], prepared.document
+            ),
+            optional_params=prepared.optional_params,
+            timeout=prepared.effective_timeout,
+            logging_obj=prepared.litellm_logging_obj,
+            api_key=prepared.api_key,
+            api_base=prepared.api_base,
+            custom_llm_provider=prepared.custom_llm_provider,
+            aocr=True,
+            headers=prepared.extra_headers,
+            provider_config=prepared.provider_config,
+            litellm_params=prepared.litellm_params,
+        )
+
+        if asyncio.iscoroutine(response):
+            response = await response
+
+        if response is None:
+            raise ValueError(f"Got an unexpected None response from the OCR API: {response}")
+
+        return response
+    except Exception as e:
+        error_provider: Final = _error_provider(model, custom_llm_provider)
+        error_model: Final = model.removeprefix(f"{error_provider}/") if error_provider else model
+        raise litellm.exception_type(
+            model=error_model,
+            custom_llm_provider=error_provider,
+            original_exception=e,
+            completion_kwargs=completion_kwargs,
+            extra_kwargs=kwargs,
+        )
+
+
+_MIME_PATTERN: Final = re.compile(r"^[\w.+-]+/[\w.+-]+$")
+
+_MIME_TYPE_MAP: Final = MappingProxyType(
+    {
+        ".pdf": "application/pdf",
+        ".png": "image/png",
+        ".jpg": "image/jpeg",
+        ".jpeg": "image/jpeg",
+        ".gif": "image/gif",
+        ".webp": "image/webp",
+        ".tiff": "image/tiff",
+        ".tif": "image/tiff",
+        ".bmp": "image/bmp",
+    }
+)
+
+
+def get_mime_type(file_path: str) -> str:
+    ext: Final = os.path.splitext(file_path)[1].lower()
+    mime: Final = _MIME_TYPE_MAP.get(ext)
+    if mime:
+        return mime
+    guessed, _ = mimetypes.guess_type(file_path)
+    return guessed or "application/octet-stream"
+
+
+def _read_file(file_input: object) -> tuple[bytes, str, str | None]:
+    if isinstance(file_input, str):
+        raise ValueError(
+            "OCR file input does not accept bare str values. Pass bytes, "
+            "a pathlib.Path, or a file-like object. To OCR a local file "
+            "from a path, call open(path, 'rb') yourself."
+        )
+    if isinstance(file_input, os.PathLike):
+        file_path: Final = str(cast(object, file_input))  # cast-ok: preserve staging's str(PathLike) conversion
+        if not os.path.isfile(file_path):
+            raise FileNotFoundError(f"File not found: {file_path}")
+        mime_type: Final = get_mime_type(file_path)
+        with open(file_path, "rb") as stream:
+            return stream.read(), mime_type, os.path.basename(file_path)
+    if isinstance(file_input, bytes):
+        return file_input, "application/octet-stream", None
+    if isinstance(file_input, IOBase) or hasattr(file_input, "read"):
+        file_name: Final = cast(  # cast-ok: retain legacy validation and errors for file-like metadata
+            str | None, getattr(file_input, "name", None)
+        )
+        inferred_mime: Final = get_mime_type(file_name) if file_name else "application/octet-stream"
+        reader: Final = cast(FileReader, file_input)  # cast-ok: legacy accepts duck-typed file readers
+        content: Final = reader.read()
+        return content.encode("utf-8") if isinstance(content, str) else content, inferred_mime, file_name
+    raise ValueError(
+        f"Unsupported file input type: {type(file_input)}. Expected pathlib.Path, bytes, or a file-like object."
+    )
+
+
+def convert_file_document_to_url_document(document: Mapping[str, object]) -> dict[str, str]:
+    file_input: Final = document.get("file")
+    if file_input is None:
+        raise ValueError(
+            "document with type='file' must include a 'file' field containing "
+            "a pathlib.Path, file-like object, or bytes"
+        )
+    file_bytes, inferred_mime, file_name = _read_file(file_input)
+    if not file_bytes:
+        raise ValueError("File is empty or could not be read")
+    mime_type: Final = cast(  # cast-ok: keep staging's MIME validation errors
+        str, document.get("mime_type", inferred_mime)
+    )
+    if not _MIME_PATTERN.match(mime_type):
+        raise ValueError(f"Invalid MIME type: {mime_type}")
+
+    base64_data: Final = base64.b64encode(file_bytes).decode("utf-8")
+    data_uri: Final = f"data:{mime_type};base64,{base64_data}"
+
+    if mime_type.startswith("image/"):
+        verbose_logger.debug(
+            "OCR file input: Converted file to image_url data URI (mime=%s, size=%s bytes, name=%s)",
+            mime_type,
+            len(file_bytes),
+            file_name,
+        )
+        return {"type": "image_url", "image_url": data_uri}
+
+    verbose_logger.debug(
+        "OCR file input: Converted file to document_url data URI (mime=%s, size=%s bytes, name=%s)",
+        mime_type,
+        len(file_bytes),
+        file_name,
+    )
+    return {"type": "document_url", "document_url": data_uri}
+
+
+@client
+def ocr(
+    model: str,
+    document: Mapping[str, object],
+    api_key: str | None = None,
+    api_base: str | None = None,
+    timeout: float | httpx.Timeout | None = None,
+    custom_llm_provider: str | None = None,
+    extra_headers: dict[str, object] | None = None,
+    **kwargs: object,  # kwargs-ok: public OCR accepts provider-specific options
+) -> OCRResponse | Coroutine[object, object, OCRResponse]:
+    completion_kwargs: Final[dict[str, object]] = {
+        "model": model,
+        "document": document,
+        "api_key": api_key,
+        "api_base": api_base,
+        "timeout": timeout,
+        "custom_llm_provider": custom_llm_provider,
+        "extra_headers": extra_headers,
+        "kwargs": kwargs,
+    }
+    try:
+        _is_async: Final = kwargs.pop("aocr", False) is True
+        completion_kwargs["aocr"] = _is_async
+        prepared: Final = _prepare_ocr_request(
+            model=model,
+            document=document,
+            api_key=api_key,
+            api_base=api_base,
+            kwargs=kwargs,
+            custom_llm_provider=custom_llm_provider,
+            extra_headers=extra_headers,
+            timeout=timeout,
+        )
+        model = prepared.model
+        custom_llm_provider = prepared.custom_llm_provider
+        completion_kwargs.update({"model": model, "custom_llm_provider": custom_llm_provider})
+
+        response: Final = base_llm_http_handler.ocr(
+            model=prepared.model,
+            document=cast(  # cast-ok: preserve legacy document fields for provider validation
+                dict[str, str], prepared.document
+            ),
+            optional_params=prepared.optional_params,
+            timeout=prepared.effective_timeout,
+            logging_obj=prepared.litellm_logging_obj,
+            api_key=prepared.api_key,
+            api_base=prepared.api_base,
+            custom_llm_provider=prepared.custom_llm_provider,
+            aocr=_is_async,
+            headers=prepared.extra_headers,
+            provider_config=prepared.provider_config,
+            litellm_params=prepared.litellm_params,
+        )
+
+        return response
+    except Exception as e:
+        error_provider: Final = _error_provider(model, custom_llm_provider)
+        error_model: Final = model.removeprefix(f"{error_provider}/") if error_provider else model
+        raise litellm.exception_type(
+            model=error_model,
+            custom_llm_provider=error_provider,
+            original_exception=e,
+            completion_kwargs=completion_kwargs,
+            extra_kwargs=kwargs,
+        )
diff --git a/litellm/ocr/main.py b/litellm/ocr/main.py
index 8b0e6950801..382c5d6aae4 100644
--- a/litellm/ocr/main.py
+++ b/litellm/ocr/main.py
@@ -1,771 +1,83 @@
-"""
-Main OCR function for LiteLLM.
-"""
-
-import asyncio
-import base64
-import mimetypes
-import os
-import re
-from collections.abc import Callable, Coroutine, Mapping
-from dataclasses import dataclass
-from io import IOBase
-from typing import Any, Final, cast
+from collections.abc import Awaitable, Callable, Coroutine, Mapping
+from typing import Final, cast  # noqa: TID251  # native binding selects a sync result or an async awaitable
 
 import httpx
 
-import litellm
-from litellm._logging import verbose_logger
-from litellm.constants import request_timeout
-from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
-from litellm.llms.azure_ai.ocr.common_utils import (
-    is_azure_document_intelligence_model,
-)
-from litellm.llms.base_llm.ocr.transformation import (
-    OCR_REQUEST_FORMAT_PARAM,
-    BaseOCRConfig,
-    OCRResponse,
-    parse_ocr_request_format,
-)
-from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
-from litellm.rust_bridge import ocr as rust_ocr_bridge
+from litellm.llms.base_llm.ocr.transformation import OCRResponse
+from litellm.ocr import legacy
+from litellm.ocr.input import convert_file_document_to_url_document, get_mime_type
 from litellm.rust_bridge.bindings import native_exception_types
-from litellm.rust_bridge.configuration import rust_enabled
-from litellm.types.router import GenericLiteLLMParams
-from litellm.types.utils import CustomPricingLiteLLMParams
-from litellm.utils import ProviderConfigManager, client
+from litellm.rust_bridge.configuration import rust_ocr_enabled
+from litellm.rust_bridge.ocr import LiteLLMOcrRequest
+from litellm.rust_bridge.ocr_lifecycle import select
 
-####### ENVIRONMENT VARIABLES ###################
-base_llm_http_handler = BaseLLMHTTPHandler()
-#################################################
+__all__ = ("aocr", "convert_file_document_to_url_document", "get_mime_type", "ocr")
 
 
-@dataclass
-class _PreparedOCRRequest:
-    model: str
-    document: dict[str, Any]
-    api_key: str | None
-    api_base: str | None
-    custom_llm_provider: str
-    extra_headers: dict[str, object] | None
-    provider_config: BaseOCRConfig
-    optional_params: dict[str, object]
-    litellm_params: dict[str, object]
-    effective_timeout: float | httpx.Timeout
-    litellm_logging_obj: LiteLLMLoggingObj
-
-
-@dataclass
-class _PreparedRustOCRCall:
-    api_key: str | None
-    api_base: str | None
-    headers: dict[str, object]
-    optional_params: dict[str, object]
-
-
-_RUST_OCR_PROVIDERS: Final = {
-    "mistral",
-    "azure_ai",
-    "vertex_ai",
-}
-
-
-def _prepare_ocr_request(
+def _bind_request(
     model: str,
     document: Mapping[str, object],
-    api_key: str | None,
-    api_base: str | None,
-    timeout: float | httpx.Timeout | None,
-    custom_llm_provider: str | None,
-    extra_headers: dict[str, object] | None,
-    kwargs: dict[str, object],
-) -> _PreparedOCRRequest:
-    litellm_logging_obj: Final = cast(LiteLLMLoggingObj, kwargs.pop("litellm_logging_obj"))
-    litellm_call_id: Final = cast(str | None, kwargs.get("litellm_call_id", None))
-
-    if not isinstance(document, dict):
-        raise ValueError(f"document must be a dict with 'type' and URL/file field, got {type(document)}")
-
-    doc_type = document.get("type")
-
-    if doc_type == "file":
-        document = convert_file_document_to_url_document(document)
-        doc_type = document.get("type")
-
-    if doc_type not in ["document_url", "image_url"]:
-        raise ValueError(f"Invalid document type: {doc_type}. Must be 'document_url', 'image_url', or 'file'")
-
-    caller_supplied_api_base: Final = api_base is not None
-
-    (
-        model,
-        custom_llm_provider,
-        dynamic_api_key,
-        dynamic_api_base,
-    ) = litellm.get_llm_provider(
-        model=model,
-        custom_llm_provider=custom_llm_provider,
-        api_base=api_base,
-        api_key=api_key,
-    )
-
-    suppress_dynamic_api_base: Final = (
-        not caller_supplied_api_base
-        and custom_llm_provider == "azure_ai"
-        and is_azure_document_intelligence_model(model)
-    )
-    if dynamic_api_key:
-        api_key = dynamic_api_key
-    if dynamic_api_base and not suppress_dynamic_api_base:
-        api_base = dynamic_api_base
-
-    ocr_provider_config: Final = ProviderConfigManager.get_provider_ocr_config(
-        model=model,
-        provider=litellm.LlmProviders(custom_llm_provider),
-    )
-
-    if ocr_provider_config is None:
-        raise ValueError(f"OCR is not supported for provider: {custom_llm_provider}")
-
-    verbose_logger.debug("OCR call - model: %s, provider: %s", model, custom_llm_provider)
-
-    litellm_params: Final = GenericLiteLLMParams.model_validate(kwargs)
-
-    supported_params: Final = ocr_provider_config.get_supported_ocr_params(model=model)
-    requested_format: Final = kwargs.get(OCR_REQUEST_FORMAT_PARAM)
-    if requested_format is not None:
-        try:
-            parsed_format: Final = parse_ocr_request_format(requested_format)
-        except ValueError as e:
-            raise litellm.exceptions.UnsupportedParamsError(
-                message=f"{e}", model=model, llm_provider=custom_llm_provider
-            ) from e
-        if OCR_REQUEST_FORMAT_PARAM not in supported_params and parsed_format == "native":
-            raise litellm.exceptions.UnsupportedParamsError(
-                message=(
-                    f"`{OCR_REQUEST_FORMAT_PARAM}='native'` is not supported for provider: {custom_llm_provider}, "
-                    f"model: {model}"
-                ),
-                model=model,
-                llm_provider=custom_llm_provider,
-            )
-
-    non_default_params: Final = {}
-    for param in supported_params:
-        if param in kwargs:
-            non_default_params[param] = kwargs.pop(param)
-
-    optional_params: Final = ocr_provider_config.map_ocr_params(
-        non_default_params=non_default_params,
-        optional_params={},
-        model=model,
-    )
-
-    verbose_logger.debug("OCR optional_params after mapping: %s", optional_params)
-
-    effective_timeout: Final = timeout or request_timeout
-
-    litellm_logging_obj.update_from_kwargs(
-        kwargs=kwargs,
-        model=model,
-        optional_params=optional_params,
-        litellm_params={
-            "litellm_call_id": litellm_call_id,
-            "api_base": api_base,
-            **litellm_params.model_dump(include=frozenset(CustomPricingLiteLLMParams.model_fields), exclude_none=True),
-        },
-        custom_llm_provider=custom_llm_provider,
-    )
-
-    return _PreparedOCRRequest(
+    api_key: str | None = None,
+    api_base: str | None = None,
+    timeout: float | httpx.Timeout | None = None,
+    custom_llm_provider: str | None = None,
+    extra_headers: dict[str, object] | None = None,
+    **kwargs: object,  # kwargs-ok: public OCR accepts provider-specific options
+) -> LiteLLMOcrRequest:
+    return LiteLLMOcrRequest(
         model=model,
         document=document,
         api_key=api_key,
         api_base=api_base,
+        timeout=timeout,
         custom_llm_provider=custom_llm_provider,
         extra_headers=extra_headers,
-        provider_config=ocr_provider_config,
-        optional_params=cast(dict[str, object], optional_params),
-        litellm_params=dict(litellm_params),
-        effective_timeout=effective_timeout,
-        litellm_logging_obj=litellm_logging_obj,
+        kwargs=kwargs,
     )
 
 
-def _rust_ocr_supported(prepared_request: _PreparedOCRRequest) -> bool:
-    if prepared_request.optional_params.get(OCR_REQUEST_FORMAT_PARAM) == "native":
-        return False
-    if not prepared_request.provider_config.supports_rust_bridge():
-        return False
-    return prepared_request.custom_llm_provider in _RUST_OCR_PROVIDERS
-
-
-def _rust_bridge_optional_params(
-    prepared_request: _PreparedOCRRequest,
-    resolve_secret: Callable[[str], str | None],
-) -> dict[str, object]:
-    optional_params: Final = dict(prepared_request.optional_params)
-    if prepared_request.custom_llm_provider == "vertex_ai":
-        vertex_project: Final = (
-            prepared_request.litellm_params.get("vertex_project")
-            or prepared_request.litellm_params.get("vertex_ai_project")
-            or litellm.vertex_project
-            or resolve_secret("VERTEXAI_PROJECT")
-        )
-        vertex_location: Final = (
-            prepared_request.litellm_params.get("vertex_location")
-            or prepared_request.litellm_params.get("vertex_ai_location")
-            or litellm.vertex_location
-            or resolve_secret("VERTEXAI_LOCATION")
-            or resolve_secret("VERTEX_LOCATION")
-        )
-        if vertex_project is not None:
-            optional_params["vertex_project"] = vertex_project
-        if vertex_location is not None:
-            optional_params["vertex_location"] = vertex_location
-    return optional_params
-
-
-def _rust_bridge_api_base(
-    prepared_request: _PreparedOCRRequest,
-    resolve_secret: Callable[[str], str | None],
-) -> str | None:
-    if prepared_request.api_base is not None:
-        return prepared_request.api_base
-    if prepared_request.custom_llm_provider == "azure_ai":
-        if is_azure_document_intelligence_model(prepared_request.model):
-            return resolve_secret("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT")
-        return resolve_secret("AZURE_AI_API_BASE")
-    return None
-
-
-def _prepare_rust_ocr_call(
-    prepared_request: _PreparedOCRRequest,
-    resolve_api_key: Callable[[str], str | None],
-) -> _PreparedRustOCRCall:
-    provider_config: Final = prepared_request.provider_config
-    api_key_env_var: Final = provider_config.get_api_key_env_var()
-    resolved_api_key: Final = prepared_request.api_key or (
-        resolve_api_key(api_key_env_var) if api_key_env_var is not None else None
-    )
-    resolved_headers: Final = provider_config.validate_environment(
-        headers=prepared_request.extra_headers or {},
-        model=prepared_request.model,
-        api_key=resolved_api_key,
-        api_base=prepared_request.api_base,
-        litellm_params=prepared_request.litellm_params,
-    )
-    resolved_complete_url: Final = provider_config.get_complete_url(
-        api_base=prepared_request.api_base,
-        model=prepared_request.model,
-        optional_params=prepared_request.optional_params,
-        litellm_params=prepared_request.litellm_params,
-    )
-    rust_api_base: Final = _rust_bridge_api_base(prepared_request, resolve_api_key)
-    rust_optional_params: Final = _rust_bridge_optional_params(prepared_request, resolve_api_key)
-    prepared_request.litellm_logging_obj.pre_call(
-        input="OCR document processing",
-        api_key=resolved_api_key,
-        additional_args={
-            "complete_input_dict": {
-                "model": prepared_request.model,
-                "document": prepared_request.document,
-                **rust_optional_params,
-            },
-            "api_base": resolved_complete_url,
-            "headers": resolved_headers,
-        },
-    )
-    return _PreparedRustOCRCall(
-        api_key=resolved_api_key,
-        api_base=rust_api_base,
-        headers=cast(dict[str, object], resolved_headers),
-        optional_params=rust_optional_params,
-    )
-
-
-def _map_rust_ocr_error(
-    error: Exception,
-    prepared_request: _PreparedOCRRequest,
-    exception_types: tuple[type[BaseException], type[BaseException]] | None,
-) -> Exception:
-    if exception_types is None:
-        return error
-    _, upstream_error = exception_types
-    if not isinstance(error, upstream_error):
-        return error
-    error_args: Final = cast(  # cast-ok: BaseException.args is typed with Any in the standard library stubs
-        tuple[object, ...], error.args
-    )
-    status_value: Final = error_args[0] if error_args else 0
-    message_value: Final = error_args[1] if len(error_args) > 1 else str(error)
-    status: Final = status_value if isinstance(status_value, int) else 0
-    message: Final = message_value if isinstance(message_value, str) else str(message_value)
-    error_factory: Final = cast(  # cast-ok: the legacy provider interface leaves callable parameters untyped
-        Callable[..., Exception], prepared_request.provider_config.get_error_class
-    )
-    return error_factory(
-        error_message=message,
-        status_code=status or 500,
-        headers={},  # mutable-ok: provider error factories require a concrete header dict
-    )
-
-
-def _run_rust_ocr(
-    prepared_request: _PreparedOCRRequest,
-    resolve_api_key: Callable[[str], str | None],
-) -> OCRResponse | None:
-    if rust_ocr_bridge.load_rust_ocr() is None:
-        return None
-    prepared: Final = _prepare_rust_ocr_call(
-        prepared_request=prepared_request,
-        resolve_api_key=resolve_api_key,
-    )
+def _public_request(name: str, args: tuple[object, ...], kwargs: dict[str, object]) -> LiteLLMOcrRequest:
     try:
-        rust_response: Final = rust_ocr_bridge.ocr(
-            model=prepared_request.model,
-            document=prepared_request.document,
-            api_key=prepared.api_key,
-            api_base=prepared.api_base,
-            custom_llm_provider=prepared_request.custom_llm_provider,
-            extra_headers=prepared.headers,
-            optional_params=prepared.optional_params,
-            timeout=prepared_request.effective_timeout,
-        )
-    except Exception as error:
-        raise _map_rust_ocr_error(error, prepared_request, native_exception_types()) from error
-    if rust_response is None:
-        return None
-    return OCRResponse.model_validate(rust_response)
+        return _bind_request(*args, **kwargs)  # pyright: ignore[reportArgumentType]  # Python binds the public arguments before native validation
+    except TypeError as error:
+        raise TypeError(str(error).replace("_bind_request()", f"{name}()")) from None
 
 
-async def _run_rust_aocr(
-    prepared_request: _PreparedOCRRequest,
-    resolve_api_key: Callable[[str], str | None],
-) -> OCRResponse | None:
-    if rust_ocr_bridge.load_rust_aocr() is None:
-        return None
-    prepared: Final = _prepare_rust_ocr_call(
-        prepared_request=prepared_request,
-        resolve_api_key=resolve_api_key,
-    )
-    try:
-        rust_response: Final = await rust_ocr_bridge.aocr(
-            model=prepared_request.model,
-            document=prepared_request.document,
-            api_key=prepared.api_key,
-            api_base=prepared.api_base,
-            custom_llm_provider=prepared_request.custom_llm_provider,
-            extra_headers=prepared.headers,
-            optional_params=prepared.optional_params,
-            timeout=prepared_request.effective_timeout,
-        )
-    except Exception as error:
-        raise _map_rust_ocr_error(error, prepared_request, native_exception_types()) from error
-    if rust_response is None:
-        return None
-    return OCRResponse.model_validate(rust_response)
-
-
-@client
-async def aocr(
-    model: str,
-    document: Mapping[str, object],
-    api_key: str | None = None,
-    api_base: str | None = None,
-    timeout: float | httpx.Timeout | None = None,
-    custom_llm_provider: str | None = None,
-    extra_headers: dict[str, object] | None = None,
-    **kwargs: object,
-) -> OCRResponse:
-    """
-    Async OCR function.
-
-    Args:
-        model: Model name (e.g., "mistral/mistral-ocr-latest")
-        document: Document to process in Mistral format:
-            {"type": "document_url", "document_url": "https://..."} for PDFs/docs,
-            {"type": "image_url", "image_url": "https://..."} for images, or
-            {"type": "file", "file": <path/bytes/file-obj>} for local files
-        api_key: Optional API key
-        api_base: Optional API base URL
-        timeout: Optional timeout
-        custom_llm_provider: Optional custom LLM provider
-        extra_headers: Optional extra headers
-        **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit)
-
-    Returns:
-        OCRResponse in Mistral OCR format with pages, model, usage_info, etc.
-
-    Example:
-        ```python
-        import litellm
-
-        # OCR with PDF
-        response = await litellm.aocr(
-            model="mistral/mistral-ocr-latest",
-            document={
-                "type": "document_url",
-                "document_url": "https://arxiv.org/pdf/2201.04234"
-            },
-            include_image_base64=True
-        )
-
-        # OCR with image
-        response = await litellm.aocr(
-            model="mistral/mistral-ocr-latest",
-            document={
-                "type": "image_url",
-                "image_url": "https://example.com/image.png"
-            }
-        )
-
-        # OCR with base64 encoded PDF
-        response = await litellm.aocr(
-            model="mistral/mistral-ocr-latest",
-            document={
-                "type": "document_url",
-                "document_url": f"data:application/pdf;base64,{base64_pdf}"
-            }
-        )
-
-        # OCR with local file
-        response = await litellm.aocr(
-            model="mistral/mistral-ocr-latest",
-            document={"type": "file", "file": "/path/to/document.pdf"}
-        )
-        ```
-    """
-    completion_kwargs: Final[dict[str, object]] = {
-        "model": model,
-        "document": document,
-        "api_key": api_key,
-        "api_base": api_base,
-        "timeout": timeout,
-        "custom_llm_provider": custom_llm_provider,
-        "extra_headers": extra_headers,
-        "kwargs": kwargs,
-    }
-    try:
-        prepared: Final = _prepare_ocr_request(
-            model=model,
-            document=document,
-            api_key=api_key,
-            api_base=api_base,
-            timeout=timeout,
-            custom_llm_provider=custom_llm_provider,
-            extra_headers=extra_headers,
-            kwargs=kwargs,
-        )
-        model = prepared.model
-        custom_llm_provider = prepared.custom_llm_provider
-        completion_kwargs.update({"model": model, "custom_llm_provider": custom_llm_provider})
-
-        if _rust_ocr_supported(prepared) and rust_enabled():
-            from litellm.secret_managers.main import get_secret_str
-
-            rust_response: Final = await _run_rust_aocr(
-                prepared_request=prepared,
-                resolve_api_key=get_secret_str,
-            )
-            if rust_response is None:
-                verbose_logger.debug("Async Rust OCR bridge unavailable; falling back to Python path")
-            else:
-                return rust_response
-
-        response = base_llm_http_handler.ocr(
-            model=prepared.model,
-            document=prepared.document,
-            optional_params=prepared.optional_params,
-            timeout=prepared.effective_timeout,
-            logging_obj=prepared.litellm_logging_obj,
-            api_key=prepared.api_key,
-            api_base=prepared.api_base,
-            custom_llm_provider=prepared.custom_llm_provider,
-            aocr=True,
-            headers=prepared.extra_headers,
-            provider_config=prepared.provider_config,
-            litellm_params=prepared.litellm_params,
-        )
-
-        if asyncio.iscoroutine(response):
-            response = await response
-
-        if response is None:
-            raise ValueError(f"Got an unexpected None response from the OCR API: {response}")
-
-        return response
-    except Exception as e:
-        raise litellm.exception_type(
-            model=model,
-            custom_llm_provider=custom_llm_provider,
-            original_exception=e,
-            completion_kwargs=completion_kwargs,
-            extra_kwargs=kwargs,
-        )
-
-
-#################################################
-# Public utilities — used by the SDK and the proxy
-#################################################
-
-_MIME_PATTERN: Final = re.compile(r"^[\w.+-]+/[\w.+-]+$")
-
-_MIME_TYPE_MAP: Final = {
-    ".pdf": "application/pdf",
-    ".png": "image/png",
-    ".jpg": "image/jpeg",
-    ".jpeg": "image/jpeg",
-    ".gif": "image/gif",
-    ".webp": "image/webp",
-    ".tiff": "image/tiff",
-    ".tif": "image/tiff",
-    ".bmp": "image/bmp",
-}
-
-
-def get_mime_type(file_path: str) -> str:
-    """
-    Determine MIME type from file path extension.
-
-    Falls back to mimetypes.guess_type, then to 'application/octet-stream'.
-    """
-    ext: Final = os.path.splitext(file_path)[1].lower()
-    mime: Final = _MIME_TYPE_MAP.get(ext)
-    if mime:
-        return mime
-    guessed, _ = mimetypes.guess_type(file_path)
-    return guessed or "application/octet-stream"
-
-
-def convert_file_document_to_url_document(document: dict[str, Any]) -> dict[str, str]:
-    """
-    Convert a file-type document dict to a document_url-type document dict
-    with an inline base64 data URI.
-
-    Accepts document dicts like:
-        {"type": "file", "file": Path("/path/to/doc.pdf")}       # pathlib.Path
-        {"type": "file", "file": <binary file-like object>}      # file-like object (BinaryIO)
-        {"type": "file", "file": b"raw bytes"}                   # raw bytes
-
-    Bare ``str`` paths are not accepted — pass a ``pathlib.Path`` or
-    ``open(path, "rb")`` instead. See the str check below for the rationale.
-
-    Returns:
-        {"type": "document_url", "document_url": "data:<mime>;base64,<data>"}
-        or {"type": "image_url", "image_url": "data:<mime>;base64,<data>"}
-    """
-    file_input: Final = document.get("file")
-    if file_input is None:
-        raise ValueError(
-            "document with type='file' must include a 'file' field containing "
-            "a pathlib.Path, file-like object, or bytes"
-        )
-
-    file_bytes: bytes
-    mime_type: str = "application/octet-stream"
-    file_name: str | None = None
-
-    if isinstance(file_input, str):
-        # Bare strings are rejected here. The OCR ``document`` accepts a
-        # ``{"type": "file", "file": <value>}`` shape, and when this helper
-        # runs in a proxy request handler ``<value>`` is attacker-controlled.
-        # Opening it as a path is an arbitrary local file read on the proxy
-        # host, which is then base64-encoded and forwarded to the OCR
-        # provider — an exfiltration primitive.
-        raise ValueError(
-            "OCR file input does not accept bare str values. Pass bytes, "
-            "a pathlib.Path, or a file-like object. To OCR a local file "
-            "from a path, call open(path, 'rb') yourself."
-        )
-    if isinstance(file_input, os.PathLike):
-        # os.PathLike (pathlib.Path and custom __fspath__ classes) is a
-        # Python-level type that HTTP form values can't fabricate.
-        file_path: Final = str(file_input)
-        if not os.path.isfile(file_path):
-            raise FileNotFoundError(f"File not found: {file_path}")
-        mime_type = get_mime_type(file_path)
-        file_name = os.path.basename(file_path)
-        with open(file_path, "rb") as f:
-            file_bytes = f.read()
-    elif isinstance(file_input, bytes):
-        file_bytes = file_input
-    elif isinstance(file_input, IOBase) or hasattr(file_input, "read"):
-        if hasattr(file_input, "name"):
-            file_name = getattr(file_input, "name", None)
-            if file_name:
-                mime_type = get_mime_type(file_name)
-        file_bytes = file_input.read()
-        if isinstance(file_bytes, str):
-            file_bytes = file_bytes.encode("utf-8")
-    else:
-        raise ValueError(
-            f"Unsupported file input type: {type(file_input)}. Expected pathlib.Path, bytes, or a file-like object."
-        )
-
-    if not file_bytes:
-        raise ValueError("File is empty or could not be read")
-
-    if "mime_type" in document:
-        mime_type = document["mime_type"]
-
-    if not _MIME_PATTERN.match(mime_type):
-        raise ValueError(f"Invalid MIME type: {mime_type}")
-
-    base64_data: Final = base64.b64encode(file_bytes).decode("utf-8")
-    data_uri: Final = f"data:{mime_type};base64,{base64_data}"
-
-    if mime_type.startswith("image/"):
-        verbose_logger.debug(
-            "OCR file input: Converted file to image_url data URI (mime=%s, size=%s bytes, name=%s)",
-            mime_type,
-            len(file_bytes),
-            file_name,
-        )
-        return {"type": "image_url", "image_url": data_uri}
-
-    verbose_logger.debug(
-        "OCR file input: Converted file to document_url data URI (mime=%s, size=%s bytes, name=%s)",
-        mime_type,
-        len(file_bytes),
-        file_name,
-    )
-    return {"type": "document_url", "document_url": data_uri}
-
-
-@client
 def ocr(
-    model: str,
-    document: Mapping[str, object],
-    api_key: str | None = None,
-    api_base: str | None = None,
-    timeout: float | httpx.Timeout | None = None,
-    custom_llm_provider: str | None = None,
-    extra_headers: dict[str, object] | None = None,
-    **kwargs: object,
+    *args: object,
+    **kwargs: object,  # kwargs-ok: preserve the public OCR call shape
 ) -> OCRResponse | Coroutine[object, object, OCRResponse]:
-    """
-    Synchronous OCR function.
-
-    Args:
-        model: Model name (e.g., "mistral/mistral-ocr-latest")
-        document: Document to process in Mistral format:
-            {"type": "document_url", "document_url": "https://..."} for PDFs/docs,
-            {"type": "image_url", "image_url": "https://..."} for images, or
-            {"type": "file", "file": <path/bytes/file-obj>} for local files
-        api_key: Optional API key
-        api_base: Optional API base URL
-        timeout: Optional timeout
-        custom_llm_provider: Optional custom LLM provider
-        extra_headers: Optional extra headers
-        **kwargs: Additional parameters (e.g., include_image_base64, pages, image_limit)
-
-    Returns:
-        OCRResponse in Mistral OCR format with pages, model, usage_info, etc.
-
-    Example:
-        ```python
-        import litellm
-
-        # OCR with PDF
-        response = litellm.ocr(
-            model="mistral/mistral-ocr-latest",
-            document={
-                "type": "document_url",
-                "document_url": "https://arxiv.org/pdf/2201.04234"
-            },
-            include_image_base64=True
-        )
-
-        # OCR with image
-        response = litellm.ocr(
-            model="mistral/mistral-ocr-latest",
-            document={
-                "type": "image_url",
-                "image_url": "https://example.com/image.png"
-            }
-        )
-
-        # OCR with base64 encoded PDF
-        response = litellm.ocr(
-            model="mistral/mistral-ocr-latest",
-            document={
-                "type": "document_url",
-                "document_url": f"data:application/pdf;base64,{base64_pdf}"
-            }
-        )
-
-        # OCR with local file
-        response = litellm.ocr(
-            model="mistral/mistral-ocr-latest",
-            document={"type": "file", "file": "/path/to/document.pdf"}
-        )
-
-        # Access pages
-        for page in response.pages:
-            print(f"Page {page.index}: {page.markdown}")
-        ```
-    """
-    completion_kwargs: Final[dict[str, object]] = {
-        "model": model,
-        "document": document,
-        "api_key": api_key,
-        "api_base": api_base,
-        "timeout": timeout,
-        "custom_llm_provider": custom_llm_provider,
-        "extra_headers": extra_headers,
-        "kwargs": kwargs,
-    }
-    try:
-        _is_async: Final = kwargs.pop("aocr", False) is True
-        completion_kwargs["aocr"] = _is_async
-        prepared: Final = _prepare_ocr_request(
-            model=model,
-            document=document,
-            api_key=api_key,
-            api_base=api_base,
-            kwargs=kwargs,
-            custom_llm_provider=custom_llm_provider,
-            extra_headers=extra_headers,
-            timeout=timeout,
-        )
-        model = prepared.model
-        custom_llm_provider = prepared.custom_llm_provider
-        completion_kwargs.update({"model": model, "custom_llm_provider": custom_llm_provider})
-
-        if _rust_ocr_supported(prepared) and rust_enabled():
-            from litellm.secret_managers.main import get_secret_str
-
-            rust_response: Final = _run_rust_ocr(
-                prepared_request=prepared,
-                resolve_api_key=get_secret_str,
+    request: Final = _public_request("ocr", args, kwargs)
+    native: Final = select(request) if rust_ocr_enabled() else None
+    if native is not None:
+        try:
+            return cast(  # cast-ok: False selects the synchronous result
+                OCRResponse, native(request, args, kwargs, False)
             )
-            if rust_response is None:
-                verbose_logger.debug("Rust OCR bridge unavailable; falling back to Python path")
-            else:
-                return rust_response
+        except _decline_types():
+            pass
+    fallback: Final = cast(  # cast-ok: forward the original call shape through the legacy @client decorator
+        Callable[..., OCRResponse | Coroutine[object, object, OCRResponse]], legacy.ocr
+    )
+    return fallback(*args, **kwargs)
 
-        response: Final = base_llm_http_handler.ocr(
-            model=prepared.model,
-            document=prepared.document,
-            optional_params=prepared.optional_params,
-            timeout=prepared.effective_timeout,
-            logging_obj=prepared.litellm_logging_obj,
-            api_key=prepared.api_key,
-            api_base=prepared.api_base,
-            custom_llm_provider=prepared.custom_llm_provider,
-            aocr=_is_async,
-            headers=prepared.extra_headers,
-            provider_config=prepared.provider_config,
-            litellm_params=prepared.litellm_params,
-        )
 
-        return response
-    except Exception as e:
-        raise litellm.exception_type(
-            model=model,
-            custom_llm_provider=custom_llm_provider,
-            original_exception=e,
-            completion_kwargs=completion_kwargs,
-            extra_kwargs=kwargs,
-        )
+async def aocr(*args: object, **kwargs: object) -> OCRResponse:  # kwargs-ok: preserve the public OCR call shape
+    request: Final = _public_request("aocr", args, kwargs)
+    native: Final = select(request) if rust_ocr_enabled() else None
+    if native is not None:
+        try:
+            return await cast(  # cast-ok: True selects the asynchronous result
+                Awaitable[OCRResponse], native(request, args, kwargs, True)
+            )
+        except _decline_types():
+            pass
+    fallback: Final = cast(  # cast-ok: forward the original call shape through the legacy @client decorator
+        Callable[..., Awaitable[OCRResponse]], legacy.aocr
+    )
+    return await fallback(*args, **kwargs)
+
+
+def _decline_types() -> tuple[type[BaseException], ...]:
+    exception_types: Final = native_exception_types()
+    return (exception_types[0],) if exception_types is not None else ()
diff --git a/litellm/passthrough/main.py b/litellm/passthrough/main.py
index 7076683f294..73d8bab686b 100644
--- a/litellm/passthrough/main.py
+++ b/litellm/passthrough/main.py
@@ -17,7 +17,7 @@ from httpx._types import CookieTypes, QueryParamTypes, RequestContent, RequestFi
 from litellm._logging import verbose_logger
 from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
-from litellm.llms.base_llm.passthrough.transformation import BasePassthroughConfig
+from litellm.llms.base_llm.passthrough.transformation import BasePassthroughConfig, PassthroughStreamCollector
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
 from litellm.passthrough.utils import CommonUtils
@@ -36,6 +36,35 @@ def _as_generator(iterable: Iterator[bytes]) -> Generator[bytes, bytes, None]:
     yield from iterable
 
 
+class _SpendCollection:
+    """Feeds relayed chunks to the provider's stream collector without letting spend tracking break the relay."""
+
+    def __init__(self, provider_config: BasePassthroughConfig, litellm_logging_obj: LiteLLMLoggingObj) -> None:
+        self.collector: Final[PassthroughStreamCollector] = provider_config.create_stream_collector(
+            model=litellm_logging_obj.model,
+            custom_llm_provider=litellm_logging_obj.model_call_details.get("custom_llm_provider", ""),
+            endpoint=litellm_logging_obj.model_call_details.get("endpoint", ""),
+        )
+        self.chunk_count = 0
+        self._failed = False
+
+    def add(self, chunk: bytes) -> None:
+        self.chunk_count += 1
+        if self._failed:
+            return
+        try:
+            self.collector.add(chunk)
+        except Exception as e:  # noqa: BLE001 # Safe catch-all: spend tracking must never break the relayed stream
+            self._failed = True
+            verbose_logger.exception(
+                "Passthrough spend-tracking collector failed; spend dropped for this stream: %s", e
+            )
+
+    @property
+    def should_flush(self) -> bool:
+        return self.chunk_count > 0 and not self._failed
+
+
 class AsyncPassthroughStreamingResponse(AsyncGenerator[bytes, bytes]):
     def __init__(
         self,
@@ -50,8 +79,7 @@ class AsyncPassthroughStreamingResponse(AsyncGenerator[bytes, bytes]):
         self._response: httpx.Response
         self._iterator: AsyncGenerator[bytes, bytes]
         self._litellm_logging_obj = litellm_logging_obj
-        self._provider_config = provider_config
-        self._raw_bytes: list[bytes] = []  # mutable-ok: instance buffer for streaming chunks
+        self._spend = _SpendCollection(provider_config, litellm_logging_obj)
         self._flush_scheduled = False
         self._background_tasks: set[asyncio.Task] = set()  # mutable-ok: instance set for background task tracking
         self._hidden_params: dict[str, object] = {}  # mutable-ok: router attaches response headers here in place
@@ -101,16 +129,13 @@ class AsyncPassthroughStreamingResponse(AsyncGenerator[bytes, bytes]):
         return _init().__await__()
 
     def _start_flush(self) -> None:
-        if self._flush_scheduled or not self._raw_bytes:
+        if self._flush_scheduled or not self._spend.should_flush:
             return
         self._flush_scheduled = True
 
         try:
             task: Final = asyncio.create_task(
-                self._litellm_logging_obj.async_flush_passthrough_collected_chunks(
-                    raw_bytes=self._raw_bytes,
-                    provider_config=self._provider_config,
-                )
+                self._litellm_logging_obj.async_flush_passthrough_collected_chunks(collector=self._spend.collector)
             )
 
             self._background_tasks.add(task)
@@ -118,8 +143,8 @@ class AsyncPassthroughStreamingResponse(AsyncGenerator[bytes, bytes]):
             task.add_done_callback(self._background_tasks.discard)
         except Exception as e:  # noqa: BLE001 # Safe catch-all for verbose logging
             verbose_logger.exception(
-                "Failed to schedule passthrough spend-tracking flush; %d buffered chunks dropped: %s",
-                len(self._raw_bytes),
+                "Failed to schedule passthrough spend-tracking flush; %d collected chunks dropped: %s",
+                self._spend.chunk_count,
                 e,
             )
 
@@ -134,7 +159,7 @@ class AsyncPassthroughStreamingResponse(AsyncGenerator[bytes, bytes]):
             await self  # pyright: ignore[reportGeneralTypeIssues]  # structural type check misses __await__
         try:
             chunk: Final = await anext(self._iterator)
-            self._raw_bytes.append(chunk)
+            self._spend.add(chunk)
         except Exception:  # noqa: BLE001 # Safe catch-all for cleanup logic
             self._start_flush()
             try:
@@ -181,13 +206,12 @@ class PassthroughStreamingResponse(Generator[bytes, bytes, None]):
         self.headers = response.headers
         self.status_code = response.status_code
         self._litellm_logging_obj = litellm_logging_obj
-        self._provider_config = provider_config
         self._iterator: Generator[bytes, bytes, None] = _as_generator(response.iter_bytes())
-        self._raw_bytes: list[bytes] = []  # mutable-ok: instance buffer for streaming chunks
+        self._spend = _SpendCollection(provider_config, litellm_logging_obj)
         self._flush_scheduled = False
 
     def _start_flush(self) -> None:
-        if self._flush_scheduled or not self._raw_bytes:
+        if self._flush_scheduled or not self._spend.should_flush:
             return
         self._flush_scheduled = True
 
@@ -195,14 +219,12 @@ class PassthroughStreamingResponse(Generator[bytes, bytes, None]):
 
         try:
             executor.submit(
-                self._litellm_logging_obj.flush_passthrough_collected_chunks,
-                raw_bytes=self._raw_bytes,
-                provider_config=self._provider_config,
+                self._litellm_logging_obj.flush_passthrough_collected_chunks, collector=self._spend.collector
             )
         except Exception as e:  # noqa: BLE001 # Safe catch-all for verbose logging
             verbose_logger.exception(
-                "Failed to schedule passthrough spend-tracking flush; %d buffered chunks dropped: %s",
-                len(self._raw_bytes),
+                "Failed to schedule passthrough spend-tracking flush; %d collected chunks dropped: %s",
+                self._spend.chunk_count,
                 e,
             )
 
@@ -212,7 +234,7 @@ class PassthroughStreamingResponse(Generator[bytes, bytes, None]):
     def __next__(self) -> bytes:
         try:
             chunk: Final = next(self._iterator)
-            self._raw_bytes.append(chunk)
+            self._spend.add(chunk)
         except Exception:  # noqa: BLE001 # Safe catch-all for cleanup logic
             self._start_flush()
             try:
diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index 7e6de474b0b..cd6739777dd 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -2162,6 +2162,10 @@ class MCPRequestHandler:
                 # No team restrictions → use key restrictions
                 allowed_tools = cast(list[str], key_tools)
 
+            allowed_tools = _as_list(
+                await MCPRequestHandler._apply_end_user_tool_ceiling(allowed_tools, server_id, user_api_key_auth)
+            )
+
             allowed_tools = _as_list(
                 await MCPRequestHandler._apply_user_tool_ceiling(
                     allowed_tools, server_id, user_api_key_auth, keyless_source=keyless_source
@@ -3027,6 +3031,38 @@ class MCPRequestHandler:
             return list(user_tools)
         return list(set(allowed_tools) & set(user_tools))
 
+    @staticmethod
+    async def _apply_end_user_tool_ceiling(
+        allowed_tools: Sequence[str] | None,
+        server_id: str,
+        user_api_key_auth: UserAPIKeyAuth | None = None,
+    ) -> Sequence[str] | None:
+        """Narrow a key/team tool allowlist by the end user's (customer's) tool entitlement."""
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+            global_mcp_server_manager,
+        )
+        from litellm.proxy.proxy_server import prisma_client
+
+        if user_api_key_auth is None or not user_api_key_auth.end_user_id or prisma_client is None:
+            return allowed_tools
+
+        object_permissions: Final = await MCPRequestHandler._get_end_user_object_permission(
+            user_api_key_auth, prisma_client
+        )
+        if object_permissions is None:
+            return allowed_tools
+
+        end_user_direct_tools: Final = global_mcp_server_manager.expand_tool_permissions(
+            object_permissions.mcp_tool_permissions
+        ).get(server_id)
+        end_user_toolset_tools: Final = await MCPRequestHandler._toolset_tools_for_server(object_permissions, server_id)
+        end_user_tools: Final = MCPRequestHandler._union_tool_grants(end_user_direct_tools, end_user_toolset_tools)
+        if end_user_tools is None:
+            return allowed_tools
+        if allowed_tools is None:
+            return list(end_user_tools)
+        return list(set(allowed_tools) & set(end_user_tools))
+
     # Sentinel stored in cache when an agent has no object_permission, so we
     # don't re-query the DB on every MCP request for that agent.
     _AGENT_NO_PERMISSION_SENTINEL = "__agent_no_mcp_permission__"
diff --git a/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py b/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py
index 28f3ec6521a..0ab76588b1f 100644
--- a/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py
@@ -7,7 +7,6 @@ just a form that asks the user for their API key — not a full identity-provide
 
 Endpoints implemented here:
   GET  /.well-known/oauth-authorization-server      — OAuth authorization server metadata
-  GET  /.well-known/oauth-protected-resource         — OAuth protected resource metadata
   GET  /v1/mcp/oauth/authorize                       — Shows HTML form to collect the API key
   POST /v1/mcp/oauth/authorize                       — Stores temp auth code and redirects
   POST /v1/mcp/oauth/token                           — Exchanges code for a bearer JWT token
@@ -19,7 +18,7 @@ import html as _html_module
 import time
 import uuid
 from typing import Final, cast
-from urllib.parse import urlencode
+from urllib.parse import urlencode, urlparse
 
 import jwt
 from fastapi import APIRouter, Depends, Form, HTTPException, Request
@@ -27,14 +26,15 @@ from fastapi.responses import HTMLResponse, JSONResponse, RedirectResponse
 
 from litellm._logging import verbose_proxy_logger
 from litellm.proxy._experimental.mcp_server.db import store_user_credential
-from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
-    get_request_base_url,
-)
 from litellm.proxy._experimental.mcp_server.oauth_utils import (
+    BYOK_RESOURCE_METADATA_PATH,
     TOKEN_NO_CACHE_HEADERS,
+    get_request_base_url,
     validate_loopback_redirect_uri,
+    well_known_root_suffix,
 )
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.middleware.per_request_root_path_middleware import get_server_root_paths
 
 # ---------------------------------------------------------------------------
 # In-memory store for pending authorization codes.
@@ -596,13 +596,10 @@ def _build_authorize_html(
 # ---------------------------------------------------------------------------
 
 
-@router.get("/.well-known/oauth-authorization-server", include_in_schema=False)
-async def oauth_authorization_server_metadata(request: Request) -> JSONResponse:
-    """RFC 8414 Authorization Server Metadata for the BYOK OAuth flow."""
-    base_url: Final = get_request_base_url(request)
+def _byok_authorization_server_response(base_url: str, issuer: str) -> JSONResponse:
     return JSONResponse(
         {
-            "issuer": base_url,
+            "issuer": issuer,
             "authorization_endpoint": f"{base_url}/v1/mcp/oauth/authorize",
             "token_endpoint": f"{base_url}/v1/mcp/oauth/token",
             "response_types_supported": ["code"],
@@ -612,14 +609,36 @@ async def oauth_authorization_server_metadata(request: Request) -> JSONResponse:
     )
 
 
-@router.get("/.well-known/oauth-protected-resource", include_in_schema=False)
-async def oauth_protected_resource_metadata(request: Request) -> JSONResponse:
-    """RFC 9728 Protected Resource Metadata pointing back at this server."""
+@router.get("/.well-known/oauth-authorization-server", include_in_schema=False)
+async def oauth_authorization_server_metadata(request: Request) -> JSONResponse:
     base_url: Final = get_request_base_url(request)
+    return _byok_authorization_server_response(base_url, base_url)
+
+
+@router.get(f"/.well-known/oauth-authorization-server{well_known_root_suffix()}/v1/mcp/oauth", include_in_schema=False)
+async def byok_authorization_server_metadata(request: Request) -> JSONResponse:
+    base_url: Final = get_request_base_url(request)
+    return _byok_authorization_server_response(base_url, f"{base_url}/v1/mcp/oauth")
+
+
+@router.get("/.well-known/oauth-authorization-server/{root_path:path}/v1/mcp/oauth", include_in_schema=False)
+async def byok_prefixed_authorization_server_metadata(request: Request, root_path: str) -> JSONResponse:
+    prefix: Final = f"/{root_path}"
+    if prefix not in get_server_root_paths():
+        raise HTTPException(status_code=404, detail="Unknown proxy root path")
+    parsed: Final = urlparse(get_request_base_url(request))
+    base_url: Final = f"{parsed.scheme}://{parsed.netloc}{prefix}"
+    return _byok_authorization_server_response(base_url, f"{base_url}/v1/mcp/oauth")
+
+
+@router.get(BYOK_RESOURCE_METADATA_PATH, include_in_schema=False)
+async def byok_protected_resource_metadata(request: Request) -> JSONResponse:
+    base_url: Final = get_request_base_url(request)
+    parsed: Final = urlparse(base_url)
     return JSONResponse(
         {
-            "resource": base_url,
-            "authorization_servers": [base_url],
+            "resource": f"{parsed.scheme}://{parsed.netloc}",
+            "authorization_servers": (f"{base_url}/v1/mcp/oauth",),
         }
     )
 
diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 42fbe82531c..bafe33d0a6b 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -1842,6 +1842,30 @@ async def register_client_with_server(
     return JSONResponse(token_response)
 
 
+@router.get("/authorize/mcp-session")
+async def authorize_mcp_session(
+    request: Request,
+    redirect_uri: str,
+    client_id: str,
+    state: str = "",
+    code_challenge: str | None = None,
+    code_challenge_method: str | None = None,
+    response_type: str | None = None,
+    resource: str | None = None,
+) -> Response:
+    return aggregate_authorize(
+        request=request,
+        client_id=client_id,
+        redirect_uri=redirect_uri,
+        state=state,
+        code_challenge=code_challenge,
+        code_challenge_method=code_challenge_method,
+        response_type=response_type,
+        session_user_id=_session_cookie_user_id(request),
+        resource=resource,
+    )
+
+
 @router.get("/{mcp_server_name}/authorize")
 @router.get("/authorize")
 async def authorize(
@@ -2393,8 +2417,7 @@ async def _build_oauth_protected_resource_response(
     per-server URL completes the same sign-in flow the aggregate ``/mcp`` endpoint
     supports and is admitted with a gateway session bearer. The per-server relay
     authorize/token endpoints stay registered for the keyed interactive flow (which
-    is challenged with an explicit ``authorization_uri``), and the root-resolved
-    (unnamed) legacy shape keeps the relay authorization server.
+    is challenged with an explicit ``authorization_uri``).
 
     Args:
         request: FastAPI Request object
@@ -2405,15 +2428,11 @@ async def _build_oauth_protected_resource_response(
     Returns:
         OAuth protected resource metadata dict
     """
+    if mcp_server_name is None:
+        return oauth_protected_resource_root(request)
+
     request_base_url: Final = get_request_base_url(request)
     client_ip: Final = IPAddressUtils.get_mcp_client_ip(request)
-    explicitly_named: Final = mcp_server_name is not None
-
-    # When no server name provided, try to resolve the single OAuth2 server
-    if mcp_server_name is None:
-        resolved: Final = _resolve_oauth2_server_for_root_endpoints(client_ip=client_ip)
-        if resolved:
-            mcp_server_name = resolved.server_name or resolved.name
 
     mcp_server: MCPServer | None = None
     if mcp_server_name:
@@ -2478,7 +2497,7 @@ async def _build_oauth_protected_resource_response(
     if obo_response is not None:
         return obo_response
 
-    if explicitly_named and mcp_server is not None and mcp_server.advertises_gateway_authorization_server:
+    if mcp_server is not None and mcp_server.advertises_gateway_authorization_server:
         return {
             "authorization_servers": [f"{request_base_url}/mcp"],
             "resource": resource_url,
@@ -2542,6 +2561,17 @@ def _jwt_auth_issuers() -> list:
     return issuers
 
 
+@router.get("/.well-known/oauth-protected-resource")
+def oauth_protected_resource_root(request: Request) -> dict[str, str | tuple[str, ...]]:
+    request_base_url: Final = get_request_base_url(request)
+    parsed: Final = urlparse(request_base_url)
+    return {
+        "resource": f"{parsed.scheme}://{parsed.netloc}",
+        "authorization_servers": (f"{request_base_url}/mcp",),
+        "scopes_supported": (),
+    }
+
+
 def _build_aggregate_protected_resource_response(request: Request) -> dict:
     """RFC 9728 metadata for the aggregate /mcp resource: the gateway itself is
     the authorization server. No per-server names or scopes leak here; access
@@ -2568,14 +2598,14 @@ def _build_aggregate_authorization_server_response(request: Request) -> dict:
     The issuer is ``{base}/mcp`` and must stay equal to the value the
     aggregate protected-resource document advertises: spec clients verify the
     issuer in the metadata matches the one that derived the well-known URL.
-    Advertises the root /authorize, /token, and /register endpoints and
+    Advertises the MCP session authorize endpoint, root /token and /register endpoints, and
     ``token_endpoint_auth_methods_supported: ["none", ...]`` because DCR
     clients (Claude Desktop, MCP Inspector) register as public clients; PKCE
     S256 is mandatory in the gateway's authorize flow."""
     request_base_url: Final = get_request_base_url(request)
     return {
         "issuer": f"{request_base_url}/mcp",
-        "authorization_endpoint": f"{request_base_url}/authorize",
+        "authorization_endpoint": f"{request_base_url}/authorize/mcp-session",
         "token_endpoint": f"{request_base_url}/token",
         "introspection_endpoint": f"{request_base_url}/introspect",
         "registration_endpoint": f"{request_base_url}/register",
@@ -2645,7 +2675,6 @@ async def oauth_protected_resource_mcp_standard(request: Request, mcp_server_nam
 # LiteLLM legacy pattern: /.well-known/oauth-protected-resource/{server_name}/mcp
 # Kept for backward compatibility with existing deployments
 @router.get(f"/.well-known/oauth-protected-resource{well_known_root_suffix()}/{{mcp_server_name}}/mcp")
-@router.get("/.well-known/oauth-protected-resource")
 async def oauth_protected_resource_mcp(request: Request, mcp_server_name: str | None = None):
     """
     OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.
@@ -2666,6 +2695,8 @@ async def oauth_protected_resource_mcp(request: Request, mcp_server_name: str |
 def _build_oauth_authorization_server_response(
     request: Request,
     mcp_server_name: str | None,
+    *,
+    issuer_path: str | None = None,
 ) -> dict:
     """Build OAuth authorization server metadata response (gateway-as-AS shape).
 
@@ -2694,7 +2725,13 @@ def _build_oauth_authorization_server_response(
 
     _raise_unless_oauth2_discovery_server(mcp_server, mcp_server_name, "not an OAuth authorization server")
 
-    issuer: Final = f"{request_base_url}/{mcp_server_name}" if explicitly_named else request_base_url
+    issuer: Final = (
+        f"{request_base_url}/{issuer_path}"
+        if issuer_path is not None
+        else f"{request_base_url}/{mcp_server_name}"
+        if explicitly_named
+        else request_base_url
+    )
 
     return {
         "issuer": issuer,
@@ -2724,6 +2761,7 @@ async def oauth_authorization_server_mcp_standard(request: Request, mcp_server_n
     return _build_oauth_authorization_server_response(
         request=request,
         mcp_server_name=mcp_server_name,
+        issuer_path=f"mcp/{mcp_server_name}",
     )
 
 
@@ -2802,7 +2840,7 @@ async def jwks_json(request: Request):
 
 
 # Additional legacy pattern support
-@router.get("/.well-known/oauth-authorization-server/{mcp_server_name}/mcp")
+@router.get(f"/.well-known/oauth-authorization-server{well_known_root_suffix()}/{{mcp_server_name}}/mcp")
 async def oauth_authorization_server_legacy(request: Request, mcp_server_name: str):
     """
     OAuth authorization server discovery for legacy /{server_name}/mcp pattern.
@@ -2810,6 +2848,7 @@ async def oauth_authorization_server_legacy(request: Request, mcp_server_name: s
     return _build_oauth_authorization_server_response(
         request=request,
         mcp_server_name=mcp_server_name,
+        issuer_path=f"{mcp_server_name}/mcp",
     )
 
 
diff --git a/litellm/proxy/_experimental/mcp_server/faults/__init__.py b/litellm/proxy/_experimental/mcp_server/faults/__init__.py
index 1b9ee77d795..de7ee5c866a 100644
--- a/litellm/proxy/_experimental/mcp_server/faults/__init__.py
+++ b/litellm/proxy/_experimental/mcp_server/faults/__init__.py
@@ -22,6 +22,7 @@ from litellm.proxy._experimental.mcp_server.faults.types import (
     GatewayRejected,
     UpstreamOAuthFault,
     UpstreamProtocolFault,
+    UpstreamRegistrationRefused,
     UpstreamReportedFault,
 )
 
@@ -31,6 +32,7 @@ __all__ = [
     "GatewayRejected",
     "UpstreamOAuthFault",
     "UpstreamProtocolFault",
+    "UpstreamRegistrationRefused",
     "UpstreamReportedFault",
     "classify_upstream_dcr_rejection",
     "classify_upstream_token_rejection",
diff --git a/litellm/proxy/_experimental/mcp_server/faults/classify.py b/litellm/proxy/_experimental/mcp_server/faults/classify.py
index 2162d078c09..bb41436b495 100644
--- a/litellm/proxy/_experimental/mcp_server/faults/classify.py
+++ b/litellm/proxy/_experimental/mcp_server/faults/classify.py
@@ -21,6 +21,7 @@ from litellm.proxy._experimental.mcp_server.faults.types import (
     GatewayRejected,
     UpstreamOAuthFault,
     UpstreamProtocolFault,
+    UpstreamRegistrationRefused,
     UpstreamReportedFault,
 )
 
@@ -122,11 +123,13 @@ def classify_upstream_dcr_rejection(response: httpx.Response, log_context: str)
     """Classify a dynamic-client-registration rejection. RFC 7591 §3.2.2 errors carry
     ``error`` / ``error_description`` and go through the same blame assignment as token errors
     (registration sends no client credentials, so credential codes stay caller-actionable); anything
-    without a usable ``error`` field is an upstream protocol fault."""
+    without a usable ``error`` field is a registration refusal for 401/403 and a protocol fault otherwise."""
     parsed: Final = _safe_json(response)
     fields: Final = parsed if isinstance(parsed, dict) else {}
     code: Final = _bounded_field(fields.get("error"))
     if code is None:
+        if response.status_code == 401 or response.status_code == 403:
+            return UpstreamRegistrationRefused(status_code=response.status_code)
         _log_out_of_contract("registration", response, log_context)
         return UpstreamProtocolFault(note=f"upstream registration failed with HTTP {response.status_code}")
     return _classify_oauth_error_code(
diff --git a/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py b/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py
index 64d14140a5b..3ecf5310482 100644
--- a/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py
+++ b/litellm/proxy/_experimental/mcp_server/faults/render_oauth.py
@@ -11,7 +11,7 @@ from typing import Final
 from fastapi.responses import JSONResponse
 from typing_extensions import assert_never
 
-from litellm.proxy._experimental.mcp_server.faults.types import UpstreamOAuthFault
+from litellm.proxy._experimental.mcp_server.faults.types import CallerRejected, UpstreamOAuthFault
 from litellm.proxy._experimental.mcp_server.oauth_utils import TOKEN_NO_CACHE_HEADERS
 
 
@@ -35,6 +35,24 @@ def _upstream_reported_status_and_description(code: str) -> tuple[int, str]:
     return 502, "the upstream authorization server reported an internal error"
 
 
+def _registration_refused_description(status_code: int) -> str:
+    return (
+        f"the upstream authorization server refused dynamic client registration (HTTP {status_code}). "
+        "This provider may require a pre-registered OAuth client. Configure client_id and, if required "
+        "by the provider, client_secret for this MCP server to skip dynamic registration"
+    )
+
+
+def _render_caller_rejected(fault: CallerRejected) -> JSONResponse:
+    content: Final = {
+        "error": fault.code,
+        **({"error_description": fault.description} if fault.description else {}),
+        **({"error_uri": fault.error_uri} if fault.error_uri else {}),
+    }
+    status_code: Final = 401 if fault.code == "invalid_client" else 400
+    return JSONResponse(status_code=status_code, content=content, headers=TOKEN_NO_CACHE_HEADERS)
+
+
 def render_token_fault(fault: UpstreamOAuthFault) -> JSONResponse:
     """RFC 6749 §5.2 response for a token-endpoint fault. Caller-actionable rejections relay the
     upstream's code on the status that code implies (401 for invalid_client per §5.2, else 400);
@@ -42,13 +60,7 @@ def render_token_fault(fault: UpstreamOAuthFault) -> JSONResponse:
     blamed for, or shown the internals of, a failure only the operator can fix."""
     match fault.tag:
         case "caller_rejected":
-            content: Final = {
-                "error": fault.code,
-                **({"error_description": fault.description} if fault.description else {}),
-                **({"error_uri": fault.error_uri} if fault.error_uri else {}),
-            }
-            status_code = 401 if fault.code == "invalid_client" else 400
-            return JSONResponse(status_code=status_code, content=content, headers=TOKEN_NO_CACHE_HEADERS)
+            return _render_caller_rejected(fault)
         case "gateway_rejected":
             return JSONResponse(
                 status_code=502,
@@ -65,6 +77,13 @@ def render_token_fault(fault: UpstreamOAuthFault) -> JSONResponse:
                 content={"error": fault.code, "error_description": description},
                 headers=TOKEN_NO_CACHE_HEADERS,
             )
+        case "upstream_registration_refused":
+            return _render_caller_rejected(
+                CallerRejected(
+                    code="unauthorized_client",
+                    description=_registration_refused_description(fault.status_code),
+                )
+            )
         case "upstream_protocol_fault":
             return JSONResponse(
                 status_code=502,
@@ -78,7 +97,7 @@ def render_token_fault(fault: UpstreamOAuthFault) -> JSONResponse:
 def dcr_fault_detail(fault: UpstreamOAuthFault) -> tuple[int, str]:
     """Status and detail string for a registration fault, raised as HTTPException by the caller.
     RFC 7591 §3.2.2 defines registration errors as 400, so a contract-conformant rejection is 400
-    regardless of the status the upstream chose; everything else is a 502 upstream fault."""
+    regardless of the upstream status; a bare 401/403 is a registration refusal rendered as 403."""
     match fault.tag:
         case "caller_rejected":
             detail: Final = f"{fault.code}: {fault.description}" if fault.description else fault.code
@@ -87,6 +106,8 @@ def dcr_fault_detail(fault: UpstreamOAuthFault) -> tuple[int, str]:
             return 502, _gateway_rejected_description(fault.code)
         case "upstream_reported_fault":
             return _upstream_reported_status_and_description(fault.code)
+        case "upstream_registration_refused":
+            return 403, _registration_refused_description(fault.status_code)
         case "upstream_protocol_fault":
             return 502, fault.note
         case _:
diff --git a/litellm/proxy/_experimental/mcp_server/faults/types.py b/litellm/proxy/_experimental/mcp_server/faults/types.py
index 4b9505ad801..d081d9d735e 100644
--- a/litellm/proxy/_experimental/mcp_server/faults/types.py
+++ b/litellm/proxy/_experimental/mcp_server/faults/types.py
@@ -77,4 +77,12 @@ class UpstreamProtocolFault(BaseModel):
     note: str
 
 
-UpstreamOAuthFault: TypeAlias = CallerRejected | GatewayRejected | UpstreamReportedFault | UpstreamProtocolFault
+class UpstreamRegistrationRefused(BaseModel):
+    model_config = ConfigDict(frozen=True)
+    tag: Literal["upstream_registration_refused"] = "upstream_registration_refused"
+    status_code: Literal[401, 403]
+
+
+UpstreamOAuthFault: TypeAlias = (
+    CallerRejected | GatewayRejected | UpstreamReportedFault | UpstreamProtocolFault | UpstreamRegistrationRefused
+)
diff --git a/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py b/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py
index f4889008e94..f3fdd54b39d 100644
--- a/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py
+++ b/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py
@@ -122,13 +122,13 @@ _USED_CODE_CACHE_PREFIX: Final = "mcp_gateway_dcr_code_used:"
 _USED_FLOW_CACHE_PREFIX: Final = "mcp_gateway_dcr_flow_used:"
 _USED_REFRESH_CACHE_PREFIX: Final = "mcp_gateway_dcr_refresh_used:"
 
-MAX_REDIRECT_URIS: Final = 3
+MAX_REDIRECT_URIS: Final = 4
 MAX_REDIRECT_URI_LENGTH: Final = 256
 MAX_CLIENT_ID_LENGTH: Final = 2048
 """Registration bounds. They exist to bound the sealed client_id, which rides inside
-every session-token claim set: 3 URIs of 256 bytes seal to roughly 1.2KB, comfortably
-under this cap and under the session token's own 4KB ceiling. Claude Desktop and MCP
-Inspector register one or two redirect URIs."""
+every session-token claim set. Four 256-character ASCII URIs seal to roughly 1.5KB;
+the encoded client_id is checked against its own cap before registration succeeds.
+VS Code registers four callbacks for its web and desktop environments."""
 
 MAX_STATE_LENGTH: Final = 1024
 """Bound on the client ``state`` sealed into the flow cookie and echoed on the auth-code
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_debug.py b/litellm/proxy/_experimental/mcp_server/mcp_debug.py
index ff30ef99ebd..1f157aefdc3 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_debug.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_debug.py
@@ -100,14 +100,24 @@ Usage with curl::
          http://localhost:4000/mcp/atlassian_mcp
 """
 
+import asyncio
+import base64
+import io
 import json
-from collections.abc import Callable, Mapping
+import re
+from collections.abc import AsyncIterator, Callable, Mapping
+from http.cookies import CookieError, SimpleCookie
+from itertools import islice
 from types import MappingProxyType
 from typing import Final
+from urllib.parse import parse_qsl, quote, quote_plus, unquote_plus, urlencode
 
+import httpx
+from pydantic import JsonValue, TypeAdapter
 from starlette.requests import HTTPConnection
 from starlette.types import Message, Send
 
+from litellm.litellm_core_utils.secret_redaction import REDACTED, redact_string
 from litellm.litellm_core_utils.sensitive_data_masker import SensitiveDataMasker
 from litellm.proxy._experimental.mcp_server.outbound_credentials.types import AuthResolution
 
@@ -221,6 +231,10 @@ class MCPDebug:
     @staticmethod
     def _mask(value: str | None) -> str:
         """Mask a single value for safe display in headers."""
+        return MCPDebug.mask_secret(value)
+
+    @staticmethod
+    def mask_secret(value: str | None) -> str:
         if not value:
             return "(none)"
         return MCPDebug._masker._mask_value(value)
@@ -378,3 +392,230 @@ class MCPDebug:
             server_url=server_url,
             server_auth_type=server_auth_type,
         )
+
+
+_BODY_PREVIEW_CHARS: Final = 512
+_BODY_CAPTURE_BYTES: Final = 16384
+_CAPTURE_TIMEOUT_SECONDS: Final = 1.0
+_CAPTURE_EXTENSION: Final = "litellm_mcp_error_preview"
+_SAFE_HEADER_NAMES: Final = frozenset({"content-type", "content-length", "accept"})
+_PUBLIC_HEADER_NAMES: Final = _SAFE_HEADER_NAMES | frozenset(("host", "user-agent", "accept-encoding", "connection"))
+_JSON_BODY: Final = TypeAdapter(JsonValue)
+_LOG_MASKER: Final = SensitiveDataMasker(visible_prefix=0, visible_suffix=0)
+
+
+def _safe_text(value: str, limit: int = _BODY_PREVIEW_CHARS) -> str:
+    escaped: Final = "".join(json.dumps(char)[1:-1] if ord(char) < 32 or ord(char) == 127 else char for char in value)
+    return escaped if len(escaped) <= limit else f"{escaped[:limit]}...(truncated)"
+
+
+def safe_upstream_url(url: httpx.URL) -> str:
+    return _safe_text(str(url.copy_with(username="", password="", path="/", query=None, fragment=None)))
+
+
+def _sensitive_field(key: str) -> bool:
+    normalized: Final = re.sub(r"[^a-z0-9]", "", key.casefold())
+    return normalized in ("code", "clientassertion") or any(
+        pattern in normalized for pattern in _LOG_MASKER.sensitive_patterns
+    )
+
+
+def _redact_object(
+    fields: Mapping[str, JsonValue],
+) -> dict[str, JsonValue]:  # mutable-ok: the standard JSON encoder requires dict objects
+    return {  # mutable-ok: construct the JSON object once for the standard parser and encoder
+        key: REDACTED if _sensitive_field(key) else value for key, value in fields.items()
+    }
+
+
+def _header_secret_values(name: str, value: str) -> tuple[str, ...]:
+    if name == "cookie":
+        cookie: Final = SimpleCookie[str]()
+        try:
+            cookie.load(value)
+        except CookieError:
+            return (value,)
+        return (value, *(item.value for item in cookie.values()))
+    if name not in ("authorization", "proxy-authorization"):
+        return (value,)
+    scheme, _, credential = value.partition(" ")
+    if scheme.lower() != "basic":
+        return (value, credential)
+    try:
+        decoded: Final = base64.b64decode(credential, validate=True).decode("utf-8")
+    except ValueError:
+        return (value, credential)
+    password: Final = decoded.partition(":")[2]
+    return (value, credential, decoded, password, unquote_plus(password))
+
+
+def _body_secret_values(request: httpx.Request) -> tuple[str, ...] | None:
+    try:
+        raw: Final = request.content
+    except httpx.RequestNotRead:
+        return None
+    if not raw:
+        return ()
+    if len(raw) > _BODY_CAPTURE_BYTES:
+        return None
+    if request.headers.get("content-type", "").split(";", 1)[0].strip().lower() == "application/x-www-form-urlencoded":
+        return tuple(value for key, value in parse_qsl(raw.decode("utf-8", errors="replace")) if _sensitive_field(key))
+    try:
+        body: Final = _JSON_BODY.validate_json(raw)
+    except ValueError:
+        return None
+    from litellm.proxy._experimental.mcp_server.utils import (  # noqa: PLC0415  # MCP utils imports clients; inspect bodies only after initialization
+        json_string_leaves,
+    )
+
+    leaves: Final = json_string_leaves(body)
+    if leaves is None:
+        return None
+    return tuple(
+        value
+        for path, value in leaves
+        if not path or any(isinstance(part, str) and _sensitive_field(part) for part in path)
+    )
+
+
+def _request_secret_values(request: httpx.Request) -> tuple[str, ...] | None:
+    body_values: Final = _body_secret_values(request)
+    if body_values is None:
+        return None
+    values: Final = (
+        *body_values,
+        request.url.password,
+        *(value for _, value in request.url.params.multi_items()),
+        *(
+            secret
+            for name, value in request.headers.items()
+            if name not in _PUBLIC_HEADER_NAMES
+            for secret in _header_secret_values(name, value)
+        ),
+    )
+    return tuple(sorted(frozenset(value for value in values if value), key=len, reverse=True))
+
+
+def _mask_known_values(value: str, secrets: tuple[str, ...]) -> str:
+    variants: Final = tuple(
+        sorted(
+            frozenset(
+                variant
+                for secret in secrets
+                for variant in (secret, json.dumps(secret)[1:-1], quote(secret, safe=""), quote_plus(secret))
+            ),
+            key=len,
+            reverse=True,
+        )
+    )
+    return re.sub("|".join(re.escape(secret) for secret in variants), REDACTED, value) if variants else value
+
+
+def _preview(raw: bytes, content_type: str = "", secrets: tuple[str, ...] = ()) -> str:
+    if not raw:
+        return "(empty)"
+    if len(raw) > _BODY_CAPTURE_BYTES:
+        return "(omitted: body exceeds capture limit)"
+    try:
+        parsed: Final = _JSON_BODY.validate_python(json.loads(raw, object_hook=_redact_object))
+    except (ValueError, RecursionError):
+        text: Final = raw.decode("utf-8", errors="replace")
+        if (
+            content_type.split(";", 1)[0].strip().lower() != "application/x-www-form-urlencoded"
+            or "=" not in text
+            or any(char in text for char in "<>\n\r")
+        ):
+            return "(omitted: unstructured body)"
+        fields: Final = parse_qsl(text, keep_blank_values=True)
+        return _safe_text(
+            _mask_known_values(
+                urlencode(tuple((key, REDACTED if _sensitive_field(key) else value) for key, value in fields)), secrets
+            )
+        )
+    if not isinstance(parsed, (dict, list)):
+        return "(omitted: unstructured body)"
+    return _safe_text(redact_string(_mask_known_values(json.dumps(parsed, separators=(",", ":")), secrets)))
+
+
+def _masked_headers(headers: httpx.Headers) -> str:
+    return _safe_text(", ".join(f"{name}={value}" for name, value in headers.items() if name in _SAFE_HEADER_NAMES))
+
+
+def _request_body_preview(request: httpx.Request, secrets: tuple[str, ...] | None) -> str:
+    try:
+        return _preview(request.content, request.headers.get("content-type", ""), secrets or ())
+    except httpx.RequestNotRead:
+        return "(streamed, not captured)"
+
+
+def _response_body_preview(response: httpx.Response, secrets: tuple[str, ...] | None) -> str:
+    if secrets is None:
+        return "(omitted: request credentials unavailable)"
+    captured: Final = response.extensions.get(_CAPTURE_EXTENSION)
+    if isinstance(captured, str):
+        return captured
+    try:
+        return _preview(response.content, response.headers.get("content-type", ""), secrets)
+    except httpx.ResponseNotRead:
+        return "(not read)"
+
+
+async def _read_error_prefix(chunks: AsyncIterator[bytes], limit: int) -> bytes:
+    buffer: Final = io.BytesIO()
+    async for chunk in chunks:
+        buffer.write(chunk[: limit - buffer.tell()])
+        if buffer.tell() >= limit:
+            break
+    return buffer.getvalue()
+
+
+async def capture_upstream_error_response(response: httpx.Response) -> None:
+    if not response.is_error:
+        return
+    try:
+        prefix: Final = await asyncio.wait_for(
+            _read_error_prefix(response.aiter_bytes(chunk_size=4096), _BODY_CAPTURE_BYTES + 1),
+            timeout=_CAPTURE_TIMEOUT_SECONDS,
+        )
+        response._content = prefix  # pyright: ignore[reportPrivateUsage]  # rebind-ok: httpx has no public setter to retain consumed bytes for auth retries
+        secrets: Final = _request_secret_values(response.request)
+        preview: Final = (
+            _preview(prefix, response.headers.get("content-type", ""), secrets)
+            if secrets is not None
+            else "(omitted: request credentials unavailable)"
+        )
+    except (asyncio.TimeoutError, httpx.HTTPError, httpx.StreamError):
+        response._content = b""  # pyright: ignore[reportPrivateUsage]  # rebind-ok: httpx auth retries must survive diagnostic read failures
+        response.extensions[_CAPTURE_EXTENSION] = (
+            "(unavailable: error body read failed)"  # rebind-ok: httpx response hooks communicate through extensions
+        )
+        return
+    response.extensions[_CAPTURE_EXTENSION] = preview  # rebind-ok: httpx response hooks communicate through extensions
+
+
+def describe_upstream_response(response: httpx.Response) -> str:
+    try:
+        request: Final = response.request
+    except RuntimeError:
+        return f"HTTP {response.status_code} | request unavailable"
+    secrets: Final = _request_secret_values(request)
+    return (
+        f"{_safe_text(request.method)} {safe_upstream_url(request.url)} -> HTTP {response.status_code}"
+        f" | request headers: {_masked_headers(request.headers)}"
+        f" | request body: {_request_body_preview(request, secrets)}"
+        f" | response body: {_response_body_preview(response, secrets)}"
+    )
+
+
+def describe_upstream_http_failure(exc: BaseException) -> str | None:
+    from litellm.proxy._experimental.mcp_server.faults.traversal import (  # noqa: PLC0415  # fault package initialization imports the credential resolver
+        iter_exception_tree,
+    )
+
+    lines: Final = tuple(
+        describe_upstream_response(response)
+        for current in islice(iter_exception_tree(exc), 16)
+        for response in (getattr(current, "response", None),)
+        if isinstance(response, httpx.Response)
+    )
+    return " | ".join(lines) or None
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index af25b0e919a..3291d5effc2 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -10,6 +10,7 @@ import asyncio
 import datetime
 import hashlib
 import json
+import math
 import os
 import re
 import time
@@ -25,8 +26,10 @@ from collections.abc import (
 )
 from contextlib import asynccontextmanager
 from dataclasses import dataclass, replace
+from functools import lru_cache
+from itertools import chain
 from types import MappingProxyType
-from typing import TYPE_CHECKING, Any, Final, Literal, TypeAlias, TypedDict, cast
+from typing import TYPE_CHECKING, Any, Final, Generic, Literal, TypeAlias, TypedDict, TypeVar, cast
 from urllib.parse import ParseResult, urlparse
 
 import anyio
@@ -43,11 +46,12 @@ from mcp.types import (
     ResourceTemplate,
 )
 from mcp.types import Tool as MCPTool
-from pydantic import AnyUrl, BaseModel
+from pydantic import AnyUrl, BaseModel, TypeAdapter
 from typing_extensions import ReadOnly
 
 import litellm
 from litellm._logging import verbose_logger
+from litellm.caching.in_memory_cache import InMemoryCache
 from litellm.constants import (
     MCP_CLIENT_TIMEOUT,
     MCP_HEALTH_CHECK_TIMEOUT,
@@ -80,7 +84,7 @@ from litellm.proxy._experimental.mcp_server.faults.list_outcomes import (
     raise_classified_list_failure,
     upstream_auth_challenge,
 )
-from litellm.proxy._experimental.mcp_server.mcp_debug import record_auth_resolution
+from litellm.proxy._experimental.mcp_server.mcp_debug import describe_upstream_http_failure, record_auth_resolution
 from litellm.proxy._experimental.mcp_server.oauth2_token_cache import (
     MCPPerUserTokenCache,
     mcp_per_user_token_cache,
@@ -90,6 +94,7 @@ from litellm.proxy._experimental.mcp_server.oauth2_token_cache import (
 from litellm.proxy._experimental.mcp_server.oauth_utils import (
     _redact_mcp_resource_url,
     canonicalize_url_identity,
+    get_byok_www_authenticate,
 )
 from litellm.proxy._experimental.mcp_server.outbound_credentials import (
     Error,
@@ -192,7 +197,6 @@ if TYPE_CHECKING:
     from mcp.shared.context import RequestContext
     from mcp.types import CreateMessageRequestParams
 
-    from litellm.caching.caching import InMemoryCache
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
     from litellm.types.mcp_server.mcp_toolset import MCPToolset
 
@@ -254,6 +258,7 @@ _TRUE_ENV_VALUES: Final = frozenset(("1", "true", "yes", "on"))
 _OAUTH_DISCOVERY_RETRY_DELAYS_SECONDS: Final = (0.05, 0.15)
 _OAUTH_DISCOVERY_RETRY_BASE_SECONDS: Final = 30.0
 _OAUTH_DISCOVERY_RETRY_MAX_SECONDS: Final = 900.0
+_OAUTH_TEMPORARY_DISCOVERY_TTL_SECONDS: Final = 300.0
 
 
 def _oauth_discovery_now() -> float:
@@ -883,6 +888,53 @@ def _sanitized_error_text(exc: Exception) -> str:
     return re.sub(r"https?://\S+", "<url>", str(exc))[:200]
 
 
+async def _openapi_spec_health(
+    spec_path: str, *, timeout: float
+) -> tuple[Literal["healthy", "unhealthy", "unknown"], str | None]:
+    """Check specification availability, not upstream operations or user credentials."""
+    from litellm.llms.custom_httpx.http_handler import HTTPResponseLimitError
+    from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import load_openapi_spec_async
+
+    if not spec_path.startswith(("http://", "https://")):
+        return "unknown", "OpenAPI servers have no protocol-level health probe"
+    try:
+        await asyncio.wait_for(load_openapi_spec_async(spec_path, max_bytes=10 * 1024 * 1024), timeout=timeout)
+    except asyncio.TimeoutError:
+        return "unhealthy", f"OpenAPI specification check timed out after {timeout} seconds"
+    except HTTPStatusError as exc:
+        return "unhealthy", f"OpenAPI specification request failed (HTTP {exc.response.status_code})"
+    except HTTPResponseLimitError as exc:
+        return "unknown", f"OpenAPI specification probe refused: {exc}"
+    except (httpx.RequestError, ValueError, OSError) as exc:
+        return "unhealthy", f"OpenAPI specification could not be loaded ({type(exc).__name__})"
+    return "healthy", None
+
+
+class _OpenAPIHealthProbe:
+    def __init__(self, spec_path: str, clock: Callable[[], float] = time.monotonic) -> None:
+        self.spec_path = spec_path
+        self.clock = clock
+        self.lock = asyncio.Lock()
+        self.checked_at = float("-inf")
+        self.result: tuple[Literal["healthy", "unhealthy", "unknown"], str | None, datetime.datetime] | None = None
+
+    async def check(self) -> tuple[Literal["healthy", "unhealthy", "unknown"], str | None, datetime.datetime]:
+        async with self.lock:
+            if self.result is not None and self.clock() - self.checked_at < 30.0:
+                return self.result
+            try:
+                status, error = await _openapi_spec_health(self.spec_path, timeout=MCP_HEALTH_CHECK_TIMEOUT)
+            except asyncio.CancelledError:
+                return (
+                    "unknown",
+                    "OpenAPI specification check was cancelled",
+                    datetime.datetime.now(datetime.timezone.utc),
+                )
+            self.result = (status, error, datetime.datetime.now(datetime.timezone.utc))
+            self.checked_at = self.clock()
+            return self.result
+
+
 def _discovery_failure_leaves_needs_unresolved(
     *,
     needs_authorization_url: bool,
@@ -1183,7 +1235,7 @@ async def _resolve_byok_mcp_auth_header(
                         "Complete the OAuth authorization flow to provide your API key."
                     ),
                 },
-                headers={"WWW-Authenticate": 'Bearer resource_metadata="/.well-known/oauth-protected-resource"'},
+                headers={"WWW-Authenticate": get_byok_www_authenticate()},
             )
         return byok_cred
 
@@ -1356,6 +1408,11 @@ def _extract_upstream_auth_failure(
     return upstream_auth_challenge(exc)
 
 
+def _upstream_failure_suffix(exc: BaseException) -> str:
+    detail: Final = describe_upstream_http_failure(exc)
+    return f"\n  upstream exchange: {detail}" if detail else ""
+
+
 def _obo_retry_applies(server: MCPServer, subject_token: str | None) -> bool:
     """Whether an upstream 401/403 should invalidate the minted credential and retry once.
 
@@ -1623,6 +1680,105 @@ def _record_mcp_guardrail_evaluations(
         verbose_logger.warning("Failed to record MCP guardrail evaluation for logging: %s", e)
 
 
+_DiscoveryItem = TypeVar("_DiscoveryItem", bound=BaseModel)
+_DiscoveryKey: TypeAlias = tuple[str, str | None]
+_DISCOVERY_CACHE_LIMIT: Final = 1024
+
+
+class _DiscoveryCache(Generic[_DiscoveryItem]):
+    def __init__(
+        self, ttl: float, clock: Callable[[], float], adapter: TypeAdapter[tuple[_DiscoveryItem, ...]]
+    ) -> None:
+        self._ttl = ttl
+        self._adapter = adapter
+        self._entries = InMemoryCache(max_size_in_memory=_DISCOVERY_CACHE_LIMIT, max_size_per_item=64, clock=clock)
+        self._pending: dict[
+            _DiscoveryKey, asyncio.Task[list[_DiscoveryItem]]
+        ] = {}  # mutable-ok: constant-time fetch registration
+        self._waiters: dict[asyncio.Task[list[_DiscoveryItem]], int] = {}  # mutable-ok: constant-time waiter accounting
+
+    def invalidate(self, server_id: str) -> None:
+        prefix: Final = f"[{json.dumps(server_id)},"
+        keys: Final = cast(  # cast-ok: private cache contains only JSON string keys
+            "tuple[str, ...]", tuple(self._entries.cache_dict)
+        )
+        for entry_key in keys:
+            if entry_key.startswith(prefix):
+                self._entries.delete_cache(entry_key)
+        for key in tuple(self._pending):
+            if key[0] == server_id:
+                self._pending.pop(key)
+
+    @staticmethod
+    def _observe_completion(task: asyncio.Task[list[_DiscoveryItem]]) -> None:
+        if not task.cancelled():
+            task.exception()
+
+    async def get(
+        self, key: _DiscoveryKey, fetch: Callable[[], Awaitable[list[_DiscoveryItem]]]
+    ) -> tuple[_DiscoveryItem, ...]:
+        if self._ttl <= 0:
+            return tuple(await fetch())
+        entry: Final[object] = self._entries.get_cache(json.dumps(key))
+        if entry is not None:
+            return self._adapter.validate_python(entry)
+        pending: Final = self._pending.get(key)
+        if pending is not None:
+            return await self._await_fetch(key, pending)
+        if len(self._pending) >= _DISCOVERY_CACHE_LIMIT:
+            return tuple(await fetch())
+        task: Final = asyncio.create_task(self._fetch(key, fetch))
+        self._pending[key] = task
+        task.add_done_callback(self._observe_completion)
+        return await self._await_fetch(key, task)
+
+    async def _await_fetch(
+        self, key: _DiscoveryKey, task: asyncio.Task[list[_DiscoveryItem]]
+    ) -> tuple[_DiscoveryItem, ...]:
+        self._waiters[task] = self._waiters.get(task, 0) + 1
+        try:
+            return tuple(item.model_copy(deep=True) for item in await asyncio.shield(task))
+        finally:
+            remaining: Final = self._waiters[task] - 1
+            if remaining:
+                self._waiters[task] = remaining
+            else:
+                self._waiters.pop(task)
+                if self._pending.get(key) is task:
+                    self._pending.pop(key)
+                if not task.done():
+                    task.cancel()
+
+    async def _fetch(
+        self, key: _DiscoveryKey, fetch: Callable[[], Awaitable[list[_DiscoveryItem]]]
+    ) -> list[_DiscoveryItem]:
+        try:
+            items: Final = await fetch()
+            if self._pending.get(key) is asyncio.current_task():
+                self._entries.set_cache(
+                    json.dumps(key),
+                    self._adapter.dump_json(tuple(items)),
+                    ttl=self._ttl,
+                )
+            return items
+        finally:
+            if self._pending.get(key) is asyncio.current_task():
+                self._pending.pop(key)
+
+
+def _mcp_discovery_cache_ttl() -> float:
+    raw: Final = os.environ.get("LITELLM_MCP_DISCOVERY_CACHE_TTL", "60")
+    try:
+        ttl: Final = float(raw)
+    except ValueError:
+        verbose_logger.warning("Invalid LITELLM_MCP_DISCOVERY_CACHE_TTL; using 60 seconds")
+        return 60.0
+    if not math.isfinite(ttl) or ttl < 0:
+        verbose_logger.warning("Invalid LITELLM_MCP_DISCOVERY_CACHE_TTL; using 60 seconds")
+        return 60.0
+    return ttl
+
+
 class MCPServerManager:
     _STDIO_ENV_TEMPLATE_PATTERN = re.compile(r"^\$\{(X-[^}]+)\}$")
 
@@ -1739,6 +1895,7 @@ class MCPServerManager:
         cred_provider: UpstreamCredentialProvider | None = None,
         per_user_oauth_token_store: InvalidatableOAuthTokenStore | None = None,
         per_user_token_cache: MCPPerUserTokenCache | None = None,
+        discovery_clock: Callable[[], float] = time.monotonic,
     ):
         self._per_user_oauth_token_store = per_user_oauth_token_store or LazyPerUserOAuthTokenStore(
             self.get_mcp_server_by_id
@@ -1748,7 +1905,18 @@ class MCPServerManager:
             oauth_token_store=self._per_user_oauth_token_store,
             token_exchanger=build_token_exchanger(),
         )
+        discovery_ttl: Final = _mcp_discovery_cache_ttl()
+        self._prompt_discovery_cache = _DiscoveryCache[Prompt](
+            discovery_ttl, discovery_clock, TypeAdapter(tuple[Prompt, ...])
+        )
+        self._resource_discovery_cache = _DiscoveryCache[Resource](
+            discovery_ttl, discovery_clock, TypeAdapter(tuple[Resource, ...])
+        )
+        self._template_discovery_cache = _DiscoveryCache[ResourceTemplate](
+            discovery_ttl, discovery_clock, TypeAdapter(tuple[ResourceTemplate, ...])
+        )
         self.registry: dict[str, MCPServer] = {}
+        self._openapi_health_probes: Callable[[str], _OpenAPIHealthProbe] = lru_cache(maxsize=128)(_OpenAPIHealthProbe)
         self.config_mcp_servers: dict[str, MCPServer] = {}
         """
         eg.
@@ -1898,6 +2066,10 @@ class MCPServerManager:
         slot: Final = self._oauth_discovery_slot(server_id)
         return slot is not None and slot.generation == generation
 
+    def _expire_temporary_oauth_discovery(self, server_id: str, generation: int) -> None:
+        if self._oauth_discovery_slot_is_current(server_id, generation):
+            self._remove_oauth_discovery_slot(server_id)
+
     def _publish_resolved_oauth_server(
         self,
         server: MCPServer,
@@ -1910,7 +2082,13 @@ class MCPServerManager:
         elif server.server_id in self.config_mcp_servers:
             self.config_mcp_servers[server.server_id] = server
         else:
-            return None
+            asyncio.get_running_loop().call_later(
+                _OAUTH_TEMPORARY_DISCOVERY_TTL_SECONDS,
+                self._expire_temporary_oauth_discovery,
+                server.server_id,
+                generation,
+            )
+            return server
         self._remove_oauth_discovery_slot(server.server_id)
         return server
 
@@ -2002,6 +2180,12 @@ class MCPServerManager:
         if slot.task is not None:
             if not slot.task.done() or _oauth_discovery_now() < slot.retry_not_before:
                 return slot.task, slot.generation
+            if (
+                not slot.task.cancelled()
+                and slot.task.exception() is None
+                and isinstance(slot.task.result(), _OAuthDiscoveryResolved)
+            ):
+                return slot.task, slot.generation
         task: Final = asyncio.create_task(
             self._run_oauth_metadata_resolution(self._registered_server(server), slot.generation)
         )
@@ -2031,7 +2215,7 @@ class MCPServerManager:
             if should_defer != has_slot:
                 self._set_oauth_discovery_deferred(server.server_id, should_defer)
 
-    async def ensure_oauth_metadata_discovered(self, server: MCPServer) -> MCPServer:
+    async def ensure_oauth_metadata_discovered(self, server: MCPServer, *, _retry_stale: bool = True) -> MCPServer:
         """Join the bounded discovery task and return the resolved server.
 
         Concurrent callers share one task per server. A failed attempt remains
@@ -2058,13 +2242,13 @@ class MCPServerManager:
             outcome: Final = await asyncio.shield(task)
         except asyncio.CancelledError:
             if task.cancelled() and not self._oauth_discovery_slot_is_current(server.server_id, generation):
-                return await self.ensure_oauth_metadata_discovered(server)
+                return await self._rejoin_oauth_metadata_discovery(server, retry_stale=_retry_stale)
             raise
         match outcome:
             case _OAuthDiscoveryResolved(resolved_server):
                 return resolved_server
             case _OAuthDiscoveryStale():
-                return await self.ensure_oauth_metadata_discovered(server)
+                return await self._rejoin_oauth_metadata_discovery(server, retry_stale=_retry_stale)
             case _OAuthDiscoveryFailed(timed_out=timed_out):
                 current: Final = self._registered_server(server)
                 if current.is_client_forwarded_token:
@@ -2076,6 +2260,14 @@ class MCPServerManager:
                     detail=f"OAuth metadata discovery {reason} for MCP server {server_ref!r}",
                 )
 
+    async def _rejoin_oauth_metadata_discovery(self, server: MCPServer, *, retry_stale: bool) -> MCPServer:
+        if retry_stale:
+            return await self.ensure_oauth_metadata_discovered(server, _retry_stale=False)
+        current: Final = self._registered_server(server)
+        if not _oauth_endpoints_unresolved(current) or current.is_client_forwarded_token:
+            return current
+        raise HTTPException(status_code=503, detail="OAuth metadata discovery changed repeatedly; retry shortly")
+
     def _remember_upstream_initialize_instructions(self, server: MCPServer, client: MCPClient) -> None:
         raw: Final[str | None] = getattr(client, "_last_initialize_instructions", None)
         if raw and str(raw).strip():
@@ -2450,6 +2642,7 @@ class MCPServerManager:
             self._assign_unique_short_prefix(new_server)
             _warn_internal_delegate_pkce_if_applicable(new_server, source="config")
             _warn_config_id_jag_server_outruns_sso(new_server)
+            self._invalidate_discovery_lists(server_id)
             self.config_mcp_servers[server_id] = new_server
             self._set_oauth_discovery_deferred(
                 server_id,
@@ -2651,6 +2844,7 @@ class MCPServerManager:
             global_mcp_tool_registry,
         )
 
+        self._invalidate_discovery_lists(server.server_id)
         prefix_root: Final = normalize_server_name(get_server_prefix(server))
         if server.spec_path and prefix_root:
             openapi_key_prefix: Final = prefix_root + MCP_TOOL_PREFIX_SEPARATOR
@@ -3027,6 +3221,7 @@ class MCPServerManager:
                 # env_vars_are_encrypted=False.
                 new_server: Final = await self.build_mcp_server_from_table(mcp_server, env_vars_are_encrypted=False)
                 self._assign_unique_short_prefix(new_server)
+                self._invalidate_discovery_lists(mcp_server.server_id)
                 self.registry[mcp_server.server_id] = new_server
                 await self._maybe_register_openapi_tools(new_server)
                 self.prime_oauth_metadata_discovery(new_server)
@@ -3063,6 +3258,7 @@ class MCPServerManager:
                     previous_server=self.registry[mcp_server.server_id],
                 )
                 self._assign_unique_short_prefix(new_server)
+                self._invalidate_discovery_lists(mcp_server.server_id)
                 self.registry[mcp_server.server_id] = new_server
                 await self._maybe_register_openapi_tools(new_server)
                 self.prime_oauth_metadata_discovery(new_server)
@@ -4291,9 +4487,46 @@ class MCPServerManager:
         except MCPServerListError:
             raise
         except Exception as e:
-            verbose_logger.warning("Failed to get tools from server %s: %s", server.name, e)
+            verbose_logger.warning(
+                "Failed to get tools from server %s: %s%s", server.name, type(e).__name__, _upstream_failure_suffix(e)
+            )
             raise_classified_list_failure(e, server.name, suppress_challenge=server.is_dcr_bridge)
 
+    def _invalidate_discovery_lists(self, server_id: str) -> None:
+        self._prompt_discovery_cache.invalidate(server_id)
+        self._resource_discovery_cache.invalidate(server_id)
+        self._template_discovery_cache.invalidate(server_id)
+
+    def _discovery_key(
+        self,
+        server: MCPServer,
+        user_api_key_auth: UserAPIKeyAuth | None,
+        mcp_auth_header: str | dict[str, str] | None,
+        extra_headers: dict[str, str] | None,
+        stdio_env: dict[str, str] | None,
+        subject_token: str | None,
+        credential_fingerprint: str | None = None,
+    ) -> _DiscoveryKey:
+        per_user: Final = (
+            server.requires_per_user_auth
+            or self._references_per_user_env_var(server)
+            or server.delegate_auth_to_upstream
+            or server.auth_type in (MCPAuth.oauth2_token_exchange, MCPAuth.oauth2_id_jag)
+        )
+        if not (per_user or mcp_auth_header or extra_headers or stdio_env or subject_token):
+            return server.server_id, None
+        identity: Final = (
+            (user_api_key_auth.user_id, user_api_key_auth.api_key)
+            if per_user and user_api_key_auth is not None
+            else None
+        )
+        material: Final = json.dumps(
+            (identity, mcp_auth_header, extra_headers, stdio_env, subject_token, credential_fingerprint),
+            sort_keys=True,
+            separators=(",", ":"),
+        )
+        return server.server_id, hashlib.sha256(material.encode()).hexdigest()
+
     async def get_prompts_from_server(
         self,
         server: MCPServer,
@@ -4303,47 +4536,38 @@ class MCPServerManager:
         add_prefix: bool = True,
         raw_headers: dict[str, str] | None = None,
     ) -> list[Prompt]:
-        """
-        Helper method to get prompts from a single MCP server with prefixed names.
-
-        Args:
-            server (MCPServer): The server to query prompts from
-            mcp_auth_header: Optional auth header for MCP server
-
-        Returns:
-            List[Prompt]: List of prompts available on the server with prefixed names
-        """
-
-        verbose_logger.debug("Connecting to url: %s", server.url)
-        verbose_logger.info("get_prompts_from_server for %s...", server.name)
-
-        client = None
-
         try:
-            if server.static_headers:
-                if extra_headers is None:
-                    extra_headers = {}
-                extra_headers.update(server.static_headers)
-
+            headers: Final = (
+                dict(
+                    chain(
+                        extra_headers.items() if extra_headers else (),
+                        server.static_headers.items() if server.static_headers else (),
+                    )
+                )
+                or None
+            )
             stdio_env: Final = self._build_stdio_env(server, raw_headers)
             subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
-
-            client = await self._create_mcp_client(
+            client: Final = await self._create_mcp_client(
                 server=server,
                 mcp_auth_header=mcp_auth_header,
-                extra_headers=extra_headers,
+                extra_headers=headers,
                 stdio_env=stdio_env,
                 subject_token=subject_token,
+                user_api_key_auth=user_api_key_auth,
+            )
+            credential_fingerprint: Final = await client.discovery_auth_fingerprint()
+            key: Final = self._discovery_key(
+                server, user_api_key_auth, mcp_auth_header, headers, stdio_env, subject_token, credential_fingerprint
             )
 
-            prompts: Final = await client.list_prompts()
+            async def fetch() -> list[Prompt]:
+                return await client.list_prompts(raise_on_error=True)
 
-            prefixed_or_original_prompts: Final = self._create_prefixed_prompts(prompts, server, add_prefix=add_prefix)
-
-            return prefixed_or_original_prompts
-
-        except Exception as e:
-            verbose_logger.warning("Failed to get prompts from server %s: %s", server.name, e)
+            items: Final = await self._prompt_discovery_cache.get(key, fetch)
+            return self._create_prefixed_prompts(items, server, add_prefix=add_prefix)
+        except Exception as error:
+            verbose_logger.warning("Failed to get prompts from server %s: %s", server.name, error)
             return []
 
     async def get_resources_from_server(
@@ -4355,38 +4579,38 @@ class MCPServerManager:
         add_prefix: bool = True,
         raw_headers: dict[str, str] | None = None,
     ) -> list[Resource]:
-        """Fetch available resources from a single MCP server."""
-
-        verbose_logger.debug("Connecting to url: %s", server.url)
-        verbose_logger.info("get_resources_from_server for %s...", server.name)
-
-        client = None
-
         try:
-            if server.static_headers:
-                if extra_headers is None:
-                    extra_headers = {}
-                extra_headers.update(server.static_headers)
-
+            headers: Final = (
+                dict(
+                    chain(
+                        extra_headers.items() if extra_headers else (),
+                        server.static_headers.items() if server.static_headers else (),
+                    )
+                )
+                or None
+            )
             stdio_env: Final = self._build_stdio_env(server, raw_headers)
             subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
-
-            client = await self._create_mcp_client(
+            client: Final = await self._create_mcp_client(
                 server=server,
                 mcp_auth_header=mcp_auth_header,
-                extra_headers=extra_headers,
+                extra_headers=headers,
                 stdio_env=stdio_env,
                 subject_token=subject_token,
+                user_api_key_auth=user_api_key_auth,
+            )
+            credential_fingerprint: Final = await client.discovery_auth_fingerprint()
+            key: Final = self._discovery_key(
+                server, user_api_key_auth, mcp_auth_header, headers, stdio_env, subject_token, credential_fingerprint
             )
 
-            resources: Final = await client.list_resources()
+            async def fetch() -> list[Resource]:
+                return await client.list_resources(raise_on_error=True)
 
-            prefixed_resources: Final = self._create_prefixed_resources(resources, server, add_prefix=add_prefix)
-
-            return prefixed_resources
-
-        except Exception as e:
-            verbose_logger.warning("Failed to get resources from server %s: %s", server.name, e)
+            items: Final = await self._resource_discovery_cache.get(key, fetch)
+            return self._create_prefixed_resources(items, server, add_prefix=add_prefix)
+        except Exception as error:
+            verbose_logger.warning("Failed to get resources from server %s: %s", server.name, error)
             return []
 
     async def get_resource_templates_from_server(
@@ -4398,40 +4622,38 @@ class MCPServerManager:
         add_prefix: bool = True,
         raw_headers: dict[str, str] | None = None,
     ) -> list[ResourceTemplate]:
-        """Fetch available resource templates from a single MCP server."""
-
-        verbose_logger.debug("Connecting to url: %s", server.url)
-        verbose_logger.info("get_resource_templates_from_server for %s...", server.name)
-
-        client = None
-
         try:
-            if server.static_headers:
-                if extra_headers is None:
-                    extra_headers = {}
-                extra_headers.update(server.static_headers)
-
+            headers: Final = (
+                dict(
+                    chain(
+                        extra_headers.items() if extra_headers else (),
+                        server.static_headers.items() if server.static_headers else (),
+                    )
+                )
+                or None
+            )
             stdio_env: Final = self._build_stdio_env(server, raw_headers)
             subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
-
-            client = await self._create_mcp_client(
+            client: Final = await self._create_mcp_client(
                 server=server,
                 mcp_auth_header=mcp_auth_header,
-                extra_headers=extra_headers,
+                extra_headers=headers,
                 stdio_env=stdio_env,
                 subject_token=subject_token,
+                user_api_key_auth=user_api_key_auth,
+            )
+            credential_fingerprint: Final = await client.discovery_auth_fingerprint()
+            key: Final = self._discovery_key(
+                server, user_api_key_auth, mcp_auth_header, headers, stdio_env, subject_token, credential_fingerprint
             )
 
-            resource_templates: Final = await client.list_resource_templates()
+            async def fetch() -> list[ResourceTemplate]:
+                return await client.list_resource_templates(raise_on_error=True)
 
-            prefixed_templates: Final = self._create_prefixed_resource_templates(
-                resource_templates, server, add_prefix=add_prefix
-            )
-
-            return prefixed_templates
-
-        except Exception as e:
-            verbose_logger.warning("Failed to get resource templates from server %s: %s", server.name, e)
+            items: Final = await self._template_discovery_cache.get(key, fetch)
+            return self._create_prefixed_resource_templates(items, server, add_prefix=add_prefix)
+        except Exception as error:
+            verbose_logger.warning("Failed to get resource_templates from server %s: %s", server.name, error)
             return []
 
     async def read_resource_from_server(
@@ -5036,7 +5258,9 @@ class MCPServerManager:
             verbose_logger.warning("Connection error while listing tools from %s: %s", server_name, e)
             raise MCPServerListError(ServerListFault(tag="unreachable"), server_name) from e
         except Exception as e:
-            verbose_logger.warning("Error listing tools from %s: %s", server_name, e)
+            verbose_logger.warning(
+                "Error listing tools from %s: %s%s", server_name, type(e).__name__, _upstream_failure_suffix(e)
+            )
             raise_classified_list_failure(e, server_name)
 
     _SHORT_PREFIX_MAX_REHASH_ATTEMPTS = 1024
@@ -5137,7 +5361,7 @@ class MCPServerManager:
         return prefixed_tools
 
     def _create_prefixed_prompts(
-        self, prompts: list[Prompt], server: MCPServer, add_prefix: bool = True
+        self, prompts: Sequence[Prompt], server: MCPServer, add_prefix: bool = True
     ) -> list[Prompt]:
         """
         Create prefixed prompts and update prompt mapping.
@@ -5164,7 +5388,7 @@ class MCPServerManager:
         return prefixed_prompts
 
     def _create_prefixed_resources(
-        self, resources: list[Resource], server: MCPServer, add_prefix: bool = True
+        self, resources: Sequence[Resource], server: MCPServer, add_prefix: bool = True
     ) -> list[Resource]:
         """Prefix resource names and track origin server for read requests."""
 
@@ -5181,7 +5405,7 @@ class MCPServerManager:
 
     def _create_prefixed_resource_templates(
         self,
-        resource_templates: list[ResourceTemplate],
+        resource_templates: Sequence[ResourceTemplate],
         server: MCPServer,
         add_prefix: bool = True,
     ) -> list[ResourceTemplate]:
@@ -5918,6 +6142,7 @@ class MCPServerManager:
         failure is logged, never raised, because the DB write already succeeded and the TTL remains
         the backstop.
         """
+        self._invalidate_discovery_lists(server_id)
         try:
             await self._per_user_oauth_token_store.invalidate(user_id, server_id)
         except Exception as exc:  # noqa: BLE001 - cache drop is best-effort; TTL is the backstop
@@ -6383,6 +6608,9 @@ class MCPServerManager:
         for registry_key in dropped_registry_keys:
             self._invalidate_oauth_discovery_state(previous_registry[registry_key].server_id)
 
+        for server_id in previous_registry.keys() | registered_registry.keys():
+            if previous_registry.get(server_id) != registered_registry.get(server_id):
+                self._invalidate_discovery_lists(server_id)
         self.registry = registered_registry
         # A discovery task may have published into ``previous_registry`` while
         # this replacement was being staged. Reconcile every published entry
@@ -6679,6 +6907,18 @@ class MCPServerManager:
                 last_health_check=datetime.now(),
             )
 
+        if server.spec_path:
+            spec_status, spec_error, spec_checked_at = await self._openapi_health_probes(server.spec_path).check()
+            return self._build_mcp_server_table(server).model_copy(
+                update=MappingProxyType(
+                    {
+                        "status": spec_status,
+                        "health_check_error": spec_error,
+                        "last_health_check": spec_checked_at,
+                    }
+                )
+            )
+
         status: Literal["healthy", "unhealthy", "unknown"] = "unknown"
         health_check_error = None
 
diff --git a/litellm/proxy/_experimental/mcp_server/oauth_utils.py b/litellm/proxy/_experimental/mcp_server/oauth_utils.py
index 1ca2ffc703d..39865a35ec6 100644
--- a/litellm/proxy/_experimental/mcp_server/oauth_utils.py
+++ b/litellm/proxy/_experimental/mcp_server/oauth_utils.py
@@ -16,6 +16,7 @@ from litellm.proxy._experimental.mcp_server.auth.token_endpoint_auth import (
     normalize_token_endpoint_auth_method,
 )
 from litellm.proxy.auth.ip_address_utils import IPAddressUtils
+from litellm.proxy.middleware.per_request_root_path_middleware import get_request_root_path
 
 if TYPE_CHECKING:
     from litellm.types.mcp_server.mcp_server_manager import MCPServer
@@ -126,6 +127,14 @@ def _resolve_proxy_base_url_env() -> str | None:
     return None
 
 
+BYOK_RESOURCE_METADATA_PATH: Final = "/v1/mcp/oauth/protected-resource"
+
+
+def get_byok_www_authenticate() -> str:
+    base_url: Final = _resolve_proxy_base_url_env() or get_request_root_path().rstrip("/")
+    return f'Bearer resource_metadata="{base_url}{BYOK_RESOURCE_METADATA_PATH}"'
+
+
 def get_request_base_url(request: Request) -> str:
     """
     Get the base URL for the request, considering X-Forwarded-* headers.
diff --git a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
index 16f58ef5b76..d115eb8b3c1 100644
--- a/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
+++ b/litellm/proxy/_experimental/mcp_server/openapi_to_mcp_generator.py
@@ -163,10 +163,14 @@ def load_openapi_spec(filepath: str) -> dict[str, Any]:
     return asyncio.run(load_openapi_spec_async(filepath))
 
 
-async def load_openapi_spec_async(filepath: str) -> dict[str, Any]:
+async def load_openapi_spec_async(filepath: str, *, max_bytes: int | None = None) -> dict[str, Any]:
     if filepath.startswith("http://") or filepath.startswith("https://"):
         client: Final = get_async_httpx_client(llm_provider=httpxSpecialProvider.MCP)
-        r: Final[httpx.Response] = await async_safe_get(client, filepath)
+        r: Final[httpx.Response] = (
+            await async_safe_get(client, filepath)
+            if max_bytes is None
+            else await async_safe_get(client, filepath, max_response_bytes=max_bytes)
+        )
         r.raise_for_status()
         return r.json()
 
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py
index ad18d1bb10f..43d97abe4db 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/client_credentials.py
@@ -37,6 +37,7 @@ import httpx
 from pydantic import BaseModel, ConfigDict, Field, SecretStr, TypeAdapter, ValidationError
 from typing_extensions import assert_never
 
+from litellm._logging import verbose_logger
 from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import (
     InMemoryTokenCacheBackend,
     OAuthToken,
@@ -101,6 +102,11 @@ async def post_client_credentials_grant(
     from litellm.llms.custom_httpx.http_handler import (  # noqa: PLC0415  # defer heavy handler import to call time
         get_async_httpx_client,  # pyright: ignore[reportUnknownVariableType]  # handler factory params are coarsely typed
     )
+    from litellm.proxy._experimental.mcp_server.mcp_debug import (  # noqa: PLC0415  # diagnostics import credential enums through this package
+        describe_upstream_http_failure,
+        describe_upstream_response,
+        safe_upstream_url,
+    )
     from litellm.types.llms.custom_http import httpxSpecialProvider  # noqa: PLC0415  # deferred with the handler import
 
     try:
@@ -110,15 +116,28 @@ async def post_client_credentials_grant(
         )
     except httpx.HTTPStatusError as status_err:
         status_code: Final = status_err.response.status_code
+        verbose_logger.warning(
+            "OAuth2 client_credentials token request denied:\n  upstream exchange: %s",
+            describe_upstream_http_failure(status_err),
+        )
         return TokenEndpointDenied(status_code=status_code, detail=f"token endpoint returned HTTP {status_code}")
     except Exception as exc:  # noqa: BLE001  # any transport failure is the same outcome: unreachable
-        return TokenEndpointUnreachable(detail=str(exc))
+        verbose_logger.warning(
+            "OAuth2 client_credentials POST %s failed: %s", safe_upstream_url(httpx.URL(url)), type(exc).__name__
+        )
+        return TokenEndpointUnreachable(detail=type(exc).__name__)
     try:
         body: Final = _TOKEN_BODY_ADAPTER.validate_json(response.content)
     except ValidationError:
+        verbose_logger.warning("OAuth2 client_credentials invalid response: %s", describe_upstream_response(response))
         return TokenEndpointDenied(
             status_code=response.status_code, detail="token endpoint returned a non-JSON-object body"
         )
+    access_token: Final = body.get("access_token")
+    if not isinstance(access_token, str) or not access_token:
+        verbose_logger.warning(
+            "OAuth2 client_credentials response has no access token | %s", describe_upstream_response(response)
+        )
     return TokenEndpointSuccess(body=body)
 
 
diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index 27cb632c843..7a97e995570 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -191,6 +191,7 @@ if MCP_AVAILABLE:
         execute_mcp_tool,
         filter_tools_by_allowed_tools,
         filter_tools_by_key_team_permissions,
+        fire_mcp_tool_call_failure_logging,
     )
 
     ########################################################
@@ -232,6 +233,20 @@ if MCP_AVAILABLE:
             return result
         return outcome
 
+    async def _safe_fire_mcp_tool_call_failure_logging(
+        logging_obj: "LiteLLMLoggingObj | None",
+        exception: Exception,
+        start_time: datetime,
+        user_api_key_auth: UserAPIKeyAuth,
+        request_data: Mapping[str, object],
+    ) -> None:
+        try:
+            await fire_mcp_tool_call_failure_logging(
+                logging_obj, exception, start_time, user_api_key_auth, request_data
+            )
+        except Exception as logging_error:
+            verbose_logger.warning("MCP tool call failure logging failed (continuing): %s", logging_error)
+
     def _relay_upstream_auth_http_exception(e: MCPUpstreamAuthError, request: Request) -> HTTPException:
         """Convert a client-forwarded pass-through upstream 401 into an HTTPException that preserves the
         upstream WWW-Authenticate, so a standards-compliant MCP client can run the upstream OAuth flow
@@ -310,26 +325,39 @@ if MCP_AVAILABLE:
             )
         # MCP_TOOL_CALL_TOOL_NAME: run the same pre-call pipeline as the normal path so the tool
         # execution is spend-logged and guardrail-checked.
-        (_, virtual_logging_obj) = await ProxyBaseLLMRequestProcessing(data=data).common_processing_pre_call_logic(
-            request=request,
-            user_api_key_dict=user_api_key_dict,
-            proxy_config=proxy_config,
-            route_type=CallTypes.call_mcp_tool.value,
-            proxy_logging_obj=proxy_logging_obj,
-            general_settings=general_settings,
-        )
-        _tool_start_time: Final = datetime.now()
-        result: Final = await handle_mcp_tool_call(
-            tool_name=tool_arguments.get("tool_name", ""),
-            arguments=tool_arguments.get("arguments") or {},
-            user_api_key_dict=user_api_key_dict,
-            client_ip=rest_client_ip,
-            mcp_auth_header=virtual_mcp_auth_header,
-            mcp_server_auth_headers=virtual_mcp_server_auth_headers,
-            oauth2_headers=virtual_oauth2_headers,
-            raw_headers=virtual_raw_headers,
-            litellm_logging_obj=virtual_logging_obj,
-        )
+        virtual_processor: Final = ProxyBaseLLMRequestProcessing(data=data)
+        _request_start_time: Final = datetime.now()  # noqa: DTZ005  # naive to match the tool start time below
+        try:
+            (_, virtual_logging_obj) = await virtual_processor.common_processing_pre_call_logic(
+                request=request,
+                user_api_key_dict=user_api_key_dict,
+                proxy_config=proxy_config,
+                route_type=CallTypes.call_mcp_tool.value,
+                proxy_logging_obj=proxy_logging_obj,
+                general_settings=general_settings,
+            )
+            _tool_start_time: Final = datetime.now()
+            result: Final = await handle_mcp_tool_call(
+                tool_name=tool_arguments.get("tool_name", ""),
+                arguments=tool_arguments.get("arguments") or {},
+                user_api_key_dict=user_api_key_dict,
+                client_ip=rest_client_ip,
+                mcp_auth_header=virtual_mcp_auth_header,
+                mcp_server_auth_headers=virtual_mcp_server_auth_headers,
+                oauth2_headers=virtual_oauth2_headers,
+                raw_headers=virtual_raw_headers,
+                litellm_logging_obj=virtual_logging_obj,
+            )
+        except Exception as e:
+            virtual_request_data: Final = virtual_processor.data
+            await _safe_fire_mcp_tool_call_failure_logging(
+                virtual_request_data.get("litellm_logging_obj"),
+                e,
+                _request_start_time,
+                user_api_key_dict,
+                virtual_request_data,
+            )
+            raise
         return await _safe_fire_mcp_tool_call_logging(
             virtual_logging_obj,
             result,
@@ -965,7 +993,9 @@ if MCP_AVAILABLE:
                             apply_tool_filters=apply_tool_filters,
                         )
                     except Exception as e:
-                        verbose_logger.exception("Error getting tools from %s: %s", server.name, e)
+                        verbose_logger.warning(
+                            "Error getting tools from %s: %s", server.name, classify_list_exception(e).tag
+                        )
                         return (), classify_list_exception(e)
                     return tools_result, ServerListOk(tool_count=len(tools_result))
 
@@ -1079,65 +1109,73 @@ if MCP_AVAILABLE:
                 )
 
             proxy_base_llm_response_processor: Final = ProxyBaseLLMRequestProcessing(data=data)
-            (
-                data,
-                logging_obj,
-            ) = await proxy_base_llm_response_processor.common_processing_pre_call_logic(
-                request=request,
-                user_api_key_dict=user_api_key_dict,
-                proxy_config=proxy_config,
-                route_type=CallTypes.call_mcp_tool.value,
-                proxy_logging_obj=proxy_logging_obj,
-                general_settings=general_settings,
-            )
+            _request_start_time: Final = datetime.now()  # noqa: DTZ005  # naive to match the tool start time below
+            try:
+                (
+                    data,
+                    logging_obj,
+                ) = await proxy_base_llm_response_processor.common_processing_pre_call_logic(
+                    request=request,
+                    user_api_key_dict=user_api_key_dict,
+                    proxy_config=proxy_config,
+                    route_type=CallTypes.call_mcp_tool.value,
+                    proxy_logging_obj=proxy_logging_obj,
+                    general_settings=general_settings,
+                )
 
-            # Extract MCP auth headers from request and add to data dict
-            (
-                mcp_auth_header,
-                mcp_server_auth_headers,
-                raw_headers_from_request,
-            ) = _extract_mcp_headers_from_request(request, MCPRequestHandler)
-            if mcp_auth_header:
-                data["mcp_auth_header"] = mcp_auth_header
-            if mcp_server_auth_headers:
-                data["mcp_server_auth_headers"] = mcp_server_auth_headers
-            data["raw_headers"] = raw_headers_from_request
+                # Extract MCP auth headers from request and add to data dict
+                (
+                    mcp_auth_header,
+                    mcp_server_auth_headers,
+                    raw_headers_from_request,
+                ) = _extract_mcp_headers_from_request(request, MCPRequestHandler)
+                if mcp_auth_header:
+                    data["mcp_auth_header"] = mcp_auth_header
+                if mcp_server_auth_headers:
+                    data["mcp_server_auth_headers"] = mcp_server_auth_headers
+                data["raw_headers"] = raw_headers_from_request
 
-            # Extract user_api_key_auth from metadata and add to top level
-            # call_mcp_tool expects user_api_key_auth as a top-level parameter
-            if "metadata" in data and "user_api_key_auth" in data["metadata"]:
-                data["user_api_key_auth"] = data["metadata"]["user_api_key_auth"]
+                # Extract user_api_key_auth from metadata and add to top level
+                # call_mcp_tool expects user_api_key_auth as a top-level parameter
+                if "metadata" in data and "user_api_key_auth" in data["metadata"]:
+                    data["user_api_key_auth"] = data["metadata"]["user_api_key_auth"]
 
-            # Resolve allowed MCP servers with IP filtering
-            (
-                allowed_mcp_servers,
-                canonical_server_id,
-            ) = await _resolve_allowed_mcp_servers_with_ip_filter(request, user_api_key_dict, server_id)
+                # Resolve allowed MCP servers with IP filtering
+                (
+                    allowed_mcp_servers,
+                    canonical_server_id,
+                ) = await _resolve_allowed_mcp_servers_with_ip_filter(request, user_api_key_dict, server_id)
 
-            # Look up per-user OAuth headers for this server (mirrors list_tool_rest_api).
-            user_oauth_extra_headers: dict[str, str] | None = None
-            target_server: Final = next(
-                (s for s in allowed_mcp_servers if s.server_id == canonical_server_id),
-                None,
-            )
-            if target_server is not None:
-                user_oauth_extra_headers = await _get_user_oauth_extra_headers(target_server, user_api_key_dict)
+                # Look up per-user OAuth headers for this server (mirrors list_tool_rest_api).
+                user_oauth_extra_headers: dict[str, str] | None = None
+                target_server: Final = next(
+                    (s for s in allowed_mcp_servers if s.server_id == canonical_server_id),
+                    None,
+                )
+                if target_server is not None:
+                    user_oauth_extra_headers = await _get_user_oauth_extra_headers(target_server, user_api_key_dict)
 
-            # Call execute_mcp_tool directly (permission checks already done)
-            _tool_start_time: Final = datetime.now()
-            result: Final = await execute_mcp_tool(
-                name=tool_name,
-                arguments=tool_arguments,
-                allowed_mcp_servers=allowed_mcp_servers,
-                start_time=_tool_start_time,
-                user_api_key_auth=data.get("user_api_key_auth"),
-                mcp_auth_header=data.get("mcp_auth_header"),
-                mcp_server_auth_headers=data.get("mcp_server_auth_headers"),
-                oauth2_headers=user_oauth_extra_headers or data.get("oauth2_headers"),
-                raw_headers=data.get("raw_headers"),
-                litellm_logging_obj=data.get("litellm_logging_obj"),
-                requested_server_id=canonical_server_id,
-            )
+                # Call execute_mcp_tool directly (permission checks already done)
+                _tool_start_time: Final = datetime.now()
+                result: Final = await execute_mcp_tool(
+                    name=tool_name,
+                    arguments=tool_arguments,
+                    allowed_mcp_servers=allowed_mcp_servers,
+                    start_time=_tool_start_time,
+                    user_api_key_auth=data.get("user_api_key_auth"),
+                    mcp_auth_header=data.get("mcp_auth_header"),
+                    mcp_server_auth_headers=data.get("mcp_server_auth_headers"),
+                    oauth2_headers=user_oauth_extra_headers or data.get("oauth2_headers"),
+                    raw_headers=data.get("raw_headers"),
+                    litellm_logging_obj=data.get("litellm_logging_obj"),
+                    requested_server_id=canonical_server_id,
+                )
+            except Exception as e:
+                request_data: Final = proxy_base_llm_response_processor.data
+                await _safe_fire_mcp_tool_call_failure_logging(
+                    request_data.get("litellm_logging_obj"), e, _request_start_time, user_api_key_dict, request_data
+                )
+                raise
             return await _safe_fire_mcp_tool_call_logging(
                 logging_obj,
                 result,
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 95129d9aeed..fc87db69e16 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -56,6 +56,7 @@ from litellm.proxy._experimental.mcp_server.mcp_debug import (
 )
 from litellm.proxy._experimental.mcp_server.oauth_utils import (
     _redact_mcp_resource_url,
+    get_byok_www_authenticate,
     get_passthrough_www_authenticate,
     get_route_relative_request_path,
     well_known_root_suffix,
@@ -2852,7 +2853,7 @@ if MCP_AVAILABLE:
                     "server_name": mcp_server.server_name or mcp_server.name,
                     "message": "User identity is required for BYOK servers",
                 },
-                headers={"WWW-Authenticate": 'Bearer resource_metadata="/.well-known/oauth-protected-resource"'},
+                headers={"WWW-Authenticate": get_byok_www_authenticate()},
             )
 
         # Check shared credential cache before hitting the DB.
@@ -2873,9 +2874,7 @@ if MCP_AVAILABLE:
                                 "Complete the OAuth authorization flow to provide your API key."
                             ),
                         },
-                        headers={
-                            "WWW-Authenticate": 'Bearer resource_metadata="/.well-known/oauth-protected-resource"'
-                        },
+                        headers={"WWW-Authenticate": get_byok_www_authenticate()},
                     )
                 return
 
@@ -2914,7 +2913,7 @@ if MCP_AVAILABLE:
                         "Complete the OAuth authorization flow to provide your API key."
                     ),
                 },
-                headers={"WWW-Authenticate": 'Bearer resource_metadata="/.well-known/oauth-protected-resource"'},
+                headers={"WWW-Authenticate": get_byok_www_authenticate()},
             )
 
     async def execute_mcp_tool(
@@ -3068,9 +3067,7 @@ if MCP_AVAILABLE:
                                 "Complete the OAuth authorization flow to provide your API key."
                             ),
                         },
-                        headers={
-                            "WWW-Authenticate": 'Bearer resource_metadata="/.well-known/oauth-protected-resource"'
-                        },
+                        headers={"WWW-Authenticate": get_byok_www_authenticate()},
                     )
                 mcp_auth_header = byok_cred
             elif mcp_server.is_byok:
@@ -3339,6 +3336,43 @@ if MCP_AVAILABLE:
             )
         return result
 
+    async def fire_mcp_tool_call_failure_logging(
+        logging_obj: LiteLLMLoggingObj | None,
+        exception: Exception,
+        start_time: datetime,
+        user_api_key_auth: UserAPIKeyAuth | None,
+        request_data: Mapping[str, object],
+    ) -> None:
+        """Failure logging shared by the ``/mcp`` path and the REST endpoint. Call from
+        inside the ``except`` block so the traceback is still available.
+
+        The failure handlers run first because ``_ProxyDBLogger.async_post_call_failure_hook``
+        builds the failure spend-log row from the ``standard_logging_object`` they produce;
+        both gate on ``should_run_logging``, so the ``@client`` wrapper does not log twice.
+        A relayed upstream 401 (``MCPUpstreamAuthError``) is an expected caller-must-reauth
+        signal and skips ``post_call_failure_hook``, which fires the ``llm_exceptions`` alert.
+        """
+        from litellm.proxy.proxy_server import proxy_logging_obj
+
+        traceback_str: Final = traceback.format_exc(limit=MAXIMUM_TRACEBACK_LINES_TO_LOG)
+        if logging_obj is not None:
+            end_time: Final = datetime.now()  # noqa: DTZ005  # naive to match `start_time`, which it is subtracted from
+            logging_obj.failure_handler(exception, traceback_str, start_time, end_time)
+            await logging_obj.async_failure_handler(exception, traceback_str, start_time, end_time)
+
+        if isinstance(exception, MCPUpstreamAuthError) or not proxy_logging_obj or user_api_key_auth is None:
+            return
+        sanitized_request_data: Final = {
+            key: value for key, value in request_data.items() if key not in _MCP_CREDENTIAL_REQUEST_FIELDS
+        }
+        await proxy_logging_obj.post_call_failure_hook(
+            request_data=sanitized_request_data,
+            original_exception=exception,
+            user_api_key_dict=user_api_key_auth,
+            route="/mcp/call_tool",
+            traceback_str=traceback_str,
+        )
+
     @client
     async def call_mcp_tool(
         name: str,
@@ -3405,40 +3439,8 @@ if MCP_AVAILABLE:
                 raw_headers=raw_headers,
                 **kwargs,
             )
-        except MCPUpstreamAuthError:
-            # A client-forwarded pass-through upstream 401 is an expected caller-must-reauth signal, so
-            # re-raise it without post_call_failure_hook, which fires the proxy's llm_exceptions alert.
-            # mcp_server_tool_call then downgrades it to an informational isError result for the
-            # streamable client. Note: this function is @client-decorated, so the decorator's standard
-            # failure logging still records the event (spend log / OTel); only the extra alert sink is
-            # skipped here.
-            raise
         except Exception as e:
-            traceback_str: Final = traceback.format_exc(limit=MAXIMUM_TRACEBACK_LINES_TO_LOG)
-            from litellm.proxy.proxy_server import proxy_logging_obj
-
-            # Ordering is load-bearing. ``_ProxyDBLogger.async_post_call_failure_hook``,
-            # reached below, writes the failure spend-log row from this logger's
-            # ``standard_logging_object``, which only exists once the failure handlers
-            # have run. Flush them first or the row lands with
-            # ``guardrail_information=None`` and a guardrail block is never counted.
-            #
-            # Not double-logged: both handlers gate on ``should_run_logging`` and then
-            # mark it, so the ``@client`` wrapper's own post-raise logging no-ops on this
-            # logger, same as ``_fire_mcp_tool_call_logging`` does for ``isError=True``.
-            if litellm_logging_obj is not None:
-                end_time: Final = datetime.now()  # noqa: DTZ005  # naive to match `start_time`, which it is subtracted from
-                litellm_logging_obj.failure_handler(e, traceback_str, start_time, end_time)
-                await litellm_logging_obj.async_failure_handler(e, traceback_str, start_time, end_time)
-
-            if proxy_logging_obj and user_api_key_auth:
-                await proxy_logging_obj.post_call_failure_hook(
-                    request_data=kwargs,
-                    original_exception=e,
-                    user_api_key_dict=user_api_key_auth,
-                    route="/mcp/call_tool",
-                    traceback_str=traceback_str,
-                )
+            await fire_mcp_tool_call_failure_logging(litellm_logging_obj, e, start_time, user_api_key_auth, kwargs)
             raise
 
         if litellm_logging_obj:
diff --git a/litellm/proxy/_lazy_features.py b/litellm/proxy/_lazy_features.py
index 50e0a961a49..dd1180b30ad 100644
--- a/litellm/proxy/_lazy_features.py
+++ b/litellm/proxy/_lazy_features.py
@@ -8,14 +8,17 @@ omits each feature's routes until the feature is warmed.
 
 import asyncio
 import importlib
-from collections.abc import Callable
+from collections.abc import Callable, Mapping, Sequence
 from collections.abc import Set as AbstractSet
 from dataclasses import dataclass, field
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Final
 
+from starlette.routing import BaseRoute, Match
 from starlette.types import Receive, Scope, Send
 
 from litellm._logging import verbose_proxy_logger
+from litellm.proxy.route_priority import hot_routes_first
 
 if TYPE_CHECKING:
     from fastapi import APIRouter, FastAPI
@@ -185,6 +188,31 @@ LAZY_FEATURES: Final[tuple[LazyFeature, ...]] = (
         module_path="litellm.proxy.management_endpoints.config_override_endpoints",
         path_prefixes=("/config_overrides",),
     ),
+    LazyFeature(
+        name="llm_passthrough",
+        module_path="litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints",
+        path_prefixes=(
+            "/anthropic/",
+            "/assemblyai/",
+            "/azure/",
+            "/azure_ai/",
+            "/bedrock/",
+            "/cohere/",
+            "/comprehendmedical",
+            "/cursor/",
+            "/eu.assemblyai/",
+            "/gemini/",
+            "/gigachat/",
+            "/milvus/",
+            "/mistral/",
+            "/openai/",
+            "/openai_passthrough/",
+            "/vertex-ai/",
+            "/vertex_ai/",
+            "/vllm/",
+            "/watsonx/",
+        ),
+    ),
     LazyFeature(
         name="realtime",
         module_path="litellm.proxy.realtime_endpoints.endpoints",
@@ -308,14 +336,73 @@ class LazyFeatureMiddleware:
             if root_path and path.startswith(root_path + "/"):
                 path = path[len(root_path) :]  # rebind-ok: local strip after the boundary check above
             for feat in self._features:
-                if feat.module_path in self._loaded:
+                if feat.module_path in self._loaded or not feat.matches(path):
                     continue
-                if feat.matches(path):
-                    await _force_load(self._fastapi_app, feat)
+                if _eager_route_wins(self._fastapi_app, feat, scope):
+                    continue
+                await _force_load(self._fastapi_app, feat, self._features)
         await self.app(scope, receive, send)
 
 
-async def _force_load(app: "FastAPI", feat: LazyFeature) -> bool:
+def _lazy_slots(app: "FastAPI") -> Mapping[str, BaseRoute | None]:
+    return app.state.lazy_slots if hasattr(app.state, "lazy_slots") else MappingProxyType({})
+
+
+def reserve_lazy_slot(app: "FastAPI", name: str, features: tuple[LazyFeature, ...] = LAZY_FEATURES) -> None:
+    """Record the route the feature's router used to be included after, so its routes
+    are spliced back in there once it loads and keep the same precedence. Anchoring on
+    the route rather than its index survives later reordering of the table."""
+    feat: Final = next(f for f in features if f.name == name)
+    anchor: Final = app.router.routes[-1] if app.router.routes else None
+    app.state.lazy_slots = MappingProxyType({**_lazy_slots(app), feat.module_path: anchor})
+
+
+def _slot_index(routes: Sequence[BaseRoute], anchor: BaseRoute | None) -> int:
+    if anchor is None:
+        return 0
+    return next((i + 1 for i, route in enumerate(routes) if route is anchor), len(routes))
+
+
+def _eager_route_wins(app: "FastAPI", feat: LazyFeature, scope: Scope) -> bool:
+    """Routes ahead of a feature's reserved slot beat its routes in Starlette's scan,
+    so a request one of them fully matches never needs the feature loaded."""
+    slots: Final = _lazy_slots(app)
+    if feat.module_path not in slots:
+        return False
+    ahead: Final = app.router.routes[: _slot_index(app.router.routes, slots[feat.module_path])]
+    return any(route.matches(scope)[0] is Match.FULL for route in ahead)
+
+
+def _in_registry_order(
+    routes: Sequence[BaseRoute],
+    lazy_routes: Mapping[str, tuple[BaseRoute, ...]],
+    features: tuple[LazyFeature, ...],
+    slots: Mapping[str, BaseRoute | None],
+) -> tuple[BaseRoute, ...]:
+    """Lazy routers land in registry order, not first-request order, so overlapping
+    paths (/openai/{endpoint:path} vs /openai/v1/realtime/calls) resolve the same
+    way no matter which feature a deployment happens to hit first. Features with a
+    reserved slot go back where they were eagerly included; the rest follow every
+    eager route."""
+    rank: Final = MappingProxyType({f.module_path: i for i, f in enumerate(features)})
+    modules: Final = tuple(sorted(lazy_routes, key=lambda m: rank.get(m, len(rank))))
+    lazy_ids: Final = frozenset(id(route) for module_path in modules for route in lazy_routes[module_path])
+    eager: Final = tuple(route for route in routes if id(route) not in lazy_ids)
+
+    def slot_of(module_path: str) -> int:
+        return _slot_index(eager, slots[module_path]) if module_path in slots else len(eager)
+
+    return tuple(
+        route
+        for index in range(len(eager) + 1)
+        for route in (
+            *(r for module_path in modules if slot_of(module_path) == index for r in lazy_routes[module_path]),
+            *eager[index : index + 1],
+        )
+    )
+
+
+async def _force_load(app: "FastAPI", feat: LazyFeature, features: tuple[LazyFeature, ...] = LAZY_FEATURES) -> bool:
     """Import + register a lazy feature exactly once per (app, module).
     Shared by the middleware and the /lazy/warm endpoint."""
     if not hasattr(app.state, "lazy_loaded"):
@@ -330,7 +417,18 @@ async def _force_load(app: "FastAPI", feat: LazyFeature) -> bool:
             # mutates app.router.routes, so it stays on the loop thread.
             loop: Final = asyncio.get_running_loop()
             module: Final = await loop.run_in_executor(None, importlib.import_module, feat.module_path)
+            before: Final = len(app.router.routes)
             feat.register_fn(app, module)
+            previous: Final[Mapping[str, tuple[BaseRoute, ...]]] = (
+                app.state.lazy_routes if hasattr(app.state, "lazy_routes") else MappingProxyType({})
+            )
+            lazy_routes: Final[Mapping[str, tuple[BaseRoute, ...]]] = MappingProxyType(
+                {**previous, feat.module_path: tuple(app.router.routes[before:])}
+            )
+            app.state.lazy_routes = lazy_routes  # rebind-ok: the app owns the record of which routes each feature added
+            app.router.routes[:] = hot_routes_first(  # rebind-ok: the app owns its route table
+                _in_registry_order(app.router.routes, lazy_routes, features, _lazy_slots(app))
+            )
             app.state.lazy_loaded.add(feat.module_path)
             app.openapi_schema = None
             verbose_proxy_logger.info(
diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json
index f0af17ab818..7a110eff080 100644
--- a/litellm/proxy/_lazy_openapi_snapshot.json
+++ b/litellm/proxy/_lazy_openapi_snapshot.json
@@ -3234,6 +3234,17 @@
                 }
               ],
               "title": "User Email"
+            },
+            "user_id": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "User Id"
             }
           },
           "title": "KeyMetadata",
@@ -4335,7 +4346,7 @@
       "/anthropic/{endpoint}": {
         "delete": {
           "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
-          "operationId": "anthropic_proxy_route_anthropic__endpoint__delete",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__delete_2",
           "parameters": [
             {
               "in": "path",
@@ -4379,7 +4390,7 @@
         },
         "get": {
           "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
-          "operationId": "anthropic_proxy_route_anthropic__endpoint__get",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__get_2",
           "parameters": [
             {
               "in": "path",
@@ -4423,7 +4434,7 @@
         },
         "patch": {
           "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
-          "operationId": "anthropic_proxy_route_anthropic__endpoint__patch",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__patch_2",
           "parameters": [
             {
               "in": "path",
@@ -4467,7 +4478,7 @@
         },
         "post": {
           "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
-          "operationId": "anthropic_proxy_route_anthropic__endpoint__post",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__post_2",
           "parameters": [
             {
               "in": "path",
@@ -4511,7 +4522,7 @@
         },
         "put": {
           "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
-          "operationId": "anthropic_proxy_route_anthropic__endpoint__put",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__put_2",
           "parameters": [
             {
               "in": "path",
@@ -5134,6 +5145,49 @@
             "anthropic_skills"
           ]
         }
+      },
+      "/v1/skills/{skill_id}/archive": {
+        "get": {
+          "description": "Stored skill upload, repacked so SKILL.md sits at the archive root.",
+          "operationId": "agent_skills_archive_v1_skills__skill_id__archive_get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "skill_id",
+              "required": true,
+              "schema": {
+                "title": "Skill Id",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/zip": {
+                  "schema": {
+                    "type": "string"
+                  }
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Agent Skills Archive",
+          "tags": [
+            "anthropic_skills"
+          ]
+        }
       }
     }
   },
@@ -15836,6 +15890,4976 @@
       }
     }
   },
+  "llm_passthrough": {
+    "components": {
+      "schemas": {
+        "Body_image_edit_api_openai_deployments__model__images_edits_post": {
+          "properties": {
+            "image": {
+              "anyOf": [
+                {
+                  "items": {
+                    "contentMediaType": "application/octet-stream",
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Image"
+            },
+            "image[]": {
+              "anyOf": [
+                {
+                  "items": {
+                    "contentMediaType": "application/octet-stream",
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Image[]"
+            },
+            "mask": {
+              "anyOf": [
+                {
+                  "items": {
+                    "contentMediaType": "application/octet-stream",
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Mask"
+            },
+            "mask[]": {
+              "anyOf": [
+                {
+                  "items": {
+                    "contentMediaType": "application/octet-stream",
+                    "type": "string"
+                  },
+                  "type": "array"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Mask[]"
+            }
+          },
+          "title": "Body_image_edit_api_openai_deployments__model__images_edits_post",
+          "type": "object"
+        },
+        "ErrorResponse": {
+          "properties": {
+            "detail": {
+              "additionalProperties": true,
+              "example": {
+                "error": {
+                  "code": "error_code",
+                  "message": "Error message",
+                  "param": "error_param",
+                  "type": "error_type"
+                }
+              },
+              "title": "Detail",
+              "type": "object"
+            }
+          },
+          "required": [
+            "detail"
+          ],
+          "title": "ErrorResponse",
+          "type": "object"
+        },
+        "HTTPValidationError": {
+          "properties": {
+            "detail": {
+              "items": {
+                "$ref": "#/components/schemas/ValidationError"
+              },
+              "title": "Detail",
+              "type": "array"
+            }
+          },
+          "title": "HTTPValidationError",
+          "type": "object"
+        },
+        "RealtimeClientSecretResponse": {
+          "description": "Response from POST /v1/realtime/client_secrets.\n\nBoth the top-level `value` and `session.client_secret.value`\nwill contain the encrypted token instead of the raw ephemeral key.\nThe `session` field is kept as a raw dict so unknown fields pass through.",
+          "properties": {
+            "expires_at": {
+              "anyOf": [
+                {
+                  "type": "integer"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Expires At"
+            },
+            "session": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Session"
+            },
+            "value": {
+              "title": "Value",
+              "type": "string"
+            }
+          },
+          "required": [
+            "value"
+          ],
+          "title": "RealtimeClientSecretResponse",
+          "type": "object"
+        },
+        "RealtimeTranscriptionSessionResponse": {
+          "additionalProperties": true,
+          "description": "Response from POST /v1/realtime/transcription_sessions.\n\n`client_secret.value` contains the encrypted token instead of the raw\nephemeral key. Unknown fields pass through unchanged.",
+          "properties": {
+            "client_secret": {
+              "anyOf": [
+                {
+                  "additionalProperties": true,
+                  "type": "object"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Client Secret"
+            }
+          },
+          "title": "RealtimeTranscriptionSessionResponse",
+          "type": "object"
+        },
+        "ValidationError": {
+          "properties": {
+            "ctx": {
+              "title": "Context",
+              "type": "object"
+            },
+            "input": {
+              "title": "Input"
+            },
+            "loc": {
+              "items": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "integer"
+                  }
+                ]
+              },
+              "title": "Location",
+              "type": "array"
+            },
+            "msg": {
+              "title": "Message",
+              "type": "string"
+            },
+            "type": {
+              "title": "Error Type",
+              "type": "string"
+            }
+          },
+          "required": [
+            "loc",
+            "msg",
+            "type"
+          ],
+          "title": "ValidationError",
+          "type": "object"
+        }
+      }
+    },
+    "paths": {
+      "/anthropic/{endpoint}": {
+        "delete": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Anthropic Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Anthropic Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Anthropic Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Anthropic Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)",
+          "operationId": "anthropic_proxy_route_anthropic__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Anthropic Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/assemblyai/{endpoint}": {
+        "delete": {
+          "operationId": "assemblyai_proxy_route_assemblyai__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "operationId": "assemblyai_proxy_route_assemblyai__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "operationId": "assemblyai_proxy_route_assemblyai__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "operationId": "assemblyai_proxy_route_assemblyai__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "operationId": "assemblyai_proxy_route_assemblyai__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/azure/{endpoint}": {
+        "delete": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/azure_ai/{endpoint}": {
+        "delete": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure_ai__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure_ai__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure_ai__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure_ai__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Call any azure endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/azure/{endpoint:path}`\n\nChecks if the deployment id in the url is a litellm model name. If so, it will route using the llm_router.allm_passthrough_route.",
+          "operationId": "azure_proxy_route_azure_ai__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Azure Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/bedrock/{endpoint}": {
+        "delete": {
+          "description": "This is the v1 passthrough for Bedrock.\nV2 is handled by the `/bedrock/v2` endpoint.\n[Docs](https://docs.litellm.ai/docs/pass_through/bedrock)",
+          "operationId": "bedrock_proxy_route_bedrock__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Bedrock Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "This is the v1 passthrough for Bedrock.\nV2 is handled by the `/bedrock/v2` endpoint.\n[Docs](https://docs.litellm.ai/docs/pass_through/bedrock)",
+          "operationId": "bedrock_proxy_route_bedrock__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Bedrock Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "This is the v1 passthrough for Bedrock.\nV2 is handled by the `/bedrock/v2` endpoint.\n[Docs](https://docs.litellm.ai/docs/pass_through/bedrock)",
+          "operationId": "bedrock_proxy_route_bedrock__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Bedrock Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "This is the v1 passthrough for Bedrock.\nV2 is handled by the `/bedrock/v2` endpoint.\n[Docs](https://docs.litellm.ai/docs/pass_through/bedrock)",
+          "operationId": "bedrock_proxy_route_bedrock__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Bedrock Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "This is the v1 passthrough for Bedrock.\nV2 is handled by the `/bedrock/v2` endpoint.\n[Docs](https://docs.litellm.ai/docs/pass_through/bedrock)",
+          "operationId": "bedrock_proxy_route_bedrock__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Bedrock Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/cohere/{endpoint}": {
+        "delete": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/cohere)",
+          "operationId": "cohere_proxy_route_cohere__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cohere Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/cohere)",
+          "operationId": "cohere_proxy_route_cohere__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cohere Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/cohere)",
+          "operationId": "cohere_proxy_route_cohere__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cohere Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/cohere)",
+          "operationId": "cohere_proxy_route_cohere__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cohere Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/cohere)",
+          "operationId": "cohere_proxy_route_cohere__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cohere Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/comprehendmedical": {
+        "post": {
+          "description": "AWS-SDK-shaped pass-through for Amazon Comprehend Medical: point the SDK's\n`endpoint_url` at `/comprehendmedical` and the operation is read from the\n`X-Amz-Target` header, per the AWS JSON 1.1 protocol.\n\n[Docs](https://docs.litellm.ai/docs/pass_through/comprehend_medical)",
+          "operationId": "comprehend_medical_sdk_proxy_route_comprehendmedical_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Comprehend Medical Sdk Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/comprehendmedical/{operation}": {
+        "post": {
+          "description": "Pass-through for Amazon Comprehend Medical, e.g. `POST /comprehendmedical/DetectEntitiesV2`.\n\nThe request body is forwarded as-is to the AWS JSON 1.1 API and signed with SigV4\nusing the proxy's AWS credentials.\n\n[Docs](https://docs.litellm.ai/docs/pass_through/comprehend_medical)",
+          "operationId": "comprehend_medical_proxy_route_comprehendmedical__operation__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "operation",
+              "required": true,
+              "schema": {
+                "title": "Operation",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Comprehend Medical Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/cursor/chat/completions": {
+        "post": {
+          "description": "Cursor BYOK endpoint. Accepts both request shapes Cursor sends to its OpenAI-compatible\nbase URL and always answers in chat completions format.\n\nCursor agent mode sends Responses API format bodies (`input`, flat tool defs, `reasoning`,\ncustom tools) to the chat/completions path while expecting chat completions responses;\nthose are routed through the Responses API pipeline and converted back. Genuine chat\ncompletions bodies (`messages` present) are routed through the standard chat completions\npipeline, after normalizing each level of the `tools` array and `tool_choice` to the chat\ncompletions shapes OpenAI requires. Cursor mixes Responses API shapes into chat bodies\nper level, independently: a flat tool def (`{\"type\": \"custom\", \"name\": \"ApplyPatch\", ...}`)\ngets nested under `custom`, and a flat grammar format\n(`{\"type\": \"grammar\", \"definition\", \"syntax\"}`) gets wrapped as\n`{\"type\": \"grammar\", \"grammar\": {...}}` wherever it appears, including inside tool defs\nCursor already sent pre-nested.\n\n```bash\ncurl -X POST http://localhost:4000/cursor/chat/completions     -H \"Content-Type: application/json\"     -H \"Authorization: Bearer sk-1234\"     -d '{\n    \"model\": \"gpt-4o\",\n    \"input\": [{\"role\": \"user\", \"content\": \"Hello\"}]\n}'\nResponds back in chat completions format.\n```",
+          "operationId": "cursor_chat_completions_cursor_chat_completions_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Chat Completions",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/cursor/models": {
+        "get": {
+          "description": "OpenAI-compatible model listing for the Cursor BYOK base URL.\n\nClients pointed at `<proxy>/cursor` as an OpenAI-compatible base URL resolve and\nverify models via `GET {base}/models` (the OpenAI SDK contract). Without this\nroute those requests fall through to the Cursor Cloud Agents passthrough, which\ndemands a Cursor API key and 401s, so key verification silently fails before any\nchat request is ever sent. Delegates to the standard `/v1/models` handler.",
+          "operationId": "cursor_model_list_cursor_models_get",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Model List",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/cursor/v1/models": {
+        "get": {
+          "description": "OpenAI-compatible model listing for the Cursor BYOK base URL.\n\nClients pointed at `<proxy>/cursor` as an OpenAI-compatible base URL resolve and\nverify models via `GET {base}/models` (the OpenAI SDK contract). Without this\nroute those requests fall through to the Cursor Cloud Agents passthrough, which\ndemands a Cursor API key and 401s, so key verification silently fails before any\nchat request is ever sent. Delegates to the standard `/v1/models` handler.",
+          "operationId": "cursor_model_list_cursor_v1_models_get",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Model List",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/cursor/{endpoint}": {
+        "delete": {
+          "description": "Pass-through endpoint for the Cursor Cloud Agents API.\n\nSupports all Cursor Cloud Agents endpoints:\n- GET    /v0/agents         \u2014 List agents\n- POST   /v0/agents         \u2014 Launch an agent\n- GET    /v0/agents/{id}    \u2014 Agent status\n- GET    /v0/agents/{id}/conversation \u2014 Agent conversation\n- POST   /v0/agents/{id}/followup    \u2014 Add follow-up\n- POST   /v0/agents/{id}/stop        \u2014 Stop an agent\n- DELETE /v0/agents/{id}    \u2014 Delete an agent\n- GET    /v0/me             \u2014 API key info\n- GET    /v0/models         \u2014 List models\n- GET    /v0/repositories   \u2014 List GitHub repositories\n\nUses Basic Authentication (base64-encoded `API_KEY:`).\n\nCredential lookup order:\n1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through)\n2. litellm.credential_list (credentials added via UI)\n3. CURSOR_API_KEY environment variable",
+          "operationId": "cursor_proxy_route_cursor__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Pass-through endpoint for the Cursor Cloud Agents API.\n\nSupports all Cursor Cloud Agents endpoints:\n- GET    /v0/agents         \u2014 List agents\n- POST   /v0/agents         \u2014 Launch an agent\n- GET    /v0/agents/{id}    \u2014 Agent status\n- GET    /v0/agents/{id}/conversation \u2014 Agent conversation\n- POST   /v0/agents/{id}/followup    \u2014 Add follow-up\n- POST   /v0/agents/{id}/stop        \u2014 Stop an agent\n- DELETE /v0/agents/{id}    \u2014 Delete an agent\n- GET    /v0/me             \u2014 API key info\n- GET    /v0/models         \u2014 List models\n- GET    /v0/repositories   \u2014 List GitHub repositories\n\nUses Basic Authentication (base64-encoded `API_KEY:`).\n\nCredential lookup order:\n1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through)\n2. litellm.credential_list (credentials added via UI)\n3. CURSOR_API_KEY environment variable",
+          "operationId": "cursor_proxy_route_cursor__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Pass-through endpoint for the Cursor Cloud Agents API.\n\nSupports all Cursor Cloud Agents endpoints:\n- GET    /v0/agents         \u2014 List agents\n- POST   /v0/agents         \u2014 Launch an agent\n- GET    /v0/agents/{id}    \u2014 Agent status\n- GET    /v0/agents/{id}/conversation \u2014 Agent conversation\n- POST   /v0/agents/{id}/followup    \u2014 Add follow-up\n- POST   /v0/agents/{id}/stop        \u2014 Stop an agent\n- DELETE /v0/agents/{id}    \u2014 Delete an agent\n- GET    /v0/me             \u2014 API key info\n- GET    /v0/models         \u2014 List models\n- GET    /v0/repositories   \u2014 List GitHub repositories\n\nUses Basic Authentication (base64-encoded `API_KEY:`).\n\nCredential lookup order:\n1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through)\n2. litellm.credential_list (credentials added via UI)\n3. CURSOR_API_KEY environment variable",
+          "operationId": "cursor_proxy_route_cursor__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Pass-through endpoint for the Cursor Cloud Agents API.\n\nSupports all Cursor Cloud Agents endpoints:\n- GET    /v0/agents         \u2014 List agents\n- POST   /v0/agents         \u2014 Launch an agent\n- GET    /v0/agents/{id}    \u2014 Agent status\n- GET    /v0/agents/{id}/conversation \u2014 Agent conversation\n- POST   /v0/agents/{id}/followup    \u2014 Add follow-up\n- POST   /v0/agents/{id}/stop        \u2014 Stop an agent\n- DELETE /v0/agents/{id}    \u2014 Delete an agent\n- GET    /v0/me             \u2014 API key info\n- GET    /v0/models         \u2014 List models\n- GET    /v0/repositories   \u2014 List GitHub repositories\n\nUses Basic Authentication (base64-encoded `API_KEY:`).\n\nCredential lookup order:\n1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through)\n2. litellm.credential_list (credentials added via UI)\n3. CURSOR_API_KEY environment variable",
+          "operationId": "cursor_proxy_route_cursor__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Pass-through endpoint for the Cursor Cloud Agents API.\n\nSupports all Cursor Cloud Agents endpoints:\n- GET    /v0/agents         \u2014 List agents\n- POST   /v0/agents         \u2014 Launch an agent\n- GET    /v0/agents/{id}    \u2014 Agent status\n- GET    /v0/agents/{id}/conversation \u2014 Agent conversation\n- POST   /v0/agents/{id}/followup    \u2014 Add follow-up\n- POST   /v0/agents/{id}/stop        \u2014 Stop an agent\n- DELETE /v0/agents/{id}    \u2014 Delete an agent\n- GET    /v0/me             \u2014 API key info\n- GET    /v0/models         \u2014 List models\n- GET    /v0/repositories   \u2014 List GitHub repositories\n\nUses Basic Authentication (base64-encoded `API_KEY:`).\n\nCredential lookup order:\n1. passthrough_endpoint_router (config.yaml deployments with use_in_pass_through)\n2. litellm.credential_list (credentials added via UI)\n3. CURSOR_API_KEY environment variable",
+          "operationId": "cursor_proxy_route_cursor__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cursor Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/eu.assemblyai/{endpoint}": {
+        "delete": {
+          "operationId": "assemblyai_proxy_route_eu_assemblyai__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "operationId": "assemblyai_proxy_route_eu_assemblyai__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "operationId": "assemblyai_proxy_route_eu_assemblyai__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "operationId": "assemblyai_proxy_route_eu_assemblyai__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "operationId": "assemblyai_proxy_route_eu_assemblyai__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Assemblyai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/gemini/{endpoint}": {
+        "delete": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio)",
+          "operationId": "gemini_proxy_route_gemini__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Gemini Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio)",
+          "operationId": "gemini_proxy_route_gemini__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Gemini Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio)",
+          "operationId": "gemini_proxy_route_gemini__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Gemini Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio)",
+          "operationId": "gemini_proxy_route_gemini__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Gemini Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/google_ai_studio)",
+          "operationId": "gemini_proxy_route_gemini__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Gemini Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/gigachat/{endpoint}": {
+        "delete": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/gigachat)",
+          "operationId": "gigachat_proxy_route_gigachat__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Gigachat Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/gigachat)",
+          "operationId": "gigachat_proxy_route_gigachat__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Gigachat Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/gigachat)",
+          "operationId": "gigachat_proxy_route_gigachat__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Gigachat Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/gigachat)",
+          "operationId": "gigachat_proxy_route_gigachat__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Gigachat Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/gigachat)",
+          "operationId": "gigachat_proxy_route_gigachat__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Gigachat Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/milvus/{endpoint}": {
+        "delete": {
+          "description": "Enable using Milvus `/vectors` endpoint as a pass-through endpoint.",
+          "operationId": "milvus_proxy_route_milvus__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Milvus Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Enable using Milvus `/vectors` endpoint as a pass-through endpoint.",
+          "operationId": "milvus_proxy_route_milvus__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Milvus Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Enable using Milvus `/vectors` endpoint as a pass-through endpoint.",
+          "operationId": "milvus_proxy_route_milvus__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Milvus Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Enable using Milvus `/vectors` endpoint as a pass-through endpoint.",
+          "operationId": "milvus_proxy_route_milvus__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Milvus Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Enable using Milvus `/vectors` endpoint as a pass-through endpoint.",
+          "operationId": "milvus_proxy_route_milvus__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Milvus Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/mistral/{endpoint}": {
+        "delete": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/mistral)",
+          "operationId": "mistral_proxy_route_mistral__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Mistral Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/mistral)",
+          "operationId": "mistral_proxy_route_mistral__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Mistral Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/mistral)",
+          "operationId": "mistral_proxy_route_mistral__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Mistral Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/mistral)",
+          "operationId": "mistral_proxy_route_mistral__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Mistral Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/mistral)",
+          "operationId": "mistral_proxy_route_mistral__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Mistral Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/deployments/{model}/chat/completions": {
+        "post": {
+          "description": "Follows the exact same API spec as `OpenAI's Chat API https://platform.openai.com/docs/api-reference/chat`\n\n```bash\ncurl -X POST http://localhost:4000/v1/chat/completions \n-H \"Content-Type: application/json\" \n-H \"Authorization: Bearer sk-1234\" \n-d '{\n    \"model\": \"gpt-4o\",\n    \"messages\": [\n        {\n            \"role\": \"user\",\n            \"content\": \"Hello!\"\n        }\n    ]\n}'\n```",
+          "operationId": "chat_completion_openai_deployments__model__chat_completions_post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "model",
+              "required": true,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Model"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful response"
+            },
+            "400": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "ContentPolicyViolationError"
+            },
+            "401": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "AuthenticationError"
+            },
+            "403": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "PermissionDeniedError"
+            },
+            "404": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "NotFoundError"
+            },
+            "408": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "Timeout"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "UnprocessableEntityError"
+            },
+            "429": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "\n    Unified rate-limit error.\n\n    Every rate-limit condition surfaced by litellm \u2014 whether it originated from\n    an upstream LLM provider, a vendor batch endpoint, or one of litellm's own\n    proxy-side limiters (parallel-requests, dynamic-rate, batch-rate, budget,\n    max-iterations, etc.) \u2014 is raised as an instance of this class.\n\n    The :attr:`category` attribute lets callers distinguish the source. See\n    :class:`RateLimitErrorCategory` for the available values.\n    "
+            },
+            "500": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "JSONSchemaValidationError"
+            },
+            "503": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/ErrorResponse"
+                  }
+                }
+              },
+              "description": "APIConnectionError"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Chat Completion",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/deployments/{model}/completions": {
+        "post": {
+          "description": "Follows the exact same API spec as `OpenAI's Completions API https://platform.openai.com/docs/api-reference/completions`\n\n```bash\ncurl -X POST http://localhost:4000/v1/completions \n-H \"Content-Type: application/json\" \n-H \"Authorization: Bearer sk-1234\" \n-d '{\n    \"model\": \"gpt-3.5-turbo-instruct\",\n    \"prompt\": \"Once upon a time\",\n    \"max_tokens\": 50,\n    \"temperature\": 0.7\n}'\n```",
+          "operationId": "completion_openai_deployments__model__completions_post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "model",
+              "required": true,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Model"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Completion",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/deployments/{model}/embeddings": {
+        "post": {
+          "description": "Follows the exact same API spec as `OpenAI's Embeddings API https://platform.openai.com/docs/api-reference/embeddings`\n\n```bash\ncurl -X POST http://localhost:4000/v1/embeddings \n-H \"Content-Type: application/json\" \n-H \"Authorization: Bearer sk-1234\" \n-d '{\n    \"model\": \"text-embedding-ada-002\",\n    \"input\": \"The quick brown fox jumps over the lazy dog\"\n}'\n```",
+          "operationId": "embeddings_openai_deployments__model__embeddings_post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "model",
+              "required": true,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Model"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Embeddings",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/deployments/{model}/images/edits": {
+        "post": {
+          "description": "Follows the OpenAI Images API spec: https://platform.openai.com/docs/api-reference/images/create\n\n```bash\ncurl -s -D >(grep -i x-request-id >&2)     -o >(jq -r '.data[0].b64_json' | base64 --decode > gift-basket.png)     -X POST \"http://localhost:4000/v1/images/edits\"     -H \"Authorization: Bearer sk-1234\"         -F \"model=gpt-image-1\"         -F \"image[]=@soap.png\"         -F 'prompt=Create a studio ghibli image of this'\n```",
+          "operationId": "image_edit_api_openai_deployments__model__images_edits_post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "model",
+              "required": true,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Model"
+              }
+            }
+          ],
+          "requestBody": {
+            "content": {
+              "multipart/form-data": {
+                "schema": {
+                  "$ref": "#/components/schemas/Body_image_edit_api_openai_deployments__model__images_edits_post"
+                }
+              }
+            }
+          },
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Image Edit Api",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/deployments/{model}/images/generations": {
+        "post": {
+          "operationId": "image_generation_openai_deployments__model__images_generations_post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "model",
+              "required": true,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Model"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Image Generation",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/realtime/calls": {
+        "post": {
+          "operationId": "proxy_realtime_calls_openai_v1_realtime_calls_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "summary": "Proxy Realtime Calls",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/realtime/client_secrets": {
+        "post": {
+          "operationId": "create_realtime_client_secret_openai_v1_realtime_client_secrets_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/RealtimeClientSecretResponse"
+                  }
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Create Realtime Client Secret",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/realtime/transcription_sessions": {
+        "post": {
+          "description": "Create an ephemeral Realtime transcription session\n(POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow.\n\nMirrors the client_secrets route but targets the transcription_sessions\nendpoint and encrypts the ephemeral key returned under `client_secret.value`.",
+          "operationId": "create_realtime_transcription_session_openai_v1_realtime_transcription_sessions_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/RealtimeTranscriptionSessionResponse"
+                  }
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Create Realtime Transcription Session",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/responses": {
+        "post": {
+          "description": "Follows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses\n\nSupports background mode with polling_via_cache for partial response retrieval.\nWhen background=true and polling_via_cache is enabled, returns a polling_id immediately\nand streams the response in the background, updating Redis cache.\n\n```bash\n# Normal request\ncurl -X POST http://localhost:4000/v1/responses     -H \"Content-Type: application/json\"     -H \"Authorization: Bearer sk-1234\"     -d '{\n    \"model\": \"gpt-4o\",\n    \"input\": \"Tell me about AI\"\n}'\n\n# Background request with polling\ncurl -X POST http://localhost:4000/v1/responses     -H \"Content-Type: application/json\"     -H \"Authorization: Bearer sk-1234\"     -d '{\n    \"model\": \"gpt-4o\",\n    \"input\": \"Tell me about AI\",\n    \"background\": true\n}'\n```",
+          "operationId": "responses_api_openai_v1_responses_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Responses Api",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/responses/compact": {
+        "post": {
+          "description": "Compact a response by running a compaction pass over a conversation.\n\nReturns encrypted, opaque items that can be used to reduce context size.\n\nFollows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/compact\n\n```bash\ncurl -X POST http://localhost:4000/v1/responses/compact     -H \"Content-Type: application/json\"     -H \"Authorization: Bearer sk-1234\"     -d '{\n    \"model\": \"gpt-4o\",\n    \"input\": [{\"role\": \"user\", \"content\": \"Hello\"}]\n}'\n```",
+          "operationId": "compact_response_openai_v1_responses_compact_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Compact Response",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/responses/input_tokens": {
+        "post": {
+          "description": "Count the input tokens of a Responses API request without calling the model.\n\nFollows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/input-tokens\n\n```bash\ncurl -X POST http://localhost:4000/v1/responses/input_tokens     -H \"Content-Type: application/json\"     -H \"Authorization: Bearer sk-1234\"     -d '{\n    \"model\": \"gpt-4o\",\n    \"input\": \"Hello, how are you?\"\n}'\n```\n\nReturns: `{\"object\": \"response.input_tokens\", \"input_tokens\": <count>}`",
+          "operationId": "responses_input_tokens_openai_v1_responses_input_tokens_post",
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Responses Input Tokens",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/responses/{response_id}": {
+        "delete": {
+          "description": "Delete a response by ID.\n\nSupports both:\n- Polling IDs (litellm_poll_*): Deletes from Redis cache\n- Provider response IDs: Passes through to provider API\n\nFollows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/delete\n\n```bash\ncurl -X DELETE http://localhost:4000/v1/responses/resp_abc123     -H \"Authorization: Bearer sk-1234\"\n```",
+          "operationId": "delete_response_openai_v1_responses__response_id__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "response_id",
+              "required": true,
+              "schema": {
+                "title": "Response Id",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Delete Response",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Get a response by ID.\n\nSupports both:\n- Polling IDs (litellm_poll_*): Returns cumulative cached content from background responses\n- Provider response IDs: Passes through to provider API\n\nFollows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/get\n\n```bash\n# Get polling response\ncurl -X GET http://localhost:4000/v1/responses/litellm_poll_abc123     -H \"Authorization: Bearer sk-1234\"\n\n# Get provider response\ncurl -X GET http://localhost:4000/v1/responses/resp_abc123     -H \"Authorization: Bearer sk-1234\"\n```",
+          "operationId": "get_response_openai_v1_responses__response_id__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "response_id",
+              "required": true,
+              "schema": {
+                "title": "Response Id",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Get Response",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/responses/{response_id}/cancel": {
+        "post": {
+          "description": "Cancel a response by ID.\n\nSupports both:\n- Polling IDs (litellm_poll_*): Cancels background response and updates status in Redis\n- Provider response IDs: Passes through to provider API\n\nFollows the OpenAI Responses API spec: https://platform.openai.com/docs/api-reference/responses/cancel\n\n```bash\n# Cancel polling response\ncurl -X POST http://localhost:4000/v1/responses/litellm_poll_abc123/cancel     -H \"Authorization: Bearer sk-1234\"\n\n# Cancel provider response\ncurl -X POST http://localhost:4000/v1/responses/resp_abc123/cancel     -H \"Authorization: Bearer sk-1234\"\n```",
+          "operationId": "cancel_response_openai_v1_responses__response_id__cancel_post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "response_id",
+              "required": true,
+              "schema": {
+                "title": "Response Id",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Cancel Response",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/v1/responses/{response_id}/input_items": {
+        "get": {
+          "description": "List input items for a response.",
+          "operationId": "get_response_input_items_openai_v1_responses__response_id__input_items_get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "response_id",
+              "required": true,
+              "schema": {
+                "title": "Response Id",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Get Response Input Items",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai/{endpoint}": {
+        "delete": {
+          "description": "Pass-through endpoint for OpenAI API calls.\n\nAvailable on both routes:\n- /openai/{endpoint:path} - Standard OpenAI passthrough route\n- /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)\n\nUse /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts\nwith LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).\n\nExamples:\n    Standard route:\n    - /openai/v1/chat/completions\n    - /openai/v1/assistants\n    - /openai/v1/threads\n\n    Dedicated passthrough (for Responses API):\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_proxy_route_openai__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Pass-through endpoint for OpenAI API calls.\n\nAvailable on both routes:\n- /openai/{endpoint:path} - Standard OpenAI passthrough route\n- /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)\n\nUse /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts\nwith LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).\n\nExamples:\n    Standard route:\n    - /openai/v1/chat/completions\n    - /openai/v1/assistants\n    - /openai/v1/threads\n\n    Dedicated passthrough (for Responses API):\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_proxy_route_openai__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Pass-through endpoint for OpenAI API calls.\n\nAvailable on both routes:\n- /openai/{endpoint:path} - Standard OpenAI passthrough route\n- /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)\n\nUse /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts\nwith LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).\n\nExamples:\n    Standard route:\n    - /openai/v1/chat/completions\n    - /openai/v1/assistants\n    - /openai/v1/threads\n\n    Dedicated passthrough (for Responses API):\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_proxy_route_openai__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Pass-through endpoint for OpenAI API calls.\n\nAvailable on both routes:\n- /openai/{endpoint:path} - Standard OpenAI passthrough route\n- /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)\n\nUse /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts\nwith LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).\n\nExamples:\n    Standard route:\n    - /openai/v1/chat/completions\n    - /openai/v1/assistants\n    - /openai/v1/threads\n\n    Dedicated passthrough (for Responses API):\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_proxy_route_openai__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Pass-through endpoint for OpenAI API calls.\n\nAvailable on both routes:\n- /openai/{endpoint:path} - Standard OpenAI passthrough route\n- /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)\n\nUse /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts\nwith LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).\n\nExamples:\n    Standard route:\n    - /openai/v1/chat/completions\n    - /openai/v1/assistants\n    - /openai/v1/threads\n\n    Dedicated passthrough (for Responses API):\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_proxy_route_openai__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/openai_passthrough/{endpoint}": {
+        "delete": {
+          "description": "Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native\nimplementations (e.g. the Responses API at /v1/responses).\n\nExamples:\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_passthrough_route_openai_passthrough__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Passthrough Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native\nimplementations (e.g. the Responses API at /v1/responses).\n\nExamples:\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_passthrough_route_openai_passthrough__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Passthrough Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native\nimplementations (e.g. the Responses API at /v1/responses).\n\nExamples:\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_passthrough_route_openai_passthrough__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Passthrough Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native\nimplementations (e.g. the Responses API at /v1/responses).\n\nExamples:\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_passthrough_route_openai_passthrough__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Passthrough Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native\nimplementations (e.g. the Responses API at /v1/responses).\n\nExamples:\n    - /openai_passthrough/v1/responses\n    - /openai_passthrough/v1/responses/{response_id}\n    - /openai_passthrough/v1/responses/{response_id}/input_items\n\n[Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)",
+          "operationId": "openai_passthrough_route_openai_passthrough__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Openai Passthrough Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/vertex_ai/discovery/{endpoint}": {
+        "delete": {
+          "description": "Call any vertex discovery endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}`\n\nTarget url: `https://discoveryengine.googleapis.com`",
+          "operationId": "vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Vertex Discovery Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Call any vertex discovery endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}`\n\nTarget url: `https://discoveryengine.googleapis.com`",
+          "operationId": "vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Vertex Discovery Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Call any vertex discovery endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}`\n\nTarget url: `https://discoveryengine.googleapis.com`",
+          "operationId": "vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Vertex Discovery Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Call any vertex discovery endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}`\n\nTarget url: `https://discoveryengine.googleapis.com`",
+          "operationId": "vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Vertex Discovery Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Call any vertex discovery endpoint using the proxy.\n\nJust use `{PROXY_BASE_URL}/vertex_ai/discovery/{endpoint:path}`\n\nTarget url: `https://discoveryengine.googleapis.com`",
+          "operationId": "vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Vertex Discovery Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/vertex_ai/{endpoint}": {
+        "delete": {
+          "description": "Call LiteLLM proxy via Vertex AI SDK.\n\n[Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)",
+          "operationId": "vertex_proxy_route_vertex_ai__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vertex Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Call LiteLLM proxy via Vertex AI SDK.\n\n[Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)",
+          "operationId": "vertex_proxy_route_vertex_ai__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vertex Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Call LiteLLM proxy via Vertex AI SDK.\n\n[Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)",
+          "operationId": "vertex_proxy_route_vertex_ai__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vertex Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Call LiteLLM proxy via Vertex AI SDK.\n\n[Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)",
+          "operationId": "vertex_proxy_route_vertex_ai__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vertex Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Call LiteLLM proxy via Vertex AI SDK.\n\n[Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)",
+          "operationId": "vertex_proxy_route_vertex_ai__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vertex Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/vllm/{endpoint}": {
+        "delete": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/vllm)",
+          "operationId": "vllm_proxy_route_vllm__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vllm Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/vllm)",
+          "operationId": "vllm_proxy_route_vllm__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vllm Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/vllm)",
+          "operationId": "vllm_proxy_route_vllm__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vllm Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/vllm)",
+          "operationId": "vllm_proxy_route_vllm__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vllm Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "[Docs](https://docs.litellm.ai/docs/pass_through/vllm)",
+          "operationId": "vllm_proxy_route_vllm__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Vllm Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      },
+      "/watsonx/{endpoint}": {
+        "delete": {
+          "description": "Watsonx pass-through endpoint.\nAllows using Watsonx APIs with automatic IAM token management and version parameter injection.\n\nExample:\n    POST /watsonx/ml/v1/text/tokenization\n    POST /watsonx/ml/v1/text/generation",
+          "operationId": "watsonx_proxy_route_watsonx__endpoint__delete",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Watsonx Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "get": {
+          "description": "Watsonx pass-through endpoint.\nAllows using Watsonx APIs with automatic IAM token management and version parameter injection.\n\nExample:\n    POST /watsonx/ml/v1/text/tokenization\n    POST /watsonx/ml/v1/text/generation",
+          "operationId": "watsonx_proxy_route_watsonx__endpoint__get",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Watsonx Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "patch": {
+          "description": "Watsonx pass-through endpoint.\nAllows using Watsonx APIs with automatic IAM token management and version parameter injection.\n\nExample:\n    POST /watsonx/ml/v1/text/tokenization\n    POST /watsonx/ml/v1/text/generation",
+          "operationId": "watsonx_proxy_route_watsonx__endpoint__patch",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Watsonx Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "post": {
+          "description": "Watsonx pass-through endpoint.\nAllows using Watsonx APIs with automatic IAM token management and version parameter injection.\n\nExample:\n    POST /watsonx/ml/v1/text/tokenization\n    POST /watsonx/ml/v1/text/generation",
+          "operationId": "watsonx_proxy_route_watsonx__endpoint__post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Watsonx Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        },
+        "put": {
+          "description": "Watsonx pass-through endpoint.\nAllows using Watsonx APIs with automatic IAM token management and version parameter injection.\n\nExample:\n    POST /watsonx/ml/v1/text/tokenization\n    POST /watsonx/ml/v1/text/generation",
+          "operationId": "watsonx_proxy_route_watsonx__endpoint__put",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "endpoint",
+              "required": true,
+              "schema": {
+                "title": "Endpoint",
+                "type": "string"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Watsonx Proxy Route",
+          "tags": [
+            "llm_passthrough"
+          ]
+        }
+      }
+    }
+  },
   "mcp_app": {
     "components": {
       "schemas": {
@@ -17445,47 +22469,34 @@
       },
       "/.well-known/oauth-protected-resource": {
         "get": {
-          "description": "OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.\n\nLegacy pattern: /{server_name}/mcp\nDiscovery path: /.well-known/oauth-protected-resource/{server_name}/mcp\n\nThis endpoint is kept for backward compatibility. New integrations should\nuse the standard MCP pattern (/mcp/{server_name}) instead.",
-          "operationId": "oauth_protected_resource_mcp__well_known_oauth_protected_resource_get",
-          "parameters": [
-            {
-              "in": "query",
-              "name": "mcp_server_name",
-              "required": false,
-              "schema": {
-                "anyOf": [
-                  {
-                    "type": "string"
-                  },
-                  {
-                    "type": "null"
-                  }
-                ],
-                "title": "Mcp Server Name"
-              }
-            }
-          ],
+          "operationId": "oauth_protected_resource_root__well_known_oauth_protected_resource_get",
           "responses": {
             "200": {
-              "content": {
-                "application/json": {
-                  "schema": {}
-                }
-              },
-              "description": "Successful Response"
-            },
-            "422": {
               "content": {
                 "application/json": {
                   "schema": {
-                    "$ref": "#/components/schemas/HTTPValidationError"
+                    "additionalProperties": {
+                      "anyOf": [
+                        {
+                          "type": "string"
+                        },
+                        {
+                          "items": {
+                            "type": "string"
+                          },
+                          "type": "array"
+                        }
+                      ]
+                    },
+                    "title": "Response Oauth Protected Resource Root  Well Known Oauth Protected Resource Get",
+                    "type": "object"
                   }
                 }
               },
-              "description": "Validation Error"
+              "description": "Successful Response"
             }
           },
-          "summary": "Oauth Protected Resource Mcp",
+          "summary": "Oauth Protected Resource Root",
           "tags": [
             "mcp_byok_oauth"
           ]
@@ -19666,47 +24677,34 @@
       },
       "/.well-known/oauth-protected-resource": {
         "get": {
-          "description": "OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.\n\nLegacy pattern: /{server_name}/mcp\nDiscovery path: /.well-known/oauth-protected-resource/{server_name}/mcp\n\nThis endpoint is kept for backward compatibility. New integrations should\nuse the standard MCP pattern (/mcp/{server_name}) instead.",
-          "operationId": "oauth_protected_resource_mcp__well_known_oauth_protected_resource_get_2",
-          "parameters": [
-            {
-              "in": "query",
-              "name": "mcp_server_name",
-              "required": false,
-              "schema": {
-                "anyOf": [
-                  {
-                    "type": "string"
-                  },
-                  {
-                    "type": "null"
-                  }
-                ],
-                "title": "Mcp Server Name"
-              }
-            }
-          ],
+          "operationId": "oauth_protected_resource_root__well_known_oauth_protected_resource_get_2",
           "responses": {
             "200": {
-              "content": {
-                "application/json": {
-                  "schema": {}
-                }
-              },
-              "description": "Successful Response"
-            },
-            "422": {
               "content": {
                 "application/json": {
                   "schema": {
-                    "$ref": "#/components/schemas/HTTPValidationError"
+                    "additionalProperties": {
+                      "anyOf": [
+                        {
+                          "type": "string"
+                        },
+                        {
+                          "items": {
+                            "type": "string"
+                          },
+                          "type": "array"
+                        }
+                      ]
+                    },
+                    "title": "Response Oauth Protected Resource Root  Well Known Oauth Protected Resource Get",
+                    "type": "object"
                   }
                 }
               },
-              "description": "Validation Error"
+              "description": "Successful Response"
             }
           },
-          "summary": "Oauth Protected Resource Mcp",
+          "summary": "Oauth Protected Resource Root",
           "tags": [
             "mcp_discoverable"
           ]
@@ -20082,6 +25080,129 @@
           ]
         }
       },
+      "/authorize/mcp-session": {
+        "get": {
+          "operationId": "authorize_mcp_session_authorize_mcp_session_get",
+          "parameters": [
+            {
+              "in": "query",
+              "name": "redirect_uri",
+              "required": true,
+              "schema": {
+                "title": "Redirect Uri",
+                "type": "string"
+              }
+            },
+            {
+              "in": "query",
+              "name": "client_id",
+              "required": true,
+              "schema": {
+                "title": "Client Id",
+                "type": "string"
+              }
+            },
+            {
+              "in": "query",
+              "name": "state",
+              "required": false,
+              "schema": {
+                "default": "",
+                "title": "State",
+                "type": "string"
+              }
+            },
+            {
+              "in": "query",
+              "name": "code_challenge",
+              "required": false,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Code Challenge"
+              }
+            },
+            {
+              "in": "query",
+              "name": "code_challenge_method",
+              "required": false,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Code Challenge Method"
+              }
+            },
+            {
+              "in": "query",
+              "name": "response_type",
+              "required": false,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Response Type"
+              }
+            },
+            {
+              "in": "query",
+              "name": "resource",
+              "required": false,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Resource"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {}
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "summary": "Authorize Mcp Session",
+          "tags": [
+            "mcp_discoverable"
+          ]
+        }
+      },
       "/callback": {
         "get": {
           "description": "OAuth 2.0 authorization response handler for MCP loopback clients.\n\nAccepts either:\n\n- A successful authorization response (``code`` + ``state``), which is\n  forwarded back to the validated client ``redirect_uri`` with the\n  original (un-wrapped) ``state``.\n- An error response (``error``[+``error_description``/``error_uri``]), per\n  RFC 6749 \u00a74.1.2.1. When ``state`` is present and decodes to a trusted\n  ``redirect_uri``, the error params are propagated back to the client so\n  its OAuth library can surface them. Otherwise we render an HTML error\n  page so the user is not left on an opaque 422 / blank screen.",
@@ -31965,7 +37086,7 @@
     "paths": {
       "/openai/v1/realtime/calls": {
         "post": {
-          "operationId": "proxy_realtime_calls_openai_v1_realtime_calls_post",
+          "operationId": "proxy_realtime_calls_openai_v1_realtime_calls_post_2",
           "responses": {
             "200": {
               "content": {
@@ -31984,7 +37105,7 @@
       },
       "/openai/v1/realtime/client_secrets": {
         "post": {
-          "operationId": "create_realtime_client_secret_openai_v1_realtime_client_secrets_post",
+          "operationId": "create_realtime_client_secret_openai_v1_realtime_client_secrets_post_2",
           "responses": {
             "200": {
               "content": {
@@ -32011,7 +37132,7 @@
       "/openai/v1/realtime/transcription_sessions": {
         "post": {
           "description": "Create an ephemeral Realtime transcription session\n(POST /v1/realtime/transcription_sessions) for the WebRTC/WebSocket flow.\n\nMirrors the client_secrets route but targets the transcription_sessions\nendpoint and encrypts the ephemeral key returned under `client_secret.value`.",
-          "operationId": "create_realtime_transcription_session_openai_v1_realtime_transcription_sessions_post",
+          "operationId": "create_realtime_transcription_session_openai_v1_realtime_transcription_sessions_post_2",
           "responses": {
             "200": {
               "content": {
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 2cbff128635..ae6c042ab3a 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -40,6 +40,11 @@ from litellm.types.mcp import (
     MCPTransportType,
 )
 from litellm.types.mcp_server.mcp_server_manager import MCPInfo
+from litellm.types.proxy.carried_budget_state import (
+    OrgBudgetSnapshot,
+    TeamBudgetSnapshot,
+    UserBudgetSnapshot,
+)
 from litellm.types.proxy.control_plane_endpoints import WorkerRegistryEntry
 from litellm.types.router import RouterErrors, UpdateRouterConfig
 from litellm.types.secret_managers.main import KeyManagementSystem
@@ -880,6 +885,8 @@ class LiteLLMRoutes(enum.Enum):
         # proxy admin, or team admin naming their own team via team_id
         "/auto_router/test_routing",
         "/auto_router/validate_complexity_router_config",
+        # Per-session auto-router read - the endpoint scopes the row to the caller's own key hash
+        "/auto_router/session",
         # Agent registry - reads are role-scoped and writes are proxy-admin-gated
         # inside agent_endpoints/endpoints.py
         *agent_management_routes,
@@ -1300,6 +1307,11 @@ class UpdateKeyRequest(KeyRequestBase):
     rotation_interval: str | None = None
     organization_id: str | None = None
 
+    project_id: str | None = Field(
+        default=None,
+        description="Omit to retain the project, or send null to detach. Assigning a different project is not supported.",
+    )
+
     @model_validator(mode="before")
     @classmethod
     def drop_blank_team_id(cls, values: object) -> object:
@@ -2602,6 +2614,15 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     global_max_parallel_requests: int | None = Field(
         None, description="global max parallel requests to allow for a proxy instance."
     )
+    user_api_key_cache_max_size: int | None = Field(
+        None,
+        gt=0,
+        description=(
+            "max number of entries (virtual keys, teams, users, end users, memberships, ...) each worker keeps in "
+            "its in-memory auth cache. Defaults to 200. Raise this if you have more active keys than that or auth "
+            "lookups keep hitting the DB"
+        ),
+    )
     max_request_size_mb: int | None = Field(
         None,
         description="max request size in MB, if a request is larger than this size it will be rejected",
@@ -2848,6 +2869,25 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
             "UI username/password login. Default is False."
         ),
     )
+    disable_responses_id_security: bool | None = Field(
+        None,
+        description=(
+            "If True, disables ownership enforcement on Responses API ids. "
+            "Keys may then retrieve, cancel, delete, and chain from any response id, "
+            "including ids belonging to another user or team and ids this proxy never issued. "
+            "WARNING: this removes tenant isolation on /v1/responses"
+        ),
+    )
+    allow_unmanaged_response_ids: bool | None = Field(
+        None,
+        description=(
+            "If True, lets keys address Responses API ids that this proxy did not issue "
+            "(raw provider ids, or ids issued before response-id encryption was configured). "
+            "Such an id carries no owner, so no ownership check can run on it; ids this proxy "
+            "did issue keep full ownership enforcement. Off by default, in which case an "
+            "unrecognized response id is rejected with 403"
+        ),
+    )
     disable_env_credential_login: bool | None = Field(
         None,
         description=(
@@ -3076,6 +3116,9 @@ class UserAPIKeyAuth(LiteLLM_VerificationTokenView):  # the expected response ob
         ),
     )
     budget_reservation: dict[str, Any] | None = Field(default=None, exclude=True)
+    team_budget_snapshot: TeamBudgetSnapshot | None = Field(default=None, exclude=True)
+    user_budget_snapshot: UserBudgetSnapshot | None = Field(default=None, exclude=True)
+    org_budget_snapshot: OrgBudgetSnapshot | None = Field(default=None, exclude=True)
     matched_model_access_groups: list[str] | None = Field(default=None, exclude=True)
     budget_throttle_pct: float | None = Field(default=None, exclude=True)
     user: Any | None = None  # Expanded user object when expand=user is used
@@ -4358,7 +4401,12 @@ class TeamAccessGroupModelGrant(LiteLLMPydanticObjectBase):
     agent_ids: tuple[str, ...] = ()
 
 
+class TeamInfoMember(Member):
+    user_alias: str | None = None
+
+
 class TeamInfoResponseObjectTeamTable(LiteLLM_TeamTable):
+    members_with_roles: tuple[TeamInfoMember, ...] = ()
     team_member_budget_table: LiteLLM_BudgetTableFull | None = None
     # Resources inherited from access groups (separate from direct assignments)
     access_group_models: list[str] | None = None
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 1efc9611fe6..9c175242a9a 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -102,6 +102,7 @@ from litellm.proxy.guardrails.tool_name_extraction import (
 )
 from litellm.proxy.route_llm_request import route_request
 from litellm.proxy.spend_tracking.budget_reservation import get_budget_window_start
+from litellm.proxy.spend_tracking.carried_budget_state import carry_organization_budget_state
 from litellm.proxy.utils import PrismaClient, ProxyLogging, log_db_metrics
 from litellm.repositories.budget_repository import BudgetRepository
 from litellm.repositories.object_permission_repository import ObjectPermissionRepository
@@ -1022,6 +1023,19 @@ async def common_checks(
                 fallback_spend=user_object.spend or 0.0,
                 max_budget=user_budget,
             )
+            call_info: Final = CallInfo(
+                spend=user_spend,
+                max_budget=user_budget,
+                user_id=user_object.user_id,
+                user_email=user_object.user_email,
+                event_group=Litellm_EntityType.USER,
+            )
+            asyncio.create_task(
+                proxy_logging_obj.budget_alerts(
+                    type="user_budget",
+                    user_info=call_info,
+                )
+            )
             if math.isfinite(user_budget) and user_spend >= user_budget:
                 raise litellm.BudgetExceededError(
                     current_cost=user_spend,
@@ -5622,6 +5636,8 @@ async def _organization_max_budget_check(
     if org_table is None:
         return
 
+    carry_organization_budget_state(valid_token=valid_token, org_table=org_table)
+
     # Get max_budget from organization's budget table
     org_max_budget: float | None = None
     if org_table.litellm_budget_table is not None:
diff --git a/litellm/proxy/auth/auth_object_prefetch.py b/litellm/proxy/auth/auth_object_prefetch.py
new file mode 100644
index 00000000000..52e26e885c9
--- /dev/null
+++ b/litellm/proxy/auth/auth_object_prefetch.py
@@ -0,0 +1,307 @@
+"""Warm the user, team, membership, org and project cache entries auth reads: one MGET, one DB query, one
+pipeline write instead of one Redis GET (and one DB query when cold) per object. The per-object getters stay
+the readers and the fallback, so enforcement never depends on this running."""
+
+from __future__ import annotations
+
+import time
+from collections.abc import Iterator, Mapping, Sequence
+from dataclasses import dataclass
+from types import MappingProxyType
+from typing import Final, Literal, Protocol, TypeAlias
+
+from pydantic import BaseModel, TypeAdapter, ValidationError
+
+from litellm._logging import verbose_proxy_logger
+from litellm.caching.redis_cache import RedisCache
+from litellm.constants import DEFAULT_IN_MEMORY_TTL
+from litellm.models.organization import LiteLLM_OrganizationTable
+from litellm.models.team import LiteLLM_TeamTableCachedObj
+from litellm.models.team_membership import LiteLLM_TeamMembership
+from litellm.models.user import LiteLLM_UserTable
+from litellm.proxy._types import LiteLLM_ProjectTableCachedObj, UserAPIKeyAuth
+from litellm.proxy.common_utils.cache_pydantic_utils import CacheCodec
+from litellm.proxy.common_utils.user_api_key_cache import (
+    UserApiKeyCache,
+    get_management_object_ttl,
+    team_membership_auth_cache_key,
+    team_membership_reservation_cache_key,
+)
+from litellm.proxy.utils import PrismaClient
+
+_RowKind: TypeAlias = Literal["user_row", "team_row", "membership_row", "organization_row", "project_row"]
+
+_TEAM_MEMBERSHIP_AUTH_TTL: Final = 5
+_RowValues: Final = TypeAdapter(dict[str, object])
+_NO_ROWS: Final[Mapping[str, object]] = MappingProxyType({})
+_TEAM_BOUND_ROWS: Final = frozenset({"team_row", "membership_row"})
+_REFRESH_STAMPED_ROWS: Final = frozenset({"team_row", "project_row"})
+
+
+def _lists_as_json(alias: str, columns: Sequence[str]) -> str:
+    """Prisma reads a NULL scalar list as ``[]``; ``to_jsonb`` reads it as ``null``, which the models reject."""
+    return ", ".join(f"'{column}', COALESCE(to_jsonb({alias}.{column}), '[]'::jsonb)" for column in columns)
+
+
+_USER_LISTS: Final = _lists_as_json("u", ("teams", "models", "allowed_cache_controls", "policies"))
+_TEAM_LISTS: Final = _lists_as_json(
+    "t",
+    (
+        "admins",
+        "members",
+        "models",
+        "team_member_permissions",
+        "access_group_ids",
+        "policies",
+        "default_team_member_models",
+    ),
+)
+_ORG_LISTS: Final = _lists_as_json("o", ("models",))
+_PROJECT_LISTS: Final = _lists_as_json("p", ("models",))
+_PERMISSION_LISTS: Final = _lists_as_json(
+    "op",
+    (
+        "mcp_servers",
+        "mcp_access_groups",
+        "mcp_toolsets",
+        "blocked_tools",
+        "vector_stores",
+        "agents",
+        "agent_access_groups",
+        "models",
+        "search_tools",
+        "skills",
+    ),
+)
+_BUDGET_LISTS: Final = _lists_as_json("b", ("allowed_models",))
+
+
+def _budget_json(owner_alias: str) -> str:
+    return (
+        f"(SELECT to_jsonb(b) || jsonb_build_object({_BUDGET_LISTS}) "
+        f'FROM "LiteLLM_BudgetTable" b WHERE b.budget_id = {owner_alias}.budget_id)'
+    )
+
+
+def _permission_json(owner_alias: str) -> str:
+    return (
+        f"(SELECT to_jsonb(op) || jsonb_build_object({_PERMISSION_LISTS}) "
+        f'FROM "LiteLLM_ObjectPermissionTable" op WHERE op.object_permission_id = {owner_alias}.object_permission_id)'
+    )
+
+
+_SQL: Final = f"""
+SELECT
+  (
+    SELECT to_jsonb(u) || jsonb_build_object(
+      {_USER_LISTS},
+      'organization_memberships',
+      COALESCE((
+        SELECT jsonb_agg(to_jsonb(om)) FROM "LiteLLM_OrganizationMembership" om WHERE om.user_id = u.user_id
+      ), '[]'::jsonb)
+    )
+    FROM "LiteLLM_UserTable" u WHERE u.user_id = $1
+  ) AS user_row,
+  (
+    SELECT to_jsonb(t) || jsonb_build_object(
+      {_TEAM_LISTS},
+      'litellm_model_table', (
+        SELECT (to_jsonb(m) - 'aliases') || jsonb_build_object('model_aliases', m.aliases)
+        FROM "LiteLLM_ModelTable" m WHERE m.id = t.model_id
+      ),
+      'object_permission', {_permission_json("t")}
+    )
+    FROM "LiteLLM_TeamTable" t WHERE t.team_id = $2
+  ) AS team_row,
+  (
+    SELECT to_jsonb(tm) || jsonb_build_object('litellm_budget_table', {_budget_json("tm")})
+    FROM "LiteLLM_TeamMembership" tm WHERE tm.user_id = $3 AND tm.team_id = $2
+  ) AS membership_row,
+  (
+    SELECT to_jsonb(o) || jsonb_build_object(
+      {_ORG_LISTS},
+      'litellm_budget_table', {_budget_json("o")},
+      'object_permission', {_permission_json("o")}
+    )
+    FROM "LiteLLM_OrganizationTable" o WHERE o.organization_id = $4
+  ) AS organization_row,
+  (
+    SELECT to_jsonb(p) || jsonb_build_object(
+      {_PROJECT_LISTS},
+      'litellm_budget_table', {_budget_json("p")},
+      'object_permission', {_permission_json("p")}
+    )
+    FROM "LiteLLM_ProjectTable" p WHERE p.project_id = $5
+  ) AS project_row
+"""
+
+
+@dataclass(frozen=True, slots=True)
+class AuthObjectRefs:
+    """Ids of the objects a request's auth checks will read. ``None`` means not referenced."""
+
+    user_id: str | None = None
+    team_id: str | None = None
+    membership_user_id: str | None = None
+    organization_id: str | None = None
+    project_id: str | None = None
+
+    @classmethod
+    def from_token(cls, token: UserAPIKeyAuth) -> AuthObjectRefs:
+        has_membership: Final = token.team_id is not None and token.user_id is not None
+        return cls(
+            user_id=token.user_id,
+            team_id=token.team_id,
+            membership_user_id=token.user_id if has_membership else None,
+            organization_id=token.org_id,
+            project_id=token.project_id,
+        )
+
+
+class _InMemoryCache(Protocol):
+    def get_cache(self, key: str) -> object: ...
+    def set_cache(self, key: str, value: object, *, ttl: float | None = ...) -> None: ...
+
+
+@dataclass(frozen=True, slots=True)
+class _CacheEntry:
+    cache_key: str
+    row: _RowKind
+    model_type: type[BaseModel]
+    ttl: float | None
+
+
+def _iter_entries(refs: AuthObjectRefs, management_ttl: float) -> Iterator[_CacheEntry]:
+    if refs.user_id is not None:
+        yield _CacheEntry(refs.user_id, "user_row", LiteLLM_UserTable, management_ttl)
+    if refs.team_id is not None:
+        yield _CacheEntry(f"team_id:{refs.team_id}", "team_row", LiteLLM_TeamTableCachedObj, management_ttl)
+    if refs.team_id is not None and refs.membership_user_id is not None:
+        yield _CacheEntry(
+            team_membership_auth_cache_key(team_id=refs.team_id, user_id=refs.membership_user_id),
+            "membership_row",
+            LiteLLM_TeamMembership,
+            _TEAM_MEMBERSHIP_AUTH_TTL,
+        )
+        yield _CacheEntry(
+            team_membership_reservation_cache_key(user_id=refs.membership_user_id, team_id=refs.team_id),
+            "membership_row",
+            LiteLLM_TeamMembership,
+            None,
+        )
+    if refs.organization_id is not None:
+        yield _CacheEntry(
+            f"org_id:{refs.organization_id}", "organization_row", LiteLLM_OrganizationTable, DEFAULT_IN_MEMORY_TTL
+        )
+        yield _CacheEntry(
+            f"org_id:{refs.organization_id}:with_budget",
+            "organization_row",
+            LiteLLM_OrganizationTable,
+            DEFAULT_IN_MEMORY_TTL,
+        )
+    if refs.project_id is not None:
+        yield _CacheEntry(f"project_id:{refs.project_id}", "project_row", LiteLLM_ProjectTableCachedObj, management_ttl)
+
+
+def _entries(refs: AuthObjectRefs, cache: UserApiKeyCache) -> tuple[_CacheEntry, ...]:
+    return tuple(_iter_entries(refs, get_management_object_ttl(cache)))
+
+
+def _missing_in_memory(entries: Sequence[_CacheEntry], memory: _InMemoryCache) -> tuple[_CacheEntry, ...]:
+    return tuple(entry for entry in entries if memory.get_cache(key=entry.cache_key) is None)
+
+
+def _set_in_memory(memory: _InMemoryCache, cache_key: str, value: object, ttl: float | None) -> None:
+    if ttl is None:
+        memory.set_cache(key=cache_key, value=value)
+    else:
+        memory.set_cache(key=cache_key, value=value, ttl=ttl)
+
+
+async def _fill_from_redis(entries: Sequence[_CacheEntry], redis_cache: RedisCache, memory: _InMemoryCache) -> None:
+    if not entries:
+        return
+    found: Final = _RowValues.validate_python(
+        await redis_cache.async_batch_get_cache(key_list=sorted(entry.cache_key for entry in entries))  # pyright: ignore[reportUnknownMemberType, reportUnknownArgumentType]  # untyped cache API
+    )
+    for entry, value in ((entry, found.get(entry.cache_key)) for entry in entries):
+        if value is not None:
+            _set_in_memory(memory, entry.cache_key, value, entry.ttl)
+
+
+def _validate_row(
+    row_value: object, model_type: type[BaseModel], row: _RowKind, refreshed_at: float
+) -> BaseModel | None:
+    if row_value is None:
+        return None
+    try:
+        columns: Final = _RowValues.validate_python(row_value)
+        if row in _REFRESH_STAMPED_ROWS:
+            stamped: Final = {**columns, "last_refreshed_at": refreshed_at}  # mutable-ok: validators write into it
+            return model_type.model_validate(stamped)
+        return model_type.model_validate(columns)
+    except ValidationError as e:
+        verbose_proxy_logger.warning("auth prefetch: %s did not validate as %s: %s", row, model_type.__name__, e)
+        return None
+
+
+async def _fetch_rows(
+    refs: AuthObjectRefs, kinds: frozenset[_RowKind], prisma_client: PrismaClient
+) -> Mapping[str, object]:
+    row: Final[object] = await prisma_client.db.query_first(  # pyright: ignore[reportAny]  # prisma types query_first as Any
+        _SQL,
+        refs.user_id if "user_row" in kinds else None,
+        refs.team_id if kinds & _TEAM_BOUND_ROWS else None,
+        refs.membership_user_id if "membership_row" in kinds else None,
+        refs.organization_id if "organization_row" in kinds else None,
+        refs.project_id if "project_row" in kinds else None,
+    )
+    return _RowValues.validate_python(row) if row is not None else _NO_ROWS
+
+
+async def _write_back(entries: Sequence[tuple[_CacheEntry, BaseModel]], cache: UserApiKeyCache) -> None:
+    payloads: Final = tuple(
+        (entry.cache_key, CacheCodec.serialize(value, model_type=entry.model_type), entry.ttl)
+        for entry, value in entries
+    )
+    memory: Final[_InMemoryCache] = cache.in_memory_cache
+    for cache_key, payload, ttl in payloads:
+        _set_in_memory(memory, cache_key, payload, cache.default_in_memory_ttl if ttl is None else ttl)
+    if cache.redis_cache is not None:
+        await cache.redis_cache.async_set_cache_pipeline_with_ttls(payloads)
+
+
+async def _fill_from_db(
+    refs: AuthObjectRefs, entries: Sequence[_CacheEntry], cache: UserApiKeyCache, prisma_client: PrismaClient
+) -> None:
+    if not entries:
+        return
+    model_for: Final[Mapping[_RowKind, type[BaseModel]]] = MappingProxyType(
+        {entry.row: entry.model_type for entry in entries}
+    )
+    rows: Final = await _fetch_rows(refs, frozenset(model_for), prisma_client)
+    refreshed_at: Final = time.time()
+    objects: Final[Mapping[_RowKind, BaseModel | None]] = MappingProxyType(
+        {row: _validate_row(rows.get(row), model_type, row, refreshed_at) for row, model_type in model_for.items()}
+    )
+    writes: Final = tuple((entry, value) for entry in entries if (value := objects[entry.row]) is not None)
+    if writes:
+        await _write_back(writes, cache)
+
+
+async def prefetch_auth_objects(
+    refs: AuthObjectRefs,
+    user_api_key_cache: UserApiKeyCache,
+    prisma_client: PrismaClient | None,
+) -> None:
+    """Best effort: any failure leaves the per-object getters to fetch as before."""
+    try:
+        memory: Final[_InMemoryCache] = user_api_key_cache.in_memory_cache
+        missing: Final = _missing_in_memory(_entries(refs, user_api_key_cache), memory)
+        if user_api_key_cache.redis_cache is not None:
+            await _fill_from_redis(missing, user_api_key_cache.redis_cache, memory)
+        if prisma_client is None:
+            return
+        await _fill_from_db(refs, _missing_in_memory(missing, memory), user_api_key_cache, prisma_client)
+    except Exception as e:  # noqa: BLE001  # warm-up only; the getters enforce and fail closed on their own
+        verbose_proxy_logger.warning("auth prefetch skipped, falling back to per-object lookups: %s", e)
diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index 20ab9904f46..9828311112e 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -24,6 +24,7 @@ from starlette.exceptions import WebSocketException
 import litellm
 from litellm._logging import verbose_logger, verbose_proxy_logger
 from litellm._service_logger import ServiceLogging
+from litellm.caching.redis_cache import RedisCache
 from litellm.constants import (
     GLOBAL_PROXY_SPEND_CACHE_KEY,
     INVALID_VIRTUAL_KEY_ERROR_MARKER,
@@ -63,6 +64,7 @@ from litellm.proxy.auth.auth_checks import (
 )
 from litellm.proxy.auth.auth_exception_handler import UserAPIKeyAuthExceptionHandler
 from litellm.proxy.auth.auth_method import AuthMethod
+from litellm.proxy.auth.auth_object_prefetch import AuthObjectRefs, prefetch_auth_objects
 from litellm.proxy.auth.auth_utils import (
     abbreviate_api_key,
     get_end_user_id_from_request_body,
@@ -101,6 +103,12 @@ from litellm.proxy.common_utils.user_api_key_cache import (
 )
 from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler
 from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
+from litellm.proxy.spend_tracking.carried_budget_state import carry_team_and_user_budget_state
+from litellm.proxy.spend_tracking.spend_counter_batch import (
+    bind_admission_counter_keys,
+    release_spend_counter_batch,
+    spend_counter_batch_scope,
+)
 from litellm.proxy.utils import (
     PrismaClient,
     ProxyLogging,
@@ -1970,6 +1978,9 @@ async def _user_api_key_auth_builder(
                 llm_model_list=llm_model_list,
                 llm_router=llm_router,
             )
+            await _prefetch_referenced_auth_objects(
+                valid_token, end_user_id=end_user_id, user_api_key_cache=user_api_key_cache, prisma_client=prisma_client
+            )
 
             # Check 2. If user_id for this token is in budget - done in common_checks()
             if valid_token.user_id is not None:
@@ -2621,6 +2632,11 @@ async def _run_centralized_common_checks(
         None if isinstance(end_user_result, BaseException) else end_user_result
     )
     global_proxy_spend: float | None = None if isinstance(global_spend_result, BaseException) else global_spend_result
+    carry_team_and_user_budget_state(
+        valid_token=user_api_key_auth_obj,
+        team_object=team_object,
+        user_object=user_object,
+    )
 
     if user_api_key_auth_obj.org_id is None and team_object is not None and team_object.organization_id is not None:
         user_api_key_auth_obj.org_id = team_object.organization_id
@@ -2672,21 +2688,25 @@ async def _run_centralized_common_checks(
         user_api_key_dict=user_api_key_auth_obj,
     )
 
-    _ = await common_checks(
-        request=request,
-        request_body=request_data,
-        team_object=team_object,
-        user_object=user_object,
-        end_user_object=end_user_object,
-        general_settings=general_settings,
-        global_proxy_spend=global_proxy_spend,
-        route=route,
-        llm_router=llm_router,
-        proxy_logging_obj=proxy_logging_obj,
-        valid_token=user_api_key_auth_obj,
-        skip_budget_checks=skip_budget_checks,
-        project_object=project_object,
-    )
+    bind_admission_counter_keys(user_api_key_auth_obj, end_user_id=end_user_id)
+    try:
+        _ = await common_checks(
+            request=request,
+            request_body=request_data,
+            team_object=team_object,
+            user_object=user_object,
+            end_user_object=end_user_object,
+            general_settings=general_settings,
+            global_proxy_spend=global_proxy_spend,
+            route=route,
+            llm_router=llm_router,
+            proxy_logging_obj=proxy_logging_obj,
+            valid_token=user_api_key_auth_obj,
+            skip_budget_checks=skip_budget_checks,
+            project_object=project_object,
+        )
+    finally:
+        release_spend_counter_batch()
 
     await _reserve_budget_after_common_checks(
         user_api_key_auth_obj=user_api_key_auth_obj,
@@ -2864,6 +2884,28 @@ async def _authorize_authenticated_request(
     return None
 
 
+def _spend_counter_redis_cache() -> RedisCache | None:
+    from litellm.proxy.proxy_server import spend_counter_cache
+
+    return spend_counter_cache.redis_cache
+
+
+async def _prefetch_referenced_auth_objects(
+    valid_token: UserAPIKeyAuth,
+    end_user_id: str | None,
+    user_api_key_cache: UserApiKeyCache,
+    prisma_client: PrismaClient | None,
+) -> None:
+    """Warm every object and spend counter the checks below will read, in one MGET each (one DB query when cold).
+    Runs after the key's model access check so a denied request costs no more than it did before."""
+    bind_admission_counter_keys(valid_token, end_user_id=end_user_id or None)
+    await prefetch_auth_objects(
+        refs=AuthObjectRefs.from_token(valid_token),
+        user_api_key_cache=user_api_key_cache,
+        prisma_client=prisma_client,
+    )
+
+
 def _seed_request_destinations(user_api_key_dict: UserAPIKeyAuth, request: Request | None = None) -> None:
     """Anchor the OTLP destinations this key or team overrides its traces to.
 
@@ -2928,7 +2970,7 @@ async def user_api_key_auth(
     # Run the whole auth phase inside a live ``auth`` span so the DB lookups it
     # triggers (key/user/team object reads) nest under it instead of flattening
     # onto the server span. No-op when OTel V2 isn't active.
-    with phase_span(f"auth {route}"):
+    with phase_span(f"auth {route}"), spend_counter_batch_scope(_spend_counter_redis_cache()):
         try:
             user_api_key_auth_obj: Final = await _user_api_key_auth_builder(
                 request=request,
diff --git a/litellm/proxy/client/cli/README.md b/litellm/proxy/client/cli/README.md
index 4045857a237..3b0ff9d7add 100644
--- a/litellm/proxy/client/cli/README.md
+++ b/litellm/proxy/client/cli/README.md
@@ -508,9 +508,9 @@ The credential is short-lived by design (default 24h, configurable via `LITELLM_
 
 ### Route Every Claude Code Session Through the Proxy
 
-`lite claude` wraps a single invocation, but `lite up` goes further: it patches `~/.claude/settings.json`, Claude Code's own config file, so that every Claude Code session started afterward -- from any terminal, launched normally with just `claude`, no wrapper needed -- routes through your LiteLLM proxy. It sets `env.ANTHROPIC_BASE_URL` to the proxy URL, `env.ENABLE_TOOL_SEARCH` to `true` and `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY` to `1` when those keys are missing, and `apiKeyHelper` to a `lite auth print-token` invocation, drops any stray static `ANTHROPIC_API_KEY` or `ANTHROPIC_AUTH_TOKEN` so the helper-issued token wins, and leaves every other setting in the file untouched. It backs up the original file before patching it.
+`lite claude` wraps a single invocation, but `lite up` goes further: it patches `~/.claude/settings.json`, Claude Code's own config file, so that every Claude Code session started afterward -- from any terminal, launched normally with just `claude`, no wrapper needed -- routes through your LiteLLM proxy. It sets `env.ANTHROPIC_BASE_URL` to the proxy URL, `env.ENABLE_TOOL_SEARCH` to `true` and `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY` to `1` when those keys are missing, writes the key it resolved (your fresh `lite login`, or an explicit `--api-key`) into `env.ANTHROPIC_AUTH_TOKEN` as a static token, drops any stray `ANTHROPIC_API_KEY` or `apiKeyHelper` so nothing fights that token, and leaves every other setting in the file untouched. It backs up the original file before patching it. Nothing here writes an `apiKeyHelper`: Claude Code would spawn `lite` (and its keychain check) on every credential refresh, so the key is copied in instead and `lite up` restores the file when it stops.
 
-Two things need to already be true: you've run `lite login` (or `lite login --pkce`, whose key the helper renews on its own), since the apiKeyHelper depends on that stored token, and the proxy is already reachable, since `lite up` does not start one for you.
+Two things need to already be true: you've run `lite login` (or passed a key), and the proxy is already reachable, since `lite up` does not start one for you.
 
 ```bash
 lite login
@@ -526,21 +526,42 @@ Cursor is not supported: it has no equivalent file-based config to hot-patch thi
 
 #### Making It Permanent at Login
 
-`lite up` holds the patch only for as long as it runs. To wire Claude Code up once and leave it that way, pass `--config-claude` to `lite login`:
+`lite up` holds its patch only for as long as it runs. To wire Claude Code up at login and leave it that way, pass `--config-claude` to `lite login`:
 
 ```bash
 lite --base-url https://your-proxy.example.com login --config-claude
 ```
 
-It writes the same settings `lite up` does, `env.ANTHROPIC_BASE_URL`, `env.ENABLE_TOOL_SEARCH`, `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY`, and `apiKeyHelper`, but persistently: no foreground process to keep alive, and `lite unconfigure claude` restores what it changed (see below). Every other key in `~/.claude/settings.json` is preserved, the file is created if it does not exist, and it is written atomically with owner-only permissions. Plain `lite login` is unchanged; nothing happens to your Claude Code config unless you pass the flag.
+It writes the same settings `lite up` does, `env.ANTHROPIC_BASE_URL`, `env.ENABLE_TOOL_SEARCH`, `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY`, and the key this login minted as `env.ANTHROPIC_AUTH_TOKEN`, but persistently: no foreground process to keep alive, and `lite unconfigure claude` restores what it changed (see below). Every other key in `~/.claude/settings.json` is preserved, the file is created if it does not exist, and it is written atomically with owner-only permissions. Plain `lite login` is unchanged; nothing happens to your Claude Code config unless you pass the flag
 
-Because the credential is reached through `apiKeyHelper` rather than copied into the file, a later `lite login` refreshes it with no further action: Claude Code re-runs the helper on every request and picks up whatever token the most recent login stored. Nothing secret is written to `settings.json`.
+The key in the file is the login's own, so it expires with it (24h by default): run `lite login --config-claude` again after that, which rewrites the key in place. Earlier versions wrote an `apiKeyHelper` that ran `lite auth print-token` instead, so a later login refreshed Claude Code by itself; that meant Claude Code spawning a full `lite` start, keychain check included, on every credential refresh, so the helper is no longer written and a stale one is stripped by the next `--config-claude` or `configure claude`. Like `lite up`, the flag refuses to run while a `lite up` session holds a backup, and tells you to run `lite down` first
 
-Run it again to point Claude Code at a different proxy; the base URL and the helper are both rewritten. `lite up` and `--config-claude` manage the same file, so the flag refuses to run while a `lite up` session holds a backup, and tells you to run `lite down` first, rather than writing settings that `lite up` would silently revert when it stops.
+#### Configuring Claude Code or Codex Once, With a Virtual Key
 
-#### Configuring Claude Code Once, With a Virtual Key or Your Login
+Run the setup wizard with your gateway URL and a long-lived virtual key:
 
-`lite configure claude` wires Claude Code up persistently and `lite unconfigure claude` puts things back. It is what `lite login --config-claude` does, plus a pinned model and an undo, and it also takes a long-lived virtual key when that is what you have:
+```bash
+lite configure --api-key sk-... --gateway-url https://your-proxy.example.com
+```
+
+Select Claude Code, Codex, or both, then choose a gateway model for each selected agent. The wizard validates the key and reads the models your key can access before changing settings. Start either configured agent normally with `claude` or `codex`; the gateway connection persists across terminals without a wrapper or exported API key
+
+`--gateway-url` also accepts a deployment path prefix and a trailing `/v1`. `--base-url` is an alias. If omitted, setup uses `lite --base-url`, `LITELLM_PROXY_URL`, or the saved CLI URL; the wizard asks for a URL when none was provided
+
+For a scripted setup, name the agent and model:
+
+```bash
+lite configure --gateway-url https://your-proxy.example.com codex --api-key sk-... --model my-coding-model
+lite unconfigure codex
+```
+
+Codex setup requires an installed stable Codex version of [0.129.0 or newer](https://github.com/openai/codex/releases/tag/rust-v0.129.0), which prevents repository settings from redirecting requests carrying your saved key. Setup checks `codex --version` before fetching models or changing either selected agent's settings. Undo remains available without Codex installed
+
+Codex setup updates `~/.codex/config.toml` (or `$CODEX_HOME/config.toml`) with the selected model and a LiteLLM Responses provider. The gateway key lives in that provider's static Authorization header, in a file written atomically with owner-only permissions. Other providers, hooks, MCP servers and comments are preserved. A default profile selection is removed so it cannot override the gateway settings; its contents are preserved, and undo restores the selection. Explicit Codex flags and supported project settings still follow Codex's normal precedence
+
+The Codex undo receipt is kept in a private `.litellm` directory beside the resolved config file. `lite unconfigure codex` restores only values still holding what configure wrote, preserving later edits. The provider URL and credential are restored together. Symlinks are followed and their targets become owner-only; keep these credential-bearing files out of version control
+
+`lite configure claude` wires Claude Code up persistently with a long-lived virtual key, a pinned model and an undo, and `lite unconfigure claude` puts things back:
 
 ```bash
 curl -fsSL https://raw.githubusercontent.com/BerriAI/litellm/main/scripts/install.sh | sh
@@ -548,11 +569,25 @@ lite --base-url https://your-proxy.example.com configure claude --api-key sk-...
 claude
 ```
 
-With `--api-key` (or `lite --api-key` / `LITELLM_PROXY_API_KEY`) the key is written into `env.ANTHROPIC_AUTH_TOKEN`. Without one, your `lite login` credential is used the way `--config-claude` uses it, through `apiKeyHelper`, so a later `lite login` (or a `--pkce` renewal) picks up on its own and nothing secret lands in the file; a missing or stale login is refreshed first. Either way the command checks the key against `GET /v1/models`, then patches `~/.claude/settings.json`: `env.ANTHROPIC_BASE_URL`, the credential, and `env.ENABLE_TOOL_SEARCH` and `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY` when those are missing, so Claude Code's `/model` picker lists the proxy's models (under `claude-router-<UTF-8 hex of the group name>` for a group whose id contains neither `claude` nor `anthropic`, since Claude Code lists only those) and you pick between them as usual. Claude Code keeps its own default model until you switch, so that id has to exist on the proxy for the first message to go through; `--model` (or the interactive prompt below) sets the model Claude Code starts on instead, as the top-level `model` key, which has to be on `/v1/models` for the key. Nothing forces Claude Code's sub-agent or background tiers onto a proxy model, so those built-in ids need to exist on the proxy too; `lite autoroute up` is the mode that pins every tier to one group. Claude Code treats a name it does not know as an unknown model: it prints a one-line `unrecognized_model` note, assumes a 200k context window (the proxy appends `[1m]` for a group whose configured or known input window reaches 1M) and sends no thinking parameters for it, so name the group like a Claude model id to change that. The other credential slots (`env.ANTHROPIC_API_KEY`, a stale `env.ANTHROPIC_AUTH_TOKEN` or `apiKeyHelper`) are removed so they cannot fight the one written. Every other setting is preserved and the file is written atomically with owner-only permissions; if `settings.json` is a symlink into a dotfiles repository, the key is written through to that target and the command says so, so keep it out of version control
+The key comes from `--api-key` (or `lite --api-key` / `LITELLM_PROXY_API_KEY`) and is written into `env.ANTHROPIC_AUTH_TOKEN`; without one the command refuses, since a `lite login` credential expires within a day and keeping it fresh would mean Claude Code running `lite` through `apiKeyHelper` on every credential refresh. The command checks the key against `GET /v1/models`, then patches `~/.claude/settings.json`: `env.ANTHROPIC_BASE_URL`, the credential, and `env.ENABLE_TOOL_SEARCH` and `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY` when those are missing, so Claude Code's `/model` picker lists the proxy's models (under `claude-router-<UTF-8 hex of the group name>` for a group whose id contains neither `claude` nor `anthropic`, since Claude Code lists only those) and you pick between them as usual. Claude Code keeps its own default model until you switch, so that id has to exist on the proxy for the first message to go through; `--model` (or the interactive prompt below) sets the model Claude Code starts on instead, as the top-level `model` key and as `env.ANTHROPIC_MODEL`, both of which have to be on `/v1/models` for the key. The second one matters for `claude -c` and `claude --resume`: a resumed session otherwise re-sends the model its transcript recorded, which behind an auto-router with `return_raw_model_name: true` is the tier model that answered, and a key scoped to the router alias gets a 403 for it; `ANTHROPIC_MODEL` outranks the transcript on resume. Nothing forces Claude Code's sub-agent or background tiers onto a proxy model, so those built-in ids need to exist on the proxy too; `lite autoroute up` is the mode that pins every tier to one group. Claude Code treats a name it does not know as an unknown model: it prints a one-line `unrecognized_model` note, assumes a 200k context window (the proxy appends `[1m]` for a group whose configured or known input window reaches 1M) and sends no thinking parameters for it, so name the group like a Claude model id to change that. The other credential slots (`env.ANTHROPIC_API_KEY`, a stale `env.ANTHROPIC_AUTH_TOKEN` or `apiKeyHelper`) are removed so they cannot fight the one written. Every other setting is preserved and the file is written atomically with owner-only permissions; if `settings.json` is a symlink into a dotfiles repository, the key is written through to that target and the command says so, so keep it out of version control
 
-Plain `lite configure`, with no agent named, asks the same things interactively: which agents to wire (Claude Code today) and which of the proxy's models to start on, picked from `/v1/models` with a type-to-filter prompt
+Plain `lite configure`, with no agent named, asks which agents to wire and which gateway model each starts on, picked from `/v1/models` with a type-to-filter prompt. All choices and selected config files are checked before the first settings write. If a later filesystem write fails, the output identifies each agent already configured and its undo command
 
-What the command changed is recorded in `~/.litellm/claude_configure_state.json` (previous values plus fingerprints of what was written, never a second copy of the key). `lite unconfigure claude` restores each of those keys only if it still holds what `configure` wrote, so anything you changed since is left alone and named in the output; a `settings.json` or `env` object that only existed because of `configure` is removed again. Ownership moves only by a write: running `configure` again (a re-login is one) refreshes the record only for the keys its merge changed, keeps the original snapshot of a key that still holds what it wrote, and snapshots afresh a key you changed in between, so `unconfigure` brings back whatever the repeat displaced and never adopts your edit as its own. A credential (`env.ANTHROPIC_API_KEY`, `env.ANTHROPIC_AUTH_TOKEN`, `apiKeyHelper`) is put back only when the restored file points at the `ANTHROPIC_BASE_URL` it was captured next to; otherwise it stays removed, the output says which server it belonged to, and the receipt is kept so pointing the URL back and running `unconfigure` again finishes the job. It also undoes `lite login --config-claude`, which writes through the same path. Like `--config-claude`, both refuse to run while a `lite up` or `lite autoroute up` session holds a backup, and that check comes before any login prompt or request
+What the command changed is recorded in `~/.litellm/claude_configure_state.json` (previous values plus fingerprints of what was written, never a second copy of the key). `lite unconfigure claude` restores each of those keys only if it still holds what `configure` wrote, so anything you changed since is left alone and named in the output; a `settings.json` or `env` object that only existed because of `configure` is removed again. Ownership moves only by a write: running `configure` again (a re-login is one) refreshes the record only for the keys its merge changed, keeps the original snapshot of a key that still holds what it wrote, and snapshots afresh a key you changed in between, so `unconfigure` brings back whatever the repeat displaced and never adopts your edit as its own. A credential (`env.ANTHROPIC_API_KEY`, `env.ANTHROPIC_AUTH_TOKEN`, `apiKeyHelper`) is put back only when the restored file points at the `ANTHROPIC_BASE_URL` it was captured next to; otherwise it stays removed, the output says which server it belonged to, and the receipt is kept so pointing the URL back and running `unconfigure` again finishes the job. It also undoes `lite login --config-claude`, which writes through the same path. Both refuse to run while a `lite up` or `lite autoroute up` session holds a backup, and that check comes before any request
+
+#### Routed model and savings in the status line
+
+`lite configure claude`, `lite login --config-claude`, `lite up` and `lite autoroute up` also install a status line (`~/.litellm/statusline.py`, registered as `statusLine` in `~/.claude/settings.json` unless you already run one) that shows which model the auto-router actually served the last turn and, once the proxy has recorded the session, what the session cost against the router's savings baseline:
+
+```
+claude-auto · Routed to: claude-haiku-4-5  -63% vs Claude Opus 5
+LiteLLM       ████████░░░░░░░░░░░░░░░░  $0.14
+Claude Opus 5 ████████████████████████  $0.38
+```
+
+The routed model comes from Claude Code's own transcript, so it only names the tier model when the auto-router deployment sets `return_raw_model_name: true` (the `lite autoroute` wizard does); otherwise it shows the alias you requested. The cost lines come from `GET /auto_router/session?session_id=...`, which any virtual key may call for its own sessions, and are cached for five seconds under a per-user `$TMPDIR/litellm-statusline-<uid>` directory. The baseline is the priciest model in the router's hardest tier, the same counterfactual the auto-router's savings reports use. `lite unconfigure claude` removes the `statusLine` entry only while it still points at that script.
+
+`lite codex` registers the same script as a Codex `Stop` hook for the launch, so after each turn Codex prints the same block as a system message. Codex asks once to trust the hook; the answer is remembered for later launches.
 
 ### QA Complexity-Based Auto-Routing Against Your Real Proxy
 
diff --git a/litellm/proxy/client/cli/commands/agents.py b/litellm/proxy/client/cli/commands/agents.py
index bf2a784f590..93ed0eaba03 100644
--- a/litellm/proxy/client/cli/commands/agents.py
+++ b/litellm/proxy/client/cli/commands/agents.py
@@ -1,4 +1,6 @@
+import json
 import os
+import re
 import shutil
 import subprocess
 import sys
@@ -13,7 +15,7 @@ import requests
 from pydantic import BaseModel, TypeAdapter, ValidationError
 
 from .auth import CliContextObj, context_secret_vault, get_stored_api_key, login
-from .claude_settings import claude_settings_path, lite_api_key_helper_configured
+from .claude_settings import ClaudeSettingsError, install_statusline_script
 from .cmd_quoting import quote_for_cmd
 from .pi import (
     LITELLM_PROXY_API_KEY_ENV,
@@ -86,8 +88,6 @@ def build_agent_env(
     base_url: str,
     api_key: str,
     profiles: frozenset[str],
-    *,
-    export_anthropic_token: bool = True,
 ) -> dict[str, str]:
     """Return a copy of base_env wired to route the agent through the proxy.
 
@@ -102,19 +102,12 @@ def build_agent_env(
     proxy's /v1/models; likewise left alone when already set.
     pi ignores both base URL variables and instead resolves $LITELLM_PROXY_API_KEY
     from its synced models.json provider entry.
-
-    With export_anthropic_token=False the bearer is left out (and any inherited
-    one dropped) so Claude Code asks its configured apiKeyHelper instead; Claude
-    Code prefers ANTHROPIC_AUTH_TOKEN over the helper and warns when both are set.
     """
     env: Final = dict(base_env)
     root: Final = base_url.rstrip("/")
     if PROFILE_ANTHROPIC in profiles:
         env[ANTHROPIC_BASE_URL_ENV] = root
-        if export_anthropic_token:
-            env[ANTHROPIC_AUTH_TOKEN_ENV] = api_key
-        else:
-            env.pop(ANTHROPIC_AUTH_TOKEN_ENV, None)
+        env[ANTHROPIC_AUTH_TOKEN_ENV] = api_key
         env.pop(ANTHROPIC_API_KEY_ENV, None)
         if ENABLE_TOOL_SEARCH_ENV not in env:
             env[ENABLE_TOOL_SEARCH_ENV] = ENABLE_TOOL_SEARCH_VALUE
@@ -128,6 +121,18 @@ def build_agent_env(
     return env
 
 
+def codex_proxy_provider(base_url: str) -> Mapping[str, str | bool]:
+    return MappingProxyType(
+        {
+            "name": "LiteLLM proxy",
+            "base_url": base_url.rstrip("/") + "/v1",
+            "wire_api": "responses",
+            "supports_websockets": False,
+            "requires_openai_auth": False,
+        }
+    )
+
+
 def _codex_proxy_args(base_url: str) -> list[str]:
     """Codex `-c` overrides that point it at the proxy.
 
@@ -137,21 +142,19 @@ def _codex_proxy_args(base_url: str) -> list[str]:
     because the proxy does not speak the Responses WebSocket protocol. The key is
     read from OPENAI_API_KEY, which build_agent_env already exports.
     """
-    root: Final = base_url.rstrip("/") + "/v1"
     provider: Final = f"model_providers.{CODEX_PROXY_PROVIDER}"
     return [
         "-c",
         f'model_provider="{CODEX_PROXY_PROVIDER}"',
-        "-c",
-        f'{provider}.name="LiteLLM proxy"',
-        "-c",
-        f'{provider}.base_url="{root}"',
+        *(
+            argument
+            for key, value in codex_proxy_provider(base_url).items()
+            for argument in ("-c", f"{provider}.{key}={json.dumps(value)}")
+        ),
         "-c",
         f'{provider}.env_key="{OPENAI_API_KEY_ENV}"',
         "-c",
-        f'{provider}.wire_api="responses"',
-        "-c",
-        f"{provider}.supports_websockets=false",
+        f"{provider}.http_headers={{}}",
     ]
 
 
@@ -189,10 +192,52 @@ def prepare_pi(
     return ("--model", f"{PI_PROVIDER_NAME}/{ids[0]}")
 
 
+def _warn(message: str) -> None:
+    click.echo(message, err=True)
+
+
+_CODEX_STOP_HOOKS_DECLARED: Final = re.compile(
+    r"^\s*(\[\[\s*\"?hooks\"?\s*\.\s*\"?Stop\"?\s*\]\]|\"?hooks\"?(?:\s*\.\s*\"?Stop\"?)?\s*=|\[\s*\"?hooks\"?\s*\])",
+    re.MULTILINE,
+)
+
+
+def codex_config_path(base_env: Mapping[str, str]) -> Path:
+    return Path(base_env.get("CODEX_HOME") or Path.home() / ".codex") / "config.toml"
+
+
+def codex_declares_stop_hooks(config_path: Path) -> bool:
+    """A config that cannot be read or decoded declares nothing we can see; Codex reports its own
+    TOML failure at launch, so the pre-check must not be the thing that stops `lite codex`."""
+    try:
+        return _CODEX_STOP_HOOKS_DECLARED.search(config_path.read_text(encoding="utf-8")) is not None
+    except (OSError, UnicodeDecodeError):
+        return False
+
+
+def prepare_codex(
+    base_url: str,
+    api_key: str,
+    base_env: Mapping[str, str],
+    *,
+    install: Callable[[], str] = install_statusline_script,
+    warn: Callable[[str], None] = _warn,
+) -> tuple[str, ...]:
+    """A `-c hooks.Stop=` session flag replaces the user's whole Stop list, so their own hooks win over ours."""
+    if codex_declares_stop_hooks(codex_config_path(base_env)):
+        warn("litellm: your Codex config already declares hooks; not adding the routed-model Stop hook")
+        return ()
+    try:
+        command: Final = install()
+    except ClaudeSettingsError as e:
+        raise AgentRunError(str(e)) from e
+    return ("-c", f'hooks.Stop=[{{hooks=[{{type="command",command={json.dumps(command)}}}]}}]')
+
+
 _Preparer: TypeAlias = Callable[[str, str, Mapping[str, str]], Sequence[str]]
 
 _PREPARERS: Final[Mapping[str, _Preparer]] = MappingProxyType(
-    {"pi": prepare_pi}  # mutable-ok: MappingProxyType freezes the provider registry
+    {"pi": prepare_pi, "codex": prepare_codex}  # mutable-ok: MappingProxyType freezes the provider registry
 )
 
 
@@ -454,10 +499,6 @@ def _restore_controlling_terminal() -> None:
         os.close(fd)
 
 
-def _warn(message: str) -> None:
-    click.echo(message, err=True)
-
-
 def run_agent(
     base_url: str,
     api_key: str,
@@ -474,7 +515,6 @@ def run_agent(
     launcher: Callable[[str, Sequence[str], Mapping[str, str]], None] = _hand_off,
     reattach_terminal: Callable[[], None] | None = None,
     preparers: Mapping[str, _Preparer] = MappingProxyType(_PREPARERS),
-    export_anthropic_token: bool = True,
 ) -> None:
     """Validate, wire the environment, and hand off to the agent.
 
@@ -506,9 +546,7 @@ def run_agent(
 
     env: Final = MappingProxyType(
         {
-            **build_agent_env(
-                env_before_sync, base_url, api_key, profiles, export_anthropic_token=export_anthropic_token
-            ),
+            **build_agent_env(env_before_sync, base_url, api_key, profiles),
             **(_NO_EXTRA_ENV if isinstance(synced, ModelSyncSkipped) else synced),
         }
     )
@@ -546,26 +584,14 @@ def resolve_api_key(ctx: click.Context) -> str:
 _SKIP_VERIFY_HELP: Final = "Skip the pre-launch key check against the proxy."
 
 
-def _helper_supplies_token(
-    ctx_obj: CliContextObj, base_url: str, profiles: frozenset[str], settings_path: Path
-) -> bool:
-    if PROFILE_ANTHROPIC not in profiles or not ctx_obj.get("api_key_from_token_file"):
-        return False
-    return lite_api_key_helper_configured(base_url, settings_path)
-
-
 def _launch(ctx: click.Context, binary: str, args: Sequence[str], *, skip_verify: bool) -> None:
     ctx_obj: Final[CliContextObj] = ctx.obj
     base_url: Final = ctx_obj["base_url"]
     started_interactive: Final = _is_interactive()
     api_key: Final = resolve_api_key(ctx)
 
-    display_name, profiles = agent_profile(binary)
-    settings_path: Final = claude_settings_path(os.environ)
-    helper_supplies_token: Final = _helper_supplies_token(ctx_obj, base_url, profiles, settings_path)
+    display_name, _profiles = agent_profile(binary)
     click.echo(f"litellm: routing {display_name} through proxy at {base_url.rstrip('/')}")
-    if helper_supplies_token:
-        click.echo(f"litellm: {display_name} reads its key from the apiKeyHelper in {settings_path}")
 
     try:
         run_agent(
@@ -574,7 +600,6 @@ def _launch(ctx: click.Context, binary: str, args: Sequence[str], *, skip_verify
             [binary, *args],
             skip_verify=skip_verify,
             reattach_terminal=(_restore_controlling_terminal if started_interactive else None),
-            export_anthropic_token=not helper_supplies_token,
         )
     except AgentRunError as e:
         raise click.ClickException(str(e))
diff --git a/litellm/proxy/client/cli/commands/auth.py b/litellm/proxy/client/cli/commands/auth.py
index 4f704afe9d6..98af32fa7aa 100644
--- a/litellm/proxy/client/cli/commands/auth.py
+++ b/litellm/proxy/client/cli/commands/auth.py
@@ -42,14 +42,13 @@ from litellm.litellm_core_utils.cli_token_utils import (
 
 from .claude_settings import (
     STARTING_MODEL_ROLE,
-    ApiKeyHelper,
     ClaudeSettingsError,
     KeepModel,
+    StaticToken,
     claude_settings_path,
     configure_claude_settings,
     configure_state_path,
     refuse_while_owned,
-    resolve_api_key_helper,
     settings_file_owners,
 )
 from .pkce_login import (
@@ -784,13 +783,16 @@ def _render_and_prompt_for_team_selection(teams: list[CliTeam]) -> str | None:
             return None
 
 
-def _configure_claude_code(base_url: str) -> None:
-    """Point Claude Code at base_url by patching the settings.json it reads, undoable with `lite unconfigure claude`."""
+def _configure_claude_code(base_url: str, api_key: str) -> None:
+    """Write the key this login just minted into Claude Code's settings.json as a static token, undoable with
+    `lite unconfigure claude`. The key expires with the login, so the flag is the re-wire step of each login
+    rather than a one-time setup: no apiKeyHelper is written, since Claude Code would spawn `lite` (and its
+    keychain probe) on every credential refresh to keep one fresh."""
     settings_path: Final = claude_settings_path(os.environ)
     try:
         configure_claude_settings(
             base_url,
-            ApiKeyHelper(resolve_api_key_helper(base_url)),
+            StaticToken(api_key),
             KeepModel(),
             settings_path,
             configure_state_path(settings_path),
@@ -800,22 +802,28 @@ def _configure_claude_code(base_url: str) -> None:
         raise click.ClickException(f"Logged in, but could not configure Claude Code: {e}")
     click.echo(f"\nConfigured Claude Code: {settings_path} now routes through {base_url.rstrip('/')}.")
     click.echo(
+        "This login's key is stored in the file, so run `lite login --config-claude` again after it expires. "
         "Your other Claude Code settings were left untouched. Restart Claude Code to pick this up. "
         f"Undo with `lite unconfigure claude`; `lite configure claude --model` sets {STARTING_MODEL_ROLE}."
     )
 
 
 def _finish_login(base_url: str, api_key: str, config_claude: bool, stored: SecretSave) -> None:
+    """Claude Code is configured from the key in hand, so it does not wait on the CLI's own store: a login whose
+    token file or keychain refused it still has a usable key, and `--config-claude` asked for exactly that
+    key to be written into settings.json."""
     from litellm.proxy.client.cli.interface import show_commands
 
     click.echo("\nLogin successful!")
     click.echo(f"JWT Token: {api_key[:20]}...")
     click.echo(storage_notice(stored))
+    if config_claude:
+        _configure_claude_code(base_url, api_key)
     if isinstance(stored, (CredentialNotSaved, CredentialNotRecorded)):
+        if config_claude:
+            click.echo("Claude Code was configured with this key even though the CLI itself could not keep it.")
         return
     click.echo("You can now use the CLI without specifying --api-key")
-    if config_claude:
-        _configure_claude_code(base_url)
     click.echo("\n" + "=" * 60)
     show_commands()
 
@@ -850,8 +858,8 @@ def _pkce_login(base_url: str, config_claude: bool, vault: SecretVault) -> None:
     is_flag=True,
     default=False,
     help=(
-        "After logging in, update ~/.claude/settings.json so Claude Code routes through this proxy. "
-        "Unrelated settings are preserved."
+        "After logging in, write this login's key into ~/.claude/settings.json so Claude Code routes through "
+        "this proxy; run it again after the key expires. Unrelated settings are preserved."
     ),
 )
 @click.option(
diff --git a/litellm/proxy/client/cli/commands/autoroute/commands.py b/litellm/proxy/client/cli/commands/autoroute/commands.py
index 86701f186fd..5d91fc81350 100644
--- a/litellm/proxy/client/cli/commands/autoroute/commands.py
+++ b/litellm/proxy/client/cli/commands/autoroute/commands.py
@@ -1,5 +1,4 @@
 import atexit
-import json
 import secrets
 import signal
 import threading
@@ -15,8 +14,10 @@ from ..claude_settings import (
     CLAUDE_SETTINGS_PATH,
     ClaudeSettingsError,
     StaticToken,
+    install_statusline_script,
     load_json_or_empty,
     merge_claude_settings,
+    write_claude_settings,
 )
 from ..up import BackupRecord as ClaudeBackupRecord
 from ..up import restore_claude_settings, write_backup
@@ -151,6 +152,7 @@ def up(port: int) -> None:
         raise click.ClickException(str(e))
 
     try:
+        status_line: Final = install_statusline_script()
         original_existed: Final = CLAUDE_SETTINGS_PATH.exists()
         original_settings: Final = load_json_or_empty(CLAUDE_SETTINGS_PATH)
         write_backup(
@@ -158,11 +160,15 @@ def up(port: int) -> None:
             AUTOROUTE_BACKUP_PATH,
         )
         merged: Final = merge_claude_settings(
-            original_settings, base_url, StaticToken(master_key), AUTOROUTER_MODEL_NAME, AUTOROUTER_MODEL_NAME
+            original_settings,
+            base_url,
+            StaticToken(master_key),
+            AUTOROUTER_MODEL_NAME,
+            AUTOROUTER_MODEL_NAME,
+            status_line=status_line,
         )
         CLAUDE_SETTINGS_PATH.parent.mkdir(parents=True, exist_ok=True)
-        with secure_create(CLAUDE_SETTINGS_PATH) as f:
-            json.dump(merged, f, indent=2)
+        write_claude_settings(CLAUDE_SETTINGS_PATH, merged)
     except ClaudeSettingsError as e:
         terminate(process.pid)
         clear_pid_record()
diff --git a/litellm/proxy/client/cli/commands/autoroute/config.py b/litellm/proxy/client/cli/commands/autoroute/config.py
index 9dfc4ad079b..1f3ad34e3d9 100644
--- a/litellm/proxy/client/cli/commands/autoroute/config.py
+++ b/litellm/proxy/client/cli/commands/autoroute/config.py
@@ -162,6 +162,7 @@ def build_generated_model_list(config: AutorouteConfig) -> list[JsonValue]:
     complexity_router_config: Final[dict[str, JsonValue]] = {
         "tiers": {tier: list(models) for tier, models in config.tiers.items()},
         "default_model": config.default_model,
+        "return_raw_model_name": True,
     }
     if isinstance(config.classifier, LLMClassifier):
         complexity_router_config["classifier_type"] = "llm"
diff --git a/litellm/proxy/client/cli/commands/claude_settings.py b/litellm/proxy/client/cli/commands/claude_settings.py
index d0ee507f0b2..1473e40070f 100644
--- a/litellm/proxy/client/cli/commands/claude_settings.py
+++ b/litellm/proxy/client/cli/commands/claude_settings.py
@@ -1,16 +1,18 @@
 """Shared handling of Claude Code's ~/.claude/settings.json.
 
 `lite up` and `lite autoroute up` patch this file temporarily and restore it on
-exit; `lite login --config-claude` and `lite configure claude` patch it
-persistently and record how to undo it. All of them need the same merge and the
-same apiKeyHelper command, and `up` already imports from `auth`, so the shared
-parts live here rather than in any one command module.
+exit; `lite configure claude` patches it persistently and records how to undo it.
+All of them need the same merge, and `up` already imports from `auth`, so the
+shared parts live here rather than in any one command module. The credential is
+always a static token in `env.ANTHROPIC_AUTH_TOKEN`: Claude Code's `apiKeyHelper`
+would spawn a `lite` process on every credential refresh, and that process touches
+the keychain, so nothing here writes one; a helper left by an earlier version is
+owned like any other key and stripped.
 """
 
 import hashlib
 import json
 import shlex
-import shutil
 import sys
 from collections.abc import Callable, Mapping, Sequence
 from dataclasses import dataclass
@@ -27,13 +29,16 @@ from litellm.litellm_core_utils.private_json import (
     discard_staged_json,
     ensure_private_dir,
     stage_private_json,
+    write_private_bytes,
 )
 
+from . import statusline_script
 from .cmd_quoting import quote_for_cmd
 
 ENV_KEY: Final = "env"
 API_KEY_HELPER_KEY: Final = "apiKeyHelper"
 MODEL_KEY: Final = "model"
+STATUS_LINE_KEY: Final = "statusLine"
 ANTHROPIC_BASE_URL_KEY: Final = "ANTHROPIC_BASE_URL"
 ANTHROPIC_AUTH_TOKEN_KEY: Final = "ANTHROPIC_AUTH_TOKEN"
 ANTHROPIC_API_KEY_KEY: Final = "ANTHROPIC_API_KEY"
@@ -41,6 +46,7 @@ ENABLE_TOOL_SEARCH_KEY: Final = "ENABLE_TOOL_SEARCH"
 ENABLE_TOOL_SEARCH_VALUE: Final = "true"
 ENABLE_GATEWAY_MODEL_DISCOVERY_KEY: Final = "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"
 ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE: Final = "1"
+ANTHROPIC_MODEL_KEY: Final = "ANTHROPIC_MODEL"
 ANTHROPIC_DEFAULT_MODEL_ENV_KEYS: Final = (
     "ANTHROPIC_DEFAULT_SONNET_MODEL",
     "ANTHROPIC_DEFAULT_HAIKU_MODEL",
@@ -53,19 +59,22 @@ OWNED_ENV_KEYS: Final = (
     ANTHROPIC_BASE_URL_KEY,
     ANTHROPIC_AUTH_TOKEN_KEY,
     ANTHROPIC_API_KEY_KEY,
+    ANTHROPIC_MODEL_KEY,
 )
-OWNED_TOP_LEVEL_KEYS: Final = (API_KEY_HELPER_KEY, MODEL_KEY)
+OWNED_TOP_LEVEL_KEYS: Final = (API_KEY_HELPER_KEY, MODEL_KEY, STATUS_LINE_KEY)
 OWNED_PATHS: Final = (*(f"{ENV_KEY}.{key}" for key in OWNED_ENV_KEYS), *OWNED_TOP_LEVEL_KEYS)
 _CREDENTIAL_ENV_KEYS: Final = frozenset((ANTHROPIC_API_KEY_KEY, ANTHROPIC_AUTH_TOKEN_KEY))
 _CREDENTIAL_PATHS: Final = (*(f"{ENV_KEY}.{key}" for key in sorted(_CREDENTIAL_ENV_KEYS)), API_KEY_HELPER_KEY)
 _BASE_URL_PATH: Final = f"{ENV_KEY}.{ANTHROPIC_BASE_URL_KEY}"
-STARTING_MODEL_ROLE: Final = "the /model picker's default row, the model Claude Code starts on"
+_MODEL_PATHS: Final = (MODEL_KEY, f"{ENV_KEY}.{ANTHROPIC_MODEL_KEY}")
+STARTING_MODEL_ROLE: Final = "the /model picker's default row, the model Claude Code starts and resumes on"
 
 CLAUDE_SETTINGS_PATH: Final = Path.home() / ".claude" / "settings.json"
 CLAUDE_CONFIG_DIR_ENV: Final = "CLAUDE_CONFIG_DIR"
 BACKUP_PATH: Final = Path.home() / ".litellm" / "claude_settings_backup.json"
 AUTOROUTE_BACKUP_PATH: Final = Path.home() / ".litellm" / "autorouter" / "claude_settings_backup.json"
 CONFIGURE_STATE_PATH: Final = Path.home() / ".litellm" / "claude_configure_state.json"
+STATUSLINE_SCRIPT_PATH: Final = Path.home() / ".litellm" / "statusline.py"
 
 
 @dataclass(frozen=True, slots=True)
@@ -123,16 +132,6 @@ class StaticToken:
     token: str
 
 
-@dataclass(frozen=True, slots=True)
-class ApiKeyHelper:
-    """A `lite auth print-token` command Claude Code runs per request, so a login renews in place."""
-
-    command: str
-
-
-ClaudeCredential: TypeAlias = StaticToken | ApiKeyHelper
-
-
 @dataclass(frozen=True, slots=True)
 class KeepModel:
     """Leave the top-level `model` as it is, the user's or an earlier configure's (a re-login)."""
@@ -145,7 +144,9 @@ class UnpinModel:
 
 @dataclass(frozen=True, slots=True)
 class StartOn:
-    """Pin the top-level `model`, the row Claude Code starts on."""
+    """Pin `model` and `env.ANTHROPIC_MODEL`: the row Claude Code starts on, and the one a resumed session stays
+    on, since resume otherwise re-sends the transcript's served model, which a raw-model router made a tier
+    model the key may not reach."""
 
     model: str
 
@@ -259,6 +260,17 @@ def _write_target(settings_path: Path) -> Path:
         raise ClaudeSettingsError(f"Could not resolve {settings_path}: {e}") from e
 
 
+def write_claude_settings(settings_path: Path, settings: Mapping[str, JsonValue]) -> None:
+    """The one way a settings document lands on disk: staged owner-only beside the target and renamed into
+    place, through a symlink rather than over it. Every writer (`configure`, `up`, `autoroute up` and the
+    restores) may be carrying the credential, so none creates the file under the umask or truncates it."""
+    target: Final = _write_target(settings_path)
+    try:
+        commit_staged_json(stage_private_json(str(target), settings), str(target))
+    except OSError as e:
+        raise ClaudeSettingsError(f"Could not write {settings_path}: {e}") from e
+
+
 def _stage(path: Path, document: Mapping[str, object]) -> str:
     try:
         return stage_private_json(str(path), document)
@@ -287,20 +299,49 @@ def _land(
         raise ClaudeSettingsError(f"Could not {'remove' if staged is None else 'write'} {path}: {e}") from e
 
 
+def statusline_command(script_path: Path, platform: str = sys.platform) -> str:
+    """This interpreter, not a bare `python3`: it is the one the apiKeyHelper already depends on."""
+    quote: Final = quote_for_cmd if platform.startswith("win") else shlex.quote
+    return " ".join(quote(token) for token in (sys.executable, str(script_path)))
+
+
+def install_statusline_script(script_path: Path | None = None) -> str:
+    target: Final = script_path or STATUSLINE_SCRIPT_PATH
+    try:
+        ensure_private_dir(target.parent)
+        write_private_bytes(str(target), Path(statusline_script.__file__).read_bytes())
+    except OSError as e:
+        raise ClaudeSettingsError(f"Could not install the status line script at {target}: {e}") from e
+    return statusline_command(target)
+
+
+def with_status_line(settings: Mapping[str, JsonValue], command: str) -> Mapping[str, JsonValue]:
+    """Ours is recognised by the script it runs, so a re-install under another interpreter is still ours."""
+    existing: Final = settings.get(STATUS_LINE_KEY)
+    existing_command: Final = existing.get("command") if isinstance(existing, dict) else None
+    ours: Final = existing is None or (isinstance(existing_command, str) and command.split()[-1] in existing_command)
+    if not ours:
+        return settings
+    entry: Final = dict((("type", "command"), ("command", command)))  # mutable-ok: JSON document
+    return dict(chain(settings.items(), ((STATUS_LINE_KEY, entry),)))  # mutable-ok: JSON document
+
+
 def merge_claude_settings(
     settings: Mapping[str, JsonValue],
     base_url: str,
-    credential: ClaudeCredential,
+    credential: StaticToken,
     default_model: str | None = None,
     tier_model: str | None = None,
+    *,
+    status_line: str | None = None,
 ) -> Mapping[str, JsonValue]:
     """Return a new settings mapping wired to route Claude Code through the proxy.
 
-    A StaticToken lands in env.ANTHROPIC_AUTH_TOKEN, an ApiKeyHelper in the top-level apiKeyHelper;
-    the other credential slots are removed either way, since Claude Code given two credentials may
-    send the wrong one. ENABLE_TOOL_SEARCH and CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY get their
-    defaults only when missing. `default_model` is the top-level `model`, the row Claude Code starts
-    on; `tier_model` is `lite autoroute up`'s knob that points every ANTHROPIC_DEFAULT_*_MODEL at one
+    The token lands in env.ANTHROPIC_AUTH_TOKEN; the other credential slots (a stray ANTHROPIC_API_KEY,
+    an apiKeyHelper) are removed, since Claude Code given two credentials may send the wrong one.
+    ENABLE_TOOL_SEARCH and CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY get their defaults only when
+    missing. `default_model` is the top-level `model` and env.ANTHROPIC_MODEL (see StartOn);
+    `tier_model` is `lite autoroute up`'s knob that points every ANTHROPIC_DEFAULT_*_MODEL at one
     group. Apart from those tier keys, exactly OWNED_PATHS are touched.
     """
     raw_env: Final = settings.get(ENV_KEY, {})
@@ -312,60 +353,24 @@ def merge_claude_settings(
                 (ENABLE_GATEWAY_MODEL_DISCOVERY_KEY, ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE),
             ),
             ((key, value) for key, value in current_env.items() if key not in _CREDENTIAL_ENV_KEYS),
-            ((ANTHROPIC_BASE_URL_KEY, base_url.rstrip("/")),),
-            ((ANTHROPIC_AUTH_TOKEN_KEY, credential.token),) if isinstance(credential, StaticToken) else (),
+            ((ANTHROPIC_BASE_URL_KEY, base_url.rstrip("/")), (ANTHROPIC_AUTH_TOKEN_KEY, credential.token)),
+            ((ANTHROPIC_MODEL_KEY, default_model),) if default_model is not None else (),
             ((key, tier_model) for key in ANTHROPIC_DEFAULT_MODEL_ENV_KEYS if tier_model is not None),
         )
     )
     return dict(  # mutable-ok: JSON document handed to json.dump, which rejects a read-only mapping
         chain(
-            ((key, value) for key, value in settings.items() if key not in (API_KEY_HELPER_KEY, ENV_KEY)),
+            (
+                (key, value)
+                for key, value in (with_status_line(settings, status_line) if status_line else settings).items()
+                if key not in (API_KEY_HELPER_KEY, ENV_KEY)
+            ),
             ((ENV_KEY, env),),
-            ((API_KEY_HELPER_KEY, credential.command),) if isinstance(credential, ApiKeyHelper) else (),
             ((MODEL_KEY, default_model),) if default_model is not None else (),
         )
     )
 
 
-def resolve_api_key_helper(base_url: str, platform: str = sys.platform) -> str:
-    """Build the shell command Claude Code should run for its apiKeyHelper.
-
-    Claude Code hands the string to the system shell, `sh` on POSIX and cmd.exe
-    on Windows, so every token is quoted for the shell that will read it.
-
-    Resolves `lite` to an absolute path so the helper works regardless of the
-    PATH visible to whatever subprocess Claude Code spawns it from. Passing
-    --base-url explicitly (rather than relying on the bare invocation Claude
-    Code would otherwise use) makes `print-token` enforce that the cached
-    token was actually issued for this proxy -- without it, a token minted
-    for a different, previously-logged-into proxy would be handed to
-    whichever server the settings currently point at.
-
-    --base-url belongs to the top-level `lite` group, so it has to precede the
-    subcommand; click rejects it outright after `print-token`.
-    """
-    lite_path: Final = shutil.which("lite")
-    if lite_path is None:
-        raise ClaudeSettingsError(
-            "Could not find `lite` on your PATH. Claude Code's apiKeyHelper needs an absolute path to it."
-        )
-    quote: Final = quote_for_cmd if platform.startswith("win") else shlex.quote
-    return " ".join(quote(token) for token in (lite_path, "--base-url", base_url, "auth", "print-token"))
-
-
-def lite_api_key_helper_configured(base_url: str, settings_path: Path) -> bool:
-    """Whether settings_path already carries the apiKeyHelper `lite login --config-claude` writes for base_url.
-
-    Only an exact match counts: a helper for another proxy, a hand-written one, or
-    settings that cannot be read leave the caller on the env-token path.
-    """
-    try:
-        configured_helper: Final = load_json_or_empty(settings_path).get(API_KEY_HELPER_KEY)
-        return configured_helper == resolve_api_key_helper(base_url.rstrip("/"))
-    except ClaudeSettingsError:
-        return False
-
-
 def _owned(container: Mapping[str, JsonValue], key: str) -> OwnedValue:
     return OwnedValue(present=key in container, value=container.get(key))
 
@@ -453,19 +458,26 @@ def read_configure_receipt(state_path: Path) -> ConfigureReceipt | None:
         return ConfigureReceipt.model_validate_json(state_path.read_bytes())
     except (OSError, ValidationError) as e:
         raise ClaudeSettingsError(
-            f"{state_path} is not a readable `lite configure claude` receipt ({e}). "
+            f"{state_path} is not a readable `lite configure claude` receipt. "
             "Remove it and edit Claude Code's settings by hand if they still point at the proxy."
         ) from e
 
 
+def preflight_claude_settings(settings_path: Path) -> None:
+    refuse_while_owned(settings_path, settings_file_owners(settings_path))
+    _env_object(load_json_or_empty(settings_path), settings_path)
+    read_configure_receipt(configure_state_path(settings_path))
+
+
 def configure_claude_settings(
     base_url: str,
-    credential: ClaudeCredential,
+    credential: StaticToken,
     model: ModelChoice,
     settings_path: Path,
     state_path: Path,
     owners: Sequence[SettingsFileOwner],
     commit: Callable[[str, str], None] = commit_staged_json,
+    script_path: Path | None = None,
 ) -> None:
     """Persistently route Claude Code through base_url, recording how to undo it.
 
@@ -474,19 +486,28 @@ def configure_claude_settings(
     discards the staged settings, and a settings rename that fails after the receipt landed puts the
     earlier receipt back (or removes the new one), so the receipt on disk never describes settings
     that were not written. `model`: StartOn pins the starting model, UnpinModel lets go of a pin an
-    earlier configure made (never of the user's own), KeepModel leaves it alone (a re-login).
+    earlier configure made (never of the user's own), KeepModel leaves it alone (a re-login). The
+    status line script is installed and registered under `statusLine` unless the user runs their own;
+    the receipt owns that key like any other, so unconfigure removes only ours.
     """
     refuse_while_owned(settings_path, owners)
     current: Final = load_json_or_empty(settings_path)
     _env_object(current, settings_path)
     earlier: Final = read_configure_receipt(state_path)
-    existing: Final = (
-        _with(current, MODEL_KEY, earlier.previous[MODEL_KEY])
-        if isinstance(model, UnpinModel) and earlier is not None and _ours(current, MODEL_KEY, earlier)
-        else current
+    unpinned: Final = MappingProxyType(
+        {
+            path: earlier.previous[path]
+            for path in _MODEL_PATHS
+            if isinstance(model, UnpinModel) and earlier is not None and _ours(current, path, earlier)
+        }
     )
+    existing: Final = _with_all(current, unpinned)
     merged: Final = merge_claude_settings(
-        existing, base_url, credential, model.model if isinstance(model, StartOn) else None
+        existing,
+        base_url,
+        credential,
+        model.model if isinstance(model, StartOn) else None,
+        status_line=install_statusline_script(script_path),
     )
     receipt: Final = _receipt(current, merged, earlier, settings_path.exists())
     target: Final = _write_target(settings_path)
@@ -581,6 +602,7 @@ __all__ = (
     "ANTHROPIC_AUTH_TOKEN_KEY",
     "ANTHROPIC_BASE_URL_KEY",
     "ANTHROPIC_DEFAULT_MODEL_ENV_KEYS",
+    "ANTHROPIC_MODEL_KEY",
     "API_KEY_HELPER_KEY",
     "AUTOROUTE_BACKUP_PATH",
     "BACKUP_PATH",
@@ -598,8 +620,8 @@ __all__ = (
     "OWNED_TOP_LEVEL_KEYS",
     "SETTINGS_FILE_OWNERS",
     "STARTING_MODEL_ROLE",
-    "ApiKeyHelper",
-    "ClaudeCredential",
+    "STATUSLINE_SCRIPT_PATH",
+    "STATUS_LINE_KEY",
     "ClaudeSettingsError",
     "ConfigureReceipt",
     "KeepModel",
@@ -614,12 +636,11 @@ __all__ = (
     "claude_settings_path",
     "configure_claude_settings",
     "configure_state_path",
-    "lite_api_key_helper_configured",
     "load_json_or_empty",
     "merge_claude_settings",
     "read_configure_receipt",
     "refuse_while_owned",
-    "resolve_api_key_helper",
     "settings_file_owners",
     "unconfigure_claude_settings",
+    "write_claude_settings",
 )
diff --git a/litellm/proxy/client/cli/commands/codex_settings.py b/litellm/proxy/client/cli/commands/codex_settings.py
new file mode 100644
index 00000000000..686eaa47ff0
--- /dev/null
+++ b/litellm/proxy/client/cli/commands/codex_settings.py
@@ -0,0 +1,307 @@
+import hashlib
+import json
+import re
+import subprocess
+from collections.abc import Callable, Mapping
+from dataclasses import dataclass
+from functools import reduce
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final, Literal, TypeAlias
+
+import tomlkit
+from pydantic import BaseModel, ConfigDict, ValidationError
+from tomlkit.container import OutOfOrderTableProxy
+from tomlkit.exceptions import TOMLKitError
+from tomlkit.items import InlineTable, Table
+from tomlkit.toml_document import TOMLDocument
+
+from litellm.litellm_core_utils.private_json import (
+    commit_staged_json,
+    discard_staged_json,
+    ensure_private_dir,
+    stage_private_bytes,
+    stage_private_json,
+)
+
+from .agents import CODEX_PROXY_PROVIDER, codex_proxy_provider
+
+_PROVIDER_PATH: Final = f"model_providers.{CODEX_PROXY_PROVIDER}"
+_OWNED_PATHS: Final = ("model_provider", "model", "profile", _PROVIDER_PATH)
+_Table: TypeAlias = TOMLDocument | Table | InlineTable | OutOfOrderTableProxy
+_EMPTY: Final[Mapping[str, object]] = MappingProxyType({})
+_MIN_CODEX_VERSION: Final = (0, 129, 0)
+
+
+class CodexSettingsError(Exception):
+    pass
+
+
+class _Receipt(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    version: Literal[1] = 1
+    settings_path: str
+    file_existed: bool
+    providers_existed: bool
+    previous: Mapping[str, str | None]
+    written: Mapping[str, str]
+
+
+@dataclass(frozen=True, slots=True)
+class CodexUnconfigureOutcome:
+    restored: tuple[str, ...]
+    kept: tuple[str, ...]
+    file_removed: bool
+
+
+def codex_configure_state_path(settings_path: Path) -> Path:
+    target: Final = settings_path.resolve()
+    digest: Final = hashlib.sha256(str(target).encode()).hexdigest()
+    return target.parent / ".litellm" / f"codex_configure_{digest}.json"
+
+
+def _read(settings_path: Path) -> TOMLDocument:
+    try:
+        document: Final = tomlkit.parse(settings_path.read_bytes()) if settings_path.exists() else tomlkit.document()
+    except (OSError, UnicodeError, TOMLKitError) as error:
+        raise CodexSettingsError(
+            f"Could not read Codex settings at {settings_path}; no settings were changed"
+        ) from error
+    providers: Final = _mapping(document).get("model_providers")
+    parent: Final = _table(providers)
+    if providers is not None and parent is None:
+        raise CodexSettingsError("Codex model_providers must be a TOML table; no settings were changed")
+    entries: Final = _mapping(parent) if parent is not None else _EMPTY
+    configured: Final = entries.get(CODEX_PROXY_PROVIDER)
+    if configured is not None and _table(configured) is None:
+        raise CodexSettingsError("Codex model_providers.litellm must be a TOML table; no settings were changed")
+    return document
+
+
+def _mapping(value: Mapping[str, object]) -> Mapping[str, object]:
+    return value
+
+
+def _table(value: object) -> _Table | None:
+    return value if isinstance(value, (TOMLDocument, Table, InlineTable, OutOfOrderTableProxy)) else None
+
+
+def _snapshot(document: TOMLDocument, path: str) -> str | None:
+    section, _, key = path.rpartition(".")
+    parent: Final = _table(_mapping(document).get(section)) if section else document
+    if parent is None or key not in parent:
+        return None
+    values: Final = _mapping(parent)
+    return tomlkit.dumps(MappingProxyType({"value": values[key]}))
+
+
+def _fingerprint(value: str | None) -> str:
+    normalized: Final = "missing" if value is None else json.dumps(tomlkit.parse(value), sort_keys=True, default=str)
+    return hashlib.sha256(normalized.encode()).hexdigest()
+
+
+def _with(document: TOMLDocument, path: str, snapshot: str | None) -> TOMLDocument:
+    section, _, key = path.rpartition(".")
+    if section and section not in document and snapshot is not None:
+        contents: Final = tomlkit.parse(tomlkit.dumps(MappingProxyType({key: tomlkit.parse(snapshot).item("value")})))
+        return tomlkit.parse(document.as_string() + "\n" + tomlkit.dumps(MappingProxyType({section: contents})))
+    # mutable-ok: TOMLKit editing requires private node mutation to preserve comments and order
+    updated: Final = tomlkit.parse(document.as_string())
+    parent: Final = _table(_mapping(updated).get(section)) if section else updated
+    if parent is None:
+        return updated
+    if snapshot is None:
+        if key in parent:
+            del parent[key]
+    else:
+        parent[key] = tomlkit.parse(snapshot).item("value")
+    return updated
+
+
+def _receipt(settings_path: Path) -> _Receipt | None:
+    path: Final = codex_configure_state_path(settings_path)
+    if not path.exists():
+        return None
+    try:
+        receipt: Final = _Receipt.model_validate_json(path.read_bytes())
+        if receipt.settings_path != str(settings_path.resolve()) or frozenset(receipt.previous) != frozenset(
+            receipt.written
+        ):
+            raise ValueError("invalid receipt scope")
+        if not frozenset(receipt.written) <= frozenset(_OWNED_PATHS):
+            raise ValueError("invalid receipt ownership")
+        for snapshot in receipt.previous.values():
+            if snapshot is not None and tuple(tomlkit.parse(snapshot)) != ("value",):
+                raise ValueError("invalid receipt snapshot")
+    except (OSError, UnicodeError, TOMLKitError, ValidationError, ValueError) as error:
+        raise CodexSettingsError(
+            f"Could not read the Codex configure receipt at {path}; no settings were changed"
+        ) from error
+    return receipt
+
+
+def _codex_version() -> str | None:
+    try:
+        result: Final = subprocess.run(("codex", "--version"), capture_output=True, text=True, timeout=5, check=False)
+    except (OSError, subprocess.SubprocessError, UnicodeError):
+        return None
+    return result.stdout if result.returncode == 0 else None
+
+
+def require_safe_codex(*, version: Callable[[], str | None] = _codex_version) -> None:
+    output: Final = version()
+    matched: Final = re.fullmatch(r"codex-cli (\d+)\.(\d+)\.(\d+)", output.strip()) if output is not None else None
+    if matched is not None and tuple(int(part) for part in matched.groups()) >= _MIN_CODEX_VERSION:
+        return
+    raise CodexSettingsError(
+        "Codex 0.129.0 or newer (stable) must be installed before saving a gateway key. "
+        "Older versions allow repository settings to redirect authenticated requests. "
+        "Install or update Codex, check `codex --version`, then retry."
+    )
+
+
+def preflight_codex_settings(settings_path: Path) -> None:
+    require_safe_codex()
+    _read(settings_path)
+    _receipt(settings_path)
+
+
+def _ours(document: TOMLDocument, path: str, receipt: _Receipt) -> bool:
+    return receipt.written.get(path) == _fingerprint(_snapshot(document, path))
+
+
+def _stage_settings(path: Path, document: TOMLDocument) -> str:
+    try:
+        return stage_private_bytes(str(path), document.as_string().encode())
+    except OSError as error:
+        raise CodexSettingsError(f"Could not stage Codex settings at {path}; no settings were changed") from error
+
+
+def _commit(path: Path, staged: str | None, commit: Callable[[str, str], None]) -> None:
+    if staged is None:
+        path.unlink(missing_ok=True)
+    else:
+        commit(staged, str(path))
+
+
+def configure_codex_settings(
+    base_url: str,
+    api_key: str,
+    model: str,
+    settings_path: Path,
+    *,
+    commit: Callable[[str, str], None] = commit_staged_json,
+) -> None:
+    require_safe_codex()
+    current: Final = _read(settings_path)
+    earlier: Final = _receipt(settings_path)
+    headers: Final = tomlkit.parse(tomlkit.dumps(MappingProxyType({"Authorization": f"Bearer {api_key}"})))
+    provider_table: Final = tomlkit.parse(
+        tomlkit.dumps(MappingProxyType({**codex_proxy_provider(base_url), "http_headers": headers}))
+    )
+    provider: Final = tomlkit.dumps(MappingProxyType({"value": provider_table}))
+    selections: Final = tomlkit.parse(
+        tomlkit.dumps(MappingProxyType({"model_provider": CODEX_PROXY_PROVIDER, "model": model}))
+    )
+    merged: Final = _with(
+        _with(
+            _with(_with(current, "profile", None), "model", _snapshot(selections, "model")),
+            "model_provider",
+            _snapshot(selections, "model_provider"),
+        ),
+        _PROVIDER_PATH,
+        provider,
+    )
+    owned: Final = tuple(
+        path
+        for path in _OWNED_PATHS
+        if _fingerprint(_snapshot(current, path)) != _fingerprint(_snapshot(merged, path))
+        or (earlier is not None and _ours(current, path, earlier))
+    )
+    receipt: Final = _Receipt(
+        settings_path=str(settings_path.resolve()),
+        file_existed=settings_path.exists() if earlier is None else earlier.file_existed,
+        providers_existed="model_providers" in current if earlier is None else earlier.providers_existed,
+        previous=MappingProxyType(
+            {
+                path: earlier.previous[path]
+                if earlier is not None and _ours(current, path, earlier)
+                else _snapshot(current, path)
+                for path in owned
+            }
+        ),
+        written=MappingProxyType({path: _fingerprint(_snapshot(merged, path)) for path in owned}),
+    )
+    target: Final = settings_path.resolve()
+    state_path: Final = codex_configure_state_path(settings_path)
+    try:
+        ensure_private_dir(state_path.parent)
+        staged_receipt: Final = stage_private_json(str(state_path), receipt.model_dump(mode="json"))
+    except OSError as error:
+        raise CodexSettingsError(f"Could not stage the Codex configure receipt at {state_path}") from error
+    try:
+        staged_settings: Final = _stage_settings(target, merged)
+    except CodexSettingsError:
+        discard_staged_json(staged_receipt)
+        raise
+    try:
+        commit(staged_receipt, str(state_path))
+    except OSError as error:
+        discard_staged_json(staged_receipt)
+        discard_staged_json(staged_settings)
+        raise CodexSettingsError(
+            f"Could not write the Codex configure receipt at {state_path}; no settings were changed"
+        ) from error
+    try:
+        commit(staged_settings, str(target))
+    except OSError as error:
+        discard_staged_json(staged_settings)
+        try:
+            _commit(
+                state_path,
+                None if earlier is None else stage_private_json(str(state_path), earlier.model_dump(mode="json")),
+                commit_staged_json,
+            )
+        except OSError as rollback_error:
+            raise CodexSettingsError(
+                f"Codex settings were not written and its receipt at {state_path} could not be restored"
+            ) from rollback_error
+        raise CodexSettingsError(
+            f"Could not write Codex settings at {settings_path}; the earlier receipt was restored"
+        ) from error
+
+
+def unconfigure_codex_settings(
+    settings_path: Path, *, commit: Callable[[str, str], None] = commit_staged_json
+) -> CodexUnconfigureOutcome:
+    current: Final = _read(settings_path)
+    receipt: Final = _receipt(settings_path)
+    if receipt is None:
+        raise CodexSettingsError("Codex is not configured by `lite configure codex`; nothing to undo")
+    ours: Final = tuple(path for path in receipt.written if settings_path.exists() and _ours(current, path, receipt))
+    restored_owned: Final = reduce(lambda document, path: _with(document, path, receipt.previous[path]), ours, current)
+    providers: Final = _table(_mapping(restored_owned).get("model_providers"))
+    restored: Final = (
+        _with(restored_owned, "model_providers", None)
+        if providers is not None and not providers and not receipt.providers_existed
+        else restored_owned
+    )
+    target: Final = settings_path.resolve()
+    file_removed: Final = not restored.as_string().strip() and not (receipt.file_existed and target.exists())
+    staged: Final = None if file_removed else _stage_settings(target, restored)
+    state_path: Final = codex_configure_state_path(settings_path)
+    try:
+        _commit(target, staged, commit)
+        state_path.unlink()
+    except OSError as error:
+        if staged is not None:
+            discard_staged_json(staged)
+        raise CodexSettingsError(
+            "Could not finish undoing Codex configuration; the receipt was kept for retry"
+        ) from error
+    return CodexUnconfigureOutcome(
+        restored=tuple(path for path in ours if _snapshot(current, path) != _snapshot(restored, path)),
+        kept=tuple(path for path in receipt.written if path not in ours and _snapshot(current, path) is not None),
+        file_removed=file_removed,
+    )
diff --git a/litellm/proxy/client/cli/commands/config.py b/litellm/proxy/client/cli/commands/config.py
index 2715a0a9a38..de22251ea8c 100644
--- a/litellm/proxy/client/cli/commands/config.py
+++ b/litellm/proxy/client/cli/commands/config.py
@@ -62,12 +62,16 @@ def hidden_command_names() -> frozenset[str]:
     return parse_hidden_commands(get_config_value(HIDDEN_COMMANDS_KEY))
 
 
-def _normalize_base_url(value: str) -> str:
+def normalize_base_url(value: str) -> str:
+    if any(ord(char) <= 32 or ord(char) == 127 for char in value):
+        raise click.UsageError("base_url must not contain whitespace or control characters")
     parsed: Final = urlparse(value)
     if parsed.scheme not in ("http", "https") or not parsed.netloc:
         raise click.UsageError("base_url must be a full http:// or https:// URL including a host")
     if "?" in value or "#" in value:
         raise click.UsageError("base_url must not include a query string or fragment")
+    if parsed.username is not None or parsed.password is not None:
+        raise click.UsageError("base_url must not contain credentials; pass --api-key separately")
     return value.rstrip("/")
 
 
@@ -86,7 +90,7 @@ def _normalize_hidden_commands(value: str) -> str:
 
 _NORMALIZERS: Final[Mapping[str, Callable[[str], str]]] = MappingProxyType(
     {
-        "base_url": _normalize_base_url,
+        "base_url": normalize_base_url,
         HIDDEN_COMMANDS_KEY: _normalize_hidden_commands,
     }
 )
diff --git a/litellm/proxy/client/cli/commands/configure.py b/litellm/proxy/client/cli/commands/configure.py
index 9d329f8d8f2..7988f8aef3c 100644
--- a/litellm/proxy/client/cli/commands/configure.py
+++ b/litellm/proxy/client/cli/commands/configure.py
@@ -1,4 +1,4 @@
-"""`lite configure claude` and `lite unconfigure claude`: persistent Claude Code wiring, undoable."""
+"""Persistent Claude Code and Codex gateway configuration."""
 
 import os
 import sys
@@ -11,6 +11,7 @@ from typing import Final
 import click
 from InquirerPy import inquirer
 from InquirerPy.base.control import Choice
+from pydantic import BaseModel
 
 from litellm.proxy.common_utils.model_listing_utils import (
     CLAUDE_CODE_CLIENT,
@@ -18,11 +19,10 @@ from litellm.proxy.common_utils.model_listing_utils import (
     GATEWAY_CLIENT_HEADER,
 )
 
-from .auth import CliContextObj, context_secret_vault, get_stored_api_key
+from .agents import codex_config_path
+from .auth import CliContextObj
 from .claude_settings import (
     STARTING_MODEL_ROLE,
-    ApiKeyHelper,
-    ClaudeCredential,
     ClaudeSettingsError,
     ModelChoice,
     StartOn,
@@ -32,17 +32,23 @@ from .claude_settings import (
     claude_settings_path,
     configure_claude_settings,
     configure_state_path,
-    refuse_while_owned,
-    resolve_api_key_helper,
+    preflight_claude_settings,
     settings_file_owners,
     unconfigure_claude_settings,
 )
+from .codex_settings import (
+    CodexSettingsError,
+    configure_codex_settings,
+    preflight_codex_settings,
+    unconfigure_codex_settings,
+)
+from .config import normalize_base_url
 from .pi import ListedModel, ListingFailure, PiSyncError, fetch_model_listing
-from .up import ensure_fresh_login
 
 _LISTED_MODELS_SHOWN: Final = 20
 _CLAUDE_TARGET: Final = "claude"
-_TARGETS: Final = ((_CLAUDE_TARGET, "Claude Code (CLI)"),)
+_CODEX_TARGET: Final = "codex"
+_TARGETS: Final = ((_CLAUDE_TARGET, "Claude Code (CLI)"), (_CODEX_TARGET, "Codex (CLI)"))
 _KEEP_DEFAULT_MODEL: Final = "Keep Claude Code's own default"
 _CLAUDE_CODE_VIEW: Final = MappingProxyType(
     {"anthropic-version": "2023-06-01", GATEWAY_CLIENT_HEADER: CLAUDE_CODE_CLIENT}
@@ -54,24 +60,23 @@ _MODEL_OPTION_HELP: Final = (
 )
 
 
-def resolve_credential(ctx: click.Context, api_key: str | None) -> tuple[ClaudeCredential, str]:
-    """The credential to write and the key to check the proxy with.
+def resolve_credential(ctx: click.Context, api_key: str | None) -> StaticToken:
+    """The long-lived key written into settings.json: --api-key, `lite --api-key` or LITELLM_PROXY_API_KEY.
 
-    An explicit key (--api-key, `lite --api-key`, LITELLM_PROXY_API_KEY) is long-lived and goes
-    into settings.json as a static token. Without one, the stored `lite login` credential is used
-    the way `lite login --config-claude` uses it, through apiKeyHelper, since it expires within a
-    day and renews in place there; a missing or stale login is refreshed first, as `lite up` does.
+    A `lite login` credential is never written: it expires within a day, and keeping it fresh would mean
+    Claude Code running `lite` through `apiKeyHelper` on every credential refresh.
     """
     ctx_obj: Final[CliContextObj] = ctx.obj
     explicit: Final = api_key or (None if ctx_obj.get("api_key_from_token_file") else ctx_obj.get("api_key"))
-    if explicit:
-        return StaticToken(explicit), explicit
-    base_url: Final = ctx_obj["base_url"]
-    ensure_fresh_login(ctx)
-    stored: Final = get_stored_api_key(expected_base_url=base_url, vault=context_secret_vault(ctx))
-    if not stored:
-        raise ClaudeSettingsError("Login did not produce a usable token.")
-    return ApiKeyHelper(resolve_api_key_helper(base_url)), stored
+    if not explicit:
+        raise ClaudeSettingsError(
+            "`lite configure` needs a long-lived virtual key: pass --api-key, `lite --api-key`, or set "
+            "LITELLM_PROXY_API_KEY. Your `lite login` credential expires within a day, so it is not written "
+            "into agent settings."
+        )
+    if not explicit.strip() or any(ord(char) <= 32 or ord(char) == 127 for char in explicit):
+        raise ClaudeSettingsError("The virtual key must not be blank or contain whitespace or control characters.")
+    return StaticToken(explicit)
 
 
 @dataclass(frozen=True, slots=True)
@@ -83,33 +88,45 @@ class _Listing:
         return tuple(model.id for model in self.models)
 
 
-def _start(ctx: click.Context, api_key: str | None) -> tuple[ClaudeCredential, _Listing]:
-    """Every configure path begins the same way: the local ownership check first, so a `lite up`
-    session is refused before any login prompt or request, then the credential, then the listing."""
-    settings_path: Final = claude_settings_path(os.environ)
+def _preflight(target: str) -> None:
     try:
-        refuse_while_owned(settings_path, settings_file_owners(settings_path))
-        credential, key = resolve_credential(ctx, api_key)
+        if target == _CLAUDE_TARGET:
+            preflight_claude_settings(claude_settings_path(os.environ))
+        else:
+            preflight_codex_settings(codex_config_path(os.environ))
+    except (ClaudeSettingsError, CodexSettingsError) as e:
+        raise click.ClickException(str(e)) from e
+
+
+def _start(ctx: click.Context, api_key: str | None, target: str = _CLAUDE_TARGET) -> tuple[StaticToken, _Listing]:
+    _preflight(target)
+    try:
+        credential: Final = resolve_credential(ctx, api_key)
     except ClaudeSettingsError as e:
         raise click.ClickException(str(e))
-    return credential, _listed_models(ctx.obj["base_url"], key)
+    return credential, _listed_models(ctx.obj["base_url"], credential.token, target)
 
 
-def _listing_error(base_url: str, error: PiSyncError) -> str:
+def _listing_error(base_url: str, error: PiSyncError, target: str) -> str:
     """The hint that fits how the listing failed: only an unreachable proxy gets the "is it running" question."""
     if error.kind is ListingFailure.REJECTED:
-        return f"LiteLLM rejected your key (HTTP {error.status}). Run `lite login` to refresh it, or pass a valid --api-key."
+        return f"LiteLLM rejected your key (HTTP {error.status}). Pass a valid --api-key."
     if error.kind is ListingFailure.UNREACHABLE:
-        return f"{error.message} Is the proxy at {base_url} running, and is --base-url (or LITELLM_PROXY_URL) correct?"
+        return (
+            f"Could not connect. Is the proxy at {base_url} running, and is --base-url (or LITELLM_PROXY_URL) correct?"
+        )
     if error.kind is ListingFailure.EMPTY:
-        return f"{error.message} Claude Code would have nothing to run; give the key access to at least one model."
-    return f"{error.message} The proxy at {base_url} answered, so check that it is a LiteLLM proxy and is healthy."
+        name: Final = "Claude Code" if target == _CLAUDE_TARGET else "Codex"
+        return f"{error.message} {name} would have nothing to run; give the key access to at least one model."
+    return f"The proxy at {base_url} answered, so check that it is a LiteLLM proxy and is healthy."
 
 
-def _listed_models(base_url: str, key: str) -> _Listing:
-    listed: Final = fetch_model_listing(base_url, key, headers=_CLAUDE_CODE_VIEW)
+def _listed_models(base_url: str, key: str, target: str = _CLAUDE_TARGET) -> _Listing:
+    listed: Final = fetch_model_listing(
+        base_url, key, headers=_CLAUDE_CODE_VIEW if target == _CLAUDE_TARGET else MappingProxyType({})
+    )
     if isinstance(listed, PiSyncError):
-        raise click.ClickException(_listing_error(base_url, listed))
+        raise click.ClickException(_listing_error(base_url, listed, target))
     return _Listing(listed)
 
 
@@ -122,17 +139,19 @@ def _model_choice(model: str | None) -> ModelChoice:
     return StartOn(model) if model is not None else UnpinModel()
 
 
-def _apply_claude(ctx: click.Context, credential: ClaudeCredential, listing: _Listing, model: str | None) -> None:
+def _validated_model(model: str | None, listing: _Listing, base_url: str) -> str | None:
+    starting: Final = _starting_model(model, listing) if model is not None else None
+    if model is not None and starting is None:
+        shown: Final = ", ".join(listing.ids[:_LISTED_MODELS_SHOWN])
+        raise click.ClickException(f"{model!r} is not served by {base_url} for this key. /v1/models lists: {shown}.")
+    return starting
+
+
+def _apply_claude(ctx: click.Context, credential: StaticToken, listing: _Listing, model: str | None) -> None:
     ctx_obj: Final[CliContextObj] = ctx.obj
     base_url: Final = ctx_obj["base_url"]
     listed: Final = listing.ids
-    starting: Final = _starting_model(model, listing) if model is not None else None
-    if model is not None and starting is None:
-        shown: Final = ", ".join(listed[:_LISTED_MODELS_SHOWN])
-        more: Final = f", and {len(listed) - _LISTED_MODELS_SHOWN} more" if len(listed) > _LISTED_MODELS_SHOWN else ""
-        raise click.ClickException(
-            f"{model!r} is not served by {base_url} for this key. /v1/models lists: {shown}{more}."
-        )
+    starting: Final = _validated_model(model, listing, base_url)
     settings_path: Final = claude_settings_path(os.environ)
     try:
         configure_claude_settings(
@@ -148,16 +167,13 @@ def _apply_claude(ctx: click.Context, credential: ClaudeCredential, listing: _Li
     in_picker: Final = sum(1 for listed_model in listed if CLAUDE_CODE_PICKER_PATTERN.search(listed_model))
     click.echo(f"Configured Claude Code: {settings_path} now routes through {base_url}.")
 
-    click.echo(
-        "Credential: your virtual key, stored in the file as ANTHROPIC_AUTH_TOKEN."
-        if isinstance(credential, StaticToken)
-        else "Credential: your `lite login`, read through apiKeyHelper on every request, so a later login renews it."
-    )
+    click.echo("Credential: your virtual key, stored in the file as ANTHROPIC_AUTH_TOKEN.")
     click.echo(
         f"Starting model: {starting} ({STARTING_MODEL_ROLE}); switch any time with /model."
         if starting is not None
         else "Starting model: not pinned (Claude Code's default, or a model you set yourself); switch with /model, or "
-        "pass --model to start on a proxy model."
+        "pass --model to start on a proxy model. Without a pin, a resumed session re-sends the model its transcript "
+        "recorded, which behind a raw-model auto-router is the tier model."
     )
     click.echo(
         f"/model will list all {len(listed)} of the proxy's models."
@@ -166,7 +182,7 @@ def _apply_claude(ctx: click.Context, credential: ClaudeCredential, listing: _Li
         "'claude' or 'anthropic', and this proxy does not list the rest under such names."
     )
     click.echo("Start `claude` from any terminal. Undo with `lite unconfigure claude`.")
-    if isinstance(credential, StaticToken) and settings_path.is_symlink():
+    if settings_path.is_symlink():
         click.echo(
             f"Note: {settings_path} is a symlink to {settings_path.resolve()}, so your key now lives in "
             "that file; keep it out of version control.",
@@ -188,40 +204,131 @@ def _pick_model(listed: Sequence[str]) -> str | None:
     picked: Final = inquirer.fuzzy(
         message="Model Claude Code starts on (type to filter; /model switches any time):",
         choices=[_KEEP_DEFAULT_MODEL, *listed],
+        default=listed[0] if listed else _KEEP_DEFAULT_MODEL,
     ).execute()
     return None if picked == _KEEP_DEFAULT_MODEL else str(picked)
 
 
+def _pick_codex_model(listed: Sequence[str]) -> str:
+    choices: Final = list(listed)  # mutable-ok: InquirerPy's choices parameter requires a list
+    return str(inquirer.fuzzy(message="Model Codex starts on (type to filter):", choices=choices).execute())
+
+
+def _apply_codex(ctx: click.Context, credential: StaticToken, listing: _Listing, model: str) -> None:
+    base_url: Final[str] = ctx.obj["base_url"]
+    _validated_model(model, listing, base_url)
+    settings_path: Final = codex_config_path(os.environ)
+    try:
+        configure_codex_settings(base_url, credential.token, model, settings_path)
+    except CodexSettingsError as e:
+        raise click.ClickException(str(e)) from e
+    click.echo(f"Configured Codex: {settings_path} now routes through {base_url}.")
+    click.echo(f"Starting model: {model}. Credential: your virtual key, stored in the private provider settings.")
+    click.echo("Start `codex` from any terminal. Undo with `lite unconfigure codex`.")
+    if settings_path.is_symlink():
+        click.echo(f"Note: your key now lives in {settings_path.resolve()}; keep it out of version control.", err=True)
+
+
+@dataclass(frozen=True, slots=True)
+class _Setup:
+    target: str
+    listing: _Listing
+    model: str | None
+
+
+def _choose_setup(
+    ctx: click.Context,
+    target: str,
+    credential: StaticToken,
+    pick_model: Callable[[Sequence[str]], str | None],
+    pick_codex_model: Callable[[Sequence[str]], str],
+) -> _Setup:
+    base_url: Final[str] = ctx.obj["base_url"]
+    listing: Final = _listed_models(base_url, credential.token, target)
+    model: Final = (
+        pick_model(tuple(item.source_model or item.id for item in listing.models))
+        if target == _CLAUDE_TARGET
+        else pick_codex_model(listing.ids)
+    )
+    _validated_model(model, listing, base_url)
+    return _Setup(target, listing, model)
+
+
 def interactive_configure(
     ctx: click.Context,
     pick_targets: Callable[[], tuple[str, ...]] = _pick_targets,
     pick_model: Callable[[Sequence[str]], str | None] = _pick_model,
+    pick_codex_model: Callable[[Sequence[str]], str] = _pick_codex_model,
 ) -> None:
     """`lite configure` with no agent named: ask which agents to wire and which model to pin."""
     targets: Final = pick_targets()
-    if _CLAUDE_TARGET not in targets:
+    if not targets:
         return
-    credential, listing = _start(ctx, None)
-    _apply_claude(
-        ctx, credential, listing, pick_model(tuple(model.source_model or model.id for model in listing.models))
+    for target in targets:
+        _preflight(target)
+    try:
+        credential: Final = resolve_credential(ctx, None)
+    except ClaudeSettingsError as e:
+        raise click.ClickException(str(e)) from e
+    setups: Final = tuple(_choose_setup(ctx, target, credential, pick_model, pick_codex_model) for target in targets)
+    for setup in setups:
+        if setup.target == _CLAUDE_TARGET:
+            _apply_claude(ctx, credential, setup.listing, setup.model)
+        elif setup.model is not None:
+            _apply_codex(ctx, credential, setup.listing, setup.model)
+
+
+class _ConnectionOptions(BaseModel):
+    api_key: str | None = None
+    gateway_url: str | None = None
+
+
+def _connection_context(ctx: click.Context, api_key: str | None, gateway_url: str | None) -> click.Context:
+    ctx_obj: Final[CliContextObj] = ctx.obj
+    group: Final = (
+        _ConnectionOptions.model_validate(ctx.parent.params)
+        if ctx.parent is not None and ctx.parent.command.name == "configure"
+        else _ConnectionOptions()
     )
+    key: Final = api_key if api_key is not None else group.api_key
+    url: Final = gateway_url if gateway_url is not None else group.gateway_url
+    normalized: Final = normalize_base_url(url if url is not None else ctx_obj["base_url"])
+    connection: Final[CliContextObj] = {
+        **ctx_obj,
+        "base_url": normalized.removesuffix("/v1"),
+        "base_url_explicit": url is not None or ctx_obj.get("base_url_explicit", False),
+        "api_key": key if key is not None else ctx_obj.get("api_key"),
+        "api_key_from_token_file": False if key is not None else ctx_obj.get("api_key_from_token_file", False),
+    }
+    return click.Context(ctx.command, parent=ctx.parent, obj=connection)
 
 
 @click.group(name="configure", invoke_without_command=True)
+@click.option("--api-key", default=None, help="Long-lived LiteLLM virtual key to store in the selected agents.")
+@click.option(
+    "--gateway-url", "--base-url", default=None, help="Gateway URL; defaults to `lite --base-url` / LITELLM_PROXY_URL."
+)
 @click.pass_context
-def configure_group(ctx: click.Context) -> None:
+def configure_group(ctx: click.Context, api_key: str | None, gateway_url: str | None) -> None:
     """Persistently route a coding agent through your LiteLLM proxy.
 
     With no agent named, asks which agents to wire and which proxy model to pin.
     """
     if ctx.invoked_subcommand is not None:
         return
+    connection: Final = _connection_context(ctx, api_key, gateway_url)
     if not sys.stdin.isatty():
         raise click.ClickException(
             "`lite configure` asks questions, so it needs a terminal. Non-interactively, run "
-            "`lite configure claude --api-key <key> --model <model>`."
+            "`lite configure claude --api-key <key> --model <model>` or "
+            "`lite configure codex --api-key <key> --model <model>`."
         )
-    interactive_configure(ctx)
+    prompted: Final = (
+        connection
+        if connection.obj.get("base_url_explicit")
+        else _connection_context(connection, None, click.prompt("Gateway URL", default=connection.obj["base_url"]))
+    )
+    interactive_configure(prompted)
 
 
 @click.group(name="unconfigure")
@@ -235,21 +342,53 @@ def unconfigure_group() -> None:
     "api_key",
     default=None,
     help="Long-lived LiteLLM virtual key written into Claude Code's settings. Defaults to the `lite --api-key` / "
-    "LITELLM_PROXY_API_KEY value; with neither, your `lite login` credential is used through apiKeyHelper.",
+    "LITELLM_PROXY_API_KEY value; required, since a `lite login` credential expires within a day.",
 )
 @click.option("--model", default=None, help=_MODEL_OPTION_HELP)
+@click.option("--gateway-url", "--base-url", default=None, help="Gateway URL, including any deployment path prefix.")
 @click.pass_context
-def configure_claude(ctx: click.Context, api_key: str | None, model: str | None) -> None:
+def configure_claude(ctx: click.Context, api_key: str | None, model: str | None, gateway_url: str | None) -> None:
     """Route every Claude Code session through your LiteLLM proxy until `lite unconfigure claude`.
 
-    Patches ~/.claude/settings.json in place: the proxy URL, your credential (a virtual key as a
-    static token, or your `lite login` through apiKeyHelper), and gateway model discovery so
-    /model lists the proxy's models; --model picks the one Claude Code starts on. Every other
+    Patches ~/.claude/settings.json in place: the proxy URL, your virtual key as a static token,
+    and gateway model discovery so /model lists the proxy's models; --model picks the one Claude
+    Code starts on and resumes with. Every other
     setting is kept, and what changed is recorded so `lite unconfigure claude` can put it back.
     Assumes the proxy is already running.
     """
-    credential, listing = _start(ctx, api_key)
-    _apply_claude(ctx, credential, listing, model)
+    connection: Final = _connection_context(ctx, api_key, gateway_url)
+    credential, listing = _start(connection, api_key)
+    _apply_claude(connection, credential, listing, model)
+
+
+@configure_group.command(name="codex")
+@click.option("--api-key", default=None, help="Long-lived LiteLLM virtual key to store in Codex's user config.")
+@click.option("--gateway-url", "--base-url", default=None, help="Gateway URL, including any deployment path prefix.")
+@click.option("--model", required=True, help="Gateway model Codex starts on, as listed by /v1/models for your key.")
+@click.pass_context
+def configure_codex(ctx: click.Context, api_key: str | None, gateway_url: str | None, model: str) -> None:
+    """Route plain `codex` through the gateway until `lite unconfigure codex`."""
+    connection: Final = _connection_context(ctx, api_key, gateway_url)
+    credential, listing = _start(connection, api_key, _CODEX_TARGET)
+    _apply_codex(connection, credential, listing, model)
+
+
+@unconfigure_group.command(name="codex")
+def unconfigure_codex() -> None:
+    """Restore only Codex settings still holding what configure wrote."""
+    settings_path: Final = codex_config_path(os.environ)
+    try:
+        outcome: Final = unconfigure_codex_settings(settings_path)
+    except CodexSettingsError as e:
+        raise click.ClickException(str(e)) from e
+    if outcome.file_removed:
+        click.echo(f"Removed {settings_path}; it held only settings created by `lite configure codex`.")
+    elif outcome.restored:
+        click.echo(f"Restored in {settings_path}: {', '.join(outcome.restored)}.")
+    else:
+        click.echo(f"Nothing in {settings_path} was still ours to restore.")
+    if outcome.kept:
+        click.echo(f"Left as you changed them since: {', '.join(outcome.kept)}.")
 
 
 @unconfigure_group.command(name="claude")
diff --git a/litellm/proxy/client/cli/commands/statusline_script.py b/litellm/proxy/client/cli/commands/statusline_script.py
new file mode 100644
index 00000000000..a8abeb68978
--- /dev/null
+++ b/litellm/proxy/client/cli/commands/statusline_script.py
@@ -0,0 +1,392 @@
+"""Claude Code status line and Codex Stop hook for auto-routed sessions.
+
+`lite` copies this file verbatim to ~/.litellm/statusline.py and registers it as Claude
+Code's `statusLine` command and as Codex's `[[hooks.Stop]]` command, so it must stay
+standard-library only and must never import litellm. Claude Code re-runs it on every
+status refresh (about every 300ms while typing), so the proxy is asked at most once per
+TTL per session and every other refresh is served from a small on-disk cache that holds
+only the proxy's answer, never the key.
+
+Claude Code pipes a JSON payload on stdin (session_id, transcript_path, model); the routed
+model is the `message.model` of the latest foreground assistant line in the transcript,
+which is the proxy's response `model` field. That only names the tier model when the
+auto-router deployment sets `return_raw_model_name: true`; otherwise it is the alias the
+client requested. Codex pipes its Stop event instead (hook_event_name, session_id) and has
+no transcript to read, so the routed model comes from the proxy's session record and the
+result is printed as a `systemMessage` for the transcript. The proxy key is read from the
+agent's own environment (the static token `lite configure claude` writes); nothing here
+spawns a credential helper.
+
+Cost figures come from GET /auto_router/session on the proxy, which reads the per-session
+rollup written by the spend flush. That flush is asynchronous, so a turn's cost lands a
+second or two after the turn; the cache TTL absorbs it.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import os
+import sys
+import tempfile
+import time
+import urllib.error
+import urllib.request
+from collections.abc import Callable, Mapping
+from pathlib import Path
+from types import MappingProxyType
+from typing import IO, Final, NamedTuple, Protocol
+from urllib.parse import urlencode
+
+SESSION_ENDPOINT: Final = "/auto_router/session"
+CACHE_TTL_SECONDS: Final = 5.0
+FETCH_TIMEOUT_SECONDS: Final = 3
+BAR_WIDTH: Final = 24
+BAR_FULL: Final = "\u2588"
+BAR_EMPTY: Final = "\u2591"
+SEPARATOR: Final = " \u00b7 "
+TRANSCRIPT_SCAN_LIMIT_BYTES: Final = 4 * 1024 * 1024
+CLAUDE_BASE_URL_ENV_KEYS: Final = ("ANTHROPIC_BASE_URL",)
+CLAUDE_API_KEY_ENV_KEYS: Final = ("ANTHROPIC_AUTH_TOKEN", "ANTHROPIC_API_KEY")
+CODEX_BASE_URL_ENV_KEYS: Final = ("OPENAI_BASE_URL",)
+CODEX_API_KEY_ENV_KEYS: Final = ("OPENAI_API_KEY",)
+CODEX_STOP_EVENT: Final = "Stop"
+SYNTHETIC_MODEL: Final = "<synthetic>"
+LITELLM_LABEL: Final = "LiteLLM"
+RESET: Final = "\033[0m"
+BOLD: Final = "\033[1m"
+DIM: Final = "\033[90m"
+LITELLM_COLOR: Final = "\033[38;2;79;70;229m"
+BASELINE_COLOR: Final = "\033[38;2;217;119;87m"
+EMPTY: Final[Mapping[str, object]] = MappingProxyType({})
+EMPTY_ENV: Final[Mapping[str, str]] = MappingProxyType({})
+
+
+class Session(NamedTuple):
+    router_name: str
+    last_model: str
+    spend: float
+    baseline_spend: float
+    baseline_model: str | None
+
+
+class Credentials(NamedTuple):
+    base_url: str
+    api_key: str
+
+    @property
+    def usable(self) -> bool:
+        return bool(self.base_url and self.api_key)
+
+
+class Fetched(NamedTuple):
+    session: Session | None
+    definitive: bool
+
+
+class Fetch(Protocol):
+    def __call__(self, credentials: Credentials, session_id: str) -> Fetched: ...
+
+
+def as_mapping(value: object) -> Mapping[str, object]:
+    return value if isinstance(value, dict) else EMPTY
+
+
+def as_str(value: object) -> str:
+    return value if isinstance(value, str) else ""
+
+
+def printable(value: object) -> str:
+    """Labels come from the transcript, the proxy, and Claude Code's model cache, none of which this script
+    controls, and every one is written to a terminal: a control character (ESC, BEL, C1) in a model name
+    could redraw the screen or set the clipboard, so only printable text survives."""
+    return "".join(character for character in as_str(value) if character.isprintable())
+
+
+def load_json(raw: bytes | str) -> object:
+    try:
+        return json.loads(raw)
+    except ValueError:
+        return None
+
+
+def resolve_base_url(env: Mapping[str, str], keys: tuple[str, ...]) -> str:
+    raw: Final = next((env[key] for key in keys if env.get(key)), "").strip().rstrip("/")
+    return raw.removesuffix("/v1")
+
+
+def resolve_api_key(env: Mapping[str, str], keys: tuple[str, ...]) -> str:
+    return next((env[key] for key in keys if env.get(key)), "").strip()
+
+
+def claude_credentials(env: Mapping[str, str]) -> Credentials:
+    """Claude Code's own resolution order, so the key-scoped lookup runs as the principal that wrote the rows:
+    ANTHROPIC_AUTH_TOKEN, then ANTHROPIC_API_KEY. A `lite` variable such as LITELLM_PROXY_API_KEY is not a
+    key Claude Code ever sends, so honoring it would ask as someone else. An apiKeyHelper is never run: a
+    status line refreshes every few hundred milliseconds, and spawning a credential helper that often is
+    how a keychain prompt ends up on screen a hundred times."""
+    return Credentials(resolve_base_url(env, CLAUDE_BASE_URL_ENV_KEYS), resolve_api_key(env, CLAUDE_API_KEY_ENV_KEYS))
+
+
+def codex_credentials(env: Mapping[str, str]) -> Credentials:
+    return Credentials(resolve_base_url(env, CODEX_BASE_URL_ENV_KEYS), resolve_api_key(env, CODEX_API_KEY_ENV_KEYS))
+
+
+def _transcript_line_model(line: bytes) -> str:
+    """A `<synthetic>` model is Claude Code's own marker for a locally produced message (an API error, a
+    resume note), not a served model, so it is skipped like a sidechain line."""
+    item: Final = as_mapping(load_json(line))
+    if item.get("type") != "assistant" or item.get("isSidechain") is True or item.get("agentId"):
+        return ""
+    model: Final = printable(as_mapping(item.get("message")).get("model"))
+    return "" if model == SYNTHETIC_MODEL else model
+
+
+def latest_transcript_model(transcript_path: str) -> str:
+    if not transcript_path:
+        return ""
+    try:
+        with Path(transcript_path).open("rb") as transcript:
+            size: Final = transcript.seek(0, os.SEEK_END)
+            transcript.seek(max(0, size - TRANSCRIPT_SCAN_LIMIT_BYTES))
+            tail: Final = transcript.read()
+    except OSError:
+        return ""
+    return next((model for line in reversed(tail.split(b"\n")) if (model := _transcript_line_model(line))), "")
+
+
+def model_label(model: str, config_dir: Path) -> str:
+    bare: Final = model.rsplit("/", 1)[-1]
+    try:
+        raw: Final = (config_dir / "cache" / "gateway-models.json").read_bytes()
+    except OSError:
+        return bare
+    listed: Final = as_mapping(load_json(raw)).get("models")
+    if not isinstance(listed, list):
+        return bare
+    entries: Final = tuple(as_mapping(entry) for entry in listed)
+    return next(
+        (
+            printable(entry.get("display_name"))
+            for entry in entries
+            if entry.get("id") in (model, bare) and printable(entry.get("display_name"))
+        ),
+        bare,
+    )
+
+
+def baseline_label(model: str, config_dir: Path) -> str:
+    labelled: Final = model_label(model, config_dir)
+    if labelled != model.rsplit("/", 1)[-1]:
+        return labelled
+    return " ".join(word.capitalize() for word in labelled.replace("-", " ").split())
+
+
+def fetch_session(credentials: Credentials, session_id: str) -> Fetched:
+    """Any 4xx is this credential's definite answer (no row, no access, expired login) and is cached for the
+    TTL; a 5xx or transport failure is not, so the next refresh tries again."""
+    query: Final = urlencode((("session_id", session_id),))
+    request: Final = urllib.request.Request(
+        f"{credentials.base_url}{SESSION_ENDPOINT}?{query}",
+        headers={  # mutable-ok: urllib.request.Request takes a dict
+            "Authorization": f"Bearer {credentials.api_key}",
+            "Accept": "application/json",
+        },
+    )
+    try:
+        with urllib.request.urlopen(request, timeout=FETCH_TIMEOUT_SECONDS) as response:
+            raw: Final[bytes] = response.read()
+    except urllib.error.HTTPError as error:
+        return Fetched(session=None, definitive=400 <= error.code < 500)
+    except (urllib.error.URLError, OSError):
+        return Fetched(session=None, definitive=False)
+    session: Final = _session_from_payload(as_mapping(load_json(raw)))
+    return Fetched(session=session, definitive=session is not None)
+
+
+def _session_from_payload(payload: Mapping[str, object]) -> Session | None:
+    router_name: Final = printable(payload.get("router_name"))
+    last_model: Final = printable(payload.get("last_model"))
+    spend: Final = payload.get("spend")
+    baseline_spend: Final = payload.get("baseline_spend")
+    if not router_name or not last_model:
+        return None
+    if not isinstance(spend, (int, float)) or not isinstance(baseline_spend, (int, float)):
+        return None
+    return Session(
+        router_name=router_name,
+        last_model=last_model,
+        spend=float(spend),
+        baseline_spend=float(baseline_spend),
+        baseline_model=printable(payload.get("baseline_model")) or None,
+    )
+
+
+def cache_path(cache_dir: Path, credentials: Credentials, session_id: str) -> Path:
+    identity: Final = "\n".join((credentials.base_url, credentials.api_key, session_id))
+    return cache_dir / hashlib.sha256(identity.encode()).hexdigest()
+
+
+def load_session(
+    credentials: Credentials,
+    session_id: str,
+    cache_dir: Path,
+    fetch: Fetch = fetch_session,
+    now: Callable[[], float] = time.time,
+) -> Session | None:
+    path: Final = cache_path(cache_dir, credentials, session_id)
+    cached: Final = _read_cache(path)
+    fetched_at: Final = cached.get("fetched_at")
+    if isinstance(fetched_at, (int, float)) and now() - fetched_at < CACHE_TTL_SECONDS:
+        return _session_from_payload(as_mapping(cached.get("session")))
+    fetched: Final = fetch(credentials, session_id)
+    if fetched.definitive:
+        _write_cache(path, fetched.session, now())
+    return fetched.session
+
+
+NOFOLLOW: Final = getattr(os, "O_NOFOLLOW", 0)
+
+
+def cache_dir_name() -> str:
+    return f"litellm-statusline-{os.getuid()}" if hasattr(os, "getuid") else "litellm-statusline"
+
+
+def _own_private_dir(directory: Path) -> bool:
+    """A shared temp root lets another local user pre-create the directory, so it must be ours and private
+    before anything is read or written under it. Windows has no uids or POSIX mode bits and a per-user temp
+    directory already, so there it only has to exist and not be a link."""
+    try:
+        directory.mkdir(mode=0o700, parents=True, exist_ok=True)
+        status: Final = directory.lstat()
+    except OSError:
+        return False
+    if not os.path.isdir(directory) or os.path.islink(directory):
+        return False
+    if not hasattr(os, "getuid"):
+        return True
+    return status.st_uid == os.getuid() and not status.st_mode & 0o077
+
+
+def _read_cache(path: Path) -> Mapping[str, object]:
+    if not _own_private_dir(path.parent):
+        return EMPTY
+    try:
+        descriptor: Final = os.open(path, os.O_RDONLY | NOFOLLOW)
+        with os.fdopen(descriptor, "rb") as handle:
+            return as_mapping(load_json(handle.read()))
+    except OSError:
+        return EMPTY
+
+
+def _write_cache(path: Path, session: Session | None, fetched_at: float) -> None:
+    """Staged beside the entry and renamed into place, so a refresh reading the entry never sees a torn write."""
+    entry: Final = session._asdict() if session else None
+    body: Final = json.dumps({"fetched_at": fetched_at, "session": entry})  # mutable-ok: json.dumps takes a dict
+    if not _own_private_dir(path.parent):
+        return
+    try:
+        descriptor, staged = tempfile.mkstemp(dir=path.parent, prefix=".tmp-")
+    except OSError:
+        return
+    try:
+        with os.fdopen(descriptor, "w") as handle:
+            handle.write(body)
+        os.replace(staged, path)
+    except OSError:
+        Path(staged).unlink(missing_ok=True)
+
+
+def _bar(fraction: float, color: str, width: int, use_color: bool) -> str:
+    filled: Final = round(max(0.0, min(1.0, fraction)) * width)
+    if not use_color:
+        return BAR_FULL * filled + BAR_EMPTY * (width - filled)
+    return f"{color}{BAR_FULL * filled}{DIM}{BAR_EMPTY * (width - filled)}{RESET}"
+
+
+def render(model: str, session: Session | None, config_dir: Path, use_color: bool, bar_width: int = BAR_WIDTH) -> str:
+    def paint(code: str, text: str) -> str:
+        return f"{code}{text}{RESET}" if use_color else text
+
+    routed: Final = paint(BOLD, f"Routed to: {model}")
+    if session is None:
+        return routed
+    header: Final = f"{session.router_name}{SEPARATOR}{routed}"
+    if session.baseline_model is None or session.baseline_spend <= 0:
+        return header
+    reference: Final = baseline_label(session.baseline_model, config_dir)
+    pct: Final = (session.baseline_spend - session.spend) / session.baseline_spend * 100
+    delta: Final = paint(LITELLM_COLOR, f"{'-' if pct >= 0 else '+'}{abs(round(pct))}% vs {reference}")
+    peak: Final = max(session.spend, session.baseline_spend)
+    label_width: Final = max(len(LITELLM_LABEL), len(reference))
+    rows: Final = (
+        (LITELLM_LABEL, session.spend, LITELLM_COLOR),
+        (reference, session.baseline_spend, BASELINE_COLOR),
+    )
+    lines: Final = (
+        f"{paint(DIM, label.ljust(label_width))} {_bar(amount / peak, color, bar_width, use_color)} "
+        f"{paint(DIM, f'${amount:.2f}')}"
+        for label, amount, color in rows
+    )
+    return "\n".join((f"{header}  {delta}", *lines))
+
+
+def color_enabled(env: Mapping[str, str]) -> bool:
+    return env.get("NO_COLOR") is None and env.get("TERM", "") not in ("", "dumb")
+
+
+def status_line(
+    payload: Mapping[str, object], env: Mapping[str, str], config_dir: Path, cache_dir: Path, fetch: Fetch
+) -> str:
+    fallback: Final = printable(as_mapping(payload.get("model")).get("display_name"))
+    served: Final = latest_transcript_model(as_str(payload.get("transcript_path")))
+    if not served:
+        return fallback or "claude"
+    label: Final = model_label(served, config_dir)
+    session_id: Final = as_str(payload.get("session_id"))
+    credentials: Final = claude_credentials(env)
+    if not session_id or not credentials.usable:
+        return render(label, None, config_dir, color_enabled(env))
+    session: Final = load_session(credentials, session_id, cache_dir, fetch)
+    return render(label, session, config_dir, color_enabled(env))
+
+
+def codex_stop_message(
+    payload: Mapping[str, object], env: Mapping[str, str], config_dir: Path, cache_dir: Path, fetch: Fetch
+) -> str:
+    """No cache here: the Stop hook runs once per turn, and a first turn's cached absence would hide the record
+    the next turn finds."""
+    session_id: Final = as_str(payload.get("session_id"))
+    credentials: Final = codex_credentials(env)
+    if not session_id or not credentials.usable:
+        return ""
+    session: Final = fetch(credentials, session_id).session
+    if session is None:
+        return ""
+    text: Final = render(model_label(session.last_model, config_dir), session, config_dir, use_color=False)
+    return json.dumps({"systemMessage": f"\n{text}"})  # mutable-ok: json.dumps takes a dict
+
+
+def run(stdin: IO[str], stdout: IO[str], env: Mapping[str, str], fetch: Fetch = fetch_session) -> None:
+    """A failure renders each mode's own quiet fallback: Claude Code gets the label it already knows, Codex gets
+    nothing at all rather than a bare string it would reject as hook JSON."""
+    body: Final = as_mapping(load_json(stdin.read()))
+    codex: Final = body.get("hook_event_name") == CODEX_STOP_EVENT
+    config_dir: Final = Path(env.get("CLAUDE_CONFIG_DIR") or Path.home() / ".claude")
+    cache_dir: Final = (
+        Path(env.get("TMPDIR") or env.get("TEMP") or env.get("TMP") or tempfile.gettempdir()) / cache_dir_name()
+    )
+    try:
+        text: Final = (
+            codex_stop_message(body, env, config_dir, cache_dir, fetch)
+            if codex
+            else status_line(body, env, config_dir, cache_dir, fetch)
+        )
+    except Exception:  # noqa: BLE001  # a status line must never break the agent session
+        stdout.write("" if codex else printable(as_mapping(body.get("model")).get("display_name")) or "claude")
+        return
+    stdout.write(text)
+
+
+if __name__ == "__main__":
+    run(sys.stdin, sys.stdout, os.environ)
diff --git a/litellm/proxy/client/cli/commands/up.py b/litellm/proxy/client/cli/commands/up.py
index ffece87ab83..f2624797a5f 100644
--- a/litellm/proxy/client/cli/commands/up.py
+++ b/litellm/proxy/client/cli/commands/up.py
@@ -23,11 +23,12 @@ from .auth import CliContextObj, context_secret_vault, get_stored_api_key, load_
 from .claude_settings import (
     BACKUP_PATH,
     CLAUDE_SETTINGS_PATH,
-    ApiKeyHelper,
     ClaudeSettingsError,
+    StaticToken,
+    install_statusline_script,
     load_json_or_empty,
     merge_claude_settings,
-    resolve_api_key_helper,
+    write_claude_settings,
 )
 
 
@@ -98,8 +99,7 @@ def restore_claude_settings(settings_path: Path | None = None, backup_path: Path
         return None
     if record.existed and record.content is not None:
         resolved_settings_path.parent.mkdir(parents=True, exist_ok=True)
-        with open(resolved_settings_path, "w") as f:
-            json.dump(record.content, f, indent=2)
+        write_claude_settings(resolved_settings_path, record.content)
     elif resolved_settings_path.exists():
         resolved_settings_path.unlink()
     resolved_backup_path.unlink()
@@ -134,13 +134,10 @@ def ensure_fresh_login(ctx: click.Context) -> None:
     pkce: Final = _stored_login_is_pkce(vault)
     login_command: Final = "lite login --pkce" if pkce else "lite login"
     if not sys.stdin.isatty():
-        raise UpError(
-            f"No fresh LiteLLM login found for this proxy. Run `{login_command}` first (apiKeyHelper "
-            "reads this token on every Claude Code request)."
-        )
+        raise UpError(f"No fresh LiteLLM login found for this proxy. Run `{login_command}` first.")
 
     click.echo("No fresh LiteLLM login found for this proxy; starting login...")
-    ctx.invoke(login, pkce=pkce)
+    ctx.invoke(login, config_claude=False, pkce=pkce)
     if not _usable_login(get_stored_api_key(expected_base_url=base_url, vault=vault), vault):
         raise UpError("Login did not produce a usable token.")
 
@@ -162,7 +159,9 @@ def up(ctx: click.Context) -> None:
     """Route every Claude Code session through your LiteLLM proxy until stopped.
 
     Patches ~/.claude/settings.json so Claude Code picks up the proxy on its own
-    next startup, from any terminal -- no need to launch it through `lite`.
+    next startup, from any terminal -- no need to launch it through `lite`. The
+    key written is the one this command resolved (your fresh `lite login`, or an
+    explicit --api-key), copied in as a static token for as long as `up` runs.
     Press Ctrl-C to stop and restore your original settings. Assumes the proxy
     is already running (this does not start one for you). Cursor is not
     supported: it has no equivalent file-based config to patch.
@@ -180,7 +179,7 @@ def up(ctx: click.Context) -> None:
                 "running (or crashed without cleanup). Run `lite down` first."
             )
 
-        api_key_helper: Final = resolve_api_key_helper(base_url)
+        status_line: Final = install_statusline_script()
         original_existed: Final = CLAUDE_SETTINGS_PATH.exists()
         original_settings: Final = load_json_or_empty(CLAUDE_SETTINGS_PATH)
         write_backup(
@@ -191,9 +190,10 @@ def up(ctx: click.Context) -> None:
         )
 
         CLAUDE_SETTINGS_PATH.parent.mkdir(exist_ok=True)
-        merged: Final = merge_claude_settings(original_settings, base_url, ApiKeyHelper(api_key_helper))
-        with open(CLAUDE_SETTINGS_PATH, "w") as f:
-            json.dump(merged, f, indent=2)
+        merged: Final = merge_claude_settings(
+            original_settings, base_url, StaticToken(api_key), status_line=status_line
+        )
+        write_claude_settings(CLAUDE_SETTINGS_PATH, merged)
     except (AgentRunError, ClaudeSettingsError) as e:
         raise click.ClickException(str(e))
 
@@ -248,7 +248,6 @@ __all__ = [
     "load_json_or_empty",
     "merge_claude_settings",
     "read_backup",
-    "resolve_api_key_helper",
     "restore_claude_settings",
     "up",
     "write_backup",
diff --git a/litellm/proxy/client/cli/main.py b/litellm/proxy/client/cli/main.py
index b0e81a222c0..05fb877d0f1 100644
--- a/litellm/proxy/client/cli/main.py
+++ b/litellm/proxy/client/cli/main.py
@@ -95,7 +95,7 @@ def cli(ctx: click.Context, show_version: bool, base_url: str | None, api_key: s
 
     # If no API key provided via flag or environment variable, try to load from saved token.
     # Pass base_url so we only use the stored key when it was issued for this server.
-    api_key_from_token_file: Final = api_key is None
+    api_key_from_token_file: Final = api_key is None and ctx.invoked_subcommand not in ("configure", "unconfigure")
     resolved_api_key: Final = (
         get_stored_api_key(expected_base_url=base_url, vault=context_secret_vault(ctx))
         if api_key_from_token_file
diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index e3a2b892721..e6ed60ba177 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -3,7 +3,7 @@ import contextlib
 import json
 import logging
 import math
-from collections.abc import AsyncGenerator, Awaitable, Callable, Coroutine, Mapping, Sequence
+from collections.abc import AsyncGenerator, Awaitable, Callable, Mapping, Sequence
 from datetime import datetime
 from functools import lru_cache
 from types import MappingProxyType
@@ -2437,6 +2437,7 @@ class ProxyBaseLLMRequestProcessing:
             if self._is_streaming_request(
                 data=self.data, is_streaming_request=is_streaming_request
             ) or self._is_streaming_response(response):  # use generate_responses to stream responses
+                selected_data_generator: AsyncGenerator[str, None] | None = None
                 # Call response headers hook for streaming success
                 stream_callback_headers: Final = await proxy_logging_obj.post_call_response_headers_hook(
                     data=self.data,
@@ -2561,14 +2562,9 @@ class ProxyBaseLLMRequestProcessing:
                                 None if _should_return_raw_model_name(self.data) else requested_model_from_client
                             ),
                         )
-                        return await create_response(
-                            generator=wrap_sse_stream_with_keepalive_pings(
-                                stream=selected_data_generator,
-                                ping_interval_seconds=litellm.anthropic_sse_ping_interval_seconds,
-                            ),
-                            media_type="text/event-stream",
-                            headers=custom_headers,
-                            request=request,
+                        selected_data_generator = wrap_sse_stream_with_keepalive_pings(
+                            stream=selected_data_generator,
+                            ping_interval_seconds=litellm.anthropic_sse_ping_interval_seconds,
                         )
                     # Non-streaming response - fall through to normal response handling
                 elif select_data_generator:
@@ -2595,6 +2591,7 @@ class ProxyBaseLLMRequestProcessing:
                                 user_api_key_dict=user_api_key_dict,
                             )
                         )
+                if selected_data_generator is not None:
                     return await create_response(
                         generator=selected_data_generator,
                         media_type="text/event-stream",
@@ -3184,6 +3181,11 @@ class ProxyBaseLLMRequestProcessing:
         Extracted as a static method so tests can exercise the production
         gating logic directly rather than reimplementing the finally block.
         """
+        if getattr(logging_obj, "call_type", None) in ("ocr", "aocr"):
+            pending: Final = getattr(logging_obj, "_native_pending_logging", None)
+            if pending is not None:
+                logging_obj._native_pending_logging = None  # rebind-ok: consume the native OCR release signal once
+                pending.release(not exception_raised)
         _enqueue_fn: Final = getattr(logging_obj, "_enqueue_deferred_logging", None)
         if _enqueue_fn is None:
             return
@@ -3208,20 +3210,24 @@ class ProxyBaseLLMRequestProcessing:
         end-of-stream blocks complete, so the spend log sees
         guardrail_information.
 
-        Three closure shapes, matching who owns logging for the stream:
+        Two closure shapes, matching who owns logging for the stream:
         - CustomStreamWrapper (chat completions) stores
           (assembled_response, cache_hit); the closure also runs
           non-apply_guardrail post-call hooks via
           _run_deferred_stream_guardrails.
-        - Bridged /v1/responses (LiteLLMCompletionStreamingIterator) shares
-          its inner CustomStreamWrapper's logging_obj, so it stores the same
-          (assembled_response, cache_hit) shape; the closure only dispatches
-          success logging, matching the route's pre-existing hook surface.
-        - Native anthropic_messages/aresponses iterators store a single
-          ready-made logging coroutine to enqueue.
+        - Every other anthropic_messages/aresponses stream gets a closure
+          that dispatches on the stored args shape, because the arming site
+          cannot tell the producers apart: native iterators store a single
+          ready-made logging coroutine to enqueue, while bridged streams
+          (LiteLLMCompletionStreamingIterator, and the plain SSE generator
+          AnthropicStreamWrapper returns for bridged /v1/messages) share
+          their inner CustomStreamWrapper's logging_obj and so store
+          (assembled_response, cache_hit); for those the closure only
+          dispatches success logging, matching the route's pre-existing
+          hook surface.
 
-        Raw async generators from passthrough routes bypass all three and
-        would orphan the closure, so they are not armed here.
+        Raw async generators from passthrough routes bypass both and would
+        orphan the closure, so they are not armed here.
 
         The router wraps iterators that cannot carry _hidden_params in
         HiddenParamsAsyncIteratorWrapper, so class sniffing runs on the
@@ -3255,31 +3261,27 @@ class ProxyBaseLLMRequestProcessing:
         if route_type not in ("anthropic_messages", "aresponses") or not self._is_streaming_response(response):
             return
 
-        from litellm.responses.litellm_completion_transformation.streaming_iterator import (
-            LiteLLMCompletionStreamingIterator,
-        )
-
-        if isinstance(unwrapped, LiteLLMCompletionStreamingIterator):
-            _captured_bridge_logging_obj: Final = logging_obj
-
-            async def _on_deferred_bridged_stream_complete(assembled_response: object, cache_hit: object) -> None:
-                await _as_success_dispatcher(_captured_bridge_logging_obj).dispatch_success_handlers(
-                    assembled_response,
-                    cache_hit=cache_hit,
-                    start_time=None,
-                    end_time=None,
-                    prefer_async_handlers=True,
-                )
-
-            logging_obj._on_deferred_stream_complete = _on_deferred_bridged_stream_complete
-            return
-
         from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
 
-        async def _on_deferred_native_stream_complete(
-            logging_coroutine: Coroutine[object, object, object],
-        ) -> None:
-            GLOBAL_LOGGING_WORKER.ensure_initialized_and_enqueue(async_coroutine=logging_coroutine)
+        _captured_native_logging_obj: Final = logging_obj
+
+        async def _on_deferred_native_stream_complete(*args: object) -> None:
+            match args:
+                case (logging_coroutine,) if asyncio.iscoroutine(logging_coroutine):
+                    GLOBAL_LOGGING_WORKER.ensure_initialized_and_enqueue(async_coroutine=logging_coroutine)
+                case (assembled_response, cache_hit):
+                    await _as_success_dispatcher(_captured_native_logging_obj).dispatch_success_handlers(
+                        assembled_response,
+                        cache_hit=cache_hit,
+                        start_time=None,
+                        end_time=None,
+                        prefer_async_handlers=True,
+                    )
+                case _:
+                    verbose_proxy_logger.error(
+                        "Deferred stream logging dropped: unexpected stored args shape %s",
+                        tuple(type(arg).__name__ for arg in args),
+                    )
 
         logging_obj._on_deferred_stream_complete = _on_deferred_native_stream_complete
 
diff --git a/litellm/proxy/common_utils/auth_cache_invalidation_pubsub.py b/litellm/proxy/common_utils/auth_cache_invalidation_pubsub.py
index fb2ca6372c0..dbe11882b3c 100644
--- a/litellm/proxy/common_utils/auth_cache_invalidation_pubsub.py
+++ b/litellm/proxy/common_utils/auth_cache_invalidation_pubsub.py
@@ -196,9 +196,7 @@ class AuthCacheInvalidationSubscriber:
             for additional_cache in self._additional_in_memory_caches:
                 additional_cache.set_cache(parsed.cache_key, parsed.new_value, ttl=parsed.ttl)
             return
-        in_memory_cache: Final = self._user_api_key_cache.in_memory_cache
-        if in_memory_cache is not None:
-            in_memory_cache.delete_cache(parsed.cache_key)
+        self._user_api_key_cache.in_memory_cache_for(parsed.cache_key).delete_cache(parsed.cache_key)
         for additional_cache in self._additional_in_memory_caches:
             additional_cache.delete_cache(parsed.cache_key)
 
diff --git a/litellm/proxy/common_utils/config_includes.py b/litellm/proxy/common_utils/config_includes.py
new file mode 100644
index 00000000000..c1bb5ae952f
--- /dev/null
+++ b/litellm/proxy/common_utils/config_includes.py
@@ -0,0 +1,132 @@
+import os
+from collections.abc import Awaitable, Mapping
+from types import MappingProxyType
+from typing import Final, Protocol
+
+from litellm._logging import verbose_proxy_logger
+
+INCLUDE_KEY: Final = "include"
+
+
+def resolve_include_file_path(include_file: str, declared_in: str, root_config_path: str) -> str:
+    """
+    Resolve one `include` entry to the file it names, next to the config that declares it.
+
+    A config written before nested entries resolved this way can name a file sitting next to the root
+    config instead, so that file is still read, with a warning naming where it was found. When both
+    files exist the one next to the declaring config wins and the other is named in a warning.
+    """
+    declared_relative: Final = os.path.abspath(os.path.join(os.path.dirname(declared_in), include_file))
+    root_relative: Final = os.path.abspath(os.path.join(os.path.dirname(root_config_path), include_file))
+    if root_relative == declared_relative or not os.path.exists(root_relative):
+        return declared_relative
+
+    if not os.path.exists(declared_relative):
+        verbose_proxy_logger.warning(
+            "Config include '%s' declared in %s was not found next to it, so %s was read instead. "
+            "Move the included file next to the config that declares it.",
+            include_file,
+            declared_in,
+            root_relative,
+        )
+        return root_relative
+
+    verbose_proxy_logger.warning(
+        "Config include '%s' declared in %s matches two files. %s sits next to that config and was read, "
+        "so %s was skipped. Rename one of the two to say which one you meant.",
+        include_file,
+        declared_in,
+        declared_relative,
+        root_relative,
+    )
+    return declared_relative
+
+
+class IncludeResolver(Protocol):
+    def __call__(self, include_entry: str, declared_in: str, /) -> str: ...
+
+
+class ConfigReader(Protocol):
+    def __call__(self, location: str, /) -> Awaitable[Mapping[str, object]]: ...
+
+
+def _merged_value(base_value: object, included_value: object) -> object:
+    if isinstance(included_value, list) and isinstance(base_value, list):
+        return [*base_value, *included_value]  # mutable-ok: a merged config value stays the plain list the proxy loads
+    return included_value
+
+
+def _merged_entry(base: Mapping[str, object], included: Mapping[str, object], key: str) -> object:
+    if key not in included:
+        return base[key]
+    return _merged_value(base.get(key), included[key])
+
+
+def _merged(base: Mapping[str, object], included: Mapping[str, object]) -> Mapping[str, object]:
+    return MappingProxyType({key: _merged_entry(base, included, key) for key in (*base, *included)})
+
+
+def _without_include(config: Mapping[str, object]) -> Mapping[str, object]:
+    return MappingProxyType({key: value for key, value in config.items() if key != INCLUDE_KEY})
+
+
+def include_entries(config: Mapping[str, object]) -> tuple[str, ...]:
+    if INCLUDE_KEY not in config:
+        return ()
+
+    entries: Final = config[INCLUDE_KEY]
+    if not isinstance(entries, list):
+        raise ValueError("'include' must be a list of file paths")
+
+    paths: Final = tuple(entry for entry in entries if isinstance(entry, str))
+    if len(paths) != len(entries):
+        raise ValueError("'include' must be a list of file paths")
+
+    return paths
+
+
+def _pending_from(config: Mapping[str, object], location: str) -> tuple[tuple[str, str], ...]:
+    return tuple((entry, location) for entry in include_entries(config))
+
+
+async def _resolve(
+    config: Mapping[str, object],
+    pending: tuple[tuple[str, str], ...],
+    loaded: frozenset[str],
+    resolve: IncludeResolver,
+    read: ConfigReader,
+) -> Mapping[str, object]:
+    if not pending:
+        return _without_include(config)
+
+    entry, declared_in = pending[0]
+    location: Final = resolve(entry, declared_in)
+    if location in loaded:
+        return await _resolve(config, pending[1:], loaded, resolve, read)
+
+    included: Final = await read(location)
+    return await _resolve(
+        _merged(config, _without_include(included)),
+        (*pending[1:], *_pending_from(included, location)),
+        loaded | frozenset((location,)),
+        resolve,
+        read,
+    )
+
+
+async def resolve_includes(
+    config: Mapping[str, object],
+    location: str,
+    resolve: IncludeResolver,
+    read: ConfigReader,
+) -> dict[str, object]:
+    """
+    Merge every config named by the `include` directive into the config that declares it.
+
+    List values are extended and every other value is overridden, `resolve` turns each entry into the
+    location it names relative to the config that declares it, a config already pulled in is neither
+    read nor merged a second time, and `read` decides where a location is read from, so the same merge
+    applies to configs on disk and to configs hosted in a bucket.
+    """
+    merged: Final = await _resolve(config, _pending_from(config, location), frozenset((location,)), resolve, read)
+    return dict(merged)  # mutable-ok: the proxy mutates the config it loads
diff --git a/litellm/proxy/common_utils/debug_utils.py b/litellm/proxy/common_utils/debug_utils.py
index 554a6ae8d1a..dc329e55e31 100644
--- a/litellm/proxy/common_utils/debug_utils.py
+++ b/litellm/proxy/common_utils/debug_utils.py
@@ -3,6 +3,7 @@ import asyncio
 import gc
 import json
 import os
+import socket
 import sys
 import tracemalloc
 from collections import Counter
@@ -147,8 +148,11 @@ async def memory_usage_in_mem_cache(
             llm_router.cache.in_memory_cache.ttl_dict
         )
 
-    num_items_in_user_api_key_cache: Final = len(user_api_key_cache.in_memory_cache.cache_dict) + len(
-        user_api_key_cache.in_memory_cache.ttl_dict
+    num_items_in_user_api_key_cache: Final = (
+        len(user_api_key_cache.in_memory_cache.cache_dict)
+        + len(user_api_key_cache.in_memory_cache.ttl_dict)
+        + len(user_api_key_cache.key_object_cache.in_memory_cache.cache_dict)
+        + len(user_api_key_cache.key_object_cache.in_memory_cache.ttl_dict)
     )
 
     num_items_in_proxy_logging_obj_cache: Final = len(
@@ -189,6 +193,8 @@ async def memory_usage_in_mem_cache_items(
     return {
         "user_api_key_cache": user_api_key_cache.in_memory_cache.cache_dict,
         "user_api_key_ttl": user_api_key_cache.in_memory_cache.ttl_dict,
+        "user_key_object_cache": user_api_key_cache.key_object_cache.in_memory_cache.cache_dict,
+        "user_key_object_ttl": user_api_key_cache.key_object_cache.in_memory_cache.ttl_dict,
         "llm_router_cache": llm_router_in_memory_cache_dict,
         "llm_router_ttl": llm_router_in_memory_ttl_dict,
         "proxy_logging_obj_cache": proxy_logging_obj.internal_usage_cache.dual_cache.in_memory_cache.cache_dict,
@@ -232,6 +238,80 @@ def _process_memory_usage(process: _ProcessHandle) -> _ProcessMemoryUsage:
     )
 
 
+PROC_STATM_PATH: Final = "/proc/self/statm"
+PROC_MEMINFO_PATH: Final = "/proc/meminfo"
+PSUTIL_MISSING_ERROR: Final = "Install psutil for memory monitoring: pip install psutil"
+
+
+class _ProcMemoryInfo(NamedTuple):
+    rss: int
+    vms: int
+
+
+class _ProcFilesystemProcess:
+    """Memory of the running process read from the Linux proc filesystem, for images without psutil."""
+
+    def __init__(
+        self,
+        statm_path: str = PROC_STATM_PATH,
+        meminfo_path: str = PROC_MEMINFO_PATH,
+        page_size: int | None = None,
+    ) -> None:
+        self._statm_path: Final = statm_path
+        self._meminfo_path: Final = meminfo_path
+        self._page_size: Final = os.sysconf("SC_PAGE_SIZE") if page_size is None else page_size
+
+    def memory_info(self) -> _ProcMemoryInfo:
+        with open(self._statm_path, encoding="ascii") as statm:
+            size_pages, resident_pages = statm.read().split()[:2]
+        return _ProcMemoryInfo(rss=int(resident_pages) * self._page_size, vms=int(size_pages) * self._page_size)
+
+    def memory_percent(self) -> float:
+        with open(self._meminfo_path, encoding="ascii") as meminfo:
+            total_kilobytes: Final = next(int(line.split()[1]) for line in meminfo if line.startswith("MemTotal:"))
+        return self.memory_info().rss / (total_kilobytes * 1024) * 100
+
+
+def _process_handle() -> _ProcessHandle | None:
+    try:
+        import psutil
+    except ImportError:
+        return _ProcFilesystemProcess() if os.path.exists(PROC_STATM_PATH) else None
+    return psutil.Process()
+
+
+def _health_status(memory_percent: float) -> str:
+    if memory_percent > 80:
+        return "critical"
+    if memory_percent > 60:
+        return "warning"
+    return "healthy"
+
+
+class _SummaryProcessMemory(TypedDict, total=False):
+    summary: ReadOnly[str]
+    ram_usage_mb: ReadOnly[float]
+    system_memory_percent: ReadOnly[float]
+    error: ReadOnly[str]
+
+
+def _summary_process_memory(process: _ProcessHandle | None) -> tuple[_SummaryProcessMemory, str]:
+    if process is None:
+        missing: Final[_SummaryProcessMemory] = {"error": PSUTIL_MISSING_ERROR}
+        return missing, "healthy"
+    try:
+        usage: Final = _process_memory_usage(process)
+    except Exception as e:
+        unreadable: Final[_SummaryProcessMemory] = {"error": str(e)}
+        return unreadable, "healthy"
+    memory: Final[_SummaryProcessMemory] = {
+        "summary": f"{usage.resident_megabytes:.1f} MB ({usage.percent:.1f}% of system memory)",
+        "ram_usage_mb": round(usage.resident_megabytes, 2),
+        "system_memory_percent": round(usage.percent, 2),
+    }
+    return memory, _health_status(usage.percent)
+
+
 @router.get("/debug/memory/summary", include_in_schema=False)
 async def get_memory_summary(
     _: UserAPIKeyAuth = Depends(user_api_key_auth),
@@ -241,6 +321,7 @@ async def get_memory_summary(
 
     Returns:
     - worker_pid: Process ID
+    - hostname: Host (the pod on Kubernetes) the worker runs on
     - status: Overall health based on memory usage
     - memory: Process memory usage and RAM info
     - caches: Cache item counts and descriptions
@@ -258,35 +339,7 @@ async def get_memory_summary(
         user_api_key_cache,
     )
 
-    # Get process memory info
-    process_memory = {}
-    health_status = "healthy"
-
-    try:
-        import psutil
-
-        usage: Final = _process_memory_usage(psutil.Process())
-        memory_mb: Final = usage.resident_megabytes
-        memory_percent: Final = usage.percent
-
-        process_memory = {
-            "summary": f"{memory_mb:.1f} MB ({memory_percent:.1f}% of system memory)",
-            "ram_usage_mb": round(memory_mb, 2),
-            "system_memory_percent": round(memory_percent, 2),
-        }
-
-        # Check memory health status
-        if memory_percent > 80:
-            health_status = "critical"
-        elif memory_percent > 60:
-            health_status = "warning"
-        else:
-            health_status = "healthy"
-
-    except ImportError:
-        process_memory["error"] = "Install psutil for memory monitoring: pip install psutil"
-    except Exception as e:
-        process_memory["error"] = str(e)
+    process_memory, health_status = _summary_process_memory(_process_handle())
 
     # Get cache information
     caches: Final[dict[str, object]] = {}
@@ -294,7 +347,9 @@ async def get_memory_summary(
 
     try:
         # User API key cache
-        user_cache_items: Final = len(user_api_key_cache.in_memory_cache.cache_dict)
+        user_cache_items: Final = len(user_api_key_cache.in_memory_cache.cache_dict) + len(
+            user_api_key_cache.key_object_cache.in_memory_cache.cache_dict
+        )
         total_cache_items += user_cache_items
         caches["user_api_keys"] = {
             "count": user_cache_items,
@@ -340,6 +395,7 @@ async def get_memory_summary(
 
     return {
         "worker_pid": os.getpid(),
+        "hostname": socket.gethostname(),
         "status": health_status,
         "memory": process_memory,
         "caches": {
@@ -429,10 +485,16 @@ def _get_cache_memory_stats(
     cache_stats: Final[dict[str, object]] = {}
     try:
         # User API key cache
-        user_cache_size: Final = sys.getsizeof(user_api_key_cache.in_memory_cache.cache_dict)
-        user_ttl_size: Final = sys.getsizeof(user_api_key_cache.in_memory_cache.ttl_dict)
+        key_object_in_memory_cache: Final = user_api_key_cache.key_object_cache.in_memory_cache
+        user_cache_size: Final = sys.getsizeof(user_api_key_cache.in_memory_cache.cache_dict) + sys.getsizeof(
+            key_object_in_memory_cache.cache_dict
+        )
+        user_ttl_size: Final = sys.getsizeof(user_api_key_cache.in_memory_cache.ttl_dict) + sys.getsizeof(
+            key_object_in_memory_cache.ttl_dict
+        )
         cache_stats["user_api_key_cache"] = {
-            "num_items": len(user_api_key_cache.in_memory_cache.cache_dict),
+            "num_items": len(user_api_key_cache.in_memory_cache.cache_dict)
+            + len(key_object_in_memory_cache.cache_dict),
             "cache_dict_size_bytes": user_cache_size,
             "ttl_dict_size_bytes": user_ttl_size,
             "total_size_mb": round((user_cache_size + user_ttl_size) / (1024 * 1024), 2),
diff --git a/litellm/proxy/common_utils/load_config_utils.py b/litellm/proxy/common_utils/load_config_utils.py
index 62649ad6ca1..4a082eb307b 100644
--- a/litellm/proxy/common_utils/load_config_utils.py
+++ b/litellm/proxy/common_utils/load_config_utils.py
@@ -1,12 +1,47 @@
+import asyncio
 import os
-from typing import Final
+import posixpath
+from collections.abc import Awaitable, Mapping
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final, Protocol
 
 import yaml
+from pydantic import TypeAdapter, ValidationError
 
 from litellm._logging import verbose_proxy_logger
+from litellm.proxy.common_utils.config_includes import resolve_includes
+
+if TYPE_CHECKING:
+    from litellm.integrations.gcs_bucket.gcs_bucket_base import GCSBucketBase
+
+_BUCKET_CONFIG_ADAPTER: Final = TypeAdapter(dict[str, object])
 
 
-def get_file_contents_from_s3(bucket_name, object_key):
+class BucketObjectFetcher(Protocol):
+    def __call__(self, object_key: str, /) -> Awaitable[Mapping[str, object] | None]: ...
+
+
+class BucketObjectReader(Protocol):
+    def __call__(self, object_key: str, /) -> Awaitable[object | None]: ...
+
+
+class SyncBucketObjectReader(Protocol):
+    def __call__(self, object_key: str, /) -> object | None: ...
+
+
+def _parsed_config(object_key: str, file_contents: str) -> object | None:
+    try:
+        parsed: Final = yaml.safe_load(file_contents)
+    except yaml.YAMLError as e:
+        verbose_proxy_logger.error("Config object %s is not valid YAML: %s", object_key, e)
+        return None
+    return MappingProxyType({}) if parsed is None else parsed
+
+
+def s3_object_reader(bucket_name: str) -> SyncBucketObjectReader:
+    """
+    Build one reader for a whole config, so an `include` tree costs one S3 client rather than one per object.
+    """
     try:
         # v0 rely on boto3 for authentication - allowing boto3 to handle IAM credentials etc
         import boto3
@@ -21,46 +56,147 @@ def get_file_contents_from_s3(bucket_name, object_key):
             aws_secret_access_key=credentials.secret_key,
             aws_session_token=credentials.token,  # Optional, if using temporary credentials
         )
-        verbose_proxy_logger.debug("Retrieving %s from S3 bucket: %s", object_key, bucket_name)
-        response: Final = s3_client.get_object(Bucket=bucket_name, Key=object_key)
-        verbose_proxy_logger.debug("Response: %s", response)
-
-        # Read the file contents and directly parse YAML
-        file_contents: Final = response["Body"].read().decode("utf-8")
-        verbose_proxy_logger.debug("File contents retrieved from S3")
-
-        # Parse YAML directly from string
-        config: Final = yaml.safe_load(file_contents)
-        return config
-
     except ImportError as e:
         # this is most likely if a user is not using the litellm docker container
         verbose_proxy_logger.error("ImportError: %s", e)
+        return lambda object_key: None
     except Exception as e:
-        verbose_proxy_logger.error("Error retrieving file contents: %s", e)
+        verbose_proxy_logger.error("Error creating the S3 client for bucket %s: %s", bucket_name, e)
+        return lambda object_key: None
+
+    def read(object_key: str) -> object | None:
+        try:
+            verbose_proxy_logger.debug("Retrieving %s from S3 bucket: %s", object_key, bucket_name)
+            response: Final = s3_client.get_object(Bucket=bucket_name, Key=object_key)
+            file_contents: Final = response["Body"].read().decode("utf-8")
+        except Exception as e:  # noqa: BLE001  # any boto3 error must read as a missing object
+            verbose_proxy_logger.error("Error retrieving %s from S3 bucket %s: %s", object_key, bucket_name, e)
+            return None
+
+        return _parsed_config(object_key, file_contents)
+
+    return read
+
+
+def get_file_contents_from_s3(bucket_name: str, object_key: str) -> object | None:
+    return s3_object_reader(bucket_name)(object_key)
+
+
+def gcs_config_bucket(bucket_name: str) -> "GCSBucketBase | None":
+    """
+    Build a plain GCS client for reading config objects.
+
+    Reading a config out of a bucket is not GCS logging, so it neither needs the enterprise license
+    that gate covers nor the batching task the logger starts and never stops.
+    """
+    try:
+        from litellm.integrations.gcs_bucket.gcs_bucket_base import GCSBucketBase
+
+        return GCSBucketBase(bucket_name=bucket_name)
+    except Exception as e:  # noqa: BLE001  # an unbuildable client must read as an unreadable bucket
+        verbose_proxy_logger.error("Error creating the GCS client for bucket %s: %s", bucket_name, e)
         return None
 
 
-async def get_config_file_contents_from_gcs(bucket_name, object_key):
+async def get_config_file_contents_from_gcs(
+    bucket_name: str,
+    object_key: str,
+    gcs_bucket: "GCSBucketBase | None" = None,
+) -> object | None:
     try:
-        from litellm.integrations.gcs_bucket.gcs_bucket import GCSBucketLogger
-
-        gcs_bucket: Final = GCSBucketLogger(
-            bucket_name=bucket_name,
-        )
-        file_contents = await gcs_bucket.download_gcs_object(object_key)
+        bucket: Final = gcs_config_bucket(bucket_name) if gcs_bucket is None else gcs_bucket
+        if bucket is None:
+            return None
+        file_contents: Final = await bucket.download_gcs_object(object_key)
         if file_contents is None:
             raise Exception(f"File contents are None for {object_key}")
-        # file_contentis is a bytes object, so we need to convert it to yaml
-        file_contents = file_contents.decode("utf-8")
-        # convert to yaml
-        config: Final = yaml.safe_load(file_contents)
-        return config
+        decoded: Final = file_contents.decode("utf-8")
 
     except Exception as e:
-        verbose_proxy_logger.error("Error retrieving file contents: %s", e)
+        verbose_proxy_logger.error("Error retrieving %s from GCS bucket %s: %s", object_key, bucket_name, e)
         return None
 
+    return _parsed_config(object_key, decoded)
+
+
+def resolve_include_object_key(config_object_key: str, include_entry: str) -> str:
+    """
+    Resolve one `include` entry to the object key it names, relative to the config object's prefix.
+
+    A leading "/" means the bucket root, mirroring how an absolute path on disk ignores the
+    directory the including config sits in.
+    """
+    if include_entry.startswith("/"):
+        return posixpath.normpath(include_entry).lstrip("/")
+    return posixpath.normpath(posixpath.join(posixpath.dirname(config_object_key), include_entry))
+
+
+async def resolve_bucket_includes(
+    *,
+    config: Mapping[str, object],
+    object_key: str,
+    fetch: BucketObjectFetcher,
+) -> dict[str, object]:
+    async def read(include_key: str) -> Mapping[str, object]:
+        included: Final = await fetch(include_key)
+        if included is None:
+            raise FileNotFoundError(
+                f"Included config could not be read from bucket: {include_key}. "
+                "The underlying bucket error is logged above."
+            )
+        return included
+
+    def resolve(include_entry: str, declared_in: str) -> str:
+        return resolve_include_object_key(declared_in, include_entry)
+
+    return await resolve_includes(config=config, location=object_key, resolve=resolve, read=read)
+
+
+async def bucket_object_reader(bucket_type: str | None, bucket_name: str) -> BucketObjectReader:
+    """
+    Build one reader for a whole config, so an `include` tree costs one bucket client rather than one per object.
+    """
+    if bucket_type != "gcs":
+        read_object: Final = await asyncio.to_thread(s3_object_reader, bucket_name)
+
+        async def read_from_s3(object_key: str) -> object | None:
+            return await asyncio.to_thread(read_object, object_key)
+
+        return read_from_s3
+
+    gcs_bucket: Final = gcs_config_bucket(bucket_name)
+
+    async def read_from_gcs(object_key: str) -> object | None:
+        if gcs_bucket is None:
+            return None
+        return await get_config_file_contents_from_gcs(bucket_name, object_key, gcs_bucket)
+
+    return read_from_gcs
+
+
+async def get_config_from_bucket(
+    *,
+    bucket_type: str | None,
+    bucket_name: str,
+    object_key: str,
+) -> dict[str, object] | None:
+    read: Final = await bucket_object_reader(bucket_type, bucket_name)
+
+    async def fetch(key: str) -> Mapping[str, object] | None:
+        raw: Final = await read(key)
+        if raw is None:
+            return None
+        try:
+            return _BUCKET_CONFIG_ADAPTER.validate_python(raw)
+        except ValidationError as e:
+            raise ValueError(f"Config object in bucket is not a YAML mapping: {key}") from e
+
+    config: Final = await fetch(object_key)
+    if not config:
+        return None
+
+    return await resolve_bucket_includes(config=config, object_key=object_key, fetch=fetch)
+
 
 def download_python_file_from_s3(
     bucket_name: str,
@@ -136,11 +272,9 @@ async def download_python_file_from_gcs(
         bool: True if successful, False otherwise
     """
     try:
-        from litellm.integrations.gcs_bucket.gcs_bucket import GCSBucketLogger
+        from litellm.integrations.gcs_bucket.gcs_bucket_base import GCSBucketBase
 
-        gcs_bucket: Final = GCSBucketLogger(
-            bucket_name=bucket_name,
-        )
+        gcs_bucket: Final = GCSBucketBase(bucket_name=bucket_name)
         file_contents = await gcs_bucket.download_gcs_object(object_key)
         if file_contents is None:
             raise Exception(f"File contents are None for {object_key}")
diff --git a/litellm/proxy/common_utils/user_api_key_cache.py b/litellm/proxy/common_utils/user_api_key_cache.py
index 76982d30306..cb72088ee4a 100644
--- a/litellm/proxy/common_utils/user_api_key_cache.py
+++ b/litellm/proxy/common_utils/user_api_key_cache.py
@@ -1,11 +1,15 @@
 from __future__ import annotations
 
+import re
+from collections.abc import Sequence
 from typing import TYPE_CHECKING, Any, Final, TypeVar, cast, overload
 
 from pydantic import BaseModel
 
 from litellm._logging import verbose_proxy_logger
 from litellm.caching.dual_cache import DualCache
+from litellm.caching.in_memory_cache import InMemoryCache
+from litellm.caching.redis_cache import RedisCache
 from litellm.constants import DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
 from litellm.proxy.common_utils.cache_pydantic_utils import CacheCodec
 
@@ -14,6 +18,13 @@ if TYPE_CHECKING:
 
 T = TypeVar("T", bound=BaseModel)
 
+_HASHED_TOKEN_CACHE_KEY: Final = re.compile(r"[0-9a-f]{64}")
+
+
+def is_user_key_cache_key(key: str) -> bool:
+    """Only user-key objects are cached under a bare ``hash_token`` digest; every other object uses a prefixed key."""
+    return _HASHED_TOKEN_CACHE_KEY.fullmatch(key) is not None
+
 
 class UserApiKeyCache(DualCache):
     """
@@ -36,10 +47,50 @@ class UserApiKeyCache(DualCache):
     ``async_set_cache_pipeline`` applies the same untyped Codec pass as omitting
     ``model_type`` on ``async_set_cache`` (so ``BaseModel`` rows are dumped before Redis).
 
+    User-key objects (see ``is_user_key_cache_key``) live in their own in-memory partition,
+    ``key_object_cache``, so churn in the other management objects cannot evict them. Both
+    partitions share the same Redis backend and TTL settings.
+
     ``get_cache`` / ``async_get_cache`` overloads and implementations must be contiguous
     (no other methods in between) so mypy resolves ``@overload`` + implementation correctly.
     """
 
+    def __init__(
+        self,
+        in_memory_cache: InMemoryCache | None = None,
+        redis_cache: RedisCache | None = None,
+        default_in_memory_ttl: float | None = None,
+        default_redis_ttl: float | None = None,
+        key_object_in_memory_cache: InMemoryCache | None = None,
+    ) -> None:
+        super().__init__(
+            in_memory_cache=in_memory_cache,
+            redis_cache=redis_cache,
+            default_in_memory_ttl=default_in_memory_ttl,
+            default_redis_ttl=default_redis_ttl,
+        )
+        self.key_object_cache: Final = DualCache(
+            in_memory_cache=key_object_in_memory_cache or InMemoryCache(),
+            redis_cache=redis_cache,
+            default_in_memory_ttl=default_in_memory_ttl,
+            default_redis_ttl=default_redis_ttl,
+        )
+
+    def in_memory_cache_for(self, key: str) -> InMemoryCache:
+        return self.key_object_cache.in_memory_cache if is_user_key_cache_key(key) else self.in_memory_cache
+
+    def update_cache_ttl(self, default_in_memory_ttl: float | None, default_redis_ttl: float | None) -> None:
+        super().update_cache_ttl(default_in_memory_ttl=default_in_memory_ttl, default_redis_ttl=default_redis_ttl)
+        self.key_object_cache.update_cache_ttl(
+            default_in_memory_ttl=default_in_memory_ttl, default_redis_ttl=default_redis_ttl
+        )
+
+    def attach_redis_cache(
+        self, redis_cache: RedisCache | None = None, *, default_redis_ttl: float | None = None
+    ) -> None:
+        super().attach_redis_cache(redis_cache, default_redis_ttl=default_redis_ttl)
+        self.key_object_cache.attach_redis_cache(redis_cache, default_redis_ttl=default_redis_ttl)
+
     @overload
     def get_cache(
         self,
@@ -71,7 +122,11 @@ class UserApiKeyCache(DualCache):
     ) -> object:
         if model_type is None and "model_type" in kwargs:
             model_type = cast(type[BaseModel] | None, kwargs.pop("model_type", None))
-        cached: Final = super().get_cache(key=key, parent_otel_span=parent_otel_span, local_only=local_only, **kwargs)
+        cached: Final = (
+            self.key_object_cache.get_cache(key=key, parent_otel_span=parent_otel_span, local_only=local_only, **kwargs)
+            if is_user_key_cache_key(key)
+            else super().get_cache(key=key, parent_otel_span=parent_otel_span, local_only=local_only, **kwargs)
+        )
         if model_type is None:
             return cached
         if cached is None:
@@ -117,8 +172,14 @@ class UserApiKeyCache(DualCache):
     ) -> object:
         if model_type is None and "model_type" in kwargs:
             model_type = cast(type[BaseModel] | None, kwargs.pop("model_type", None))
-        cached: Final = await super().async_get_cache(
-            key=key, parent_otel_span=parent_otel_span, local_only=local_only, **kwargs
+        cached: Final = (
+            await self.key_object_cache.async_get_cache(
+                key=key, parent_otel_span=parent_otel_span, local_only=local_only, **kwargs
+            )
+            if is_user_key_cache_key(key)
+            else await super().async_get_cache(
+                key=key, parent_otel_span=parent_otel_span, local_only=local_only, **kwargs
+            )
         )
         if model_type is None:
             return cached
@@ -137,20 +198,49 @@ class UserApiKeyCache(DualCache):
     def set_cache(self, key: str | None, value: object, local_only: bool = False, **kwargs: object):
         model_type: Final = cast(type[BaseModel] | None, kwargs.pop("model_type", None))
         payload: Final[object] = CacheCodec.serialize(value, model_type=model_type)
+        if key is not None and is_user_key_cache_key(key):
+            return self.key_object_cache.set_cache(key=key, value=payload, local_only=local_only, **kwargs)
         return super().set_cache(key=key, value=payload, local_only=local_only, **kwargs)
 
     async def async_set_cache(self, key: str | None, value: object, local_only: bool = False, **kwargs: object):
         model_type: Final = cast(type[BaseModel] | None, kwargs.pop("model_type", None))
         payload: Final[object] = CacheCodec.serialize(value, model_type=model_type)
+        if key is not None and is_user_key_cache_key(key):
+            return await self.key_object_cache.async_set_cache(key=key, value=payload, local_only=local_only, **kwargs)
         return await super().async_set_cache(key=key, value=payload, local_only=local_only, **kwargs)
 
-    async def async_set_cache_pipeline(self, cache_list: list, local_only: bool = False, **kwargs: object) -> None:
+    def delete_cache(self, key: str) -> None:
+        if is_user_key_cache_key(key):
+            self.key_object_cache.delete_cache(key)
+            return
+        super().delete_cache(key)
+
+    async def async_delete_cache(self, key: str) -> None:
+        if is_user_key_cache_key(key):
+            await self.key_object_cache.async_delete_cache(key)
+            return
+        await super().async_delete_cache(key)
+
+    def flush_cache(self) -> None:
+        super().flush_cache()
+        self.key_object_cache.in_memory_cache.flush_cache()
+
+    async def async_set_cache_pipeline(
+        self, cache_list: Sequence[tuple[str, object]], local_only: bool = False, **kwargs: object
+    ) -> None:
         """
         Batch writes with the same Codec boundary as ``async_set_cache`` without
         ``model_type``: ``BaseModel`` values become JSON-safe dicts; dicts/scalars unchanged.
         """
-        normalized: Final = [(key, CacheCodec.serialize(value, model_type=None)) for key, value in cache_list]
-        return await super().async_set_cache_pipeline(cache_list=normalized, local_only=local_only, **kwargs)
+        normalized: Final = tuple((key, CacheCodec.serialize(value, model_type=None)) for key, value in cache_list)
+        key_object_entries: Final = tuple(entry for entry in normalized if is_user_key_cache_key(entry[0]))
+        other_entries: Final = tuple(entry for entry in normalized if not is_user_key_cache_key(entry[0]))
+        if key_object_entries:
+            await self.key_object_cache.async_set_cache_pipeline(
+                cache_list=key_object_entries, local_only=local_only, **kwargs
+            )
+        if other_entries:
+            await super().async_set_cache_pipeline(cache_list=other_entries, local_only=local_only, **kwargs)
 
 
 #: Value cached under ``user_object_permission_id_cache_key`` when the user links no permission row,
diff --git a/litellm/proxy/db/autorouter_session_rollup.py b/litellm/proxy/db/autorouter_session_rollup.py
index b866ecc741f..3a61da164d0 100644
--- a/litellm/proxy/db/autorouter_session_rollup.py
+++ b/litellm/proxy/db/autorouter_session_rollup.py
@@ -103,6 +103,7 @@ class AutoRouterTurnTransaction:
     cache_ttl_seconds: int | None
     cache_touched: bool
     tier: str | None = None
+    baseline_model: str | None = None
 
 
 class TurnCacheFacts(NamedTuple):
@@ -168,7 +169,7 @@ def _write_ttl_seconds(usage_object: Mapping[str, object] | None) -> int | None:
 SESSION_ID_MAX_CHARS: Final = 256
 
 
-def _bounded_session_id(session_id: str) -> str:
+def bounded_session_id(session_id: str) -> str:
     """The session id as stored, bounded so a caller-chosen identifier cannot exceed
     Postgres's B-tree index entry limit through the composite primary key. Oversized
     ids map to a stable digest, so their turns still aggregate into one session."""
@@ -194,6 +195,9 @@ def build_autorouter_turn_transaction(
     classifier_cost folded into this turn's spend: the excluded classifier row is how
     it was billed, the decision is how it is attributed. Cache facts are derived from
     the payload's own usage record through the savings owner, never handed in beside it.
+    The baseline the turn's saved_spend was priced against travels with the turn, so the
+    row can name the counterfactual for the money it holds even after the router is
+    reconfigured or removed.
     """
     if payload.get("status") != "success":
         return None
@@ -216,13 +220,15 @@ def build_autorouter_turn_transaction(
     usage_object_raw: Final = metadata.get("usage_object")
     cache: Final = turn_cache_facts(usage_object_raw if isinstance(usage_object_raw, Mapping) else None)
     tier_raw: Final = routing_decision.get("tier")
+    baseline_raw: Final = routing_decision.get("savings_baseline_model")
     classifier_cost: Final = classifier_cost_from_decision(routing_decision)
     return AutoRouterTurnTransaction(
         api_key=api_key,
-        session_id=_bounded_session_id(session_id),
+        session_id=bounded_session_id(session_id),
         router_name=router_name,
         router_type=str(routing_decision.get("router_type") or "unknown"),
         tier=tier_raw if isinstance(tier_raw, str) and tier_raw else None,
+        baseline_model=baseline_raw if isinstance(baseline_raw, str) and baseline_raw else None,
         model=model,
         turn_at=turn_at,
         total_tokens=int(payload.get("prompt_tokens") or 0) + int(payload.get("completion_tokens") or 0),
@@ -253,6 +259,10 @@ _CACHE_TTL: Final = _p("cache_ttl_seconds")
 _TOUCHED: Final = _p("cache_touched")
 _TIER: Final = f"{_p('tier')}::text"
 _TIER_DELTA: Final = f"(CASE WHEN {_TIER} IS NULL THEN '{{}}'::jsonb ELSE jsonb_build_object({_TIER}, 1) END)"
+_BASELINE: Final = f"{_p('baseline_model')}::text"
+_BASELINE_DELTA: Final = (
+    f"(CASE WHEN {_BASELINE} IS NULL THEN '{{}}'::jsonb ELSE jsonb_build_object({_BASELINE}, 1) END)"
+)
 
 _IN_ORDER: Final = f"{_TURN_AT}::timestamp >= t.last_turn_at"
 _SAME: Final = f"{_IN_ORDER} AND t.last_model = {_MODEL}"
@@ -270,7 +280,8 @@ INSERT INTO "LiteLLM_AutoRouterSession" AS t (
     last_model, models, turns, unordered_turns, covered_turns, cache_hits,
     same_model_turns, same_model_hits, first_visit_turns, first_visit_hits,
     return_turns, return_hits, return_expired_misses, return_within_ttl_misses,
-    ttl_5m_turns, ttl_1h_turns, total_tokens, spend, saved_spend, classifier_cost, classifier_cost_recorded_turns, tier_turns
+    ttl_5m_turns, ttl_1h_turns, total_tokens, spend, saved_spend, classifier_cost, classifier_cost_recorded_turns, tier_turns,
+    baseline_models
 )
 VALUES (
     {_p("api_key")}, {_p("session_id")}, {_p("router_name")}, {_p("router_type")}, {_TURN_AT}::timestamp, {_TURN_AT}::timestamp,
@@ -281,7 +292,7 @@ VALUES (
     (CASE WHEN {_CACHE_TTL}::int = {CACHE_TTL_5M_SECONDS} THEN 1 ELSE 0 END),
     (CASE WHEN {_CACHE_TTL}::int = {CACHE_TTL_1H_SECONDS} THEN 1 ELSE 0 END),
     {_p("total_tokens")}::bigint, {_p("spend")}::float8, {_p("saved_spend")}::float8,
-    {_p("classifier_cost")}::float8, 1, {_TIER_DELTA}
+    {_p("classifier_cost")}::float8, 1, {_TIER_DELTA}, {_BASELINE_DELTA}
 )
 ON CONFLICT (api_key, session_id, router_name) DO UPDATE SET
     turns = t.turns + 1,
@@ -317,6 +328,9 @@ ON CONFLICT (api_key, session_id, router_name) DO UPDATE SET
     tier_turns = (CASE WHEN {_TIER} IS NOT NULL AND t.router_type = {_p("router_type")}
         THEN t.tier_turns || jsonb_build_object({_TIER}, COALESCE((t.tier_turns ->> {_TIER})::int, 0) + 1)
         ELSE t.tier_turns END),
+    baseline_models = (CASE WHEN {_BASELINE} IS NOT NULL
+        THEN t.baseline_models || jsonb_build_object({_BASELINE}, COALESCE((t.baseline_models ->> {_BASELINE})::int, 0) + 1)
+        ELSE t.baseline_models END),
     first_turn_at = LEAST(t.first_turn_at, EXCLUDED.first_turn_at),
     last_turn_at = GREATEST(t.last_turn_at, EXCLUDED.last_turn_at)
 """
diff --git a/litellm/proxy/db/db_transaction_queue/pod_lock_manager.py b/litellm/proxy/db/db_transaction_queue/pod_lock_manager.py
index 4be1331e955..bc67617e444 100644
--- a/litellm/proxy/db/db_transaction_queue/pod_lock_manager.py
+++ b/litellm/proxy/db/db_transaction_queue/pod_lock_manager.py
@@ -1,10 +1,11 @@
 import asyncio
 import json
+import logging
 from typing import TYPE_CHECKING, Any, Final
 
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
-from litellm.caching.redis_cache import RedisCache
+from litellm.caching.redis_cache import RedisCache, log_redis_failure
 from litellm.constants import DEFAULT_CRON_JOB_LOCK_TTL_SECONDS
 from litellm.proxy.db.db_transaction_queue.base_update_queue import service_logger_obj
 from litellm.types.services import ServiceTypes
@@ -109,7 +110,7 @@ end
                     )
             return False
         except Exception as e:
-            verbose_proxy_logger.error("Error acquiring Redis lock for %s: %s", cronjob_id, e)
+            log_redis_failure(verbose_proxy_logger, logging.ERROR, f"Error acquiring Redis lock for {cronjob_id}", e)
             return False
 
     async def release_lock(
@@ -151,7 +152,7 @@ end
                     cronjob_id,
                 )
         except Exception as e:
-            verbose_proxy_logger.error("Error releasing Redis lock for %s: %s", cronjob_id, e)
+            log_redis_failure(verbose_proxy_logger, logging.ERROR, f"Error releasing Redis lock for {cronjob_id}", e)
 
     async def _compare_and_delete_lock(self, lock_key: str) -> int:
         """
diff --git a/litellm/proxy/db/db_url_settings.py b/litellm/proxy/db/db_url_settings.py
index e93bc96da69..54021e68980 100644
--- a/litellm/proxy/db/db_url_settings.py
+++ b/litellm/proxy/db/db_url_settings.py
@@ -74,6 +74,8 @@ DisablePreparedStatementsFlag = Annotated[
     bool, BeforeValidator(partial(token_auth_flag_enabled, env_var=DISABLE_PREPARED_STATEMENTS_ENV_VAR))
 ]
 MAX_IDLE_CONNECTION_LIFETIME_ENV_VAR: Final = "DATABASE_MAX_IDLE_CONNECTION_LIFETIME"
+DATABASE_SSLMODE_ENV_VAR: Final = "DATABASE_SSLMODE"
+DATABASE_SSLROOTCERT_ENV_VAR: Final = "DATABASE_SSLROOTCERT"
 
 # schema.prisma pins `provider = "postgresql"`, so these are the only schemes
 # Prisma can actually connect with.
@@ -135,6 +137,7 @@ def add_missing_query_params(url: str, params: Mapping[str, str | int | float])
 
 
 LIBPQ_VERIFY_SSLMODES: Final[frozenset[str]] = frozenset({"verify-ca", "verify-full"})
+PRISMA_TLS_PARAM_KEYS: Final[frozenset[str]] = frozenset({"sslmode", "sslcert", "sslaccept"})
 PEM_CERT_HEADER: Final = b"-----BEGIN CERTIFICATE-----"
 PG_SSL_REQUEST: Final = struct.pack("!ii", 8, 80877103)
 TLS_PROBE_TIMEOUT_SECONDS: Final = 10.0
@@ -263,6 +266,19 @@ def connection_params_from_url(url: str) -> Mapping[str, str | int | float]:
     )
 
 
+def token_refresh_params_from_url(url: str) -> Mapping[str, str | int | float]:
+    """Return the params a re-minted token URL carries over from the URL it replaces.
+
+    The pool and timeout params plus Prisma's TLS params (already translated from
+    libpq spelling), so a refreshed URL keeps verifying the server the way the
+    first one did.
+    """
+    kept: Final = CONNECTION_PARAM_KEYS | PRISMA_TLS_PARAM_KEYS
+    return MappingProxyType(
+        {key: value for key, value in urllib.parse.parse_qsl(urllib.parse.urlsplit(url).query) if key in kept}
+    )
+
+
 def unsupported_db_scheme(database_url: str) -> str | None:
     """Return the connection URL scheme when it is not PostgreSQL, else None.
 
@@ -312,6 +328,9 @@ class DatabaseURLSettings(BaseSettings):
         default=None, validation_alias=MAX_IDLE_CONNECTION_LIFETIME_ENV_VAR
     )
 
+    database_sslmode: str | None = Field(default=None, validation_alias=DATABASE_SSLMODE_ENV_VAR)
+    database_sslrootcert: str | None = Field(default=None, validation_alias=DATABASE_SSLROOTCERT_ENV_VAR)
+
     # Writer
     database_url: str | None = Field(default=None, validation_alias="DATABASE_URL")
     direct_url: str | None = Field(default=None, validation_alias="DIRECT_URL")
@@ -353,6 +372,25 @@ class DatabaseURLSettings(BaseSettings):
             azure_postgresql_auth=self.azure_postgresql_auth,
         )
 
+    def tls_params(self) -> Mapping[str, str]:
+        """``sslmode`` / ``sslrootcert`` query params for every URL assembled from the discrete vars.
+
+        A root cert on its own means ``verify-full``: under libpq's default
+        ``prefer`` the CA would never be consulted, and PgBouncer would dial
+        Postgres unverified with the bundle loaded.
+        """
+        sslmode: Final = self.database_sslmode or ("verify-full" if self.database_sslrootcert else None)
+        return MappingProxyType(
+            {
+                key: value
+                for key, value in (
+                    ("sslmode", sslmode),
+                    ("sslrootcert", self.database_sslrootcert),
+                )
+                if value
+            }
+        )
+
     def build_writer_url(self) -> str | None:
         """Return the writer URL to set, or ``None`` to leave it as-is.
 
@@ -362,6 +400,12 @@ class DatabaseURLSettings(BaseSettings):
         A ``DATABASE_URL`` the supervisor pointed at the in-container PgBouncer
         is kept even under token auth: the pooler renews the token upstream.
         """
+        assembled: Final = self._assemble_writer_url()
+        if assembled is None:
+            return None
+        return add_missing_query_params(assembled, self.tls_params())
+
+    def _assemble_writer_url(self) -> str | None:
         auth: Final = self.token_auth()
         if auth is not None and database_url_is_pooled():
             return None
@@ -411,6 +455,12 @@ class DatabaseURLSettings(BaseSettings):
         pre-existing ``DATABASE_URL_READ_REPLICA``. Reader fields fall back
         to the writer's values.
         """
+        assembled: Final = self._assemble_reader_url()
+        if assembled is None:
+            return None
+        return add_missing_query_params(assembled, self.tls_params())
+
+    def _assemble_reader_url(self) -> str | None:
         if not self.database_host_read_replica:
             return None  # reader is opt-in
         if self.database_url_read_replica:
diff --git a/litellm/proxy/db/prisma_client.py b/litellm/proxy/db/prisma_client.py
index 21b73f27a80..acd01b0e99e 100644
--- a/litellm/proxy/db/prisma_client.py
+++ b/litellm/proxy/db/prisma_client.py
@@ -16,7 +16,7 @@ from datetime import datetime, timedelta
 from typing import Any, Final, Protocol
 
 from litellm._logging import verbose_proxy_logger
-from litellm.proxy.db.db_url_settings import add_missing_query_params, connection_params_from_url
+from litellm.proxy.db.db_url_settings import add_missing_query_params, token_refresh_params_from_url
 from litellm.proxy.db.token_auth import (
     DEFAULT_POSTGRES_PORT,
     DatabaseTokenAuth,
@@ -441,7 +441,7 @@ class PrismaWrapper:
         endpoint: Final = self._iam_endpoint if self._iam_endpoint is not None else self._endpoint_from_env()
         db_url: Final = add_missing_query_params(
             endpoint.build_url(mint_database_token(auth, endpoint)),
-            connection_params_from_url(os.environ.get(self._db_url_env_var, "")),
+            token_refresh_params_from_url(os.environ.get(self._db_url_env_var, "")),
         )
         os.environ[self._db_url_env_var] = db_url
         return db_url
diff --git a/litellm/proxy/db/spend_counter_reseed.py b/litellm/proxy/db/spend_counter_reseed.py
index e35b1c8c82b..89a07234c6c 100644
--- a/litellm/proxy/db/spend_counter_reseed.py
+++ b/litellm/proxy/db/spend_counter_reseed.py
@@ -24,6 +24,7 @@ from litellm.constants import SPEND_COUNTER_RESEED_LOCKS_MAX_SIZE
 from litellm.litellm_core_utils.duration_parser import duration_in_seconds
 from litellm.proxy._types import Litellm_EntityType
 from litellm.proxy.db.db_lookup_gate import db_lookup_gate
+from litellm.proxy.spend_tracking.spend_counter_batch import read_batched_spend_counter, record_spend_counter_value
 from litellm.repositories.organization_repository import OrganizationRepository
 from litellm.repositories.table_repositories import (
     BudgetWindowSpendRepository,
@@ -104,6 +105,15 @@ class SpendCounterReseed:
                 SpendCounterReseed._locks.popitem(last=False)
             return lock
 
+    @staticmethod
+    async def increment_in_memory(spend_counter_cache: "DualCache", counter_key: str, increment: float) -> float | None:
+        """Apply local deltas after an in-flight reseed establishes the spend balance."""
+        lock: Final = await SpendCounterReseed._get_lock(counter_key)
+        async with lock:
+            return await spend_counter_cache.async_increment_cache(
+                key=counter_key, value=increment, local_only=True, refresh_ttl=True
+            )
+
     @staticmethod
     async def from_db(prisma_client: Optional["PrismaClient"], counter_key: str) -> float | None:
         """
@@ -185,6 +195,11 @@ class SpendCounterReseed:
             return True
         return False
 
+    @staticmethod
+    async def _read_active_batch(counter_key: str) -> tuple[float | None, bool] | None:
+        """The request's MGET answers for this counter; a Redis miss there is authoritative."""
+        return await read_batched_spend_counter(counter_key)
+
     @staticmethod
     async def coalesced(
         prisma_client: Optional["PrismaClient"],
@@ -202,10 +217,13 @@ class SpendCounterReseed:
         """
         lock: Final = await SpendCounterReseed._get_lock(counter_key)
         async with lock:
+            batched: Final = await SpendCounterReseed._read_active_batch(counter_key)
+            if batched is not None and batched[0] is not None:
+                return batched[0]
             # Re-check after acquiring the lock. Skip in-memory on a clean
             # Redis miss - in-memory is per-pod-stale.
-            redis_clean_miss = False
-            if spend_counter_cache.redis_cache is not None:
+            redis_clean_miss = batched is not None
+            if spend_counter_cache.redis_cache is not None and not redis_clean_miss:
                 try:
                     val = await spend_counter_cache.redis_cache.async_get_cache(key=counter_key)
                     if val is not None:
@@ -244,8 +262,12 @@ class SpendCounterReseed:
                         key=counter_key,
                         value=current_value,
                     )
+                    record_spend_counter_value(counter_key, current_value)
                 else:
-                    await spend_counter_cache.async_increment_cache(key=counter_key, value=db_spend, refresh_ttl=True)
+                    cached_spend: Final = spend_counter_cache.in_memory_cache.get_cache(key=counter_key)
+                    seeded_spend: Final = max(db_spend, float(cached_spend)) if cached_spend is not None else db_spend
+                    spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=seeded_spend)
+                    return seeded_spend
             except Exception:
                 verbose_proxy_logger.exception(
                     "SpendCounterReseed.coalesced: failed to warm counter %s",
@@ -392,8 +414,11 @@ class SpendCounterReseed:
     ) -> float | None:
         lock: Final = await SpendCounterReseed._get_lock(counter_key)
         async with lock:
-            redis_clean_miss = False
-            if spend_counter_cache.redis_cache is not None:
+            batched: Final = await SpendCounterReseed._read_active_batch(counter_key)
+            if batched is not None and batched[0] is not None:
+                return batched[0]
+            redis_clean_miss = batched is not None
+            if spend_counter_cache.redis_cache is not None and not redis_clean_miss:
                 try:
                     val = await spend_counter_cache.redis_cache.async_get_cache(key=counter_key)
                     if val is not None:
@@ -437,12 +462,18 @@ class SpendCounterReseed:
                         key=counter_key,
                         value=current_value,
                     )
+                    record_spend_counter_value(counter_key, float(current_value))
                 else:
-                    await spend_counter_cache.async_increment_cache(key=counter_key, value=window_spend)
+                    cached_spend: Final = spend_counter_cache.in_memory_cache.get_cache(key=counter_key)
+                    seeded_spend: Final = (
+                        max(window_spend, float(cached_spend)) if cached_spend is not None else window_spend
+                    )
+                    spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=seeded_spend)
+                    return seeded_spend
             except Exception:
                 verbose_proxy_logger.exception(
                     "SpendCounterReseed.coalesced_window: failed to warm counter %s",
                     counter_key,
                 )
                 raise
-            return window_spend
+            return current_value
diff --git a/litellm/proxy/discovery_endpoints/__init__.py b/litellm/proxy/discovery_endpoints/__init__.py
index a6401c2f1b4..52602f30b77 100644
--- a/litellm/proxy/discovery_endpoints/__init__.py
+++ b/litellm/proxy/discovery_endpoints/__init__.py
@@ -1,3 +1,4 @@
+from .agent_skills_endpoints import router as agent_skills_discovery_router
 from .ui_discovery_endpoints import router as ui_discovery_endpoints_router
 
-__all__ = ["ui_discovery_endpoints_router"]
+__all__ = ["agent_skills_discovery_router", "ui_discovery_endpoints_router"]
diff --git a/litellm/proxy/discovery_endpoints/agent_skills_archive.py b/litellm/proxy/discovery_endpoints/agent_skills_archive.py
new file mode 100644
index 00000000000..1f2fca3992e
--- /dev/null
+++ b/litellm/proxy/discovery_endpoints/agent_skills_archive.py
@@ -0,0 +1,130 @@
+"""Repack a stored skill upload into the archive shape Agent Skills clients install from.
+
+Uploads follow the Anthropic Skills API layout, where every file sits under a single
+top-level folder. Discovery clients read ``SKILL.md`` from the archive root, so that
+folder is stripped and the zip is rebuilt with fixed entry timestamps, which keeps the
+SHA-256 digest published in the index reproducible for identical uploads.
+"""
+
+import hashlib
+import io
+import re
+import zipfile
+from collections.abc import Mapping
+from dataclasses import dataclass
+from types import MappingProxyType
+from typing import Final
+
+import yaml
+
+MAX_ARCHIVE_UNPACKED_BYTES: Final = 50 * 1024 * 1024
+MAX_ARCHIVE_ENTRIES: Final = 1000
+SKILL_MANIFEST_FILENAME: Final = "SKILL.md"
+
+_ZIP_ENTRY_TIMESTAMP: Final = (1980, 1, 1, 0, 0, 0)
+_ZIP_ENTRY_PERMISSIONS: Final = 0o644 << 16
+_FRONTMATTER_PATTERN: Final = re.compile(r"^---\s*\n(.*?)\n---\s*(?:\n|$)", re.DOTALL)
+_WINDOWS_DRIVE_PATTERN: Final = re.compile(r"^[A-Za-z]:")
+_EMPTY_FRONTMATTER: Final[Mapping[str, object]] = MappingProxyType({})
+
+
+@dataclass(frozen=True, slots=True)
+class SkillArchive:
+    content: bytes
+    digest: str
+    declared_name: str | None
+    declared_description: str | None
+
+
+def build_skill_archive(stored_content: bytes) -> SkillArchive | None:
+    """Return the installable archive for an upload, or None when it holds no root SKILL.md."""
+    try:
+        with zipfile.ZipFile(io.BytesIO(stored_content)) as uploaded:
+            members: Final = _flattened_members(uploaded)
+    except (zipfile.BadZipFile, OSError, RuntimeError):
+        return None
+
+    if members is None:
+        return None
+
+    frontmatter: Final = _manifest_frontmatter(next(data for name, data in members if name == SKILL_MANIFEST_FILENAME))
+    content: Final = _repack(members)
+    return SkillArchive(
+        content=content,
+        digest=f"sha256:{hashlib.sha256(content).hexdigest()}",
+        declared_name=_frontmatter_text(frontmatter, "name"),
+        declared_description=_frontmatter_text(frontmatter, "description"),
+    )
+
+
+def _flattened_members(uploaded: zipfile.ZipFile) -> tuple[tuple[str, bytes], ...] | None:
+    infos: Final = tuple(info for info in uploaded.infolist() if not info.is_dir())
+    if not infos or len(infos) > MAX_ARCHIVE_ENTRIES:
+        return None
+    if sum(info.file_size for info in infos) > MAX_ARCHIVE_UNPACKED_BYTES:
+        return None
+
+    normalized: Final = tuple((info, _normalized_path(info.filename)) for info in infos)
+    if any(path is None for _, path in normalized):
+        return None
+
+    prefix: Final = _common_root_prefix(tuple(path for _, path in normalized if path is not None))
+    flattened: Final = tuple((info, path[len(prefix) :]) for info, path in normalized if path is not None)
+    names: Final = frozenset(name for _, name in flattened)
+    if SKILL_MANIFEST_FILENAME not in names or len(names) != len(flattened):
+        return None
+
+    return tuple((name, uploaded.read(info)) for info, name in sorted(flattened, key=lambda member: member[1]))
+
+
+def _common_root_prefix(paths: tuple[str, ...]) -> str:
+    roots: Final = frozenset(path.split("/", 1)[0] for path in paths)
+    if len(roots) != 1 or not all("/" in path for path in paths):
+        return ""
+    return f"{next(iter(roots))}/"
+
+
+def _normalized_path(raw_path: str) -> str | None:
+    if not raw_path or "\0" in raw_path or "\\" in raw_path:
+        return None
+    if raw_path.startswith("/") or _WINDOWS_DRIVE_PATTERN.match(raw_path):
+        return None
+    parts: Final = tuple(part for part in raw_path.split("/") if part)
+    if not parts or any(part in (".", "..") for part in parts):
+        return None
+    return "/".join(parts)
+
+
+def _manifest_frontmatter(manifest: bytes) -> Mapping[str, object]:
+    match: Final = _FRONTMATTER_PATTERN.match(manifest.decode("utf-8", errors="replace"))
+    if match is None:
+        return _EMPTY_FRONTMATTER
+    try:
+        parsed: Final = yaml.safe_load(match.group(1))
+    except yaml.YAMLError:
+        return _EMPTY_FRONTMATTER
+    if not isinstance(parsed, dict):
+        return _EMPTY_FRONTMATTER
+    return parsed
+
+
+def _frontmatter_text(frontmatter: Mapping[str, object], key: str) -> str | None:
+    value: Final = frontmatter.get(key)
+    if not isinstance(value, str):
+        return None
+    return value.strip() or None
+
+
+def _zip_entry(name: str) -> zipfile.ZipInfo:
+    entry: Final = zipfile.ZipInfo(filename=name, date_time=_ZIP_ENTRY_TIMESTAMP)
+    entry.compress_type = zipfile.ZIP_DEFLATED
+    entry.external_attr = _ZIP_ENTRY_PERMISSIONS
+    return entry
+
+
+def _repack(members: tuple[tuple[str, bytes], ...]) -> bytes:
+    buffer: Final = io.BytesIO()
+    with zipfile.ZipFile(buffer, mode="w", compression=zipfile.ZIP_DEFLATED) as repacked:
+        for name, data in members:
+            repacked.writestr(_zip_entry(name), data)
+    return buffer.getvalue()
diff --git a/litellm/proxy/discovery_endpoints/agent_skills_endpoints.py b/litellm/proxy/discovery_endpoints/agent_skills_endpoints.py
new file mode 100644
index 00000000000..3084cbfd84f
--- /dev/null
+++ b/litellm/proxy/discovery_endpoints/agent_skills_endpoints.py
@@ -0,0 +1,200 @@
+"""Serve skills stored on the proxy as an Agent Skills well-known discovery index.
+
+``npx skills add <proxy url> -a <agent>`` reads ``/.well-known/agent-skills/index.json``
+and downloads each entry's archive. Discovery clients send no credentials, so both
+routes are unauthenticated and stay off until ``litellm_settings.public_skills_index``
+is enabled, which publishes every stored skill to anyone who can reach the proxy.
+"""
+
+import asyncio
+import re
+from collections.abc import Sequence
+from itertools import groupby
+from operator import itemgetter
+from types import MappingProxyType
+from typing import Final
+
+from fastapi import APIRouter, Depends, HTTPException, Request, Response
+
+import litellm
+from litellm._logging import verbose_proxy_logger
+from litellm.caching.in_memory_cache import InMemoryCache
+from litellm.models.skills import LiteLLM_SkillsTable
+from litellm.proxy.discovery_endpoints.agent_skills_archive import SkillArchive, build_skill_archive
+from litellm.types.proxy.discovery_endpoints.agent_skills_endpoints import (
+    MAX_SKILL_DESCRIPTION_LENGTH,
+    MAX_SKILL_NAME_LENGTH,
+    AgentSkillsIndex,
+    AgentSkillsIndexEntry,
+)
+
+MAX_INDEXED_SKILLS: Final = 1000
+MAX_CACHED_ARCHIVES: Final = 128
+MAX_CACHED_ARCHIVE_BYTES: Final = 512 * 1024
+ARCHIVE_CACHE_TTL_SECONDS: Final = 3600
+
+_ARCHIVE_CACHE: Final = InMemoryCache(
+    max_size_in_memory=MAX_CACHED_ARCHIVES,
+    default_ttl=ARCHIVE_CACHE_TTL_SECONDS,
+    max_size_per_item=MAX_CACHED_ARCHIVE_BYTES // 1024,
+)
+
+_NON_SLUG_PATTERN: Final = re.compile(r"[^a-z0-9]+")
+_FALLBACK_SKILL_NAME: Final = "skill"
+
+router: Final = APIRouter(tags=["public", "skills"])  # mutable-ok: fastapi types tags as list[str | Enum]
+
+
+class ZipArchiveResponse(Response):
+    """Response whose OpenAPI entry declares an application/zip download rather than JSON."""
+
+    media_type = "application/zip"
+
+
+def ensure_index_enabled() -> None:
+    if litellm.public_skills_index is not True:
+        raise HTTPException(status_code=404, detail="Not Found")
+
+
+async def stored_skills() -> Sequence[LiteLLM_SkillsTable]:
+    from litellm.llms.litellm_proxy.skills.handler import LiteLLMSkillsHandler
+
+    return await LiteLLMSkillsHandler.list_skills(limit=MAX_INDEXED_SKILLS)
+
+
+async def stored_skill(skill_id: str) -> LiteLLM_SkillsTable | None:
+    from litellm.llms.litellm_proxy.skills.handler import LiteLLMSkillsHandler
+
+    try:
+        return await LiteLLMSkillsHandler.get_skill(skill_id)
+    except ValueError:
+        return None
+
+
+@router.get(
+    "/.well-known/agent-skills/index.json",
+    response_model=AgentSkillsIndex,
+    dependencies=(Depends(ensure_index_enabled),),
+)
+@router.get(
+    "/.well-known/skills/index.json",
+    response_model=AgentSkillsIndex,
+    dependencies=(Depends(ensure_index_enabled),),
+    include_in_schema=False,
+)
+async def agent_skills_index(
+    request: Request,
+    skills: Sequence[LiteLLM_SkillsTable] = Depends(stored_skills),
+) -> AgentSkillsIndex:
+    """Agent Skills v0.2.0 discovery index over every skill stored on this proxy."""
+    from litellm.proxy.utils import get_custom_url
+
+    installable: Final = await _installable(skills)
+    names: Final = _deduplicated(tuple(_base_name(skill, archive) for skill, archive in installable))
+
+    return AgentSkillsIndex(
+        skills=tuple(
+            AgentSkillsIndexEntry(
+                name=name,
+                type="archive",
+                description=_description(skill, archive, name),
+                url=get_custom_url(
+                    request_base_url=str(request.base_url),
+                    route=f"v1/skills/{skill.skill_id}/archive",
+                ),
+                digest=archive.digest,
+            )
+            for (skill, archive), name in zip(installable, names, strict=True)
+        )
+    )
+
+
+@router.get(
+    "/v1/skills/{skill_id}/archive",
+    dependencies=(Depends(ensure_index_enabled),),
+    response_class=ZipArchiveResponse,
+)
+async def agent_skills_archive(
+    skill_id: str,
+    skill: LiteLLM_SkillsTable | None = Depends(stored_skill),
+) -> ZipArchiveResponse:
+    """Stored skill upload, repacked so SKILL.md sits at the archive root."""
+    archive: Final = await _archive_for(skill) if skill is not None else None
+    if archive is None:
+        raise HTTPException(status_code=404, detail=f"No installable skill archive for: {skill_id}")
+
+    return ZipArchiveResponse(
+        content=archive.content,
+        headers=MappingProxyType({"Content-Disposition": f'attachment; filename="{skill_id}.zip"'}),
+    )
+
+
+async def _installable(
+    skills: Sequence[LiteLLM_SkillsTable],
+) -> tuple[tuple[LiteLLM_SkillsTable, SkillArchive], ...]:
+    built: Final = tuple([(skill, await _archive_for(skill)) for skill in reversed(skills)])
+    return tuple((skill, archive) for skill, archive in built if archive is not None)
+
+
+async def _archive_for(skill: LiteLLM_SkillsTable) -> SkillArchive | None:
+    if skill.file_content is None:
+        return None
+
+    cache_key: Final = None if skill.updated_at is None else f"{skill.skill_id}:{skill.updated_at.isoformat()}"
+    cached: Final = None if cache_key is None else _ARCHIVE_CACHE.get_cache(cache_key)
+    if isinstance(cached, SkillArchive):
+        return cached
+
+    archive: Final = await asyncio.to_thread(build_skill_archive, skill.file_content)
+    if archive is None:
+        verbose_proxy_logger.warning(
+            "Agent Skills index: skipping skill %s, its upload is not a zip holding SKILL.md at the root of a "
+            "single top-level folder",
+            skill.skill_id,
+        )
+        return None
+
+    if cache_key is not None and len(archive.content) <= MAX_CACHED_ARCHIVE_BYTES:
+        _ARCHIVE_CACHE.set_cache(cache_key, archive)
+    return archive
+
+
+def _base_name(skill: LiteLLM_SkillsTable, archive: SkillArchive) -> str:
+    candidates: Final = (archive.declared_name, skill.display_title, skill.skill_id)
+    return next(
+        (slug for slug in (_slugify(candidate) for candidate in candidates) if slug is not None),
+        _FALLBACK_SKILL_NAME,
+    )
+
+
+def _slugify(raw: str | None) -> str | None:
+    if raw is None:
+        return None
+    return _NON_SLUG_PATTERN.sub("-", raw.lower()).strip("-")[:MAX_SKILL_NAME_LENGTH].rstrip("-") or None
+
+
+def _deduplicated(names: Sequence[str]) -> tuple[str, ...]:
+    ordinals: Final = MappingProxyType(
+        {
+            position: ordinal
+            for _, duplicates in groupby(sorted(enumerate(names), key=itemgetter(1)), key=itemgetter(1))
+            for ordinal, (position, _) in enumerate(duplicates)
+        }
+    )
+    return tuple(_with_ordinal(name, ordinals[position]) for position, name in enumerate(names))
+
+
+def _with_ordinal(name: str, ordinal: int) -> str:
+    if ordinal == 0:
+        return name
+    suffix: Final = f"-{ordinal + 1}"
+    return f"{name[: MAX_SKILL_NAME_LENGTH - len(suffix)].rstrip('-')}{suffix}"
+
+
+def _description(skill: LiteLLM_SkillsTable, archive: SkillArchive, name: str) -> str:
+    candidates: Final = (archive.declared_description, skill.description, skill.display_title)
+    chosen: Final = next(
+        (candidate.strip() for candidate in candidates if candidate is not None and candidate.strip()),
+        name,
+    )
+    return chosen[:MAX_SKILL_DESCRIPTION_LENGTH]
diff --git a/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py b/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py
index 6e29d44662e..a0724b75ec7 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/azure/prompt_shield.py
@@ -338,10 +338,10 @@ class AzureContentSafetyPromptShieldGuardrail(AzureGuardrailBase, CustomGuardrai
         estimated cost) and the ``azure`` provider label to the recorded guardrail
         information. Follows the OpenAI moderation override pattern
         (openai/moderations.py)."""
-        guardrail_response: Final[dict | str] = (  # mutable-ok: mirrors CustomGuardrail._process_response
-            ("mask" if self._inputs_were_modified(original_inputs, response) else "allow")
-            if original_inputs is not None and isinstance(response, dict)
-            else ({} if response is None else response)  # mutable-ok: empty placeholder, never mutated
+        guardrail_response: Final = self._summarize_guardrail_response(
+            response=response,
+            original_inputs=original_inputs,
+            event_type=event_type,
         )
         self.add_standard_logging_guardrail_information_to_request_data(
             guardrail_json_response=guardrail_response,
diff --git a/litellm/proxy/guardrails/guardrail_hooks/conduct/__init__.py b/litellm/proxy/guardrails/guardrail_hooks/conduct/__init__.py
new file mode 100644
index 00000000000..9eac143be88
--- /dev/null
+++ b/litellm/proxy/guardrails/guardrail_hooks/conduct/__init__.py
@@ -0,0 +1,49 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final
+
+from litellm.types.guardrails import SupportedGuardrailIntegrations
+
+from .conduct import ConductGuardrail
+
+if TYPE_CHECKING:
+    from litellm.integrations.custom_guardrail import CustomGuardrail
+    from litellm.types.guardrails import Guardrail, LitellmParams
+
+DEFAULT_TIMEOUT_SECONDS: Final = 8.0
+_NO_EXTRAS: Final[Mapping[str, object]] = MappingProxyType({})
+
+
+def initialize_guardrail(
+    litellm_params: LitellmParams,
+    guardrail: Guardrail,
+    guardrail_cls: type[CustomGuardrail] = ConductGuardrail,
+) -> CustomGuardrail:
+    import litellm
+
+    extras: Final = litellm_params.model_extra or _NO_EXTRAS
+    _callback: Final = guardrail_cls(
+        api_url=litellm_params.api_base,
+        agent_token=litellm_params.api_key,
+        workspace_id=extras.get("workspace_id"),
+        tool_name=extras.get("tool_name", "llm_call"),
+        unreachable_fallback=litellm_params.unreachable_fallback,
+        timeout=DEFAULT_TIMEOUT_SECONDS if litellm_params.timeout is None else litellm_params.timeout,
+        guardrail_name=guardrail.get("guardrail_name", ""),
+        event_hook=litellm_params.mode,
+        default_on=litellm_params.default_on,
+        supported_event_hooks=guardrail_cls.get_supported_event_hooks(),
+    )
+    litellm.logging_callback_manager.add_litellm_callback(_callback)
+    return _callback
+
+
+guardrail_initializer_registry: Final = {  # mutable-ok: module-level registry, built once and never mutated
+    SupportedGuardrailIntegrations.CONDUCT.value: initialize_guardrail,
+}
+
+guardrail_class_registry: Final = {  # mutable-ok: module-level registry, built once and never mutated
+    SupportedGuardrailIntegrations.CONDUCT.value: ConductGuardrail,
+}
diff --git a/litellm/proxy/guardrails/guardrail_hooks/conduct/conduct.py b/litellm/proxy/guardrails/guardrail_hooks/conduct/conduct.py
new file mode 100644
index 00000000000..c87f8c016b1
--- /dev/null
+++ b/litellm/proxy/guardrails/guardrail_hooks/conduct/conduct.py
@@ -0,0 +1,158 @@
+"""Conduct Guard as a LiteLLM guardrail, backed by the ``conduct-litellm-guard`` PyPI package.
+
+Install: ``pip install "conduct-litellm-guard>=0.2.5"``
+Source:  https://github.com/sseshachala/conductai/tree/main/packages/conduct-litellm-guard
+"""
+
+from __future__ import annotations
+
+import inspect
+from collections.abc import Awaitable, Callable, Mapping
+from functools import partial
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final, Literal, Protocol
+
+from pydantic import BaseModel, ConfigDict
+
+from litellm.integrations.custom_guardrail import CustomGuardrail, log_guardrail_information
+from litellm.types.llms.openai import ChatCompletionUserMessage
+from litellm.types.proxy.guardrails.guardrail_hooks.conduct import ConductGuardrailConfigModel
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+    from litellm.types.utils import GenericGuardrailAPIInputs, GuardrailStatus
+
+MISSING_PACKAGE_MESSAGE: Final = (
+    "conduct-litellm-guard>=0.2.5 is required for the Conduct guardrail. "
+    'Install it with: pip install "conduct-litellm-guard>=0.2.5"'
+)
+
+BLOCKING_VERDICTS: Final = frozenset({"block", "approval"})
+FLAGGED_VERDICTS: Final = frozenset({"warning", "advisory"})
+
+
+class ConductDecision(Protocol):
+    @property
+    def verdict(self) -> str: ...
+
+    @property
+    def rule_id(self) -> str | None: ...
+
+
+class ConductCheck(Protocol):
+    def __call__(self, *, data: Mapping[str, object], call_type: str) -> Awaitable[ConductDecision]: ...
+
+
+def request_payload(
+    inputs: GenericGuardrailAPIInputs,
+    request_data: Mapping[str, object],
+    input_type: Literal["request", "response"],
+) -> Mapping[str, object] | None:
+    if input_type != "request":
+        return None
+    messages: Final = inputs.get("structured_messages") or tuple(
+        ChatCompletionUserMessage(role="user", content=text) for text in inputs.get("texts") or ()
+    )
+    return MappingProxyType({**request_data, "prompt": None, "messages": messages})
+
+
+def decision_status(decision: ConductDecision) -> GuardrailStatus:
+    return "guardrail_flagged" if decision.verdict in FLAGGED_VERDICTS else "success"
+
+
+class ConductVerdict(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    verdict: str
+    rule_id: str | None = None
+
+
+def record_decision(
+    guardrail: CustomGuardrail,
+    request_data: dict[str, object],  # mutable-ok: the logging helper writes metadata into it
+    decision: ConductDecision,
+) -> None:
+    guardrail.add_standard_logging_guardrail_information_to_request_data(
+        guardrail_json_response=ConductVerdict(verdict=decision.verdict, rule_id=decision.rule_id).model_dump(),
+        request_data=request_data,
+        guardrail_status=decision_status(decision),
+    )
+
+
+async def apply_conduct_guardrail(
+    inputs: GenericGuardrailAPIInputs,
+    request_data: Mapping[str, object],
+    input_type: Literal["request", "response"],
+    check: ConductCheck,
+    blocked: Callable[[ConductDecision], Exception],
+    record: Callable[[ConductDecision], None],
+) -> GenericGuardrailAPIInputs:
+    payload: Final = request_payload(inputs, request_data, input_type)
+    if payload is None:
+        return inputs
+    decision: Final = await check(data=payload, call_type=input_type)
+    if decision.verdict in BLOCKING_VERDICTS:
+        raise blocked(decision)
+    record(decision)
+    return inputs
+
+
+def binds_unreachable_fallback(guardrail_cls: type[object]) -> bool:
+    return "unreachable_fallback" in inspect.signature(guardrail_cls.__init__).parameters
+
+
+try:
+    from conduct_litellm_guard.guardrail import ConductGuard, ConductGuardBlocked
+
+    if not binds_unreachable_fallback(ConductGuard):
+        raise ImportError(MISSING_PACKAGE_MESSAGE)
+except ImportError as import_error:
+    _import_error: Final = import_error
+
+    class ConductGuardrail(CustomGuardrail):
+        def __init__(self, **kwargs: object) -> None:  # kwargs-ok: mirrors the plugin constructor, only raises
+            raise ImportError(MISSING_PACKAGE_MESSAGE) from _import_error
+
+        @staticmethod
+        def get_config_model() -> type[ConductGuardrailConfigModel]:
+            return ConductGuardrailConfigModel
+
+else:
+
+    class ConductGuardrail(ConductGuard):  # pyright: ignore[reportUntypedBaseClass]  # optional dep, absent at type-check
+        @staticmethod
+        def get_config_model() -> type[ConductGuardrailConfigModel]:
+            return ConductGuardrailConfigModel
+
+        @log_guardrail_information
+        async def apply_guardrail(
+            self,
+            inputs: GenericGuardrailAPIInputs,
+            request_data: dict[str, object],  # mutable-ok: CustomGuardrail.apply_guardrail contract
+            input_type: Literal["request", "response"],
+            logging_obj: LiteLLMLoggingObj | None = None,
+        ) -> GenericGuardrailAPIInputs:
+            return await apply_conduct_guardrail(
+                inputs,
+                request_data,
+                input_type,
+                self.check,
+                ConductGuardBlocked,
+                partial(record_decision, self, request_data),
+            )
+
+
+__all__ = (
+    "BLOCKING_VERDICTS",
+    "FLAGGED_VERDICTS",
+    "MISSING_PACKAGE_MESSAGE",
+    "ConductCheck",
+    "ConductDecision",
+    "ConductGuardrail",
+    "ConductVerdict",
+    "apply_conduct_guardrail",
+    "binds_unreachable_fallback",
+    "decision_status",
+    "record_decision",
+    "request_payload",
+)
diff --git a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
index f7f500b1adc..8fed1f906e5 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
@@ -18,6 +18,7 @@ from litellm.llms.base_llm.guardrail_translation.utils import (
     effective_skip_tool_message_for_guardrail,
 )
 from litellm.llms.custom_httpx.http_handler import (
+    AsyncHTTPHandler,
     get_async_httpx_client,
     httpxSpecialProvider,
 )
@@ -261,6 +262,7 @@ class CrowdStrikeAIDRHandler(CustomGuardrail):
         fail_on_error: bool | None = True,
         streaming_end_of_stream_only: bool | None = None,
         streaming_sampling_rate: int | None = None,
+        async_handler: AsyncHTTPHandler | None = None,
         **kwargs,
     ) -> None:
         """
@@ -273,9 +275,13 @@ class CrowdStrikeAIDRHandler(CustomGuardrail):
             streaming_end_of_stream_only (bool | None): Scan streamed output once at end of stream instead of
                 every streaming_sampling_rate chunks. Defaults to False.
             streaming_sampling_rate (int | None): Scan the accumulated streamed output every Nth chunk. Defaults to 5.
+            async_handler (AsyncHTTPHandler | None): HTTP client to call AI Guard with. Defaults to the shared
+                guardrail-callback client.
             **kwargs: Additional arguments passed to the CustomGuardrail base class.
         """
-        self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
+        self.async_handler = async_handler or get_async_httpx_client(
+            llm_provider=httpxSpecialProvider.GuardrailCallback
+        )
         self.fail_on_error = True if fail_on_error is None else fail_on_error
         self._set_streaming_params(
             CrowdStrikeAIDRGuardrailConfigModelOptionalParams(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
index 722f96ef814..1e684c514de 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/litellm_content_filter/content_filter.py
@@ -9,6 +9,7 @@ import asyncio
 import json
 import os
 import re
+import time
 from collections.abc import AsyncGenerator, Coroutine, Mapping, Sequence
 from datetime import datetime
 from re import Pattern
@@ -1702,6 +1703,7 @@ class ContentFilterGuardrail(CustomGuardrail):
         start_time: datetime,
         masked_entity_count: dict[str, int],
         exception_str: str,
+        duration: float | None = None,
     ) -> None:
         """
         Log guardrail information to request_data metadata.
@@ -1713,6 +1715,7 @@ class ContentFilterGuardrail(CustomGuardrail):
             start_time: Start time of guardrail execution
             masked_entity_count: Count of masked entities by type
             exception_str: Exception string if guardrail failed
+            duration: Seconds spent inside the guardrail; defaults to the wall clock since start_time
         """
         # Convert TypedDict detections to regular dicts for JSON serialization
         guardrail_json_response: Exception | str | dict | list[dict] = [dict(detection) for detection in detections]
@@ -1741,7 +1744,7 @@ class ContentFilterGuardrail(CustomGuardrail):
             guardrail_status=status,
             start_time=start_time.timestamp(),
             end_time=datetime.now().timestamp(),
-            duration=(datetime.now() - start_time).total_seconds(),
+            duration=(datetime.now() - start_time).total_seconds() if duration is None else duration,
             masked_entity_count=masked_entity_count,
             tracing_detail=GuardrailTracingDetail(**tracing_kw),
         )
@@ -1971,6 +1974,7 @@ class ContentFilterGuardrail(CustomGuardrail):
         buffer_size: Final = 50  # Increased buffer to catch patterns split across many chunks
 
         start_time: Final = datetime.now()
+        scan_seconds: float = 0.0  # rebind-ok: accumulates per-chunk scan time across the stream
         detections: list[ContentFilterDetection] = []
         masked_entity_count: Final[dict[str, int]] = {}
         status: GuardrailStatus = "success"
@@ -2007,6 +2011,7 @@ class ContentFilterGuardrail(CustomGuardrail):
                         # Add a space at the end if it's the final chunk to trigger word boundaries (\b)
                         text_to_scan = text_to_check + (" " if is_final else "")
                         choice_detections: list[ContentFilterDetection] = []
+                        scan_started = time.perf_counter()
 
                         try:
                             # _filter_single_text scans the whole accumulated
@@ -2024,6 +2029,8 @@ class ContentFilterGuardrail(CustomGuardrail):
                         except Exception as e:
                             verbose_proxy_logger.error("ContentFilterGuardrail: Error in masking: %s", e)
                             masked_text = text_to_scan  # Fallback to current text
+                        finally:
+                            scan_seconds += time.perf_counter() - scan_started
 
                         # Determine how much can be safely yielded
                         if is_final:
@@ -2074,6 +2081,7 @@ class ContentFilterGuardrail(CustomGuardrail):
                 start_time=start_time,
                 masked_entity_count=masked_entity_count,
                 exception_str=exception_str,
+                duration=scan_seconds,
             )
 
     @staticmethod
diff --git a/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py b/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
index 64a47f4f4ff..ee5cd7c4cb8 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
@@ -315,7 +315,6 @@ class UnifiedLLMGuardrails(CustomLogger):
         if call_type is None:
             call_type = _infer_call_type(call_type=None, completion_response=response)
 
-        # Fallback: resolve call_type from logging_obj for pass-through endpoints
         if call_type is None:
             litellm_logging_obj: Final = data.get("litellm_logging_obj")
             logging_call_type: Final = (
@@ -324,6 +323,8 @@ class UnifiedLLMGuardrails(CustomLogger):
             if logging_call_type in (
                 CallTypes.pass_through.value,
                 CallTypes.allm_passthrough_route.value,
+                CallTypes.ocr.value,
+                CallTypes.aocr.value,
             ):
                 call_type = logging_call_type
 
diff --git a/litellm/proxy/health_check.py b/litellm/proxy/health_check.py
index 219f6f270ed..b1e4f6fd9c3 100644
--- a/litellm/proxy/health_check.py
+++ b/litellm/proxy/health_check.py
@@ -32,32 +32,36 @@ from litellm.router_utils.auto_router_model_naming import (
     strategy_router_dependencies,
 )
 
-ILLEGAL_DISPLAY_PARAMS: Final = [
-    "messages",
-    "api_key",
-    "prompt",
-    "input",
-    "client_secret",
-    "azure_ad_token",
-    "azure_username",
-    "azure_password",
-    "vertex_credentials",
-    "vertex_ai_credentials",
-    "aws_access_key_id",
-    "aws_secret_access_key",
-    "aws_session_token",
-    "aws_web_identity_token",
-    "extra_headers",
-    "headers",
-    "exception",  # internal; not JSON-serializable, never for display
-    "litellm_metadata",  # internal tracking metadata with auth objects; not for display
-]
 # Provider routing fields. Allowed for proxy admins so they can see which
 # region/version a deployment is checking; gated at the endpoint layer for
 # non-admin callers (see _strip_admin_only_fields_from_health_result).
-ADMIN_ONLY_HEALTH_DISPLAY_PARAMS: Final = ("api_base", "api_version")
+ADMIN_ONLY_HEALTH_DISPLAY_PARAMS: Final = ("api_base", "api_version", "aws_bedrock_runtime_endpoint")
 
-MINIMAL_DISPLAY_PARAMS: Final = ["model", "mode_error"]
+MINIMAL_DISPLAY_PARAMS: Final = frozenset({"model", "mode_error"})
+
+HEALTH_DISPLAY_PARAMS: Final = (
+    MINIMAL_DISPLAY_PARAMS
+    | frozenset(ADMIN_ONLY_HEALTH_DISPLAY_PARAMS)
+    | frozenset(
+        {
+            "custom_llm_provider",
+            "mode",
+            "base_model",
+            "aws_region_name",
+            "region_name",
+            "watsonx_region_name",
+            "vertex_project",
+            "vertex_location",
+            "tpm",
+            "rpm",
+            "error",
+            "raw_request_typed_dict",
+            "x-ratelimit-remaining-requests",
+            "x-ratelimit-remaining-tokens",
+            "x-ms-region",
+        }
+    )
+)
 
 # Modes whose health-check probe is a chat-style completion call and
 # therefore accept `max_tokens`. Other modes (embedding, image_generation,
@@ -143,14 +147,10 @@ def _get_random_llm_message():
 
 def _clean_endpoint_data(endpoint_data: dict, details: bool | None = True):
     """
-    Clean the endpoint data for display to users.
+    Keep only the explicitly approved, JSON-safe diagnostic fields for display to users.
     """
-    endpoint_data.pop("litellm_logging_obj", None)
-    return (
-        {k: v for k, v in endpoint_data.items() if k not in ILLEGAL_DISPLAY_PARAMS}
-        if details is not False
-        else {k: v for k, v in endpoint_data.items() if k in MINIMAL_DISPLAY_PARAMS}
-    )
+    displayed: Final = HEALTH_DISPLAY_PARAMS if details is not False else MINIMAL_DISPLAY_PARAMS
+    return {k: v for k, v in endpoint_data.items() if k in displayed}
 
 
 def health_check_filter_kwargs_from_general_settings(
@@ -258,8 +258,52 @@ def _deployment_model(deployment: Mapping[str, object]) -> str | None:
     return params.get("model") if isinstance(params, Mapping) else None
 
 
+def _owner_team_id(deployment: Mapping[str, object]) -> str | None:
+    info: Final = deployment.get("model_info")
+    owner: Final = info.get("team_id") if isinstance(info, Mapping) else None
+    return owner if isinstance(owner, str) else None
+
+
+def _team_public_model_name(deployment: Mapping[str, object]) -> str | None:
+    info: Final = deployment.get("model_info")
+    name: Final = info.get("team_public_model_name") if isinstance(info, Mapping) else None
+    return name if isinstance(name, str) else None
+
+
+def _deployments_routed_by_name(
+    model_list: Sequence[Mapping[str, object]], model_name: str, team_id: str | None
+) -> tuple[Mapping[str, object], ...]:
+    """The deployments a request for ``model_name`` from this caller routes to.
+
+    A team's own copies published under that name win, then deployments carrying it as
+    ``model_name``. A caller with no team reaches a public name only when nothing carries
+    it as ``model_name``, and only an admin still has another team's deployment in a
+    scoped ``model_list`` by then.
+    """
+    own_copies: Final = tuple(
+        x
+        for x in model_list
+        if team_id is not None and _owner_team_id(x) == team_id and _team_public_model_name(x) == model_name
+    )
+    if own_copies:
+        return own_copies
+    by_name: Final = tuple(x for x in model_list if x.get("model_name") == model_name)
+    if by_name or team_id is not None:
+        return by_name
+    return tuple(x for x in model_list if _team_public_model_name(x) == model_name)
+
+
+def deployments_targeted_by_name(
+    model_list: Sequence[Mapping[str, object]], model: str, team_id: str | None
+) -> tuple[Mapping[str, object], ...]:
+    """``model`` targets deployments the way a request for it routes, else by ``litellm_params.model``."""
+    return _deployments_routed_by_name(model_list, model, team_id) or tuple(
+        x for x in model_list if _deployment_model(x) == model
+    )
+
+
 def _narrow_to_target(
-    model_list: Sequence[Mapping[str, object]], model: str | None, model_id: str | None
+    model_list: Sequence[Mapping[str, object]], model: str | None, model_id: str | None, team_id: str | None
 ) -> tuple[Mapping[str, object], ...]:
     """Narrow to the requested deployment. An id matching nothing keeps the whole list."""
     if model_id is not None:
@@ -267,8 +311,7 @@ def _narrow_to_target(
         return by_id or tuple(model_list)
     if model is None:
         return tuple(model_list)
-    by_param: Final = tuple(x for x in model_list if _deployment_model(x) == model)
-    return by_param or tuple(x for x in model_list if x.get("model_name") == model)
+    return deployments_targeted_by_name(model_list, model, team_id)
 
 
 def _is_strategy_router_deployment(litellm_params: Mapping[str, object]) -> bool:
@@ -813,13 +856,18 @@ async def perform_health_check(
     instrumentation_context: dict | None = None,
     health_check_skip_disabled_background_models: bool = False,
     router: "Router | None" = None,
+    team_id: str | None = None,
 ):
     """
     Perform a health check on the system.
 
     When model_id is provided, only the deployment with that id is checked
     (so models that share the same name but have different ids are checked separately).
-    When model (name) is provided, all deployments matching that name are checked.
+    When model (name) is provided, the deployments a request for that name from the
+    caller (``team_id``) would route to are checked: the caller's team copies published
+    under that name, else the deployments named that way, else a public name that only
+    another team's deployment carries, else the deployments whose ``litellm_params.model``
+    is that string.
 
     When ``health_check_skip_disabled_background_models`` is True (via
     ``general_settings.health_check_skip_disabled_background_models``), deployments
@@ -850,7 +898,7 @@ async def perform_health_check(
     cycle_start_time: Final = time.monotonic()
     requested_model_count: Final = len(model_list)
     skip_disabled: Final = health_check_skip_disabled_background_models
-    narrowed: Final = _health_check_eligible(_narrow_to_target(model_list, model, model_id), skip_disabled)
+    narrowed: Final = _health_check_eligible(_narrow_to_target(model_list, model, model_id, team_id), skip_disabled)
     if not narrowed:
         if instrumentation_enabled:
             logger.debug(
diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index bf527e1e868..b9964c0e342 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -36,9 +36,13 @@ from litellm.proxy._types import (
     UserAPIKeyAuth,
     WebhookEvent,
 )
+from litellm.proxy.auth.auth_checks import (
+    _resolve_key_models_for_auth_check,  # pyright: ignore[reportPrivateUsage]  # the auth layer's sentinel resolution, reused so /health scopes exactly like a request
+)
 from litellm.proxy.auth.auth_utils import (
     _BANNED_REQUEST_BODY_PARAMS,  # pyright: ignore[reportPrivateUsage]  # one canonical list, shared with the request-body check
 )
+from litellm.proxy.auth.model_checks import get_key_models
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler
 from litellm.proxy.db.health_check_latest import LatestHealthCheckRow
@@ -47,6 +51,7 @@ from litellm.proxy.health_check import (
     ADMIN_ONLY_HEALTH_DISPLAY_PARAMS,
     _clean_endpoint_data,
     _update_litellm_params_for_health_check,
+    deployments_targeted_by_name,
     health_check_filter_kwargs_from_general_settings,
     perform_health_check,
     run_with_timeout,
@@ -58,6 +63,7 @@ from litellm.proxy.middleware.in_flight_requests_middleware import (
     get_in_flight_requests,
 )
 from litellm.proxy.shutdown.graceful_shutdown_manager import GracefulShutdownManager
+from litellm.router import Router
 from litellm.router_utils.clientside_credential_handler import (
     _ADMIN_CONFIG_FIELDS_TO_CLEAR_ON_BASE_OVERRIDE,  # pyright: ignore[reportPrivateUsage]  # one canonical list, shared with the router path
     clientside_credential_keys,
@@ -917,7 +923,7 @@ def _is_proxy_admin(user_api_key_dict: UserAPIKeyAuth) -> bool:
 def _strip_admin_only_fields_from_health_result(result: dict) -> dict:
     """
     Return a copy of the /health response with provider routing fields
-    (``api_base``, ``api_version``) removed from each healthy/unhealthy
+    (``ADMIN_ONLY_HEALTH_DISPLAY_PARAMS``) removed from each healthy/unhealthy
     endpoint entry. Used to hide those fields from non-admin callers while
     still showing them which deployments they own and whether each one is
     healthy. Proxy admins receive the unmodified result.
@@ -931,41 +937,68 @@ def _strip_admin_only_fields_from_health_result(result: dict) -> dict:
     return out
 
 
-def _resolve_targeted_model_ids(model_list: list, model: str | None, model_id: str | None) -> set | None:
+def _health_accessible_model_names(
+    user_api_key_dict: UserAPIKeyAuth, llm_router: Router | None
+) -> frozenset[str] | None:
+    """Model names the caller may health-check, or None when the key is unrestricted."""
+    granted_models: Final = _resolve_key_models_for_auth_check(user_api_key_dict)
+    if not granted_models or SpecialModelNames.all_proxy_models.value in granted_models:
+        return None
+    if llm_router is None:
+        return frozenset(granted_models)
+    return frozenset(
+        get_key_models(
+            user_api_key_dict=user_api_key_dict,
+            proxy_model_list=llm_router.get_model_names(team_id=user_api_key_dict.team_id),
+            model_access_groups=llm_router.get_model_access_groups(),
+        )
+    )
+
+
+def _caller_may_probe_deployment(
+    deployment: Mapping[str, object],
+    allowed_models: frozenset[str] | None,
+    llm_router: Router | None,
+    team_id: str | None,
+    caller_is_admin: bool,
+) -> bool:
+    """Same deployment visibility rule as routing: another team's deployment is never in scope, team-less callers included."""
+    if not caller_is_admin and not Router._deployment_usable_by_team(deployment, team_id):
+        return False
+    if allowed_models is None:
+        return True
+    if llm_router is None:
+        return deployment.get("model_name") in allowed_models
+    model: Final = dict(deployment)
+    return any(
+        llm_router.should_include_deployment(model_name=name, model=model, team_id=team_id) for name in allowed_models
+    )
+
+
+def _resolve_targeted_model_ids(
+    model_list: list, model: str | None, model_id: str | None, team_id: str | None
+) -> set | None:
     """
     Resolve a ``/health`` ``model`` / ``model_id`` query param to the set of
-    deployment IDs the response should be scoped to.
+    deployment IDs the response should be scoped to, mirroring the live-path
+    narrowing in ``perform_health_check()``: ``model_id`` wins when given and
+    matches ``model_info.id`` only; ``model`` targets the deployments a request
+    for that name from the caller would route to, else those whose
+    ``litellm_params.model`` provider string is that value (``deployments_targeted_by_name``).
 
-    Mirrors the live-path semantics in ``perform_health_check()``: ``model``
-    matches either the deployment's ``model_name`` alias or its
-    ``litellm_params.model`` provider string. ``model_id`` matches
-    ``model_info.id``.
-
-    Both query params are validated against the supplied ``model_list``.
-    Callers pass an already-scoped list (filtered to the caller's allowed
-    models for non-admins, full list for admins), so a ``model_id`` that
-    isn't present resolves to an empty set rather than a single-element
-    set — preventing a non-admin from reading another deployment's cached
-    health entry by guessing its ID.
-
-    Returns ``None`` when no targeting is requested — callers should treat
-    that as "no filter."
+    Callers pass an already-scoped list, so a ``model_id`` outside the
+    caller's scope resolves to an empty set and never to the unvalidated id.
+    Returns ``None`` when no targeting is requested.
     """
-    if not model and not model_id:
+    if model_id:
+        return {i for m in model_list if (i := (m.get("model_info") or {}).get("id")) == model_id}
+    if not model:
         return None
-    target_ids: Final[set] = set()
-    for m in model_list:
-        deployment_id = (m.get("model_info") or {}).get("id")
-        if not deployment_id:
-            continue
-        if model_id and deployment_id == model_id:
-            target_ids.add(deployment_id)
-            continue
-        if model:
-            litellm_model = (m.get("litellm_params") or {}).get("model")
-            if m.get("model_name") == model or litellm_model == model:
-                target_ids.add(deployment_id)
-    return target_ids
+    return {
+        i
+        for m in deployments_targeted_by_name(model_list, model, team_id)
+        if (i := (m.get("model_info") or {}).get("id"))
+    }
 
 
 def _filter_health_check_results_by_model_ids(results: dict, allowed_model_ids: set) -> dict:
@@ -1046,8 +1079,12 @@ def _health_endpoint_resolve_target_model_name(
     model_id: str | None,
     llm_router,
 ) -> str | None:
-    """Map ``model_id`` (without ``model``) to ``model_name`` for live health checks."""
-    if not model_id or model:
+    """Map ``model_id`` to its deployment's ``model_name`` for live health checks.
+
+    ``model_id`` wins over ``model``, so an id no deployment carries is a 404 even
+    when it is paired with a known name.
+    """
+    if not model_id:
         return model
     if llm_router is None:
         raise HTTPException(
@@ -1133,7 +1170,9 @@ async def health_endpoint(
             response.status_code = status.HTTP_503_SERVICE_UNAVAILABLE
         if is_admin:
             return result
-        response.headers["Litellm-Health-Field-Notice"] = "api_base and api_version are admin-only on this endpoint"
+        response.headers["Litellm-Health-Field-Notice"] = (
+            f"{', '.join(ADMIN_ONLY_HEALTH_DISPLAY_PARAMS)} are admin-only on this endpoint"
+        )
         return _strip_admin_only_fields_from_health_result(result)
 
     try:
@@ -1157,32 +1196,24 @@ async def health_endpoint(
                 status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
                 detail={"error": "Model list not initialized"},
             )
-        _llm_model_list = copy.deepcopy(llm_model_list)
-        ### FILTER MODELS FOR ONLY THOSE USER HAS ACCESS TO ###
-        # Live path: scope by model_name (every deployment has one).
-        # Cache path: scope by model_id (the cache is keyed on model_id).
-        # Consequence: a deployment whose model_name the caller can access
-        # but which lacks model_info.id will appear in the live /health
-        # response but NOT in the background-cache /health response. This is
-        # surfaced via the "warnings" field below so operators can fix the
-        # missing model_info.id rather than guess at the discrepancy.
-        # Keys granted SpecialModelNames.all_proxy_models carry the literal
-        # "all-proxy-models" entry, which matches no real model_name; treat
-        # them as unrestricted instead of filtering the list down to nothing.
-        # Keys granted SpecialModelNames.all_team_models inherit the parent
-        # team's allowlist (same semantics as get_key_models in
-        # model_checks.py). Without a team_id the sentinel cannot resolve and
-        # stays in the list, matching nothing; denied rather than
-        # unrestricted, mirroring _resolve_key_models_for_auth_check.
-        accessible_models = list(user_api_key_dict.models)
-        if SpecialModelNames.all_team_models.value in accessible_models and user_api_key_dict.team_id is not None:
-            accessible_models = list(user_api_key_dict.team_models)
-        restrict_to_allowed_models: Final = (
-            len(accessible_models) > 0 and SpecialModelNames.all_proxy_models.value not in accessible_models
-        )
-        if restrict_to_allowed_models:
-            allowed_models: Final = set(accessible_models)
-            _llm_model_list = [m for m in _llm_model_list if m.get("model_name") in allowed_models]
+        allowed_models: Final = _health_accessible_model_names(user_api_key_dict, llm_router)
+        restrict_to_allowed_models: Final = not is_admin or allowed_models is not None
+        _llm_model_list: Final = [
+            m
+            for m in copy.deepcopy(llm_model_list)
+            if not restrict_to_allowed_models
+            or _caller_may_probe_deployment(m, allowed_models, llm_router, user_api_key_dict.team_id, is_admin)
+        ]
+        targeted_ids: Final = _resolve_targeted_model_ids(_llm_model_list, model, model_id, user_api_key_dict.team_id)
+        if restrict_to_allowed_models and targeted_ids is not None and not targeted_ids:
+            raise HTTPException(
+                status_code=status.HTTP_403_FORBIDDEN,
+                detail={
+                    "error": f"key not allowed to health-check model_id {model_id}"
+                    if model_id
+                    else f"key not allowed to health-check model {model}"
+                },
+            )
         if use_background_health_checks:
             # The cached background result covers every model. When the
             # caller targets a specific model/model_id we have to narrow the
@@ -1190,7 +1221,6 @@ async def health_endpoint(
             # healthy_count, otherwise an unhealthy "foo" combined with any
             # other healthy model would still report healthy_count > 0 and
             # the targeted-503 path would never fire.
-            targeted_ids: Final = _resolve_targeted_model_ids(_llm_model_list, model, model_id)
             if restrict_to_allowed_models:
                 allowed_model_ids: Final = {
                     (m.get("model_info") or {}).get("id")
@@ -1202,7 +1232,7 @@ async def health_endpoint(
                 # intersection of "targeted" and "allowed."
                 filter_ids: Final = targeted_ids if targeted_ids is not None else allowed_model_ids
                 filtered: Final = _filter_health_check_results_by_model_ids(health_check_results, filter_ids)
-                if targeted_ids is None and not allowed_model_ids:
+                if targeted_ids is None and _llm_model_list and not allowed_model_ids:
                     # Caller has accessible model_names but none of the
                     # matching deployments expose a model_info.id, so the
                     # cache filter (which keys on model_id) drops every
@@ -1241,6 +1271,7 @@ async def health_endpoint(
                 model_id=model_id,
                 max_concurrency=health_check_concurrency,
                 router=llm_router,
+                team_id=user_api_key_dict.team_id,
                 **_hc_filter,
             )
             return _post_process(router_result)
diff --git a/litellm/proxy/hooks/key_management_event_hooks.py b/litellm/proxy/hooks/key_management_event_hooks.py
index cdaa6d5a81c..5cfef11df8d 100644
--- a/litellm/proxy/hooks/key_management_event_hooks.py
+++ b/litellm/proxy/hooks/key_management_event_hooks.py
@@ -3,6 +3,8 @@ import json
 from datetime import datetime, timezone
 from typing import Final
 
+from pydantic import TypeAdapter
+
 import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
@@ -108,30 +110,32 @@ class KeyManagementEventHooks:
         from litellm.proxy.proxy_server import litellm_proxy_admin_name
 
         if is_audit_logging_enabled():
-            _updated_values: Final = json.dumps(data.json(exclude_none=True), default=str)
-
-            _before_value = existing_key_row.json(exclude_none=True)
-            _before_value = json.dumps(_before_value, default=str)
-
-            asyncio.create_task(
-                create_audit_log_for_update(
-                    request_data=LiteLLM_AuditLogs(
-                        id=str(uuid.uuid4()),
-                        updated_at=datetime.now(timezone.utc),
-                        changed_by=get_audit_log_changed_by(
-                            litellm_changed_by=litellm_changed_by,
-                            user_api_key_dict=user_api_key_dict,
-                            litellm_proxy_admin_name=litellm_proxy_admin_name,
-                        ),
-                        changed_by_api_key=user_api_key_dict.api_key,
-                        table_name=LitellmTableNames.KEY_TABLE_NAME,
-                        object_id=_hash_token_if_needed(data.key),
-                        action="updated",
-                        updated_values=_updated_values,
-                        before_value=_before_value,
-                    )
-                )
+            updated_fields: Final = {
+                **data.model_dump(exclude_none=True),
+                **({"project_id": data.project_id} if "project_id" in data.model_fields_set else {}),
+            }
+            audit_log: Final = LiteLLM_AuditLogs(
+                id=str(uuid.uuid4()),
+                updated_at=datetime.now(timezone.utc),
+                changed_by=get_audit_log_changed_by(
+                    litellm_changed_by=litellm_changed_by,
+                    user_api_key_dict=user_api_key_dict,
+                    litellm_proxy_admin_name=litellm_proxy_admin_name,
+                ),
+                changed_by_api_key=user_api_key_dict.api_key,
+                table_name=LitellmTableNames.KEY_TABLE_NAME,
+                object_id=_hash_token_if_needed(data.key),
+                action="updated",
+                updated_values=json.dumps(updated_fields, default=str),
+                before_value=json.dumps(existing_key_row.json(exclude_none=True), default=str),
             )
+            masked_values: Final = TypeAdapter(dict[str, object]).validate_json(str(audit_log.updated_values))
+            request_data: Final = (
+                audit_log.model_copy(update={"updated_values": json.dumps({**masked_values, "project_id": None})})
+                if "project_id" in data.model_fields_set and data.project_id is None
+                else audit_log
+            )
+            asyncio.create_task(create_audit_log_for_update(request_data=request_data))
 
     @staticmethod
     async def async_key_rotated_hook(
diff --git a/litellm/proxy/hooks/proxy_track_cost_callback.py b/litellm/proxy/hooks/proxy_track_cost_callback.py
index 00406ad436e..64da2ad00f6 100644
--- a/litellm/proxy/hooks/proxy_track_cost_callback.py
+++ b/litellm/proxy/hooks/proxy_track_cost_callback.py
@@ -1,6 +1,6 @@
 import asyncio
 import traceback
-from collections.abc import Sequence
+from collections.abc import Callable, Sequence
 from datetime import datetime
 from typing import TYPE_CHECKING, Any, Final, cast
 
@@ -23,6 +23,7 @@ from litellm.proxy.auth.auth_checks import (
 )
 from litellm.proxy.auth.route_checks import RouteChecks
 from litellm.proxy.db.db_spend_update_writer import (
+    DBSpendUpdateWriter,
     debitable_model_access_groups,
     get_llm_router,
 )
@@ -81,6 +82,12 @@ _CAPTURED_IDENTITY_CALL_TYPES: Final[frozenset[str]] = frozenset(
 )
 
 
+def _proxy_spend_writer() -> DBSpendUpdateWriter:
+    from litellm.proxy.proxy_server import proxy_logging_obj
+
+    return proxy_logging_obj.db_spend_update_writer
+
+
 class _ProxyDBLogger(CustomLogger):
     def __init__(
         self,
@@ -88,9 +95,11 @@ class _ProxyDBLogger(CustomLogger):
         *,
         turn_off_message_logging: bool = False,
         message_logging: bool = True,
+        spend_writer: Callable[[], DBSpendUpdateWriter] = _proxy_spend_writer,
     ) -> None:
         super().__init__(turn_off_message_logging=turn_off_message_logging, message_logging=message_logging)
         self.spend_event_producer = spend_event_producer
+        self._spend_writer: Final = spend_writer
 
     async def async_log_success_event(
         self, kwargs: ObjectMapping, response_obj: object, start_time: datetime, end_time: datetime
@@ -150,8 +159,6 @@ class _ProxyDBLogger(CustomLogger):
         ):
             return
 
-        from litellm.proxy.proxy_server import proxy_logging_obj
-
         _metadata = dict(
             LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(user_api_key_dict=user_api_key_dict)
         )
@@ -173,7 +180,7 @@ class _ProxyDBLogger(CustomLogger):
         # here because the input above is constructed non-None.
         _error_information = cast(
             StandardLoggingPayloadErrorInformation,
-            _sanitize_error_information_for_spend_logs(_error_information),
+            _sanitize_error_information_for_spend_logs(_error_information, original_exception=original_exception),
         )
         _metadata["error_information"] = _error_information
 
@@ -227,13 +234,12 @@ class _ProxyDBLogger(CustomLogger):
             if request_data.get("litellm_trace_id") is None:
                 request_data["litellm_trace_id"] = getattr(_litellm_logging_obj, "litellm_trace_id", None)
 
-        # Use the actual request start time from the logging object so that
-        # failed requests record the real duration instead of 0.
-        actual_start_time = datetime.now()
-        if _litellm_logging_obj is not None:
-            obj_start: Final = getattr(_litellm_logging_obj, "start_time", None)
-            if obj_start is not None:
-                actual_start_time = obj_start
+        lifted_start_time: Final = request_data.get("start_time")
+        actual_start_time: Final = (
+            lifted_start_time
+            if isinstance(lifted_start_time, datetime)
+            else getattr(_litellm_logging_obj, "start_time", None) or datetime.now()
+        )
 
         # A stream that broke mid-flight still billed the provider for the
         # chunks already delivered. ``post_call_failure_hook`` lifts that
@@ -249,7 +255,7 @@ class _ProxyDBLogger(CustomLogger):
             existing_metadata.get("standard_logging_guardrail_information")
         )
 
-        await proxy_logging_obj.db_spend_update_writer.update_database(
+        await self._spend_writer().update_database(
             token=user_api_key_dict.api_key,
             response_cost=recovered_response_cost,
             user_id=user_api_key_dict.user_id,
diff --git a/litellm/proxy/hooks/responses_id_security.py b/litellm/proxy/hooks/responses_id_security.py
index c4c15c40d1e..7e7f70d6f7e 100644
--- a/litellm/proxy/hooks/responses_id_security.py
+++ b/litellm/proxy/hooks/responses_id_security.py
@@ -32,6 +32,29 @@ if TYPE_CHECKING:
 _RESPONSES_API_PROVIDER_PREFIX: Final = "/openai"
 _RESPONSES_API_CREATE_ROUTES: Final = frozenset({"/v1/responses", "/responses"})
 
+_ADDRESSED_RESPONSE_ID_KEY: Final = "_litellm_addressed_response_id"
+_UNMANAGED_RESPONSE_ID_DETAIL: Final = (
+    "Forbidden. This response id was not issued by this proxy, so the proxy cannot tell who owns it. "
+    "To let keys address responses this proxy did not issue, set "
+    "general_settings::allow_unmanaged_response_ids to True in the config.yaml file."
+)
+_PROXY_ADMIN_ROLES: Final = frozenset({LitellmUserRoles.PROXY_ADMIN, LitellmUserRoles.PROXY_ADMIN.value})
+
+
+def _proxy_general_settings() -> Mapping[str, Any]:
+    from litellm.proxy.proxy_server import general_settings
+
+    return general_settings
+
+
+def _proxy_signing_key() -> str | None:
+    import os
+
+    from litellm.proxy.proxy_server import master_key
+
+    salt_key: Final = os.getenv("LITELLM_SALT_KEY", None)
+    return master_key if salt_key is None else salt_key
+
 
 _RESPONSE_PAYLOAD_ADAPTER: Final = TypeAdapter(Mapping[str, object])
 
@@ -83,8 +106,13 @@ def _is_responses_api_create_route(request_route: str | None) -> bool:
 
 
 class ResponsesIDSecurity(CustomLogger):
-    def __init__(self):
-        pass
+    def __init__(
+        self,
+        general_settings_reader: Callable[[], Mapping[str, Any]] = _proxy_general_settings,
+        signing_key_reader: Callable[[], str | None] = _proxy_signing_key,
+    ) -> None:
+        self._general_settings_reader: Final = general_settings_reader
+        self._signing_key_reader: Final = signing_key_reader
 
     async def async_pre_call_hook(
         self,
@@ -103,30 +131,51 @@ class ResponsesIDSecurity(CustomLogger):
         }
         if call_type not in responses_api_call_types:
             return None
-        if call_type == "aresponses":
-            # check 'previous_response_id' if present in the data
-            previous_response_id: Final = data.get("previous_response_id")
-            if previous_response_id and self._is_encrypted_response_id(previous_response_id):
-                original_response_id, user_id, team_id = self._decrypt_response_id(previous_response_id)
-                self.check_user_access_to_response_id(user_id, team_id, user_api_key_dict)
-                data["previous_response_id"] = original_response_id
-        elif call_type in {"aget_responses", "adelete_responses", "acancel_responses", "alist_input_items"}:
-            response_id: Final = data.get("response_id")
-
-            if response_id and self._is_encrypted_response_id(response_id):
-                original_response_id, user_id, team_id = self._decrypt_response_id(response_id)
-
-                self.check_user_access_to_response_id(user_id, team_id, user_api_key_dict)
-                data["response_id"] = original_response_id
+        addressed_id_field: Final = "previous_response_id" if call_type == "aresponses" else "response_id"
+        retained_id: Final = data.get(_ADDRESSED_RESPONSE_ID_KEY)
+        addressed_id: Final = (
+            retained_id if isinstance(retained_id, str) and retained_id else data.get(addressed_id_field)
+        )
+        if not isinstance(addressed_id, str) or not addressed_id:
+            return data
+        authorized_id: Final = self._authorize_response_id(addressed_id, user_api_key_dict)
+        data[addressed_id_field] = authorized_id
+        data[_ADDRESSED_RESPONSE_ID_KEY] = addressed_id
         return data
 
+    def _authorize_response_id(
+        self,
+        response_id: str,
+        user_api_key_dict: "UserAPIKeyAuth",
+    ) -> str:
+        if self._is_encrypted_response_id(response_id):
+            original_response_id, user_id, team_id = self._decrypt_response_id(response_id)
+            self.check_user_access_to_response_id(user_id, team_id, user_api_key_dict)
+            return original_response_id
+
+        if self._unmanaged_response_ids_allowed(user_api_key_dict):
+            return response_id
+
+        raise HTTPException(status_code=403, detail=_UNMANAGED_RESPONSE_ID_DETAIL)
+
+    def _unmanaged_response_ids_allowed(self, user_api_key_dict: "UserAPIKeyAuth") -> bool:
+        general_settings: Final = self._general_settings_reader()
+
+        if general_settings.get("disable_responses_id_security", False):
+            return True
+        if general_settings.get("allow_unmanaged_response_ids", False):
+            return True
+        if self._get_signing_key() is None:
+            return True
+        return user_api_key_dict.user_role in _PROXY_ADMIN_ROLES
+
     def check_user_access_to_response_id(
         self,
         response_id_user_id: str | None,
         response_id_team_id: str | None,
         user_api_key_dict: "UserAPIKeyAuth",
     ) -> bool:
-        from litellm.proxy.proxy_server import general_settings
+        general_settings: Final = self._general_settings_reader()
 
         if (
             user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN.value
@@ -219,15 +268,7 @@ class ResponsesIDSecurity(CustomLogger):
         return response_id, None, None
 
     def _get_signing_key(self) -> str | None:
-        """Get the signing key for encryption/decryption."""
-        import os
-
-        from litellm.proxy.proxy_server import master_key
-
-        salt_key = os.getenv("LITELLM_SALT_KEY", None)
-        if salt_key is None:
-            salt_key = master_key
-        return salt_key
+        return self._signing_key_reader()
 
     def _encrypt_response_id(
         self,
@@ -274,7 +315,7 @@ class ResponsesIDSecurity(CustomLogger):
         This method adds response IDs to an in-memory queue, which are then
         batch-processed by the DBSpendUpdateWriter during regular database update cycles.
         """
-        from litellm.proxy.proxy_server import general_settings
+        general_settings: Final = self._general_settings_reader()
 
         if general_settings.get("disable_responses_id_security", False):
             return response
@@ -288,7 +329,7 @@ class ResponsesIDSecurity(CustomLogger):
     async def async_post_call_streaming_iterator_hook(
         self, user_api_key_dict: "UserAPIKeyAuth", response: Any, request_data: dict
     ) -> AsyncGenerator[BaseLiteLLMOpenAIResponseObject, None]:
-        from litellm.proxy.proxy_server import general_settings
+        general_settings: Final = self._general_settings_reader()
 
         # Create a request-scoped cache for consistent encryption across streaming chunks.
         request_encryption_cache: Final[dict[str, str]] = {}
diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index ad4687e95db..59971e54e46 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -64,6 +64,7 @@ from litellm.proxy.common_utils.callback_utils import (
     strip_callback_config,
 )
 from litellm.proxy.common_utils.http_parsing_utils import _safe_get_request_headers
+from litellm.proxy.spend_tracking.carried_budget_state import carried_budget_metadata
 from litellm.types.integrations.anthropic_cache_control_hook import GATEWAY_INJECTED_CACHE_METADATA_KEY
 
 # Cache special headers as a frozenset for O(1) lookup performance
@@ -173,6 +174,7 @@ _ENABLE_TEAM_STALE_ALIAS_BYPASS: bool | None = None
 
 if TYPE_CHECKING:
     from litellm.integrations.otel.model.destination import OtelDestination
+    from litellm.proxy.policy_engine.attachment_registry import AttachmentRegistry
     from litellm.proxy.proxy_server import ProxyConfig as _ProxyConfig
     from litellm.types.proxy.policy_engine import Policy, PolicyMatchContext
 
@@ -2015,6 +2017,7 @@ async def add_litellm_data_to_request(
         "method": request.method,
         "headers": _logging_safe_headers,
         "body": None,  # filled in post-strip; see below
+        "credential_fields": tuple(sorted(name for name in _TRANSPORT_ONLY_CREDENTIAL_KEYS if name in data)),
         "arrival_time": arrival_time,  # Track when request arrived at proxy
     }
 
@@ -2298,6 +2301,7 @@ async def add_litellm_data_to_request(
     data[_metadata_variable_name]["user_api_key_user_max_budget"] = user_api_key_dict.user_max_budget
     user_model_budget: Final = user_api_key_dict.user_model_max_budget
     data[_metadata_variable_name]["user_api_key_user_model_max_budget"] = user_model_budget  # rebind-ok: out-param
+    data[_metadata_variable_name].update(carried_budget_metadata(user_api_key_dict))
 
     data[_metadata_variable_name]["user_api_key_metadata"] = strip_callback_config(user_api_key_dict.metadata)
     data[_metadata_variable_name]["user_api_key_team_metadata"] = strip_callback_config(user_api_key_dict.team_metadata)
@@ -3141,6 +3145,7 @@ def _match_and_track_policies(
     context: "PolicyMatchContext",
     request_body_policies: Sequence[str],
     policies_override: dict[str, "Policy"] | None = None,
+    attachment_registry_override: "AttachmentRegistry | None" = None,
 ) -> tuple[list[str], dict[str, str]]:
     """
     Match policies via attachments and request body, track them in metadata.
@@ -3157,7 +3162,9 @@ def _match_and_track_policies(
     from litellm.proxy.policy_engine.policy_matcher import PolicyMatcher
 
     # Get matching policies via attachments (with match reasons for attribution)
-    attachment_registry: Final = get_attachment_registry()
+    attachment_registry: Final = (
+        attachment_registry_override if attachment_registry_override is not None else get_attachment_registry()
+    )
     matches_with_reasons: Final = attachment_registry.get_attached_policies_with_reasons(context)
     matching_policy_names: Final = [m["policy_name"] for m in matches_with_reasons]
     policy_reasons: Final = {m["policy_name"]: m["matched_via"] for m in matches_with_reasons}
@@ -3165,9 +3172,11 @@ def _match_and_track_policies(
     verbose_proxy_logger.debug("Policy engine: matched policies via attachments: %s", matching_policy_names)
 
     # Combine attachment-based policies with dynamic request body policies
-    all_policy_names: Final = set(matching_policy_names)
-    if request_body_policies and isinstance(request_body_policies, list):
-        all_policy_names.update(request_body_policies)
+    request_body_policies_list: Final = (
+        tuple(request_body_policies) if request_body_policies and isinstance(request_body_policies, list) else ()
+    )
+    all_policy_names: Final = tuple(dict.fromkeys((*matching_policy_names, *request_body_policies_list)))
+    if request_body_policies_list:
         verbose_proxy_logger.debug("Policy engine: added dynamic policies from request body: %s", request_body_policies)
 
     if not all_policy_names:
@@ -3238,16 +3247,14 @@ def _apply_resolved_guardrails_to_metadata(
     if not resolved_guardrails and not pipelines:
         return
 
-    existing_guardrails = data[metadata_variable_name].get("guardrails", [])
-    if not isinstance(existing_guardrails, list):
-        existing_guardrails = []
+    existing_guardrails: Final = data[metadata_variable_name].get("guardrails", [])
+    existing_guardrails_list: Final = existing_guardrails if isinstance(existing_guardrails, list) else []
 
     # Combine existing guardrails with policy-resolved guardrails (no duplicates)
-    combined = set(existing_guardrails)
-    combined.update(resolved_guardrails)
-    data[metadata_variable_name]["guardrails"] = list(combined)
+    combined: Final = list(dict.fromkeys((*existing_guardrails_list, *resolved_guardrails)))
+    data[metadata_variable_name]["guardrails"] = combined
 
-    verbose_proxy_logger.debug("Policy engine: added guardrails to request metadata: %s", list(combined))
+    verbose_proxy_logger.debug("Policy engine: added guardrails to request metadata: %s", combined)
 
 
 async def add_guardrails_from_policy_engine(
diff --git a/litellm/proxy/management_endpoints/auto_router_endpoints.py b/litellm/proxy/management_endpoints/auto_router_endpoints.py
index bbc914a772a..50716e5d474 100644
--- a/litellm/proxy/management_endpoints/auto_router_endpoints.py
+++ b/litellm/proxy/management_endpoints/auto_router_endpoints.py
@@ -32,11 +32,15 @@ from litellm.proxy.auth.auth_checks import (
     can_key_call_resolved_model,
 )
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
-from litellm.proxy.db.autorouter_session_rollup import AUTOROUTER_BENCHMARKS_SQL
+from litellm.proxy.db.autorouter_session_rollup import (
+    AUTOROUTER_BENCHMARKS_SQL,
+    bounded_session_id,
+)
 from litellm.proxy.litellm_pre_call_utils import (
     LiteLLMProxyRequestSetup,
     refresh_proxy_server_request_body_snapshot,
 )
+from litellm.repositories.autorouter_session_repository import AutoRouterSessionRepository
 from litellm.repositories.base_repository import SupportsModelDump
 from litellm.repositories.team_repository import TeamRepository
 from litellm.router_strategy.complexity_router import ComplexityRouter
@@ -54,6 +58,7 @@ from litellm.types.management_endpoints.auto_router_endpoints import (
     AutoRouterCacheStats,
     AutoRouterRoutingTestRequest,
     AutoRouterRoutingTestResponse,
+    AutoRouterSessionResponse,
     ComplexityRouterConfigValidationRequest,
     ComplexityRouterConfigValidationResponse,
     RequestComplexityRouterConfig,
@@ -704,6 +709,51 @@ async def get_auto_router_benchmarks(
     )
 
 
+@router.get(
+    "/auto_router/session",
+    tags=("auto router",),
+    dependencies=(Depends(user_api_key_auth),),
+    response_model=AutoRouterSessionResponse,
+)
+async def get_auto_router_session(
+    user_api_key_dict: Annotated[UserAPIKeyAuth, Depends(user_api_key_auth)],
+    session_id: Annotated[
+        str, Query(description="The client session id (x-*-session-id header) the turns were sent under")
+    ],
+) -> AutoRouterSessionResponse:
+    """
+    One auto-routed session, for the key that ran it: the model its last turn was routed to and the
+    session's spend against the router's savings baseline. Built for a coding agent's status line
+    or stop hook, so any virtual key may call it and only ever sees rows written under its own
+    key hash. Reads the LiteLLM_AutoRouterSession rollup, which the asynchronous spend flush
+    fills a moment after each turn; a session with no flushed auto-routed turn yet is a 404. The
+    id is bounded the way the writer bounded it, so an oversized client id still finds its row.
+    """
+    from litellm.proxy.proxy_server import prisma_client
+
+    if prisma_client is None:
+        raise HTTPException(status_code=500, detail=CommonProxyErrors.db_not_connected_error.value)
+    row: Final = await AutoRouterSessionRepository(prisma_client).find_latest_for_key(
+        user_api_key_dict.api_key, bounded_session_id(session_id)
+    )
+    if row is None:
+        raise HTTPException(
+            status_code=404, detail=f"No auto-routed turns recorded for session {session_id!r} under this key"
+        )
+    return AutoRouterSessionResponse(
+        session_id=session_id,
+        router_name=row.router_name,
+        router_type=row.router_type,
+        turns=row.turns,
+        last_model=row.last_model,
+        spend=row.spend,
+        saved_spend=row.saved_spend,
+        baseline_spend=row.spend + row.saved_spend,
+        baseline_model=row.baseline_model,
+        baseline_models=row.baseline_models,
+    )
+
+
 # ---------------------------------------------------------------------------
 # Shadow eval: pre-adoption evaluation of an auto-router against live traffic.
 # The job row is immutable config plus stopped_at; status, counts, spend, and errors
diff --git a/litellm/proxy/management_endpoints/budget_management_endpoints.py b/litellm/proxy/management_endpoints/budget_management_endpoints.py
index 62a24109dbb..81a607aaa43 100644
--- a/litellm/proxy/management_endpoints/budget_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/budget_management_endpoints.py
@@ -14,6 +14,7 @@ All /budget management endpoints
 #### BUDGET TABLE MANAGEMENT ####
 import math
 from collections.abc import Mapping
+from types import MappingProxyType
 from typing import Final
 
 from fastapi import APIRouter, Depends, HTTPException
@@ -176,6 +177,10 @@ async def update_budget(
     recomputed_reset_at: Final = (
         {"budget_reset_at": get_budget_reset_time(budget_duration=budget_obj.budget_duration)}
         if budget_obj.budget_duration is not None and "budget_reset_at" not in budget_obj.model_fields_set
+        else MappingProxyType({"budget_reset_at": None})
+        if "budget_duration" in budget_obj.model_fields_set
+        and budget_obj.budget_duration is None
+        and "budget_reset_at" not in budget_obj.model_fields_set
         else {}
     )
 
diff --git a/litellm/proxy/management_endpoints/common_daily_activity.py b/litellm/proxy/management_endpoints/common_daily_activity.py
index a8aef30107c..44ed0017e42 100644
--- a/litellm/proxy/management_endpoints/common_daily_activity.py
+++ b/litellm/proxy/management_endpoints/common_daily_activity.py
@@ -127,6 +127,7 @@ def _key_metadata(api_key_metadata: Mapping[str, _KeyMetadataDict], api_key: str
     return KeyMetadata(
         key_alias=meta.get("key_alias"),
         team_id=meta.get("team_id"),
+        user_id=meta.get("user_id"),
         user_email=meta.get("user_email"),
     )
 
diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index d066f1e9138..000b7f874ee 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -22,6 +22,7 @@ from typing import Any, Final, Literal, Protocol, cast, overload
 
 import fastapi
 from fastapi import APIRouter, Depends, Header, HTTPException, Request, status
+from pydantic import TypeAdapter, ValidationError
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -30,6 +31,7 @@ from litellm.proxy._types import *
 from litellm.proxy.auth.auth_checks import get_team_object, get_user_object
 from litellm.proxy.auth.password_policy import validate_password_policy
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.common_utils.auth_cache_invalidation_pubsub import evict_and_broadcast
 from litellm.proxy.common_utils.user_api_key_cache import (
     object_permission_cache_key,
     user_object_permission_id_cache_key,
@@ -86,6 +88,7 @@ from litellm.types.proxy.management_endpoints.scim_v2 import (
     SCIM_ENTITLEMENTS_METADATA_KEY,
     SCIM_ROLES_METADATA_KEY,
 )
+from litellm.types.utils import BudgetConfig
 
 if TYPE_CHECKING:
     from prisma import models as prisma_models
@@ -96,6 +99,8 @@ if TYPE_CHECKING:
     from litellm.proxy.utils import ProxyLogging
 
 router: Final = APIRouter()
+_USER_MODEL_BUDGET_ADAPTER: Final = TypeAdapter(dict[str, float | BudgetConfig])
+_USER_BUDGET_CACHE_INVALIDATION_BATCH_SIZE: Final = 50
 
 
 def _user_table(
@@ -1249,9 +1254,16 @@ def _update_internal_user_params(data_json: dict, data: UpdateUserRequest | Upda
     fields_set: Final = data.fields_set() if hasattr(data, "fields_set") else set()
 
     for k, v in data_json.items():
-        if k == "max_budget":
-            if "max_budget" in fields_set:
+        if k in ("max_budget", "budget_duration"):
+            if k in fields_set:
                 non_default_values[k] = v
+        elif k == "model_max_budget":
+            if k in fields_set:
+                try:
+                    _USER_MODEL_BUDGET_ADAPTER.validate_python({} if v is None else v)
+                except ValidationError as exc:
+                    raise HTTPException(status_code=400, detail=str(exc)) from exc
+                non_default_values[k] = {} if v is None else v
         elif (
             v is not None
             and v
@@ -1271,8 +1283,10 @@ def _update_internal_user_params(data_json: dict, data: UpdateUserRequest | Upda
         from litellm.proxy.common_utils.timezone_utils import get_budget_reset_time
 
         validate_budget_duration(non_default_values["budget_duration"])
-        non_default_values["budget_reset_at"] = get_budget_reset_time(
-            budget_duration=non_default_values["budget_duration"]
+        non_default_values["budget_reset_at"] = (
+            get_budget_reset_time(budget_duration=non_default_values["budget_duration"])
+            if non_default_values["budget_duration"] is not None
+            else None
         )
 
     if "max_budget" not in non_default_values:
@@ -1421,7 +1435,7 @@ async def _update_single_user_helper(
 
     Returns the updated user data or raises an exception on failure.
     """
-    from litellm.proxy.proxy_server import general_settings, litellm_proxy_admin_name, prisma_client
+    from litellm.proxy.proxy_server import general_settings, litellm_proxy_admin_name, prisma_client, user_api_key_cache
 
     if prisma_client is None:
         raise Exception("Not connected to DB!")
@@ -1464,7 +1478,7 @@ async def _update_single_user_helper(
         # because `_update_internal_user_params` drops empty values, and `object_permission: {}` is
         # precisely the clear-my-own-ceiling case this must refuse.
         _sent_fields: Final = user_request.fields_set() if hasattr(user_request, "fields_set") else set()
-        _protected_fields: Final = ("max_budget", "soft_budget", "spend", "object_permission")
+        _protected_fields: Final = ("max_budget", "model_max_budget", "soft_budget", "spend", "object_permission")
         for _field in _protected_fields:
             if _field in non_default_values or _field in _sent_fields:
                 raise HTTPException(
@@ -1548,6 +1562,12 @@ async def _update_single_user_helper(
 
         await _invalidate_user_spend_counter_if_changed(non_default_values)
 
+        if "model_max_budget" in non_default_values:
+            await evict_and_broadcast(
+                cache_keys=(non_default_values["user_id"],),
+                user_api_key_cache=user_api_key_cache,
+            )
+
         if "object_permission_id" in non_default_values:
             await _invalidate_cached_user_entitlement(
                 user_id=non_default_values.get("user_id"),
@@ -1802,7 +1822,7 @@ async def bulk_user_update(
     }'
     ```
     """
-    from litellm.proxy.proxy_server import litellm_proxy_admin_name, prisma_client
+    from litellm.proxy.proxy_server import litellm_proxy_admin_name, prisma_client, user_api_key_cache
 
     if prisma_client is None:
         raise HTTPException(
@@ -1867,9 +1887,22 @@ async def bulk_user_update(
             # Perform bulk database update
             await UserRepository(prisma_client).table.update_many(
                 where={},
-                data=non_default_values,  # Update all users
+                data=(
+                    {**non_default_values, "model_max_budget": json.dumps(non_default_values["model_max_budget"])}
+                    if "model_max_budget" in non_default_values
+                    else non_default_values
+                ),
             )
 
+            if "model_max_budget" in non_default_values:
+                for start in range(0, len(all_users_in_db), _USER_BUDGET_CACHE_INVALIDATION_BATCH_SIZE):
+                    await asyncio.gather(
+                        *(
+                            evict_and_broadcast(cache_keys=(user.user_id,), user_api_key_cache=user_api_key_cache)
+                            for user in all_users_in_db[start : start + _USER_BUDGET_CACHE_INVALIDATION_BATCH_SIZE]
+                        )
+                    )
+
             # Create individual success results
             for user in all_users_in_db:
                 results.append(
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 749a940de0e..1fe174763c4 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -2718,6 +2718,12 @@ async def _validate_update_key_data(
         user_api_key_dict=user_api_key_dict,
     )
 
+    if data.project_id is not None and data.project_id != existing_key_row.project_id:
+        raise HTTPException(
+            status_code=400, detail="Project reassignment is not supported. Use null to detach the key."
+        )
+    is_project_change: Final = "project_id" in data.model_fields_set and data.project_id != existing_key_row.project_id
+
     common_key_access_checks(
         user_api_key_dict=user_api_key_dict,
         data=data,
@@ -2810,7 +2816,9 @@ async def _validate_update_key_data(
     # non-budget change means the caller was authorized — skip the redundant
     # _check_key_admin_access that would otherwise require team/org admin status.
     _key_is_team_key: Final = getattr(existing_key_row, "team_id", None) is not None
-    can_skip_admin_check: Final = (caller_is_creator or _key_is_team_key) and not _is_budget_change
+    can_skip_admin_check: Final = (caller_is_creator or _key_is_team_key) and not (
+        _is_budget_change or is_project_change
+    )
     if (not _is_proxy_admin) and not can_skip_admin_check:
         hashed_key: Final = existing_key_row.token
         await _check_key_admin_access(
@@ -2853,7 +2861,9 @@ async def _validate_update_key_data(
     )
 
     # Validate key against project limits if project_id is being set
-    _project_id_to_check: Final = getattr(data, "project_id", None) or getattr(existing_key_row, "project_id", None)
+    _project_id_to_check: Final = (
+        data.project_id if "project_id" in data.model_fields_set else existing_key_row.project_id
+    )
     if _project_id_to_check is not None and (data.models is not None or data.max_budget is not None):
         await _check_project_key_limits(
             project_id=_project_id_to_check,
@@ -2962,6 +2972,7 @@ async def update_key_fn(
     - user_id: Optional[str] - User ID associated with key
     - team_id: Optional[str] - Team ID associated with key
     - agent_id: Optional[str] - The agent id associated with the key.
+    - project_id: Optional[str] - Omit to retain the project, or send null to detach. A different project ID is rejected.
     - organization_id: Optional[str] - The organization id of the key.
     - budget_id: Optional[str] - The budget id associated with the key. Created by calling `/budget/new`.
     - models: Optional[list] - Model_name's a user is allowed to call
@@ -3729,7 +3740,7 @@ async def delete_key_fn(
             )
 
         verbose_proxy_logger.debug(
-            "/keys/delete - cache after delete: %s", user_api_key_cache.in_memory_cache.cache_dict
+            "/keys/delete - cache after delete: %s", user_api_key_cache.key_object_cache.in_memory_cache.cache_dict
         )
 
         asyncio.create_task(
diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index 94d2b773e14..8484279c69a 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -763,6 +763,15 @@ def update_db_model(db_model: Deployment, updated_patch: updateDeployment) -> Pr
             if field in SPECIAL_MODEL_INFO_PARAMS and getattr(updated_patch.litellm_params, field) is None:
                 merged_litellm_params.pop(field, None)
                 merged_model_info.pop(field, None)
+            elif (
+                field
+                in (
+                    "auto_router_routing_compression",
+                    "auto_router_model_compression",
+                )
+                and getattr(updated_patch.litellm_params, field) is None
+            ):
+                merged_litellm_params.pop(field, None)
     if updated_patch.model_info:
         for field in updated_patch.model_info.model_fields_set:
             if field in SPECIAL_MODEL_INFO_PARAMS and getattr(updated_patch.model_info, field) is None:
diff --git a/litellm/proxy/management_endpoints/tag_management_endpoints.py b/litellm/proxy/management_endpoints/tag_management_endpoints.py
index b74aa1a4e16..ab33d4bd766 100644
--- a/litellm/proxy/management_endpoints/tag_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/tag_management_endpoints.py
@@ -438,6 +438,7 @@ async def update_tag(
             user_api_key_dict=user_api_key_dict,
             prisma_client=prisma_client,
             litellm_proxy_admin_name=litellm_proxy_admin_name,
+            budget_duration_cleared="budget_duration" in tag.model_fields_set and tag.budget_duration is None,
         )
 
         # Get model names for model_info
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index c050368b3fe..e9e37540dd8 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -61,6 +61,7 @@ from litellm.proxy._types import (
     SpecialProxyStrings,
     TeamAccessGroupModelGrant,
     TeamAddMemberResponse,
+    TeamInfoMember,
     TeamInfoResponseObject,
     TeamInfoResponseObjectTeamTable,
     TeamListResponseObject,
@@ -4292,37 +4293,35 @@ async def _add_team_member_budget_table(
     return team_info_response_object
 
 
-async def _hydrate_member_emails(
+async def _hydrate_member_user_details(
     prisma_client: PrismaClient,
     members: Sequence[Member],
-) -> tuple[Member, ...]:
-    """Fill in ``user_email`` for roster entries that were stored without one.
-
-    ``members_with_roles`` is a denormalized snapshot written at add-time, so an entry
-    stored with ``user_email=None`` keeps that null even once the user row has an email.
-    Look the missing ones up in ``LiteLLM_UserTable`` (one indexed query) and fill them
-    in. A stored email is never overwritten - the snapshot stays the source of truth
-    wherever it has a value.
-    """
-    missing_user_ids: Final = frozenset(m.user_id for m in members if not m.user_email and m.user_id is not None)
-    if not missing_user_ids:
-        return tuple(members)
-
-    user_rows: Final[Sequence[prisma_models.LiteLLM_UserTable]] = await _user_db(prisma_client).find_many(
-        where={  # mutable-ok: Prisma query filters are dict-shaped
-            "user_id": {  # mutable-ok: Prisma query filters are dict-shaped
-                "in": sorted(missing_user_ids)
+) -> tuple[TeamInfoMember, ...]:
+    """Attach ``user_alias`` and fill in a missing ``user_email`` from ``LiteLLM_UserTable`` in one query."""
+    user_ids: Final = frozenset(m.user_id for m in members if m.user_id is not None)
+    user_rows: Final[Sequence[prisma_models.LiteLLM_UserTable]] = (
+        await _user_db(prisma_client).find_many(
+            where={  # mutable-ok: Prisma query filters are dict-shaped
+                "user_id": {  # mutable-ok: Prisma query filters are dict-shaped
+                    "in": sorted(user_ids)
+                }
             }
-        }
+        )
+        if user_ids
+        else ()
     )
-    email_by_user_id: Final = MappingProxyType({u.user_id: u.user_email for u in user_rows if u.user_email})
+    user_by_id: Final = MappingProxyType({u.user_id: u for u in user_rows})
 
-    return tuple(
-        m.model_copy(update={"user_email": email_by_user_id[m.user_id]})  # mutable-ok: pydantic update payload
-        if not m.user_email and m.user_id is not None and m.user_id in email_by_user_id
-        else m
-        for m in members
-    )
+    def hydrate(m: Member) -> TeamInfoMember:
+        user_row: Final = user_by_id.get(m.user_id) if m.user_id is not None else None
+        return TeamInfoMember(
+            role=m.role,
+            user_id=m.user_id,
+            user_email=m.user_email or (user_row.user_email if user_row is not None else None),
+            user_alias=user_row.user_alias if user_row is not None else None,
+        )
+
+    return tuple(hydrate(m) for m in members)
 
 
 async def _resolve_team_access_group_resources(
@@ -4462,17 +4461,12 @@ async def team_info(
         # Resolve resources inherited from access groups
         resolved_team_info: Final = await _resolve_team_access_group_resources(_team_info)
 
-        # Fill in emails the add-time roster snapshot never captured
-        hydrated_members: Final = await _hydrate_member_emails(
+        hydrated_members: Final = await _hydrate_member_user_details(
             prisma_client=prisma_client,
             members=resolved_team_info.members_with_roles,
         )
         hydrated_team_info: Final = resolved_team_info.model_copy(
-            update={  # mutable-ok: pydantic update payload
-                # list(), not the tuple: model_copy skips validation, so the field has
-                # to be handed the list[Member] the response model declares.
-                "members_with_roles": list(hydrated_members)  # mutable-ok: declared list[Member]
-            }
+            update={"members_with_roles": hydrated_members}  # mutable-ok: pydantic update payload
         )
 
         response_object: Final = TeamInfoResponseObject(
diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py
index c60888e298f..1ba90725eff 100644
--- a/litellm/proxy/management_endpoints/ui_sso.py
+++ b/litellm/proxy/management_endpoints/ui_sso.py
@@ -47,6 +47,7 @@ import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
 from litellm.caching.dual_cache import DualCache
+from litellm.caching.redis_cache import RedisCircuitBreakerOpenError
 from litellm.constants import (
     CLI_SSO_CLAIM_MAP,
     CLI_SSO_CLAIM_MAX_SCALAR_LENGTH,
@@ -336,6 +337,16 @@ def _check_cli_sso_start_rate_limit(
         )
 
 
+def _read_cli_sso_flow(cache: DualCache, cache_key: str) -> object:
+    redis_cache: Final = cache.redis_cache
+    if redis_cache is None:
+        return cache.get_cache(key=cache_key)
+    try:
+        return redis_cache.get_cache(key=cache_key)
+    except RedisCircuitBreakerOpenError:
+        return None
+
+
 def _get_cli_sso_flow_or_raise(login_id: str | None, cache: DualCache) -> dict:
     if isinstance(login_id, str) and login_id.startswith("sk-"):
         raise HTTPException(
@@ -348,12 +359,7 @@ def _get_cli_sso_flow_or_raise(login_id: str | None, cache: DualCache) -> dict:
     if not _is_valid_cli_sso_login_id(login_id):
         raise HTTPException(status_code=400, detail="Invalid CLI login session id")
 
-    cache_key: Final = _get_cli_sso_flow_cache_key(cast(str, login_id))
-    redis_cache: Final = cache.redis_cache
-    if redis_cache is not None:
-        flow = redis_cache.get_cache(key=cache_key)
-    else:
-        flow = cache.get_cache(key=cache_key)
+    flow = _read_cli_sso_flow(cache, _get_cli_sso_flow_cache_key(cast(str, login_id)))
     if isinstance(flow, str):
         try:
             flow = _as_object(json.loads(flow))
diff --git a/litellm/proxy/management_helpers/utils.py b/litellm/proxy/management_helpers/utils.py
index e2d7262fb69..f3bd4b0f6dd 100644
--- a/litellm/proxy/management_helpers/utils.py
+++ b/litellm/proxy/management_helpers/utils.py
@@ -3,6 +3,7 @@
 from collections.abc import Callable, Mapping, MutableMapping, Sequence
 from datetime import datetime
 from functools import wraps
+from types import MappingProxyType
 from typing import Any, Final, Protocol
 
 from fastapi import HTTPException, Request
@@ -180,6 +181,7 @@ async def handle_budget_for_entity(
     user_api_key_dict: UserAPIKeyAuth,
     prisma_client: PrismaClient,
     litellm_proxy_admin_name: str,
+    budget_duration_cleared: bool = False,
 ) -> str | None:
     """
     Common helper to handle budget creation/updates for entities (organizations, tags, etc).
@@ -208,7 +210,14 @@ async def handle_budget_for_entity(
 
     # Extract budget fields from data
     _json_data: Final = data.model_dump(exclude_none=True) if hasattr(data, "model_dump") else data
-    _budget_data: Final = {k: v for k, v in _json_data.items() if k in budget_params}
+    _budget_data: Final = MappingProxyType(
+        {
+            k: _json_data.get(k)
+            for k in budget_params
+            if k in _json_data
+            or (k == "budget_duration" and existing_budget_id is not None and budget_duration_cleared)
+        }
+    )
 
     # Check if budget_id is explicitly provided in the data
     data_budget_id: Final[str | None] = getattr(data, "budget_id", None)
diff --git a/litellm/proxy/mcp_registry.json b/litellm/proxy/mcp_registry.json
index f37fc39813e..b117f35600d 100644
--- a/litellm/proxy/mcp_registry.json
+++ b/litellm/proxy/mcp_registry.json
@@ -66,7 +66,7 @@
       "name": "slack",
       "title": "Slack",
       "description": "Channel management, messaging, and Slack workspace integration",
-      "icon_url": "https://cdn.simpleicons.org/slack",
+      "icon_url": "/ui/assets/logos/slack.svg",
       "category": "Communication",
       "registry_url": null,
       "transport": "stdio",
@@ -249,7 +249,7 @@
       "name": "exa",
       "title": "Exa",
       "description": "Fast, intelligent web search and web crawling",
-      "icon_url": "https://cdn.simpleicons.org/exa",
+      "icon_url": "/ui/assets/logos/exa_ai.png",
       "category": "Search",
       "registry_url": "https://registry.modelcontextprotocol.io/servers/ai.exa%2Fexa",
       "transport": "http",
@@ -262,7 +262,7 @@
       "name": "tavily",
       "title": "Tavily",
       "description": "AI-optimized search engine for research and retrieval",
-      "icon_url": "https://cdn.simpleicons.org/tavily",
+      "icon_url": "/ui/assets/logos/tavily.png",
       "category": "Search",
       "registry_url": null,
       "transport": "stdio",
@@ -288,7 +288,7 @@
       "name": "playwright",
       "title": "Playwright",
       "description": "Browser automation and testing with Playwright",
-      "icon_url": "https://cdn.simpleicons.org/playwright",
+      "icon_url": "https://raw.githubusercontent.com/microsoft/playwright/2f6148bcd1a96ec687d55ce08645fc6315b1514e/packages/recorder/public/playwright-logo.svg",
       "category": "Web & Browser",
       "registry_url": null,
       "transport": "stdio",
@@ -300,7 +300,7 @@
       "name": "browserbase",
       "title": "Browserbase",
       "description": "Cloud browser automation and session management",
-      "icon_url": "https://cdn.simpleicons.org/browserbase",
+      "icon_url": "https://www.browserbase.com/favicon.svg",
       "category": "Web & Browser",
       "registry_url": null,
       "transport": "stdio",
@@ -315,7 +315,7 @@
       "name": "aws",
       "title": "AWS",
       "description": "Interact with Amazon Web Services resources and APIs",
-      "icon_url": "https://cdn.simpleicons.org/amazonaws",
+      "icon_url": "/ui/assets/logos/aws.svg",
       "category": "Cloud",
       "registry_url": null,
       "transport": "stdio",
@@ -392,7 +392,7 @@
       "name": "twilio",
       "title": "Twilio",
       "description": "Send SMS, make calls, and manage communication via Twilio",
-      "icon_url": "https://cdn.simpleicons.org/twilio",
+      "icon_url": "/ui/assets/logos/twilio.svg",
       "category": "Communication",
       "registry_url": null,
       "transport": "stdio",
diff --git a/litellm/proxy/ocr_endpoints/endpoints.py b/litellm/proxy/ocr_endpoints/endpoints.py
index ebf4d988fdd..53ebbe91b54 100644
--- a/litellm/proxy/ocr_endpoints/endpoints.py
+++ b/litellm/proxy/ocr_endpoints/endpoints.py
@@ -15,7 +15,7 @@ from litellm.llms.base_llm.ocr.transformation import (
     OCRResponse,
     parse_ocr_request_format,
 )
-from litellm.ocr.main import convert_file_document_to_url_document, get_mime_type
+from litellm.ocr.input import convert_upload_to_url_document, get_max_file_bytes
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth, user_api_key_auth
 from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
@@ -28,24 +28,7 @@ def _build_document_from_upload(
     filename: str | None,
     content_type: str | None,
 ) -> dict[str, str]:
-    """
-    Convert uploaded file bytes into a Mistral-format document dict with base64 data URI.
-
-    Delegates to convert_file_document_to_url_document after resolving MIME type
-    from the upload's content_type header or filename.
-    """
-    mime_type = content_type.split(";")[0].strip() if content_type else None
-    if not mime_type or mime_type == "application/octet-stream":
-        if filename:
-            mime_type = get_mime_type(filename)
-
-    return convert_file_document_to_url_document(
-        {
-            "type": "file",
-            "file": file_content,
-            "mime_type": mime_type or "application/octet-stream",
-        }
-    )
+    return convert_upload_to_url_document(file_content, filename, content_type)
 
 
 def _with_request_format(data: Mapping[str, Any], request: Request) -> Mapping[str, Any]:
@@ -120,7 +103,7 @@ async def _parse_multipart_form(request: Request) -> dict[str, Any]:
 
     # Seek to start in case the file was already partially read by middleware
     await uploaded_file.seek(0)
-    file_content: Final = await uploaded_file.read()
+    file_content: Final = await uploaded_file.read(get_max_file_bytes() + 1)
     if not file_content:
         raise ValueError("Uploaded file is empty")
 
diff --git a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
index face515ef88..28a8bab1f24 100644
--- a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
@@ -97,7 +97,6 @@ else:
 
 vertex_llm_base: Final = VertexBase()
 router: Final = APIRouter()
-openai_passthrough_router: Final = APIRouter()
 default_vertex_config: Final = None
 passthrough_endpoint_router: Final = PassthroughEndpointRouter()
 
@@ -2297,11 +2296,6 @@ async def vertex_proxy_route(
     )
 
 
-@openai_passthrough_router.api_route(
-    "/openai_passthrough/{endpoint:path}",
-    methods=["GET", "POST", "PUT", "DELETE", "PATCH"],
-    tags=["OpenAI Pass-through", "pass-through"],
-)
 @router.api_route(
     "/openai/{endpoint:path}",
     methods=["GET", "POST", "PUT", "DELETE", "PATCH"],
diff --git a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
index 30b75a7b482..7cec3bac207 100644
--- a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
+++ b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
@@ -216,11 +216,14 @@ class AnthropicPassthroughLoggingHandler:
             model=model,
             speed=AnthropicPassthroughLoggingHandler._cost_relevant_speed(request_body),
         )
-        if response is None:
-            return None
-        AnthropicPassthroughLoggingHandler._recover_interrupted_stream_output_tokens(
+        if not isinstance(response, ModelResponse):
+            return response
+        recovered_usage: Final = AnthropicPassthroughLoggingHandler._recover_interrupted_stream_output_tokens(
             response=response, all_chunks=all_chunks, model=model
         )
+        if recovered_usage is None:
+            return response
+        AnthropicPassthroughLoggingHandler._clear_placeholder_cost(response=response, usage=recovered_usage)
         return response
 
     @staticmethod
@@ -259,7 +262,9 @@ class AnthropicPassthroughLoggingHandler:
             )
         except Exception as e:  # noqa: BLE001  # an uncostable partial stream still bills its tokens, at zero cost
             verbose_proxy_logger.warning(
-                "Anthropic passthrough: could not cost the partial usage of a failed stream (model=%s): %s", model, e
+                "Anthropic passthrough: could not cost the partial usage of an interrupted stream (model=%s): %s",
+                model,
+                e,
             )
             return 0.0
 
@@ -359,7 +364,7 @@ class AnthropicPassthroughLoggingHandler:
         response: ModelResponse | TextCompletionResponse,
         all_chunks: Sequence[str | bytes],
         model: str,
-    ) -> None:
+    ) -> Usage | None:
         """
         An Anthropic stream interrupted before its terminal ``message_delta``
         (client disconnect) carries only the ``message_start`` ``output_tokens``
@@ -369,24 +374,24 @@ class AnthropicPassthroughLoggingHandler:
         untouched because their terminal ``message_delta`` short-circuits here.
         """
         if not isinstance(response, ModelResponse):
-            return
+            return None
         if not AnthropicPassthroughLoggingHandler._stream_was_interrupted(all_chunks):
-            return
+            return None
         usage: Final = getattr(response, "usage", None)
-        if usage is None:
-            return
+        if not isinstance(usage, Usage):
+            return None
         output_text: Final = get_content_from_model_response(response)
         if not output_text:
-            return
+            return None
         try:
             recovered_output_tokens = litellm.token_counter(model=model, text=output_text, count_response_tokens=True)
         except Exception:
             verbose_proxy_logger.warning(
                 "Could not re-tokenize interrupted stream output; keeping placeholder completion token count."
             )
-            return
+            return None
         if recovered_output_tokens <= (usage.completion_tokens or 0):
-            return
+            return None
         usage.completion_tokens = recovered_output_tokens
         usage.total_tokens = (usage.prompt_tokens or 0) + recovered_output_tokens
         # Anthropic costing reads completion_tokens_details.text_tokens, so the
@@ -395,6 +400,12 @@ class AnthropicPassthroughLoggingHandler:
         details: Final = getattr(usage, "completion_tokens_details", None)
         if details is not None and getattr(details, "text_tokens", None) is not None:
             details.text_tokens = recovered_output_tokens
+        return usage
+
+    @staticmethod
+    def _clear_placeholder_cost(response: ModelResponse, usage: Usage) -> None:
+        usage.cost = None
+        response._hidden_params.pop("response_cost", None)  # pyright: ignore[reportPrivateUsage]  # no public accessor
 
     @staticmethod
     def _create_anthropic_response_logging_payload(
diff --git a/litellm/proxy/pass_through_endpoints/openai_passthrough_endpoints.py b/litellm/proxy/pass_through_endpoints/openai_passthrough_endpoints.py
new file mode 100644
index 00000000000..f56a59dd560
--- /dev/null
+++ b/litellm/proxy/pass_through_endpoints/openai_passthrough_endpoints.py
@@ -0,0 +1,44 @@
+"""/openai_passthrough must be matched ahead of the native /{provider}/v1/files and
+/{provider}/v1/batches routes, so unlike the other provider passthrough routes it is
+registered at startup and defers to the lazily loaded handler per call."""
+
+from typing import Final
+
+from fastapi import APIRouter, Depends, Request, Response
+
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+router: Final = APIRouter()
+
+
+@router.api_route(
+    "/openai_passthrough/{endpoint:path}",
+    methods=["GET", "POST", "PUT", "DELETE", "PATCH"],
+    tags=["OpenAI Pass-through", "pass-through"],
+)
+async def openai_passthrough_route(
+    endpoint: str,
+    request: Request,
+    fastapi_response: Response,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+) -> Response:
+    """
+    Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native
+    implementations (e.g. the Responses API at /v1/responses).
+
+    Examples:
+        - /openai_passthrough/v1/responses
+        - /openai_passthrough/v1/responses/{response_id}
+        - /openai_passthrough/v1/responses/{response_id}/input_items
+
+    [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)
+    """
+    from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import openai_proxy_route
+
+    return await openai_proxy_route(
+        endpoint=endpoint,
+        request=request,
+        fastapi_response=fastapi_response,
+        user_api_key_dict=user_api_key_dict,
+    )
diff --git a/litellm/proxy/policy_engine/attachment_registry.py b/litellm/proxy/policy_engine/attachment_registry.py
index 05df44242aa..76b2291774e 100644
--- a/litellm/proxy/policy_engine/attachment_registry.py
+++ b/litellm/proxy/policy_engine/attachment_registry.py
@@ -6,6 +6,7 @@ This allows the same policy to be attached to multiple scopes.
 """
 
 from datetime import datetime, timezone
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, TypedDict
 
 from litellm._logging import verbose_proxy_logger
@@ -30,6 +31,23 @@ class PolicyAttachmentMatch(TypedDict):
     matched_via: str
 
 
+def _attachment_specificity(attachment: PolicyAttachment) -> tuple[int, int]:
+    if attachment.is_global():
+        return (0, 0)
+
+    dims: Final = tuple(
+        specificity
+        for values, specificity in (
+            (attachment.teams, 1),
+            (attachment.keys, 2),
+            (attachment.tags, 3),
+            (attachment.models, 4),
+        )
+        if values
+    )
+    return (max(dims, default=0), len(dims))
+
+
 class AttachmentRegistry:
     """
     In-memory registry for storing and managing policy attachments.
@@ -116,31 +134,29 @@ class AttachmentRegistry:
         """
         from litellm.proxy.policy_engine.policy_matcher import PolicyMatcher
 
-        results: Final[list[PolicyAttachmentMatch]] = []
-        seen_policies: Final[set[str]] = set()
+        matching_attachments: Final = sorted(
+            (
+                attachment
+                for attachment in self._attachments
+                if PolicyMatcher.scope_matches(scope=attachment.to_policy_scope(), context=context)
+            ),
+            key=_attachment_specificity,
+        )
+        broadest_attachment_by_policy: Final = MappingProxyType(
+            {attachment.policy: attachment for attachment in reversed(matching_attachments)}
+        )
+        unique_attachments: Final = tuple(
+            broadest_attachment_by_policy[policy_name]
+            for policy_name in dict.fromkeys(attachment.policy for attachment in matching_attachments)
+        )
 
-        for attachment in self._attachments:
-            scope = attachment.to_policy_scope()
-            if PolicyMatcher.scope_matches(scope=scope, context=context):
-                if attachment.policy not in seen_policies:
-                    seen_policies.add(attachment.policy)
-                    matched_via = self._describe_match_reason(attachment, context)
-                    results.append(
-                        {
-                            "policy_name": attachment.policy,
-                            "matched_via": matched_via,
-                        }
-                    )
-                    verbose_proxy_logger.debug(
-                        "Attachment matched: policy=%s, matched_via=%s, context=(team=%s, key=%s, model=%s)",
-                        attachment.policy,
-                        matched_via,
-                        context.team_alias,
-                        context.key_alias,
-                        context.model,
-                    )
-
-        return results
+        return [
+            {
+                "policy_name": attachment.policy,
+                "matched_via": self._describe_match_reason(attachment, context),
+            }
+            for attachment in unique_attachments
+        ]
 
     @staticmethod
     def _describe_match_reason(attachment: PolicyAttachment, context: PolicyMatchContext) -> str:
diff --git a/litellm/proxy/policy_engine/pipeline_executor.py b/litellm/proxy/policy_engine/pipeline_executor.py
index ed193c7f434..ad45781d5d2 100644
--- a/litellm/proxy/policy_engine/pipeline_executor.py
+++ b/litellm/proxy/policy_engine/pipeline_executor.py
@@ -58,6 +58,15 @@ class UndeliverableStreamRewrite(Exception):
         self.guardrail_name: Final = guardrail_name
 
 
+class UnappliableRequestRewrite(Exception):
+    def __init__(self, guardrail_name: str) -> None:
+        super().__init__(
+            f"Guardrail '{guardrail_name}' rewrote the request in a way this endpoint cannot apply, "
+            "so the request was rejected rather than sent unrewritten"
+        )
+        self.guardrail_name: Final = guardrail_name
+
+
 def _tool_call_shape(tool_call: object) -> tuple[object, object]:
     plain: Final = tool_call.model_dump() if isinstance(tool_call, BaseModel) else tool_call
     function: Final = plain.get("function") if isinstance(plain, Mapping) else None
diff --git a/litellm/proxy/prisma_migration.py b/litellm/proxy/prisma_migration.py
index 1b95d24c011..7e3aff75cef 100644
--- a/litellm/proxy/prisma_migration.py
+++ b/litellm/proxy/prisma_migration.py
@@ -14,6 +14,8 @@ sys.path.insert(0, os.path.abspath("./"))
 
 from typing import Final
 
+from litellm_proxy_extras.prisma_toolchain import resolve_prisma_argv
+
 from litellm._logging import verbose_proxy_logger
 from litellm.proxy.proxy_cli import run_server
 from litellm.secret_managers.main import str_to_bool
@@ -29,7 +31,7 @@ def main() -> int:
     run_server(run_server_args, standalone_mode=False)
 
     verbose_proxy_logger.info("Running 'prisma generate'...")
-    result: Final = subprocess.run(("prisma", "generate"), capture_output=True, text=True)
+    result: Final = subprocess.run(resolve_prisma_argv(("prisma", "generate")), capture_output=True, text=True)
     verbose_proxy_logger.info("'prisma generate' stdout: %s", result.stdout)
 
     if result.returncode != 0:
diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py
index c2d60cd5488..01a3da08998 100644
--- a/litellm/proxy/proxy_cli.py
+++ b/litellm/proxy/proxy_cli.py
@@ -1267,73 +1267,69 @@ def run_server(
                         flush=True,
                     )
                     sys.exit(1)
-            try:
-                from litellm.secret_managers.main import get_secret
+            from litellm.secret_managers.main import get_secret
 
-                connection_url_params: Final = _build_db_connection_url_params(
-                    connection_limit=db_connection_pool_limit,
-                    pool_timeout=db_connection_timeout,
-                    connect_timeout=db_connect_timeout,
-                    socket_timeout=db_socket_timeout,
-                    disable_prepared_statements=db_disable_prepared_statements,
-                    extra_params=db_extra_connection_params,
+            connection_url_params: Final = _build_db_connection_url_params(
+                connection_limit=db_connection_pool_limit,
+                pool_timeout=db_connection_timeout,
+                connect_timeout=db_connect_timeout,
+                socket_timeout=db_socket_timeout,
+                disable_prepared_statements=db_disable_prepared_statements,
+                extra_params=db_extra_connection_params,
+            )
+            lifetime_params: Final = idle_lifetime_params(general_settings.get("database_max_idle_connection_lifetime"))
+            if os.getenv("DATABASE_URL", None) is not None:
+                database_url = get_secret("DATABASE_URL", default_value=None)
+                resolved_url: Final[str | None] = str(database_url) if database_url else None
+                pg_options: Final[str] = _pg_options_with_timeouts(
+                    _url_query_value(resolved_url, "options"),
+                    db_statement_timeout,
+                    db_lock_timeout,
                 )
-                lifetime_params: Final = idle_lifetime_params(
-                    general_settings.get("database_max_idle_connection_lifetime")
+                writer_url: Final = (
+                    _with_query_value(resolved_url, "options", pg_options)
+                    if resolved_url and pg_options
+                    else resolved_url
                 )
-                if os.getenv("DATABASE_URL", None) is not None:
-                    database_url = get_secret("DATABASE_URL", default_value=None)
-                    resolved_url: Final[str | None] = str(database_url) if database_url else None
-                    pg_options: Final[str] = _pg_options_with_timeouts(
-                        _url_query_value(resolved_url, "options"),
-                        db_statement_timeout,
-                        db_lock_timeout,
-                    )
-                    writer_url: Final = (
-                        _with_query_value(resolved_url, "options", pg_options)
-                        if resolved_url and pg_options
-                        else resolved_url
-                    )
-                    modified_url = append_query_params(
-                        writer_url,
-                        connection_url_params,
-                    )
-                    os.environ["DATABASE_URL"] = translate_libpq_ssl_params(
-                        add_missing_query_params(modified_url, lifetime_params)
-                    )
-                if os.getenv("DIRECT_URL", None) is not None:
-                    database_url = os.getenv("DIRECT_URL")
-                    modified_url = append_query_params(database_url, connection_url_params)
-                    os.environ["DIRECT_URL"] = translate_libpq_ssl_params(
-                        add_missing_query_params(modified_url, lifetime_params)
-                    )
-                # The reader pool is a real pool against the same configured cap, so it
-                # gets the allowlisted pool params. Schema-affecting ones, including any
-                # the operator smuggled in through database_extra_connection_params, stay
-                # on the writer. Anything pinned on the replica URL wins, unlike the
-                # writer where the config is applied on top.
-                read_replica_url: Final[str | None] = os.getenv("DATABASE_URL_READ_REPLICA")
-                if read_replica_url:
-                    reader_options: Final[str] = _pg_options_with_timeouts(
-                        _url_query_value(read_replica_url, "options"),
-                        db_statement_timeout,
-                        db_lock_timeout,
-                    )
-                    os.environ["DATABASE_URL_READ_REPLICA"] = translate_libpq_ssl_params(
+                modified_url = append_query_params(
+                    writer_url,
+                    connection_url_params,
+                )
+                os.environ["DATABASE_URL"] = translate_libpq_ssl_params(
+                    add_missing_query_params(modified_url, lifetime_params)
+                )
+            if os.getenv("DIRECT_URL", None) is not None:
+                database_url = os.getenv("DIRECT_URL")
+                modified_url = append_query_params(database_url, connection_url_params)
+                os.environ["DIRECT_URL"] = translate_libpq_ssl_params(
+                    add_missing_query_params(modified_url, lifetime_params)
+                )
+            # The reader pool is a real pool against the same configured cap, so it
+            # gets the allowlisted pool params. Schema-affecting ones, including any
+            # the operator smuggled in through database_extra_connection_params, stay
+            # on the writer. Anything pinned on the replica URL wins, unlike the
+            # writer where the config is applied on top.
+            read_replica_url: Final[str | None] = os.getenv("DATABASE_URL_READ_REPLICA")
+            if read_replica_url:
+                reader_options: Final[str] = _pg_options_with_timeouts(
+                    _url_query_value(read_replica_url, "options"),
+                    db_statement_timeout,
+                    db_lock_timeout,
+                )
+                os.environ["DATABASE_URL_READ_REPLICA"] = translate_libpq_ssl_params(
+                    add_missing_query_params(
                         add_missing_query_params(
-                            add_missing_query_params(
-                                _with_query_value(read_replica_url, "options", reader_options)
-                                if reader_options
-                                else read_replica_url,
-                                reader_shareable_params(connection_url_params),
-                            ),
-                            lifetime_params,
-                        )
+                            _with_query_value(read_replica_url, "options", reader_options)
+                            if reader_options
+                            else read_replica_url,
+                            reader_shareable_params(connection_url_params),
+                        ),
+                        lifetime_params,
                     )
-                subprocess.run(["prisma"], capture_output=True)
-                is_prisma_runnable = True
-            except FileNotFoundError:
-                is_prisma_runnable = False
+                )
+            from litellm_proxy_extras.prisma_toolchain import prisma_cli_available
+
+            is_prisma_runnable: Final = prisma_cli_available()
 
             if is_prisma_runnable:
                 from litellm.proxy.db.check_migration import check_prisma_schema_diff
@@ -1382,7 +1378,8 @@ def run_server(
                             )
             else:
                 print(
-                    f"Unable to connect to DB. DATABASE_URL found in environment, but prisma package not found."  # noqa: F541
+                    "Unable to connect to DB. DATABASE_URL found in environment, but the prisma CLI is neither on "
+                    "PATH nor importable as a package."
                 )
         pgbouncer_settings: Final = PgBouncerSettings()
         upstream_database_url: Final = os.getenv("DATABASE_URL")
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 0f24acb8bb4..d9f8e04ebda 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -26,7 +26,6 @@ from collections.abc import (
     MutableMapping,
     Sequence,
 )
-from dataclasses import dataclass
 from datetime import datetime, timedelta, timezone
 from types import MappingProxyType, UnionType
 from typing import (
@@ -251,6 +250,7 @@ import litellm._redis
 from litellm import Router
 from litellm._logging import _redact_string, verbose_proxy_logger, verbose_router_logger
 from litellm.caching.caching import DualCache, RedisCache
+from litellm.caching.redis_cache import RedisCircuitBreakerOpenError
 from litellm.caching.redis_cluster_cache import RedisClusterCache
 from litellm.constants import (
     _REALTIME_BODY_CACHE_SIZE,
@@ -303,7 +303,7 @@ from litellm.litellm_core_utils.sensitive_data_masker import (
 )
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
-from litellm.proxy._lazy_features import attach_lazy_features
+from litellm.proxy._lazy_features import attach_lazy_features, reserve_lazy_slot
 from litellm.proxy._types import *
 from litellm.proxy.analytics_endpoints.analytics_endpoints import (
     router as analytics_router,
@@ -353,6 +353,7 @@ from litellm.proxy.common_utils.auth_cache_invalidation_pubsub import (
     AuthCacheInvalidationSubscriber,
 )
 from litellm.proxy.common_utils.callback_utils import initialize_callbacks_on_proxy
+from litellm.proxy.common_utils.config_includes import resolve_include_file_path, resolve_includes
 from litellm.proxy.common_utils.config_sync_pubsub import ConfigSyncSubscriber
 from litellm.proxy.common_utils.debug_utils import init_verbose_loggers
 from litellm.proxy.common_utils.debug_utils import router as debugging_endpoints_router
@@ -371,10 +372,7 @@ from litellm.proxy.common_utils.http_parsing_utils import (
     check_file_size_under_limit,
     get_form_data,
 )
-from litellm.proxy.common_utils.load_config_utils import (
-    get_config_file_contents_from_gcs,
-    get_file_contents_from_s3,
-)
+from litellm.proxy.common_utils.load_config_utils import get_config_from_bucket
 from litellm.proxy.common_utils.model_deprecation import collect_model_deprecations
 from litellm.proxy.common_utils.model_listing_utils import (
     ClaudeCodeRoutingNames,
@@ -448,7 +446,10 @@ from litellm.proxy.db.proxy_worker_heartbeat import (
     ProxyWorkerHeartbeat,
 )
 from litellm.proxy.db.spend_counter_reseed import END_USER_COUNTER_PREFIX, SpendCounterReseed
-from litellm.proxy.discovery_endpoints import ui_discovery_endpoints_router
+from litellm.proxy.discovery_endpoints import (
+    agent_skills_discovery_router,
+    ui_discovery_endpoints_router,
+)
 from litellm.proxy.fine_tuning_endpoints.endpoints import router as fine_tuning_router
 from litellm.proxy.fine_tuning_endpoints.endpoints import set_fine_tuning_config
 from litellm.proxy.google_endpoints.endpoints import router as google_router
@@ -638,13 +639,8 @@ from litellm.proxy.openai_files_endpoints.files_endpoints import (
 from litellm.proxy.openai_files_endpoints.files_endpoints import (
     set_files_config,
 )
-from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import (
-    openai_passthrough_router,
-    passthrough_endpoint_router,
-    vertex_ai_live_websocket_passthrough,
-)
-from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import (
-    router as llm_passthrough_router,
+from litellm.proxy.pass_through_endpoints.openai_passthrough_endpoints import (
+    router as openai_passthrough_router,
 )
 from litellm.proxy.pass_through_endpoints.pass_through_endpoints import (
     initialize_pass_through_endpoints,
@@ -659,9 +655,19 @@ from litellm.proxy.rag_endpoints.endpoints import router as rag_router
 from litellm.proxy.rerank_endpoints.endpoints import router as rerank_router
 from litellm.proxy.response_api_endpoints.endpoints import router as response_router
 from litellm.proxy.route_llm_request import route_request
+from litellm.proxy.route_priority import hot_routes_first
 from litellm.proxy.search_endpoints.endpoints import router as search_router
 from litellm.proxy.shutdown.graceful_shutdown_manager import GracefulShutdownManager
 from litellm.proxy.spend_tracking.budget_reservation import get_budget_window_start
+from litellm.proxy.spend_tracking.spend_counter_batch import (
+    PendingSpendIncrement,
+    active_spend_counter_batch,
+    forget_spend_counter,
+    post_call_counter_keys,
+    read_batched_spend_counter,
+    record_spend_counter_value,
+    spend_counter_batch_scope,
+)
 from litellm.proxy.spend_tracking.spend_management_endpoints import (
     router as spend_management_router,
 )
@@ -2630,6 +2636,7 @@ async def _repair_stale_spend_counter(counter_key: str, db_spend: float) -> None
     if needs_update:
         spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=db_spend)
     if spend_counter_cache.redis_cache is not None:
+        forget_spend_counter(counter_key)
         try:
             await spend_counter_cache.redis_cache.async_set_max(key=counter_key, value=db_spend)
         except Exception:
@@ -2727,6 +2734,12 @@ async def read_spend_counter_cache_value(counter_key: str) -> tuple[float | None
     """Return (value, authoritative) for the live counter, None when absent. A clean
     Redis miss is final: the per-pod in-memory copy outlives the Redis TTL and only
     holds this pod's writes, so it is consulted only when Redis is unreachable."""
+    batch: Final = active_spend_counter_batch()
+    if batch is not None:
+        batched: Final = await batch.read(counter_key)
+        if batched is not None:
+            return batched
+
     if spend_counter_cache.redis_cache is not None:
         try:
             redis_val: Final = await spend_counter_cache.redis_cache.async_get_cache(key=counter_key)
@@ -2764,12 +2777,6 @@ async def _read_spend_counter_estimate(counter_key: str, fallback_spend: float)
     return fallback_spend, False
 
 
-@dataclass(frozen=True, slots=True)
-class _PendingSpendIncrement:
-    counter_key: str
-    increment: float
-
-
 async def increment_spend_counters(
     token: str | None,
     team_id: str | None,
@@ -2792,6 +2799,45 @@ async def increment_spend_counters(
     Awaited (not create_task) in the cost callback, so the counter is
     updated before the next request's auth check runs.
     """
+    with spend_counter_batch_scope(
+        spend_counter_cache.redis_cache,
+        counter_keys=post_call_counter_keys(
+            token=token,
+            team_id=team_id,
+            user_id=user_id,
+            org_id=org_id,
+            end_user_id=end_user_id,
+            tags=tags,
+            model_access_groups=model_access_groups,
+        ),
+    ):
+        await _increment_spend_counters_batched(
+            token=token,
+            team_id=team_id,
+            user_id=user_id,
+            response_cost=response_cost,
+            org_id=org_id,
+            budget_reservation=budget_reservation,
+            end_user_id=end_user_id,
+            tags=tags,
+            request_started_at=request_started_at,
+            model_access_groups=model_access_groups,
+        )
+
+
+async def _increment_spend_counters_batched(
+    token: str | None,
+    team_id: str | None,
+    user_id: str | None,
+    response_cost: float | None,
+    org_id: str | None,
+    budget_reservation: dict | None,
+    end_user_id: str | None,
+    tags: list[str] | None,
+    request_started_at: datetime | None,
+    model_access_groups: Sequence[str] | None,
+):
+    """Runs inside one spend counter batch: the reservation reconcile and the warm checks share a single MGET."""
     reserved_counter_keys: Final = await _reconcile_budget_reservation_for_counter_update(
         budget_reservation=budget_reservation,
         response_cost=response_cost,
@@ -2804,7 +2850,7 @@ async def increment_spend_counters(
 
     cost: Final[float] = response_cost
 
-    async def _key_scope(key_token: str) -> tuple[_PendingSpendIncrement | BaseException, ...]:
+    async def _key_scope(key_token: str) -> tuple[PendingSpendIncrement | BaseException, ...]:
         # key_token arrives pre-hashed from metadata["user_api_key"] (auth flow
         # hashes raw "sk-..." keys before they reach the callback). The
         # startswith("sk-") check is a safety net matching update_cache —
@@ -2815,7 +2861,7 @@ async def increment_spend_counters(
             hash_token(token=key_token) if isinstance(key_token, str) and key_token.startswith("sk-") else key_token
         )
         key_counter_key: Final = f"spend:key:{hashed_token}"
-        key_pending: Final[tuple[_PendingSpendIncrement, ...]] = (
+        key_pending: Final[tuple[PendingSpendIncrement, ...]] = (
             ()
             if key_counter_key in reserved_counter_keys
             else (
@@ -2827,7 +2873,7 @@ async def increment_spend_counters(
             )
         )
 
-        async def _key_window_increment(window: object) -> _PendingSpendIncrement | None:
+        async def _key_window_increment(window: object) -> PendingSpendIncrement | None:
             duration = (
                 window["budget_duration"] if isinstance(window, dict) else getattr(window, "budget_duration", None)
             )
@@ -2874,9 +2920,9 @@ async def increment_spend_counters(
         )
         return key_pending + tuple(item for item in window_pending if item is not None)
 
-    async def _team_scope(scope_team_id: str) -> tuple[_PendingSpendIncrement | BaseException, ...]:
+    async def _team_scope(scope_team_id: str) -> tuple[PendingSpendIncrement | BaseException, ...]:
         team_counter_key: Final = f"spend:team:{scope_team_id}"
-        team_pending: Final[tuple[_PendingSpendIncrement, ...]] = (
+        team_pending: Final[tuple[PendingSpendIncrement, ...]] = (
             ()
             if team_counter_key in reserved_counter_keys
             else (
@@ -2888,7 +2934,7 @@ async def increment_spend_counters(
             )
         )
 
-        async def _team_window_increment(window: object) -> _PendingSpendIncrement | None:
+        async def _team_window_increment(window: object) -> PendingSpendIncrement | None:
             duration = (
                 window["budget_duration"] if isinstance(window, dict) else getattr(window, "budget_duration", None)
             )
@@ -2937,7 +2983,7 @@ async def increment_spend_counters(
 
     async def _team_member_scope(
         scope_user_id: str, scope_team_id: str
-    ) -> tuple[_PendingSpendIncrement | BaseException, ...]:
+    ) -> tuple[PendingSpendIncrement | BaseException, ...]:
         team_member_counter_key: Final = f"spend:team_member:{scope_user_id}:{scope_team_id}"
         if team_member_counter_key in reserved_counter_keys:
             return ()
@@ -2949,7 +2995,7 @@ async def increment_spend_counters(
             ),
         )
 
-    async def _user_scope(scope_user_id: str) -> tuple[_PendingSpendIncrement | BaseException, ...]:
+    async def _user_scope(scope_user_id: str) -> tuple[PendingSpendIncrement | BaseException, ...]:
         user_counter_key: Final = f"spend:user:{scope_user_id}"
         if user_counter_key in reserved_counter_keys:
             return ()
@@ -3059,7 +3105,7 @@ async def _prepare_end_user_and_tag_spend_increments(
     tags: list[str] | None,
     response_cost: float,
     reserved_counter_keys: set[str],
-) -> tuple[_PendingSpendIncrement | BaseException, ...]:
+) -> tuple[PendingSpendIncrement | BaseException, ...]:
     unique_tags: Final = (
         tuple(dict.fromkeys(tag for tag in tags if tag and isinstance(tag, str))) if tags is not None else ()
     )
@@ -3096,7 +3142,7 @@ async def _prepare_model_access_group_spend_increments(
     model_access_groups: Sequence[object],
     response_cost: float,
     reserved_counter_keys: set[str],
-) -> tuple[_PendingSpendIncrement | BaseException, ...]:
+) -> tuple[PendingSpendIncrement | BaseException, ...]:
     """Charge the model access groups that authorized this request.
 
     Without this the counter auth reads is written only by the reservation path, so
@@ -3129,7 +3175,7 @@ async def _prepare_org_spend_increment(
     org_id: str | None,
     response_cost: float,
     reserved_counter_keys: set[str],
-) -> tuple[_PendingSpendIncrement, ...]:
+) -> tuple[PendingSpendIncrement, ...]:
     if org_id is None:
         return ()
 
@@ -3147,7 +3193,7 @@ async def _prepare_unreserved_spend_counter_increment(
     source_cache_key: str | list[str],
     increment: float,
     reserved_counter_keys: set[str],
-) -> _PendingSpendIncrement | None:
+) -> PendingSpendIncrement | None:
     if counter_key in reserved_counter_keys:
         return None
 
@@ -3162,7 +3208,7 @@ async def _prepare_spend_counter_increment(
     counter_key: str,
     source_cache_key: str | list[str],
     increment: float,
-) -> _PendingSpendIncrement:
+) -> PendingSpendIncrement:
     """
     Initialize counter from the authoritative DB spend value if not yet
     set, then return the pending increment for the caller to apply in one
@@ -3184,7 +3230,7 @@ async def _prepare_spend_counter_increment(
         counter_key=counter_key,
         source_cache_key=source_cache_key,
     )
-    return _PendingSpendIncrement(counter_key=counter_key, increment=increment)
+    return PendingSpendIncrement(counter_key=counter_key, increment=increment)
 
 
 async def _enqueue_window_spend_row_update(
@@ -3243,7 +3289,7 @@ async def _prepare_window_spend_counter_increment(
     window_duration: str | None,
     window_start: datetime | None,
     increment: float,
-) -> _PendingSpendIncrement | None:
+) -> PendingSpendIncrement | None:
     if window_start is None:
         verbose_proxy_logger.warning(
             "Skipping spend counter increment for invalid budget window %s",
@@ -3260,7 +3306,7 @@ async def _prepare_window_spend_counter_increment(
     )
     if initialized is False:
         return None
-    return _PendingSpendIncrement(counter_key=counter_key, increment=increment)
+    return PendingSpendIncrement(counter_key=counter_key, increment=increment)
 
 
 async def _ensure_spend_counter_initialized(
@@ -3327,6 +3373,14 @@ async def _ensure_window_spend_counter_initialized(
 
 
 async def _is_spend_counter_cache_warm(counter_key: str) -> bool:
+    batched: Final = await read_batched_spend_counter(counter_key)
+    if batched is not None:
+        batched_value, _ = batched
+        if batched_value is None:
+            return False
+        spend_counter_cache.in_memory_cache.set_cache(key=counter_key, value=batched_value)
+        return True
+
     if spend_counter_cache.redis_cache is not None:
         try:
             current_value: Final[object] = await spend_counter_cache.redis_cache.async_get_cache(
@@ -3371,16 +3425,16 @@ async def _increment_spend_counter_cache(counter_key: str, increment: float):
             key=counter_key,
             value=current_value,
         )
+        record_spend_counter_value(counter_key, float(current_value))
         return current_value
 
-    return await spend_counter_cache.async_increment_cache(
-        key=counter_key,
-        value=increment,
-        refresh_ttl=True,
+    return await SpendCounterReseed.increment_in_memory(
+        spend_counter_cache=spend_counter_cache, counter_key=counter_key, increment=increment
     )
 
 
 async def _invalidate_spend_counter(counter_key: str):
+    forget_spend_counter(counter_key)
     spend_counter_cache.in_memory_cache.delete_cache(key=counter_key)
     if spend_counter_cache.redis_cache is not None:
         try:
@@ -3393,16 +3447,23 @@ async def _invalidate_spend_counter(counter_key: str):
             )
 
 
-async def _apply_spend_counter_increments(pending: Sequence[_PendingSpendIncrement]) -> None:
+async def _apply_spend_counter_increments(pending: Sequence[PendingSpendIncrement]) -> None:
+    try:
+        await increment_spend_counters_pipeline(pending=pending)
+    except RedisCircuitBreakerOpenError:
+        return
+
+
+async def increment_spend_counters_pipeline(pending: Sequence[PendingSpendIncrement]) -> None:
+    """One INCRBYFLOAT+EXPIRE pipeline for every pending counter; on failure every counter is invalidated
+    before the error propagates, so no caller can read a half-applied batch."""
     if not pending:
         return
     redis_cache: Final = spend_counter_cache.redis_cache
     if redis_cache is None:
         for item in pending:
-            await spend_counter_cache.async_increment_cache(
-                key=item.counter_key,
-                value=item.increment,
-                refresh_ttl=True,
+            await SpendCounterReseed.increment_in_memory(
+                spend_counter_cache=spend_counter_cache, counter_key=item.counter_key, increment=item.increment
             )
         return
     ttl: Final = redis_cache.get_ttl()
@@ -3417,6 +3478,7 @@ async def _apply_spend_counter_increments(pending: Sequence[_PendingSpendIncreme
         raise
     for item, current_value in zip(pending, results or ()):
         spend_counter_cache.in_memory_cache.set_cache(key=item.counter_key, value=current_value)
+        record_spend_counter_value(item.counter_key, float(current_value))
 
 
 async def update_cache(
@@ -4742,12 +4804,12 @@ class ProxyConfig:
         if config is None:
             raise Exception("Config cannot be None or Empty.")
         # Process includes
-        config = self._process_includes(config=config, base_dir=os.path.dirname(os.path.abspath(file_path or "")))
+        config = await self._process_includes(config=config, config_file_path=os.path.abspath(file_path or ""))
 
         # verbose_proxy_logger.debug(f"loaded config={json.dumps(config, indent=4)}")
         return config
 
-    def _process_includes(self, config: dict, base_dir: str) -> dict:
+    async def _process_includes(self, config: dict, config_file_path: str) -> dict:
         """
         Process includes by appending their contents to the main config
 
@@ -4762,29 +4824,21 @@ class ProxyConfig:
             callbacks: ["prometheus"]
         ```
         """
-        if "include" not in config:
-            return config
 
-        if not isinstance(config["include"], list):
-            raise ValueError("'include' must be a list of file paths")
+        included_config_adapter: Final = TypeAdapter(dict[str, object])
 
-        # Load and append all included files
-        for include_file in config["include"]:
-            file_path = os.path.join(base_dir, include_file)
+        def resolve(include_file: str, declared_in: str) -> str:
+            return resolve_include_file_path(include_file, declared_in, config_file_path)
+
+        async def read_included(file_path: str) -> Mapping[str, object]:
             if not os.path.exists(file_path):
                 raise FileNotFoundError(f"Included file not found: {file_path}")
+            try:
+                return included_config_adapter.validate_python(self._load_yaml_file(file_path))
+            except ValidationError as e:
+                raise ValueError(f"Included config file is not a YAML mapping: {file_path}") from e
 
-            included_config = self._load_yaml_file(file_path)
-            # Simply update/extend the main config with included config
-            for key, value in included_config.items():
-                if isinstance(value, list) and key in config:
-                    config[key].extend(value)
-                else:
-                    config[key] = value
-
-        # Remove the include directive
-        del config["include"]
-        return config
+        return await resolve_includes(config=config, location=config_file_path, resolve=resolve, read=read_included)
 
     async def save_config(self, new_config: dict, include_env_vars: bool = False):
         global prisma_client, general_settings, user_config_file_path, store_model_in_db
@@ -5142,15 +5196,19 @@ class ProxyConfig:
         global prisma_client, store_model_in_db
         # Load existing config
 
-        if os.environ.get("LITELLM_CONFIG_BUCKET_NAME") is not None:
-            bucket_name: Final = os.environ.get("LITELLM_CONFIG_BUCKET_NAME")
+        bucket_name: Final = os.environ.get("LITELLM_CONFIG_BUCKET_NAME")
+        if bucket_name is not None:
             object_key: Final = os.environ.get("LITELLM_CONFIG_BUCKET_OBJECT_KEY")
             bucket_type: Final = os.environ.get("LITELLM_CONFIG_BUCKET_TYPE")
             verbose_proxy_logger.debug("bucket_name: %s, object_key: %s", bucket_name, object_key)
-            if bucket_type == "gcs":
-                config = await get_config_file_contents_from_gcs(bucket_name=bucket_name, object_key=object_key)
-            else:
-                config = get_file_contents_from_s3(bucket_name=bucket_name, object_key=object_key)
+            if object_key is None:
+                raise Exception("LITELLM_CONFIG_BUCKET_OBJECT_KEY must be set to load the config from a bucket.")
+
+            config = await get_config_from_bucket(
+                bucket_type=bucket_type,
+                bucket_name=bucket_name,
+                object_key=object_key,
+            )
 
             if config is None:
                 raise Exception("Unable to load config from given source.")
@@ -5810,6 +5868,16 @@ class ProxyConfig:
                     default_redis_ttl=ttl,
                 )
 
+            ### USER API KEY CACHE MAX SIZE (in-memory tier shared by keys, teams, users, end users, ...) ###
+            if "user_api_key_cache_max_size" in general_settings:
+                user_api_key_cache.update_in_memory_max_size(
+                    ConfigGeneralSettings.model_validate(
+                        MappingProxyType(
+                            {"user_api_key_cache_max_size": general_settings["user_api_key_cache_max_size"]}
+                        )
+                    ).user_api_key_cache_max_size
+                )
+
             ### PKCE MULTI-INSTANCE PREREQUISITE CHECK ###
             # PKCE verifiers are stored in redis_usage_cache when available so they can
             # be read back by any instance (not just the one that started the auth flow).
@@ -6044,6 +6112,10 @@ class ProxyConfig:
         set_files_config(config=files_config)
 
         ## default config for vertex ai routes
+        from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import (
+            passthrough_endpoint_router,
+        )
+
         default_vertex_config: Final = config.get("default_vertex_config", None)
         passthrough_endpoint_router.set_default_vertex_config(config=default_vertex_config)
 
@@ -7056,6 +7128,23 @@ class ProxyConfig:
                 "enable_openai_websocket_passthrough"
             )
 
+        if "user_api_key_cache_max_size" not in self._yaml_general_settings_keys:
+            db_cache_max_size: Final = _general_settings.get("user_api_key_cache_max_size")
+            try:
+                cache_max_size: Final = ConfigGeneralSettings.model_validate(
+                    MappingProxyType({"user_api_key_cache_max_size": db_cache_max_size})
+                ).user_api_key_cache_max_size
+            except ValidationError:
+                verbose_proxy_logger.warning(
+                    "Ignoring invalid general_settings.user_api_key_cache_max_size=%r from the DB", db_cache_max_size
+                )
+            else:
+                if cache_max_size is None:
+                    general_settings.pop("user_api_key_cache_max_size", None)
+                else:
+                    general_settings["user_api_key_cache_max_size"] = cache_max_size
+                user_api_key_cache.update_in_memory_max_size(cache_max_size)
+
         ## STORE MODEL IN DB ##
         if "store_model_in_db" in _general_settings:
             value = _general_settings["store_model_in_db"]
@@ -10827,14 +10916,14 @@ async def model_info(
     # Use the actual litellm model from the deployment to get provider info
     _, provider, _, _ = litellm.get_llm_provider(model=deployment.litellm_params.model)
 
-    response_id: Final = internal_to_public.get(resolved_model_id, model_id)
-    return create_model_info_response(
-        model_id=response_id,
+    response: Final = create_model_info_response(
+        model_id=resolved_model_id,
         provider=provider,
         include_metadata=False,
         fallback_type=None,
         llm_router=llm_router,
     )
+    return {**response, "id": internal_to_public.get(resolved_model_id, model_id)}  # mutable-ok: response id differs
 
 
 def _blocked_response_usage(original_response: object | None) -> "litellm.Usage":
@@ -11760,6 +11849,10 @@ async def vertex_ai_live_passthrough_endpoint(
 
     This endpoint delegates to the WebSocket function defined in llm_passthrough_endpoints.py
     """
+    from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import (
+        vertex_ai_live_websocket_passthrough,
+    )
+
     return await vertex_ai_live_websocket_passthrough(
         websocket=websocket,
         model=model,
@@ -16964,6 +17057,7 @@ _GENERAL_SETTINGS_CONFIG_LIST_FIELD_TYPES: Final[Mapping[str, str]] = MappingPro
         "cancel_on_disconnect": "Boolean",
         "disable_auto_add_proxy_admin_to_teams": "Boolean",
         "apply_user_budget_to_team_keys": "Boolean",
+        "user_api_key_cache_max_size": "Integer",
     }
 )
 
@@ -18665,7 +18759,7 @@ app.include_router(credential_router)
 app.include_router(openai_passthrough_router)
 app.include_router(batches_router)
 app.include_router(openai_files_router)
-app.include_router(llm_passthrough_router)
+reserve_lazy_slot(app, "llm_passthrough")
 app.include_router(pass_through_router)
 app.include_router(health_router)
 app.include_router(key_management_router)
@@ -18701,10 +18795,12 @@ app.include_router(user_agent_analytics_router)
 app.include_router(gateway_request_router)
 app.include_router(enterprise_router)
 app.include_router(ui_discovery_endpoints_router)
+app.include_router(agent_skills_discovery_router)
 # Eager: /models/{name}:method overlaps with the OpenAI /models endpoint.
 app.include_router(google_router)
 
 attach_lazy_features(app)
+app.router.routes = hot_routes_first(app.router.routes)
 app.add_middleware(
     RequestSizeLimitMiddleware,
     get_max_request_size_mb=lambda: general_settings.get("max_request_size_mb"),
diff --git a/litellm/proxy/route_llm_request.py b/litellm/proxy/route_llm_request.py
index 3d0bd5e61c9..20b4708c193 100644
--- a/litellm/proxy/route_llm_request.py
+++ b/litellm/proxy/route_llm_request.py
@@ -145,12 +145,14 @@ ROUTE_ENDPOINT_MAPPING: Final = {
 }
 
 
+_AVAILABLE_MODELS_HINT: Final = "Call `/v1/models` to view available models for your key."
+
+
 class ProxyModelNotFoundError(HTTPException):
     def __init__(self, route: str, model_name: str, retryable_with_model_read_through: bool = True):
         self.retryable_with_model_read_through: Final = retryable_with_model_read_through
-        detail: Final = {
-            "error": f"{route}: Invalid model name passed in model={model_name}. Call `/v1/models` to view available models for your key."
-        }
+        self.spend_log_error_message: Final = f"{route}: Invalid model name passed in. {_AVAILABLE_MODELS_HINT}"
+        detail: Final = {"error": f"{route}: Invalid model name passed in model={model_name}. {_AVAILABLE_MODELS_HINT}"}
         super().__init__(status_code=status.HTTP_400_BAD_REQUEST, detail=detail)
 
 
diff --git a/litellm/proxy/route_priority.py b/litellm/proxy/route_priority.py
new file mode 100644
index 00000000000..77815b678a6
--- /dev/null
+++ b/litellm/proxy/route_priority.py
@@ -0,0 +1,24 @@
+"""Starlette matches routes in registration order, so the routes that take the most traffic go first."""
+
+from collections.abc import Sequence
+from typing import Final
+
+from starlette.routing import BaseRoute, Route
+
+HOT_ROUTE_PATHS: Final[frozenset[str]] = frozenset(
+    (
+        "/health/liveliness",
+        "/health/liveness",
+        "/v1/chat/completions",
+        "/chat/completions",
+        "/v1/messages",
+    )
+)
+
+
+def _is_hot(route: BaseRoute) -> bool:
+    return isinstance(route, Route) and route.path in HOT_ROUTE_PATHS
+
+
+def hot_routes_first(routes: Sequence[BaseRoute]) -> list[BaseRoute]:  # mutable-ok: assigned to Router.routes, a list
+    return sorted(routes, key=lambda route: not _is_hot(route))
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 817df082d8c..7d521d54791 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -1514,6 +1514,7 @@ model LiteLLM_AutoRouterSession {
   classifier_cost       Float    @default(0)
   classifier_cost_recorded_turns Int @default(0)
   tier_turns            Json     @default("{}")
+  baseline_models       Json     @default("{}")
 
   @@id([api_key, session_id, router_name])
   @@index([last_turn_at], map: "idx_autorouter_session_last_turn")
diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index ef21551ca93..6074a50a69b 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -32,9 +32,10 @@ from litellm.proxy.common_utils.user_api_key_cache import (
     tag_cache_key,
     team_membership_reservation_cache_key,
 )
+from litellm.proxy.spend_tracking.spend_counter_batch import PendingSpendIncrement, spend_counter_batch_scope
 from litellm.proxy.utils import PrismaClient, ProxyLogging
 from litellm.router import Router
-from litellm.rust_bridge.token_counter import count_anthropic_input_tokens, uses_anthropic_tokenizer
+from litellm.rust_bridge.token_counter import RustTokenizer, count_input_tokens, rust_tokenizer
 from litellm.types.proxy.model_access_group_budget import ModelAccessGroupBudget
 from litellm.types.router import DeploymentTypedDict
 
@@ -257,46 +258,47 @@ async def reserve_budget_for_request(
 
     applied_entries: Final[list[dict[str, float | str]]] = []
     try:
-        for counter in counters:
-            entry = _counter_to_reservation_entry(
-                counter=counter,
-                reserved_cost=reservation_cost,
-            )
-            applied_entries.append(entry)
-            try:
-                reserved_value = await _reserve_counter(
+        with _counters_batch_scope(frozenset(counter.counter_key for counter in counters)):
+            for counter in counters:
+                entry = _counter_to_reservation_entry(
                     counter=counter,
-                    reservation_cost=reservation_cost,
+                    reserved_cost=reservation_cost,
                 )
-            except _CounterReservationUnavailable as exc:
-                if exc.touched_counter and not exc.counter_invalidated:
-                    await _release_applied_entries_best_effort(
-                        entries=[entry],
-                        default_reserved_cost=reservation_cost,
+                applied_entries.append(entry)
+                try:
+                    reserved_value = await _reserve_counter(
+                        counter=counter,
+                        reservation_cost=reservation_cost,
                     )
-                applied_entries.remove(entry)
-                if fail_closed_budget_enforcement:
-                    _raise_reservation_unavailable(counter_key=counter.counter_key)
-                continue
+                except _CounterReservationUnavailable as exc:
+                    if exc.touched_counter and not exc.counter_invalidated:
+                        await _release_applied_entries_best_effort(
+                            entries=[entry],
+                            default_reserved_cost=reservation_cost,
+                        )
+                    applied_entries.remove(entry)
+                    if fail_closed_budget_enforcement:
+                        _raise_reservation_unavailable(counter_key=counter.counter_key)
+                    continue
 
-            if reserved_value is not None:
-                current_spend = reserved_value
-            else:
-                cached_spend = current_spend_by_counter_key.get(counter.counter_key)
-                if cached_spend is None:
-                    cached_spend = await _get_current_counter_value(counter=counter)
-                current_spend = cached_spend + reservation_cost
-            if current_spend > counter.max_budget:
-                reservation_cost = await _apply_over_budget_reservation_policy(
-                    counter=counter,
-                    valid_token=valid_token,
-                    entry=entry,
-                    applied_entries=applied_entries,
-                    reservation_cost=reservation_cost,
-                    current_spend=current_spend,
-                    fail_closed_budget_enforcement=fail_closed_budget_enforcement,
-                )
-                continue
+                if reserved_value is not None:
+                    current_spend = reserved_value
+                else:
+                    cached_spend = current_spend_by_counter_key.get(counter.counter_key)
+                    if cached_spend is None:
+                        cached_spend = await _get_current_counter_value(counter=counter)
+                    current_spend = cached_spend + reservation_cost
+                if current_spend > counter.max_budget:
+                    reservation_cost = await _apply_over_budget_reservation_policy(
+                        counter=counter,
+                        valid_token=valid_token,
+                        entry=entry,
+                        applied_entries=applied_entries,
+                        reservation_cost=reservation_cost,
+                        current_spend=current_spend,
+                        fail_closed_budget_enforcement=fail_closed_budget_enforcement,
+                    )
+                    continue
     except Exception:
         await _release_applied_entries_best_effort(
             entries=applied_entries,
@@ -878,67 +880,92 @@ async def _get_current_counter_value(counter: _BudgetCounter) -> float:
     )
 
 
+def _counters_batch_scope(counter_keys: frozenset[str]) -> spend_counter_batch_scope:
+    """Each counter is read once, then written, so one MGET up front serves every read in the loop."""
+    from litellm.proxy.proxy_server import spend_counter_cache
+
+    return spend_counter_batch_scope(spend_counter_cache.redis_cache, counter_keys=counter_keys)
+
+
+@dataclass(frozen=True, slots=True)
+class _EntryAdjustment:
+    entry: dict[str, float | str]
+    counter_key: str
+    target_adjustment: float
+    adjustment: float
+
+
+def _entry_adjustment(
+    entry: dict[str, float | str], actual_cost: float, default_reserved_cost: float
+) -> _EntryAdjustment | None:
+    counter_key: Final = entry.get("counter_key")
+    if counter_key is None:
+        return None
+    target_adjustment: Final = actual_cost - _get_entry_reserved_cost(
+        entry=entry, default_reserved_cost=default_reserved_cost
+    )
+    adjustment: Final = target_adjustment - float(entry.get("applied_adjustment") or 0.0)
+    if adjustment == 0:
+        return None
+    return _EntryAdjustment(
+        entry=entry, counter_key=str(counter_key), target_adjustment=target_adjustment, adjustment=adjustment
+    )
+
+
 async def _set_reserved_entries_actual_cost(
     entries: list[dict],
     actual_cost: float,
     default_reserved_cost: float,
     reseed_on_inconsistent: bool = True,
 ) -> None:
-    for entry in entries:
-        await _set_reserved_entry_actual_cost(
-            entry=entry,
-            actual_cost=actual_cost,
-            default_reserved_cost=default_reserved_cost,
-            reseed_on_inconsistent=reseed_on_inconsistent,
+    """Every reserved counter is read from one MGET and the consistent adjustments go out in one pipeline.
+    A counter that was flushed or reseeded since reservation is settled on its own after the pipeline."""
+    from litellm.proxy.proxy_server import increment_spend_counters_pipeline
+
+    with _counters_batch_scope(frozenset(str(entry["counter_key"]) for entry in entries if "counter_key" in entry)):
+        adjustments: Final = tuple(
+            adjustment
+            for entry in entries
+            if (adjustment := _entry_adjustment(entry, actual_cost, default_reserved_cost)) is not None
         )
-
-
-async def _set_reserved_entry_actual_cost(
-    entry: dict,
-    actual_cost: float,
-    default_reserved_cost: float,
-    reseed_on_inconsistent: bool = True,
-) -> None:
-    from litellm.proxy.proxy_server import (
-        _increment_spend_counter_cache,
-        reseed_spend_counter_from_db,
-    )
-
-    counter_key: Final = entry.get("counter_key")
-    if counter_key is None:
-        return
-    reserved_cost: Final = _get_entry_reserved_cost(
-        entry=entry,
-        default_reserved_cost=default_reserved_cost,
-    )
-    target_adjustment: Final = actual_cost - reserved_cost
-    applied_adjustment: Final = float(entry.get("applied_adjustment") or 0.0)
-    adjustment: Final = target_adjustment - applied_adjustment
-    if adjustment == 0:
-        return
-    if await _counter_can_apply_adjustment(
-        counter_key=counter_key,
-        adjustment=adjustment,
-    ):
-        await _increment_spend_counter_cache(
-            counter_key=counter_key,
-            increment=adjustment,
+        consistent: Final = tuple(
+            await asyncio.gather(
+                *(
+                    _counter_can_apply_adjustment(counter_key=item.counter_key, adjustment=item.adjustment)
+                    for item in adjustments
+                )
+            )
         )
-    elif reseed_on_inconsistent:
-        # Post-call reconcile / release: the counter was flushed, expired or reseeded
-        # between reservation and reconcile, so the optimistic delta no longer applies.
-        # Reseed from the DB floor (which cannot include this request's cost yet) and
-        # add the settled cost, since increment_spend_counters skips reserved keys.
-        reseeded: Final = await reseed_spend_counter_from_db(counter_key=counter_key)
-        if reseeded and actual_cost > 0:
-            await _increment_spend_counter_cache(counter_key=counter_key, increment=actual_cost)
-    else:
-        # Pre-call admission resize: the in-flight reservation cost is not yet
-        # persisted, so the DB floor would discard it. Keep the original
-        # fail-closed behavior (raise -> reserve_budget_for_request releases and
-        # denies) rather than admitting against an inconsistent counter.
-        raise RuntimeError(f"Cannot resize budget reservation against inconsistent counter {counter_key}")
-    entry["applied_adjustment"] = target_adjustment
+        inconsistent: Final = tuple(item for item, ok in zip(adjustments, consistent) if not ok)
+        if inconsistent and not reseed_on_inconsistent:
+            # Pre-call admission resize: the in-flight reservation cost is not yet
+            # persisted, so the DB floor would discard it. Keep the original
+            # fail-closed behavior (raise -> reserve_budget_for_request releases and
+            # denies) rather than admitting against an inconsistent counter.
+            raise RuntimeError(
+                f"Cannot resize budget reservation against inconsistent counter {inconsistent[0].counter_key}"
+            )
+        applicable: Final = tuple(item for item, ok in zip(adjustments, consistent) if ok)
+        await increment_spend_counters_pipeline(
+            pending=tuple(
+                PendingSpendIncrement(counter_key=item.counter_key, increment=item.adjustment) for item in applicable
+            )
+        )
+        for item in inconsistent:
+            await _reseed_reserved_entry(item=item, actual_cost=actual_cost)
+        for item in adjustments:
+            item.entry["applied_adjustment"] = item.target_adjustment
+
+
+async def _reseed_reserved_entry(item: _EntryAdjustment, actual_cost: float) -> None:
+    """Post-call reconcile / release of a counter that was flushed, expired or reseeded between reservation and
+    reconcile: the optimistic delta no longer applies, so reseed from the DB floor (which cannot include this
+    request's cost yet) and add the settled cost, since increment_spend_counters skips reserved keys."""
+    from litellm.proxy.proxy_server import _increment_spend_counter_cache, reseed_spend_counter_from_db
+
+    reseeded: Final = await reseed_spend_counter_from_db(counter_key=item.counter_key)
+    if reseeded and actual_cost > 0:
+        await _increment_spend_counter_cache(counter_key=item.counter_key, increment=actual_cost)
 
 
 async def _counter_can_apply_adjustment(
@@ -963,8 +990,8 @@ async def _release_applied_entries_best_effort(
 ) -> None:
     for entry in entries:
         try:
-            await _set_reserved_entry_actual_cost(
-                entry=entry,
+            await _set_reserved_entries_actual_cost(
+                entries=[entry],  # mutable-ok: the reconcile takes the reservation's list of entries
                 actual_cost=0.0,
                 default_reserved_cost=default_reserved_cost,
             )
@@ -1365,8 +1392,9 @@ async def count_request_input_tokens(
 
     Tokenizing is the reservation path's dominant CPU cost and is O(prompt), so
     counting a large prompt inline stalls every other request on the worker.
-    Models on the Anthropic tokenizer are counted from the raw body by the Rust
-    bridge when it is enabled, which parses and tokenizes with the GIL released.
+    Models whose tokenizer the Rust bridge ports (Anthropic, tiktoken cl100k_base
+    and o200k_base) are counted from the raw body by the bridge when it is enabled, once per
+    distinct tokenizer, which parses and tokenizes with the GIL released.
     Everything it declines is counted in Python, large prompts in a worker
     thread. The counts are reused by both the max-cost and the input-cost
     estimate.
@@ -1374,23 +1402,31 @@ async def count_request_input_tokens(
     models: Final = _get_request_models(request_body=request_body, route=route, llm_router=llm_router)
     if not models:
         return MappingProxyType({})
-    rust_count: Final = (
-        await count_anthropic_input_tokens(raw_body)
-        if raw_body is not None and any(uses_anthropic_tokenizer(model) for model in models)
-        else None
+    tokenizers: Final[Mapping[str, RustTokenizer | None]] = MappingProxyType(
+        {model: rust_tokenizer(model) for model in models}
+    )
+    distinct_tokenizers: Final[tuple[RustTokenizer, ...]] = tuple(
+        dict.fromkeys(tokenizer for tokenizer in tokenizers.values() if tokenizer is not None)
+    )
+    rust_counts_by_tokenizer: Final[Mapping[RustTokenizer, int]] = MappingProxyType(
+        {
+            tokenizer: count.input_tokens
+            for tokenizer in distinct_tokenizers
+            if raw_body is not None and (count := await count_input_tokens(raw_body, tokenizer)) is not None
+        }
     )
     rust_counts: Final = MappingProxyType(
         {
-            model: rust_count.input_tokens
-            for model in models
-            if rust_count is not None and uses_anthropic_tokenizer(model)
+            model: rust_counts_by_tokenizer[tokenizer]
+            for model, tokenizer in tokenizers.items()
+            if tokenizer is not None and tokenizer in rust_counts_by_tokenizer
         }
     )
     python_models: Final = tuple(model for model in models if model not in rust_counts)
-    if not python_models:
-        return rust_counts
     python_counts: Final = (
-        _count_input_tokens_for_models(request_body=request_body, models=python_models)
+        MappingProxyType({})
+        if not python_models
+        else _count_input_tokens_for_models(request_body=request_body, models=python_models)
         if _approximate_input_size(request_body) < TOKENIZE_OFF_EVENT_LOOP_MIN_CHARS
         else await asyncio.to_thread(
             _count_input_tokens_for_models,
@@ -1398,6 +1434,7 @@ async def count_request_input_tokens(
             models=python_models,
         )
     )
+    verbose_proxy_logger.debug("input token counts: rust=%s python=%s", dict(rust_counts), dict(python_counts))
     return MappingProxyType({**rust_counts, **python_counts})
 
 
diff --git a/litellm/proxy/spend_tracking/carried_budget_state.py b/litellm/proxy/spend_tracking/carried_budget_state.py
new file mode 100644
index 00000000000..efd3a78d211
--- /dev/null
+++ b/litellm/proxy/spend_tracking/carried_budget_state.py
@@ -0,0 +1,60 @@
+"""Pins the budget state auth resolved onto ``UserAPIKeyAuth`` and emits it as request metadata."""
+
+from collections.abc import Mapping
+from types import MappingProxyType
+from typing import Final
+
+from litellm.models.organization import LiteLLM_OrganizationTable
+from litellm.models.team import LiteLLM_TeamTable
+from litellm.models.user import LiteLLM_UserTable
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.types.proxy.carried_budget_state import (
+    OrgBudgetSnapshot,
+    TeamBudgetSnapshot,
+    UserBudgetSnapshot,
+)
+
+
+def carry_team_and_user_budget_state(
+    valid_token: UserAPIKeyAuth,
+    team_object: LiteLLM_TeamTable | None,
+    user_object: LiteLLM_UserTable | None,
+) -> None:
+    if team_object is not None:
+        valid_token.team_budget_snapshot = TeamBudgetSnapshot(  # rebind-ok: the request credential is pinned in place
+            budget_reset_at=team_object.budget_reset_at,
+            max_budget=team_object.max_budget,
+        )
+    if user_object is not None:
+        valid_token.user_budget_snapshot = UserBudgetSnapshot(  # rebind-ok: same object the caller keeps using
+            budget_reset_at=user_object.budget_reset_at,
+            max_budget=user_object.max_budget,
+            user_alias=user_object.user_alias,
+        )
+
+
+def carry_organization_budget_state(valid_token: UserAPIKeyAuth, org_table: LiteLLM_OrganizationTable) -> None:
+    budget_table: Final = org_table.litellm_budget_table
+    valid_token.organization_alias = (
+        org_table.organization_alias
+    )  # rebind-ok: the request credential is pinned in place
+    valid_token.org_budget_snapshot = OrgBudgetSnapshot(  # rebind-ok: same object the caller keeps using
+        spend=org_table.spend,
+        max_budget=budget_table.max_budget if budget_table is not None else None,
+    )
+
+
+def carried_budget_metadata(valid_token: UserAPIKeyAuth) -> Mapping[str, object]:
+    snapshots: Final = (
+        valid_token.team_budget_snapshot,
+        valid_token.user_budget_snapshot,
+        valid_token.org_budget_snapshot,
+    )
+    return MappingProxyType(
+        {
+            key: value
+            for snapshot in snapshots
+            if snapshot is not None
+            for key, value in snapshot.metadata_entries().items()
+        }
+    )
diff --git a/litellm/proxy/spend_tracking/spend_counter_batch.py b/litellm/proxy/spend_tracking/spend_counter_batch.py
new file mode 100644
index 00000000000..7106d88c655
--- /dev/null
+++ b/litellm/proxy/spend_tracking/spend_counter_batch.py
@@ -0,0 +1,217 @@
+"""One Redis MGET per phase (admission, reservation, post-call) for the spend counters it reads, not one GET each."""
+
+import asyncio
+from collections.abc import Iterator, Mapping, Sequence
+from contextvars import ContextVar, Token
+from dataclasses import dataclass
+from types import MappingProxyType, TracebackType
+from typing import Final
+
+from pydantic import TypeAdapter
+
+from litellm._logging import verbose_proxy_logger
+from litellm.caching.redis_cache import RedisCache
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.common_utils.user_api_key_cache import model_access_group_spend_counter_key
+
+_CounterValues: Final = TypeAdapter(dict[str, float | None])
+_NO_VALUES: Final[Mapping[str, float | None]] = MappingProxyType({})
+
+
+@dataclass(frozen=True, slots=True)
+class PendingSpendIncrement:
+    counter_key: str
+    increment: float
+
+
+class SpendCounterBatch:
+    """Bound counters are read with one MGET on first use; counters bound later join the next MGET.
+    ``async_batch_get_cache`` maps a clean miss to ``None`` and drops keys only when Redis failed, so an absent
+    key means "read it yourself" and a present ``None`` is an authoritative miss."""
+
+    __slots__ = ("_fetched", "_keys", "_loaded", "_lock", "_open", "_redis_cache")
+
+    def __init__(self, redis_cache: RedisCache) -> None:
+        self._redis_cache: Final = redis_cache
+        self._lock: Final = asyncio.Lock()
+        self._open = True
+        self._keys: frozenset[str] = frozenset()
+        self._fetched: frozenset[str] = frozenset()
+        self._loaded: Mapping[str, float | None] = _NO_VALUES
+
+    @property
+    def counter_keys(self) -> frozenset[str]:
+        return self._keys
+
+    @property
+    def is_open(self) -> bool:
+        return self._open
+
+    def bind(self, counter_keys: frozenset[str]) -> None:
+        if self._open:
+            self._keys = self._keys | counter_keys
+
+    def close(self) -> None:
+        """Later reads go to Redis directly; call before any read-then-write on the counters."""
+        self._open = False
+
+    async def read(self, counter_key: str) -> tuple[float | None, bool] | None:
+        """(value, authoritative) for a bound counter, None when the caller must read Redis itself."""
+        if not self._open or counter_key not in self._keys:
+            return None
+        loaded: Final = await self._load()
+        if counter_key not in loaded:
+            return None
+        return loaded[counter_key], True
+
+    def record(self, counter_key: str, value: float) -> None:
+        """A write returned the counter's new value; later reads in this scope see it instead of the MGET value."""
+        if not self._open:
+            return
+        key: Final = frozenset((counter_key,))
+        self._keys = self._keys | key
+        self._fetched = self._fetched | key
+        self._loaded = MappingProxyType({**self._loaded, counter_key: value})
+
+    def forget(self, counter_key: str) -> None:
+        """A write left the counter's value unknown; later reads in this scope go to Redis."""
+        key: Final = frozenset((counter_key,))
+        self._keys = self._keys - key
+        self._fetched = self._fetched - key
+        self._loaded = MappingProxyType({k: v for k, v in self._loaded.items() if k != counter_key})
+
+    async def _load(self) -> Mapping[str, float | None]:
+        async with self._lock:
+            pending: Final = self._keys - self._fetched
+            if pending:
+                self._fetched = self._fetched | pending
+                fetched: Final = await self._fetch(pending)
+                self._loaded = MappingProxyType({**fetched, **self._loaded})
+            return self._loaded
+
+    async def _fetch(self, keys: frozenset[str]) -> Mapping[str, float | None]:
+        try:
+            return _CounterValues.validate_python(
+                await self._redis_cache.async_batch_get_cache(key_list=sorted(keys))  # pyright: ignore[reportUnknownMemberType, reportUnknownArgumentType]  # untyped cache API
+            )
+        except Exception as e:  # noqa: BLE001  # per-key reads take over and apply their own Redis fallback
+            verbose_proxy_logger.debug("spend counter batch read failed, falling back to per-key reads: %s", e)
+            return _NO_VALUES
+
+
+_active_batch: Final[ContextVar[SpendCounterBatch | None]] = ContextVar("spend_counter_batch", default=None)
+
+
+def active_spend_counter_batch() -> SpendCounterBatch | None:
+    return _active_batch.get()
+
+
+class spend_counter_batch_scope:
+    """Reads inside the scope share one MGET for the keys bound here or by ``bind_*`` calls inside it.
+    Opened inside a scope whose batch is still open, it binds into that batch so both phases share the MGET."""
+
+    __slots__ = ("_counter_keys", "_redis_cache", "_token")
+
+    def __init__(self, redis_cache: RedisCache | None, counter_keys: frozenset[str] = frozenset()) -> None:
+        self._redis_cache: Final = redis_cache
+        self._counter_keys: Final = counter_keys
+        self._token: Token[SpendCounterBatch | None] | None = None
+
+    def __enter__(self) -> None:
+        if self._redis_cache is None:
+            return
+        outer: Final = _active_batch.get()
+        if outer is not None and outer.is_open:
+            outer.bind(self._counter_keys)
+            return
+        batch: Final = SpendCounterBatch(self._redis_cache)
+        batch.bind(self._counter_keys)
+        self._token = _active_batch.set(batch)
+
+    def __exit__(
+        self, exc_type: type[BaseException] | None, exc: BaseException | None, tb: TracebackType | None
+    ) -> None:
+        if self._token is not None:
+            _active_batch.reset(self._token)
+
+
+def release_spend_counter_batch() -> None:
+    batch: Final = _active_batch.get()
+    if batch is not None:
+        batch.close()
+
+
+def _iter_admission_counter_keys(token: UserAPIKeyAuth, end_user_id: str | None) -> Iterator[str]:
+    if token.token is not None:
+        yield f"spend:key:{token.token}"
+    if token.team_id is not None:
+        yield f"spend:team:{token.team_id}"
+        if token.user_id is not None:
+            yield f"spend:team_member:{token.user_id}:{token.team_id}"
+    if token.user_id is not None:
+        yield f"spend:user:{token.user_id}"
+    if end_user_id is not None:
+        yield f"spend:end_user:{end_user_id}"
+    if token.org_id is not None:
+        yield f"spend:org:{token.org_id}"
+
+
+def admission_counter_keys(token: UserAPIKeyAuth, end_user_id: str | None) -> frozenset[str]:
+    return frozenset(_iter_admission_counter_keys(token, end_user_id))
+
+
+def post_call_counter_keys(
+    token: str | None,
+    team_id: str | None,
+    user_id: str | None,
+    org_id: str | None,
+    end_user_id: str | None,
+    tags: Sequence[object] | None,
+    model_access_groups: Sequence[object] | None,
+) -> frozenset[str]:
+    """Every counter ``increment_spend_counters`` warm-checks, except budget windows which bind on read."""
+    entity_keys: Final = admission_counter_keys(
+        UserAPIKeyAuth(token=token, team_id=team_id, user_id=user_id, org_id=org_id), end_user_id
+    )
+    tag_keys: Final = frozenset(f"spend:tag:{tag}" for tag in tags or () if tag and isinstance(tag, str))
+    group_keys: Final = frozenset(
+        model_access_group_spend_counter_key(group)
+        for group in model_access_groups or ()
+        if group and isinstance(group, str)
+    )
+    return entity_keys | tag_keys | group_keys
+
+
+def bind_admission_counter_keys(token: UserAPIKeyAuth, end_user_id: str | None) -> None:
+    """Idempotent: call again after the token gains ids (end user, team org) so those counters join the MGET."""
+    bind_spend_counter_keys(admission_counter_keys(token, end_user_id))
+
+
+def bind_spend_counter_keys(counter_keys: frozenset[str]) -> None:
+    batch: Final = _active_batch.get()
+    if batch is None:
+        return
+    batch.bind(counter_keys)
+
+
+def record_spend_counter_value(counter_key: str, value: float) -> None:
+    batch: Final = _active_batch.get()
+    if batch is None:
+        return
+    batch.record(counter_key, value)
+
+
+def forget_spend_counter(counter_key: str) -> None:
+    batch: Final = _active_batch.get()
+    if batch is None:
+        return
+    batch.forget(counter_key)
+
+
+async def read_batched_spend_counter(counter_key: str) -> tuple[float | None, bool] | None:
+    """Bind-on-read for counters only known at read time (budget windows); the first reader pays the MGET."""
+    batch: Final = _active_batch.get()
+    if batch is None:
+        return None
+    batch.bind(frozenset((counter_key,)))
+    return await batch.read(counter_key)
diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index da79328fa59..8cfb6354dd0 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -2925,6 +2925,32 @@ async def _fetch_session_representatives(
     return [rep_by_key[key] for key in session_keys if key in rep_by_key]  # mutable-ok: rows are enriched in place
 
 
+async def _count_grouped_sessions(
+    prisma_client: "PrismaClient",
+    where_clause: str,
+    sql_params: Sequence[object],
+    next_param_index: int,
+) -> tuple[int, bool]:
+    """Count the sessions matching the filter, returning ``(total, total_is_capped)`` bounded by the count cap."""
+    count_query: Final = f"""
+        SELECT COUNT(*) AS total_count
+        FROM (
+            SELECT 1
+            FROM "LiteLLM_SpendLogs"
+            WHERE {where_clause}
+            GROUP BY {_SESSION_GROUP_KEY_SQL}
+            LIMIT ${next_param_index}
+        ) AS bounded_sessions
+    """
+    count_rows: Final[Sequence[_SpendLogsCountRow]] = await _query_raw(
+        prisma_client, count_query, *sql_params, SPEND_LOGS_PAGINATION_COUNT_CAP + 1
+    )
+    raw_total: Final = int(count_rows[0]["total_count"]) if count_rows else 0
+    return (
+        (SPEND_LOGS_PAGINATION_COUNT_CAP, True) if raw_total > SPEND_LOGS_PAGINATION_COUNT_CAP else (raw_total, False)
+    )
+
+
 async def _ui_session_grouped_spend_logs(
     prisma_client: "PrismaClient",
     sql_conditions: Sequence[str],
@@ -2944,11 +2970,19 @@ async def _ui_session_grouped_spend_logs(
     next ``page_size`` sessions ordered by ``(MAX(startTime), session_key,
     api_key)``, resumed from the ``session_cursor`` keyset
     ``'<last_activity>|<api_key>|<session_key>'`` instead of an OFFSET, so
-    page depth does not degrade the query plan. Each session is represented
+    page depth does not degrade the query plan. A request for ``page > 1``
+    without a cursor (the UI jumping straight to the last page, or back to a
+    page it never walked through) falls back to ``OFFSET (page - 1) *
+    page_size``, trimmed to the end of the ``SPEND_LOGS_PAGINATION_COUNT_CAP``
+    window the capped ``total`` promises, so a page never runs past that total
+    and one starting at or past it returns no rows without a query. Each session is represented
     by its newest non-MCP row, enriched by ``_build_ui_spend_logs_response``
     exactly like the flat listing, and the response carries
     ``next_session_cursor`` / ``has_more`` while ``total`` counts sessions
-    (capped like the flat total).
+    (capped like the flat total). A page that runs out of sessions while still
+    holding some is itself the end of the list, so its ``total`` is
+    ``offset + len(page)`` and the grouped count query is skipped; a page that
+    starts past the end says nothing about the total, so that one is counted.
     """
     where_clause: Final = " AND ".join(sql_conditions) if sql_conditions else "TRUE"
     cmp_op: Final = "<" if sort_desc else ">"
@@ -2963,6 +2997,10 @@ async def _ui_session_grouped_spend_logs(
     )
     cursor_params: Final[tuple[object, ...]] = cursor if cursor else ()
     limit_index: Final = next_param_index + len(cursor_params)
+    offset: Final = (page - 1) * page_size if cursor is None else 0
+    page_limit: Final = min(page_size, SPEND_LOGS_PAGINATION_COUNT_CAP - offset)
+    offset_params: Final[tuple[int, ...]] = (offset,) if offset and page_limit > 0 else ()
+    offset_clause: Final = f"OFFSET ${limit_index + 1}" if offset_params else ""
 
     page_query: Final = f"""
         SELECT {_SESSION_KEY_EXPR} AS session_key,
@@ -2973,36 +3011,29 @@ async def _ui_session_grouped_spend_logs(
         GROUP BY {_SESSION_GROUP_KEY_SQL}
         {having_clause}
         ORDER BY MAX("startTime") {direction}, {_SESSION_KEY_EXPR} {direction}, api_key {direction}
-        LIMIT ${limit_index}
+        LIMIT ${limit_index} {offset_clause}
     """
-    page_rows: Final[Sequence[_SessionPageRow]] = await _query_raw(
-        prisma_client, page_query, *sql_params, *cursor_params, page_size + 1
+    page_rows: Final[Sequence[_SessionPageRow]] = (
+        ()
+        if page_limit <= 0
+        else await _query_raw(prisma_client, page_query, *sql_params, *cursor_params, page_limit + 1, *offset_params)
     )
 
-    has_more: Final = len(page_rows) > page_size
-    visible_rows: Final = page_rows[:page_size]
+    has_more: Final = len(page_rows) > page_limit
+    visible_rows: Final = page_rows[:page_limit]
     next_cursor: Final = (
         f"{visible_rows[-1]['last_activity']}|{visible_rows[-1]['api_key']}|{visible_rows[-1]['session_key']}"
         if has_more and visible_rows
         else None
     )
 
-    count_query: Final = f"""
-        SELECT COUNT(*) AS total_count
-        FROM (
-            SELECT 1
-            FROM "LiteLLM_SpendLogs"
-            WHERE {where_clause}
-            GROUP BY {_SESSION_GROUP_KEY_SQL}
-            LIMIT ${next_param_index}
-        ) AS bounded_sessions
-    """
-    count_rows: Final[Sequence[_SpendLogsCountRow]] = await _query_raw(
-        prisma_client, count_query, *sql_params, SPEND_LOGS_PAGINATION_COUNT_CAP + 1
+    page_starts_inside_the_list: Final = offset == 0 or len(page_rows) > 0
+    page_ends_the_list: Final = cursor is None and page_limit > 0 and not has_more and page_starts_inside_the_list
+    total_records, total_is_capped = (
+        (offset + len(page_rows), False)
+        if page_ends_the_list
+        else await _count_grouped_sessions(prisma_client, where_clause, sql_params, next_param_index)
     )
-    raw_total: Final = int(count_rows[0]["total_count"]) if count_rows else 0
-    total_is_capped: Final = raw_total > SPEND_LOGS_PAGINATION_COUNT_CAP
-    total_records: Final = SPEND_LOGS_PAGINATION_COUNT_CAP if total_is_capped else raw_total
 
     session_keys: Final = tuple((row["session_key"], row["api_key"]) for row in visible_rows)
     data: Final[list[dict[str, object]]] = (  # mutable-ok: _build_ui_spend_logs_response writes onto each row
diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index f0f38358cf0..3fd20bb7e81 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -19,6 +19,7 @@ from litellm.constants import (
     LITTELM_CLI_SERVICE_ACCOUNT_NAME,
     LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME,
     MAX_SPEND_LOG_MODEL_NAME_LENGTH,
+    MCP_SPEND_LOG_MODEL_PREFIX,
     REDACTED_BY_LITELM_STRING,
     SESSION_ID_OMITTED_METADATA_KEY,
     UNKNOWN_MODEL_SPEND_LOG_MODEL,
@@ -338,7 +339,8 @@ def _sl_attribution_fallback(
 
 
 def _looks_like_model_name(model: str) -> bool:
-    return len(model) <= MAX_SPEND_LOG_MODEL_NAME_LENGTH and not any(char.isspace() for char in model)
+    candidate: Final = model.removeprefix(MCP_SPEND_LOG_MODEL_PREFIX)
+    return len(candidate) <= MAX_SPEND_LOG_MODEL_NAME_LENGTH and not any(char.isspace() for char in candidate)
 
 
 def get_logging_payload(kwargs, response_obj, start_time, end_time) -> SpendLogsPayload:
@@ -1165,6 +1167,7 @@ def _redact_prompt_fields_in_guardrail_entry(
 
 def _sanitize_error_information_for_spend_logs(
     error_information: StandardLoggingPayloadErrorInformation | None,
+    original_exception: BaseException | None = None,
 ) -> StandardLoggingPayloadErrorInformation | None:
     """
     Sanitize ``error_information`` before it lands in ``LiteLLM_SpendLogs.metadata``.
@@ -1186,7 +1189,12 @@ def _sanitize_error_information_for_spend_logs(
     if error_information is None:
         return None
 
-    sanitized = cast(dict, {**error_information})
+    persisted: Final = (
+        {**error_information, "error_message": original_exception.spend_log_error_message}
+        if isinstance(original_exception, ProxyModelNotFoundError)
+        else error_information
+    )
+    sanitized = cast(dict, {**persisted})
 
     if not should_store_prompts_and_responses_in_spend_logs():
         for field in ("error_message", "traceback"):
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 253494b02f4..89625021e37 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -121,6 +121,11 @@ from litellm.proxy.db.create_views import (
     should_create_missing_views,
 )
 from litellm.proxy.db.db_spend_update_writer import DBSpendUpdateWriter
+from litellm.proxy.db.db_url_settings import (
+    DatabaseURLSettings,
+    add_missing_query_params,
+    token_refresh_params_from_url,
+)
 from litellm.proxy.db.exception_handler import (
     PrismaDBExceptionHandler,
     call_with_db_reconnect_retry,
@@ -877,9 +882,10 @@ _EMPTY_LIFT: Final = MappingProxyType({})
 def _failure_fields_to_lift(request_data: Mapping[str, object]) -> Mapping[str, object]:
     """Failure-path callbacks run after ``litellm_logging_obj`` is popped from
     request_data (it is not serialisable), so the caller merges these fields
-    onto request_data first: the first-handoff instant for preprocessing
-    latency, recovered or estimated usage for token counts, and the standard
-    logging object for deployment attribution on failed-request spend logs."""
+    onto request_data first: the request start and first-handoff instants for
+    duration and preprocessing latency, the call type, recovered or estimated
+    usage for token counts, and the standard logging object for deployment
+    attribution on failed-request spend logs."""
     _logging_obj: Final = request_data.get("litellm_logging_obj")
     if _logging_obj is None:
         return _EMPTY_LIFT
@@ -891,7 +897,9 @@ def _failure_fields_to_lift(request_data: Mapping[str, object]) -> Mapping[str,
         dispatched=_first_handoff is not None,
     )
     _entries: Final = (
+        ("start_time", _model_call_details.get("start_time")),
         ("first_api_call_start_time", _first_handoff),
+        ("call_type", _model_call_details.get("call_type")),
         ("combined_usage_object", None if _usage_to_lift is None else _usage_to_lift[0]),
         ("response_cost", None if _usage_to_lift is None else (_usage_to_lift[1] or 0.0)),
         ("standard_logging_object", _model_call_details.get("standard_logging_object")),
@@ -4051,7 +4059,10 @@ class PrismaClient:
                 # loop and times out after 30s.
                 if token_auth is not None and reader_iam_endpoint is not None:
                     reader_token: Final = mint_database_token(token_auth, reader_iam_endpoint)
-                    read_replica_url = reader_iam_endpoint.build_url(reader_token)
+                    read_replica_url = add_missing_query_params(
+                        reader_iam_endpoint.build_url(reader_token),
+                        token_refresh_params_from_url(read_replica_url),
+                    )
                     os.environ["DATABASE_URL_READ_REPLICA"] = read_replica_url
                 reader_kwargs: Final[dict[str, Any]] = {"datasource": {"url": read_replica_url}}
                 if http_client is not None:
@@ -7804,7 +7815,7 @@ def construct_database_url_from_env_vars() -> str | None:
         if database_schema:
             database_url += f"?schema={database_schema}"
 
-        return database_url
+        return add_missing_query_params(database_url, DatabaseURLSettings.from_env().tls_params())
 
     return None
 
diff --git a/litellm/realtime_api/main.py b/litellm/realtime_api/main.py
index b824a5928c6..44c47af57f4 100644
--- a/litellm/realtime_api/main.py
+++ b/litellm/realtime_api/main.py
@@ -33,7 +33,7 @@ from litellm.utils import ProviderConfigManager
 from ..litellm_core_utils.get_litellm_params import get_litellm_params
 from ..litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
 from ..llms.azure.common_utils import get_azure_ad_token
-from ..llms.azure.realtime.handler import AzureOpenAIRealtime
+from ..llms.azure.realtime.handler import AzureOpenAIRealtime, azure_realtime_protocol_for_client
 from ..llms.bedrock.realtime.handler import BedrockRealtime
 from ..llms.custom_httpx.http_handler import get_shared_realtime_ssl_context
 from ..llms.openai.realtime.handler import OpenAIRealtime
@@ -413,14 +413,14 @@ async def _arealtime(
 
         api_version = api_version or litellm_params.api_version or "2024-10-01-preview"
 
-        realtime_protocol = (
+        configured_realtime_protocol: Final = (
             kwargs.get("realtime_protocol")
             or litellm_params.get("realtime_protocol")
             or os.environ.get("LITELLM_AZURE_REALTIME_PROTOCOL")
         )
-        if realtime_protocol is None and (query_params or {}).get("intent") == "transcription":
-            realtime_protocol = "GA"
-        realtime_protocol = realtime_protocol or "beta"
+        realtime_protocol: Final = azure_realtime_protocol_for_client(
+            configured_realtime_protocol, query_params=query_params, websocket=websocket
+        )
         resolved_azure_ad_token: Final = (
             None if api_key else get_azure_ad_token(GenericLiteLLMParams(**kwargs, azure_ad_token=azure_ad_token))
         )
@@ -586,9 +586,7 @@ def _azure_realtime_health_protocol(
     configured: Final = configured_raw if isinstance(configured_raw, str) else None
     if configured is not None:
         return configured, query_params
-    if query_params is not None:
-        return "GA", query_params
-    return "beta", None
+    return "GA", query_params
 
 
 def _realtime_health_check_auth_headers(
@@ -621,8 +619,8 @@ async def _realtime_health_check(
         api_key: str - api key
         custom_llm_provider: str - custom llm provider
         realtime_protocol: Optional[str] - protocol version ("GA"/"v1" for GA path, "beta" for beta path);
-            None resolves it for Azure from model_params/env, with transcription-only models probing GA
-            plus intent=transcription the way real calls do
+            None resolves it for Azure from model_params/env and otherwise probes GA, the upstream a client
+            without the OpenAI-Beta header is bridged to, with transcription-only models adding intent=transcription
 
     Returns:
         bool - True if connection is successful, False otherwise
diff --git a/litellm/repositories/__init__.py b/litellm/repositories/__init__.py
index 881f7a66cea..dcf9ddfc32a 100644
--- a/litellm/repositories/__init__.py
+++ b/litellm/repositories/__init__.py
@@ -2,6 +2,7 @@
 Repository classes for database operations.
 """
 
+from litellm.repositories.autorouter_session_repository import AutoRouterSessionRepository
 from litellm.repositories.budget_repository import BudgetRepository
 from litellm.repositories.config_repository import ConfigRepository
 from litellm.repositories.credentials_repository import CredentialsRepository
@@ -92,6 +93,7 @@ __all__ = [
     "AdaptiveRouterStateRepository",
     "AgentsRepository",
     "AuditLogRepository",
+    "AutoRouterSessionRepository",
     "BatchTable",
     "BudgetCascadeUnitOfWork",
     "BudgetRepository",
diff --git a/litellm/repositories/autorouter_session_repository.py b/litellm/repositories/autorouter_session_repository.py
new file mode 100644
index 00000000000..d05ef9421ca
--- /dev/null
+++ b/litellm/repositories/autorouter_session_repository.py
@@ -0,0 +1,34 @@
+"""
+Repository for the auto-router per-session rollup (LiteLLM_AutoRouterSession).
+"""
+
+from typing import TYPE_CHECKING, Final
+
+from litellm.models.autorouter_session import LiteLLM_AutoRouterSession
+from litellm.repositories.base_repository import BaseRepository
+from litellm.repositories.prisma_protocols import TableActions
+
+if TYPE_CHECKING:
+    from prisma import models as prisma_models
+
+
+class AutoRouterSessionRepository(BaseRepository[LiteLLM_AutoRouterSession]):
+    @property
+    def table(self) -> TableActions["prisma_models.LiteLLM_AutoRouterSession"]:
+        return self.prisma_client.db.litellm_autoroutersession
+
+    @property
+    def model_class(self) -> type[LiteLLM_AutoRouterSession]:
+        return LiteLLM_AutoRouterSession
+
+    async def find_latest_for_key(self, api_key: str, session_id: str) -> LiteLLM_AutoRouterSession | None:
+        """The session's most recently active router row under exactly this key hash, or None.
+
+        The key is the row's own partition, not a filter over a wider read: the spend writer keyed the
+        row under the caller's api_key, so a key can only ever see what it wrote itself.
+        """
+        record: Final = await self.table.find_first(
+            where={"api_key": api_key, "session_id": session_id},  # mutable-ok: Prisma where filter must be a dict
+            order={"last_turn_at": "desc"},  # mutable-ok: Prisma order clause must be a dict
+        )
+        return self._to_model(record)
diff --git a/litellm/responses/litellm_completion_transformation/streaming_iterator.py b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
index 660dd8f0c92..126b976e2c5 100644
--- a/litellm/responses/litellm_completion_transformation/streaming_iterator.py
+++ b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
@@ -40,6 +40,9 @@ from litellm.types.llms.openai import (
     ResponsesAPIResponse,
     ResponsesAPIStreamEvents,
     ResponsesAPIStreamingResponse,
+    WebSearchCallCompletedEvent,
+    WebSearchCallInProgressEvent,
+    WebSearchCallSearchingEvent,
 )
 from litellm.types.utils import Delta as ChatCompletionDelta
 from litellm.types.utils import (
@@ -135,6 +138,8 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
         self._namespace_tool_names = LiteLLMCompletionResponsesConfig.namespace_tool_name_map(
             self.responses_api_request.get("tools")
         )
+        self._web_search_calls: dict[str, object] = {}  # mutable-ok: latest call by provider id
+        self._queued_web_search_call_ids: set[str] = set()  # mutable-ok: emitted call ids
 
     def _get_or_assign_tool_output_index(self, call_id: str) -> int:
         existing: Final = self._tool_output_index_by_call_id.get(call_id)
@@ -172,6 +177,43 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
 
         return delta.content or delta.function_call or delta.tool_calls or chunk.choices[0].finish_reason is not None
 
+    def _reserve_web_search_indexes(self, provider_fields: object) -> None:
+        if not isinstance(provider_fields, dict):
+            return
+        calls: Final = provider_fields.get("web_search_calls")
+        items: Final = calls.values() if isinstance(calls, dict) else calls if isinstance(calls, list) else ()
+        for item in items:
+            try:
+                call_id = item.id.removeprefix("ws_")
+                status = item.status
+            except AttributeError:
+                call_id = str(item.get("id", "")).removeprefix("ws_") if isinstance(item, dict) else ""
+                status = item.get("status") if isinstance(item, dict) else None
+            if call_id:
+                output_index = self._get_or_assign_tool_output_index(call_id)
+                self._web_search_calls[call_id] = item
+                if status == "in_progress":
+                    self._pending_tool_events = [  # mutable-ok: replaces speculative function events
+                        event
+                        for event in self._pending_tool_events
+                        if getattr(event, "output_index", None) != output_index
+                    ]
+
+    def _tool_call_id(self, tool_call: object) -> str:
+        index: Final = self._normalize_tool_call_index(tool_call)
+        call_id_raw: Final = tool_call.get("id") if isinstance(tool_call, dict) else getattr(tool_call, "id", None)
+        if call_id_raw:
+            call_id: Final = str(call_id_raw)
+            if index is not None:
+                existing: Final = self._tool_call_id_by_index.get(index)
+                if existing is not None and existing != call_id:
+                    self._ambiguous_tool_call_indexes.add(index)
+                self._tool_call_id_by_index[index] = call_id
+            return call_id
+        if index is None or index in self._ambiguous_tool_call_indexes:
+            return ""
+        return self._tool_call_id_by_index.get(index, "")
+
     def _queue_tool_call_delta_events(self, tool_calls: object) -> None:
         """
         Convert chat-completions streaming `tool_calls` deltas into Responses API streaming events.
@@ -187,28 +229,11 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
             return
 
         for tc in tool_calls:
-            tc_index = self._normalize_tool_call_index(tc)
-            call_id_raw = tc.get("id") if isinstance(tc, dict) else getattr(tc, "id", None)
-            call_id = ""
-
-            if call_id_raw:
-                call_id = str(call_id_raw)
-                if tc_index is not None:
-                    existing_call_id = self._tool_call_id_by_index.get(tc_index)
-                    if existing_call_id is not None and existing_call_id != call_id:
-                        # Reusing the same index for multiple call_ids is ambiguous for id-less deltas.
-                        # Guard against silent misrouting by disabling index fallback for this index.
-                        self._ambiguous_tool_call_indexes.add(tc_index)
-                    self._tool_call_id_by_index[tc_index] = call_id
-            elif tc_index is not None:
-                if tc_index in self._ambiguous_tool_call_indexes:
-                    continue
-                mapped_call_id = self._tool_call_id_by_index.get(tc_index)
-                if mapped_call_id:
-                    call_id = mapped_call_id
-
+            call_id = self._tool_call_id(tc)
             if not call_id:
                 continue
+            if call_id in self._web_search_calls:
+                continue
 
             fn = tc.get("function") if isinstance(tc, dict) else getattr(tc, "function", None)
             fn_name = ""
@@ -220,7 +245,6 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
                 fn_name = str(getattr(fn, "name", "") or "")
                 fn_args_delta = serialize_tool_call_arguments(getattr(fn, "arguments", ""))
             tool_name, tool_namespace = self._responses_namespace_tool_call_fields(fn_name)
-
             output_index = self._get_or_assign_tool_output_index(call_id)
 
             if call_id not in self._tool_args_by_call_id:
@@ -292,9 +316,15 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
                 fn_name = str(getattr(fn, "name", "") or "")
                 fn_args = serialize_tool_call_arguments(getattr(fn, "arguments", ""))
             tool_name, tool_namespace = self._responses_namespace_tool_call_fields(fn_name)
+            web_search_call = self._web_search_calls.get(call_id)
+            if web_search_call is not None:
+                if call_id not in self._queued_web_search_call_ids:
+                    self._queue_web_search_events(call_id, web_search_call)
+                    self._queued_web_search_call_ids.add(call_id)
+                continue
 
             # Track if this is a new tool call that wasn't streamed
-            is_new_tool_call = call_id not in self._tool_args_by_call_id
+            is_new_tool_call = call_id not in self._tool_item_id_by_call_id
 
             # If we never sent output_item.added for this call_id, emit it now.
             if is_new_tool_call:
@@ -359,6 +389,49 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
             )
             self._pending_tool_events.append(item_done_event)
 
+    def _queue_web_search_events(self, call_id: str, web_search_call: object) -> None:
+        from openai.types.responses import ResponseFunctionWebSearch
+
+        item: Final = (
+            web_search_call
+            if isinstance(web_search_call, ResponseFunctionWebSearch)
+            else ResponseFunctionWebSearch.model_validate(web_search_call)
+        )
+        output_index: Final = self._get_or_assign_tool_output_index(call_id)
+        self._sequence_number += 1
+        added: Final = OutputItemAddedEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_ITEM_ADDED,
+            output_index=output_index,
+            item=BaseLiteLLMOpenAIResponseObject(
+                **{  # mutable-ok: BaseLiteLLM object accepts dynamic item fields
+                    "id": item.id,
+                    "type": item.type,
+                    "status": "in_progress",
+                    "action": None,
+                }
+            ),
+        )
+        added.__dict__["sequence_number"] = self._sequence_number
+        self._pending_tool_events.append(added)
+        for event_type, event_class in (
+            (ResponsesAPIStreamEvents.WEB_SEARCH_CALL_IN_PROGRESS, WebSearchCallInProgressEvent),
+            (ResponsesAPIStreamEvents.WEB_SEARCH_CALL_SEARCHING, WebSearchCallSearchingEvent),
+            (ResponsesAPIStreamEvents.WEB_SEARCH_CALL_COMPLETED, WebSearchCallCompletedEvent),
+        ):
+            self._sequence_number += 1
+            event = event_class(type=event_type, output_index=output_index, item_id=item.id)
+            event.__dict__["sequence_number"] = self._sequence_number
+            self._pending_tool_events.append(event)
+        self._sequence_number += 1
+        self._pending_tool_events.append(
+            OutputItemDoneEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_ITEM_DONE,
+                output_index=output_index,
+                sequence_number=self._sequence_number,
+                item=BaseLiteLLMOpenAIResponseObject(**item.model_dump()),
+            )
+        )
+
     def _adopt_response_id_from_chunk(self, chunk: ModelResponseStream) -> None:
         if self._cached_response_id is not None:
             return
@@ -915,8 +988,6 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
                         chunk = await self.litellm_custom_stream_wrapper.__anext__()
                     if chunk is not None:
                         chunk = cast(ModelResponseStream, chunk)
-                        self._ensure_output_item_for_chunk(chunk)
-                        # Accumulate provider_specific_fields from chunk and delta
                         for src in (
                             getattr(chunk, "provider_specific_fields", None),
                             getattr(
@@ -927,6 +998,8 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
                         ):
                             if src and isinstance(src, dict):
                                 self._merge_provider_specific_fields(src)
+                                self._reserve_web_search_indexes(src)
+                        self._ensure_output_item_for_chunk(chunk)
                         # Proceed to transformation
                         self.collected_chat_completion_chunks.append(
                             self._snapshot_chunk_for_stream_chunk_builder(chunk)
@@ -1021,8 +1094,6 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
                         raise StopIteration
                     else:
                         chunk = self.litellm_custom_stream_wrapper.__next__()
-                    self._ensure_output_item_for_chunk(chunk)
-                    # Accumulate provider_specific_fields from chunk and delta
                     for src in (
                         getattr(chunk, "provider_specific_fields", None),
                         getattr(
@@ -1033,6 +1104,8 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
                     ):
                         if src and isinstance(src, dict):
                             self._merge_provider_specific_fields(src)
+                            self._reserve_web_search_indexes(src)
+                    self._ensure_output_item_for_chunk(chunk)
                     # Always snapshot before returning any pending events so that
                     # finish_reason (e.g. content_filter) is captured even when
                     # _ensure_output_item_for_chunk queues events on the same chunk.
@@ -1168,7 +1241,12 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
             "message",
             self._cached_item_id,
         )
-        return _output_items_with_id(message_aligned, "reasoning", self._cached_reasoning_item_id)
+        reasoning_aligned: Final = _output_items_with_id(
+            message_aligned,
+            "reasoning",
+            self._cached_reasoning_item_id,
+        )
+        return reasoning_aligned
 
     def _emit_response_completed_event(self, litellm_model_response: ModelResponse) -> ResponseCompletedEvent | None:
         if litellm_model_response:
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index fca5b0d11cf..cc594f167c7 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -25,7 +25,7 @@ from openai.types.chat.chat_completion_named_tool_choice_param import (
 from openai.types.chat.chat_completion_named_tool_choice_param import (
     Function as NamedToolChoiceFunction,
 )
-from openai.types.responses import ResponseFunctionToolCall
+from openai.types.responses import ResponseFunctionToolCall, ResponseFunctionWebSearch
 from openai.types.responses.response_create_params import ResponseInputParam
 from openai.types.responses.tool_choice_custom_param import ToolChoiceCustomParam
 from openai.types.responses.tool_choice_function_param import ToolChoiceFunctionParam
@@ -45,6 +45,7 @@ from litellm.responses.litellm_completion_transformation.session_handler import
 )
 from litellm.types.llms.openai import (
     AllMessageValues,
+    ChatCompletionAssistantMessage,
     ChatCompletionImageObject,
     ChatCompletionImageUrlObject,
     ChatCompletionRedactedThinkingBlock,
@@ -635,6 +636,7 @@ class LiteLLMCompletionResponsesConfig:
                 merged_assistant = LiteLLMCompletionResponsesConfig._merged_trailing_assistant_message(
                     messages=messages,
                     chat_completion_messages=chat_completion_messages,
+                    hosted_search=_input.get("type") == "web_search_call",
                 )
                 if merged_assistant is not None:
                     messages[-1] = merged_assistant
@@ -807,29 +809,44 @@ class LiteLLMCompletionResponsesConfig:
         chat_completion_messages: Sequence[
             AllMessageValues | GenericChatCompletionMessage | ChatCompletionResponseMessage
         ],
-    ) -> ChatCompletionResponseMessage | None:
-        """Fold an assistant content message into a directly preceding assistant
-        tool_calls message. Providers like DeepSeek and Anthropic require tool
-        results immediately after the tool_calls message, so an assistant message
-        between them is rejected."""
+        hosted_search: bool = False,
+    ) -> ChatCompletionAssistantMessage | None:
+        """Keep replayed search context on the assistant turn so client tool results
+        still immediately follow the assistant that requested them."""
         if not messages or len(chat_completion_messages) != 1:
             return None
-        last_message = messages[-1]
-        new_message = chat_completion_messages[0]
-        if not isinstance(last_message, dict):
+        if not isinstance(messages[-1], dict):
             return None
+        last_message: Final = _STR_KEY_DICT_ADAPTER.validate_python(messages[-1])
+        new_message: Final = _STR_KEY_DICT_ADAPTER.validate_python(chat_completion_messages[0])
         if last_message.get("role") != "assistant" or new_message.get("role") != "assistant":
             return None
-        if not last_message.get("tool_calls") or last_message.get("content") or new_message.get("tool_calls"):
+        if not (last_message.get("tool_calls") or hosted_search) or new_message.get("tool_calls"):
             return None
-        new_content = new_message.get("content")
+        new_content: Final = new_message.get("content")
         if new_content is None:
             return None
+        previous_content: Final = last_message.get("content")
+        content: Final = (
+            new_content
+            if not previous_content
+            else [  # mutable-ok: outbound chat content uses JSON arrays
+                block
+                for value in (previous_content, new_content)
+                for block in (
+                    (ChatCompletionTextObject(type="text", text=value),)
+                    if isinstance(value, str)
+                    else _OBJECT_LIST_ADAPTER.validate_python(value)
+                )
+            ]
+        )
         merged: Final = {  # mutable-ok: json.dumps rejects MappingProxyType in outbound chat messages
             **last_message,
-            "content": new_content,
+            "content": content,
         }
-        return cast(ChatCompletionResponseMessage, merged)  # cast-ok: TypedDict spread widens to dict[str, object]
+        return cast(  # cast-ok: preserves the assistant fields and content blocks
+            ChatCompletionAssistantMessage, merged
+        )
 
     @staticmethod
     def _deduplicate_tool_call_output_messages(
@@ -1252,6 +1269,14 @@ class LiteLLMCompletionResponsesConfig:
         - ResponseReasoningItemParam
         - ItemReference
         """
+        if input_item.get("type") == "web_search_call":
+            search: Final = ResponseFunctionWebSearch.model_validate(input_item)
+            return [  # mutable-ok: input conversion returns chat message lists
+                GenericChatCompletionMessage(
+                    role="assistant",
+                    content="Hosted web search: " + search.model_dump_json(exclude_none=True),
+                )
+            ]
         if LiteLLMCompletionResponsesConfig._is_input_item_tool_call_output(input_item):
             # handle executed tool call results
             return (
@@ -1438,7 +1463,6 @@ class LiteLLMCompletionResponsesConfig:
         return input_item.get("type") in [
             "function_call_output",
             "custom_tool_call_output",
-            "web_search_call",
             "computer_call_output",
             "tool_result",  # Anthropic/MCP format
         ]
@@ -2041,7 +2065,7 @@ class LiteLLMCompletionResponsesConfig:
     def transform_chat_completion_tools_to_responses_tools(
         chat_completion_response: ModelResponse,
         responses_api_request: ResponsesAPIOptionalRequestParams | None = None,
-    ) -> list[ResponseFunctionToolCall | CustomToolCallOutputItem]:
+    ) -> list[ResponseFunctionToolCall | ResponseFunctionWebSearch | CustomToolCallOutputItem]:
         """
         Transform a Chat Completion tools into a Responses API tools.
 
@@ -2064,7 +2088,12 @@ class LiteLLMCompletionResponsesConfig:
         custom_tool_names: Final = extract_custom_tool_names(request_tools)
         namespace_tool_names: Final = LiteLLMCompletionResponsesConfig.namespace_tool_name_map(request_tools)
 
-        responses_tools: Final[list[ResponseFunctionToolCall | CustomToolCallOutputItem]] = []
+        web_search_calls: Final = LiteLLMCompletionResponsesConfig._web_search_calls_by_call_id(
+            chat_completion_response
+        )
+        responses_tools: Final[
+            list[ResponseFunctionToolCall | ResponseFunctionWebSearch | CustomToolCallOutputItem]
+        ] = []  # mutable-ok: preserves provider tool-call order
         for tool in all_chat_completion_tools:
             if tool.type == "function":
                 function_definition = tool.function
@@ -2072,8 +2101,10 @@ class LiteLLMCompletionResponsesConfig:
                 tool_id = tool.id or ""
                 tool_arguments = serialize_tool_call_arguments(function_definition.get("arguments"))
 
-                # Check if this is a custom tool
-                if is_custom_tool_call(tool_name, custom_tool_names):
+                web_search_call = web_search_calls.get(tool_id)
+                if web_search_call is not None:
+                    responses_tools.append(web_search_call)
+                elif is_custom_tool_call(tool_name, custom_tool_names):
                     # Build custom_tool_call output item
                     input_str = unwrap_custom_tool_arguments(tool_arguments)
                     custom_item = CustomToolCallOutputItem(
@@ -2128,6 +2159,35 @@ class LiteLLMCompletionResponsesConfig:
                     responses_tools.append(output_tool_call)
         return responses_tools
 
+    @staticmethod
+    def _web_search_calls_by_call_id(
+        chat_completion_response: ModelResponse,
+    ) -> Mapping[str, ResponseFunctionWebSearch]:
+        calls: Final[dict[str, ResponseFunctionWebSearch]] = {}  # mutable-ok: indexes provider-built calls
+        for choice in chat_completion_response.choices:
+            provider_fields = getattr(choice.message, "provider_specific_fields", None)
+            if not isinstance(provider_fields, Mapping):
+                continue
+            web_search_calls = provider_fields.get("web_search_calls")
+            items = (
+                web_search_calls.values()
+                if isinstance(web_search_calls, Mapping)
+                else web_search_calls
+                if isinstance(web_search_calls, Sequence)
+                else ()
+            )
+            for item in items:
+                try:
+                    call = (
+                        item
+                        if isinstance(item, ResponseFunctionWebSearch)
+                        else ResponseFunctionWebSearch.model_validate(item)
+                    )
+                except (TypeError, ValueError):
+                    continue
+                calls[call.id.removeprefix("ws_")] = call
+        return MappingProxyType(calls)
+
     @staticmethod
     def _map_chat_completion_finish_reason_to_responses_status(
         finish_reason: str | None,
@@ -2326,6 +2386,7 @@ class LiteLLMCompletionResponsesConfig:
         | OutputFunctionToolCall
         | OutputImageGenerationCall
         | ResponseFunctionToolCall
+        | ResponseFunctionWebSearch
         | CustomToolCallOutputItem
     ]:
         responses_output: list[
@@ -2334,6 +2395,7 @@ class LiteLLMCompletionResponsesConfig:
             | OutputFunctionToolCall
             | OutputImageGenerationCall
             | ResponseFunctionToolCall
+            | ResponseFunctionWebSearch
             | CustomToolCallOutputItem
         ] = []
 
diff --git a/litellm/router.py b/litellm/router.py
index 9e6db66db83..8865543badd 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -124,9 +124,11 @@ from litellm.router_utils.add_retry_fallback_headers import (
     add_retry_headers_to_response,
     apply_quality_router_decision_headers,
     apply_remaining_usage_headers,
+    complexity_router_decision_headers,
     ensure_response_additional_headers,
     get_hidden_params_dict,
     prepare_response_for_header_attachment,
+    replace_complexity_router_headers,
     response_in_flight_token_count,
 )
 from litellm.router_utils.auto_router_model_naming import (
@@ -555,6 +557,7 @@ class FallbackAwareAnthropicMessagesStream:
     def __init__(self, async_generator: AsyncGenerator[bytes, None], source_iterator: object) -> None:
         self._async_generator = async_generator
         self._source_iterator = source_iterator
+        self.fallback_headers_adopted = False
         self._hidden_params = dict(  # mutable-ok: mutated in place by merge_fallback_hidden_params
             getattr(source_iterator, "_hidden_params", None) or {}
         )
@@ -565,6 +568,7 @@ class FallbackAwareAnthropicMessagesStream:
 
     def adopt_fallback_source(self, fallback_response: object) -> None:
         self._source_iterator = fallback_response
+        self.fallback_headers_adopted = True
 
     def __aiter__(self) -> "FallbackAwareAnthropicMessagesStream":
         return self
@@ -593,7 +597,9 @@ class FallbackAwareAnthropicMessagesStream:
         self._hidden_params = {  # mutable-ok: matches _hidden_params' existing dict[str, object] shape
             **self._hidden_params,
             **fallback_hidden_params,
-            "additional_headers": {**existing_headers, **fallback_headers},  # mutable-ok: same shape
+            "additional_headers": dict(  # mutable-ok: hidden params expect a writable header bag
+                replace_complexity_router_headers(existing_headers, fallback_headers)
+            ),
         }
 
 
@@ -3128,6 +3134,8 @@ class Router:
             async generator.
             """
 
+            fallback_headers_adopted: bool = False
+
             def __init__(self, async_generator: AsyncGenerator):
                 import time
                 from datetime import datetime
@@ -3179,6 +3187,12 @@ class Router:
                 # api_base, additional_headers) keep flowing.
                 self._hidden_params = dict(getattr(source_iterator, "_hidden_params", None) or {})
 
+            def adopt_fallback_headers(self, fallback_response: object) -> tuple[dict[str, object], dict[str, object]]:
+                prepared: Final = Router._prepare_fallback_hidden_params(fallback_response)
+                self._hidden_params = {**prepared[0], "additional_headers": prepared[1]}  # mutable-ok: stream metadata
+                self.fallback_headers_adopted = True
+                return prepared
+
             def __aiter__(self):
                 return self
 
@@ -3269,8 +3283,8 @@ class Router:
                         include_fallback_errors=initial_kwargs.get("include_fallback_errors", False) is True,
                     )
 
+                    prepared_fallback_hidden_params = wrapper.adopt_fallback_headers(fallback_response)
                     if hasattr(fallback_response, "__aiter__"):
-                        prepared_fallback_hidden_params = Router._prepare_fallback_hidden_params(fallback_response)
                         async for fallback_item in fallback_response:
                             Router._apply_fallback_hidden_params_to_item(fallback_item, prepared_fallback_hidden_params)
                             if partial_usage is not None:
@@ -3305,7 +3319,8 @@ class Router:
                                 exc,
                             )
 
-        return FallbackResponsesStreamWrapper(stream_with_fallbacks())
+        wrapper: Final = FallbackResponsesStreamWrapper(stream_with_fallbacks())
+        return wrapper
 
     def _completion_streaming_iterator(
         self,
@@ -11108,7 +11123,7 @@ class Router:
         self,
         response: object,
         model_group: str | None = None,
-        request_kwargs: dict | None = None,
+        request_kwargs: dict[str, object] | None = None,
     ) -> Any:
         """
         Add the most accurate rate limit headers for a given model response.
@@ -11124,6 +11139,7 @@ class Router:
         additional_headers: Final = ensure_response_additional_headers(response)
         additional_headers["x-litellm-model-group"] = model_group
         apply_quality_router_decision_headers(additional_headers, request_kwargs)
+        additional_headers.update(complexity_router_decision_headers(request_kwargs))
 
         if model_group is not None:
             remaining_usage: Final = await self.get_remaining_model_group_usage(model_group)
@@ -12669,6 +12685,7 @@ class Router:
         input: str | list | None = None,
         specific_deployment: bool | None = False,
         parent_otel_span: Span | None = None,
+        health_check_probe: bool = False,
     ) -> list[dict] | dict:
         """
         Get the healthy deployments for a model.
@@ -12718,6 +12735,7 @@ class Router:
         healthy_deployments = await self._async_filter_health_check_unhealthy_deployments(
             healthy_deployments=healthy_deployments,
             parent_otel_span=parent_otel_span,
+            health_check_probe=health_check_probe,
         )
 
         cooldown_deployments: Final = await _async_get_cooldown_deployments(
@@ -14100,6 +14118,7 @@ class Router:
         self,
         healthy_deployments: list[dict],
         parent_otel_span: Span | None = None,
+        health_check_probe: bool = False,
     ) -> list[dict]:
         """
         Filter out deployments marked unhealthy by background health checks.
@@ -14136,8 +14155,7 @@ class Router:
         ]
 
         if not filtered:
-            verbose_router_logger.warning("All deployments marked unhealthy by health checks, bypassing health filter")
-            return healthy_deployments
+            return [] if health_check_probe else healthy_deployments  # mutable-ok: empty list signals unavailable probe
 
         return filtered
 
diff --git a/litellm/router_strategy/adaptive_router/adaptive_router.py b/litellm/router_strategy/adaptive_router/adaptive_router.py
index 12ccacbbc1d..7f376b46a8d 100644
--- a/litellm/router_strategy/adaptive_router/adaptive_router.py
+++ b/litellm/router_strategy/adaptive_router/adaptive_router.py
@@ -461,6 +461,8 @@ class AdaptiveRouter:
                 if d_alpha == 0 and d_beta == 0:
                     continue
                 cell_key = (attribution_type, target_model)
+                if cell_key not in self._cells:
+                    continue
                 self._cells[cell_key] = apply_delta(
                     self._cells[cell_key],
                     d_alpha,
diff --git a/litellm/router_strategy/base_routing_strategy.py b/litellm/router_strategy/base_routing_strategy.py
index 8235761ca98..686d57e2b77 100644
--- a/litellm/router_strategy/base_routing_strategy.py
+++ b/litellm/router_strategy/base_routing_strategy.py
@@ -3,12 +3,13 @@ Base class across routing strategies to abstract commmon functions like batch in
 """
 
 import asyncio
+import logging
 from abc import ABC
 from typing import Final
 
 from litellm._logging import verbose_router_logger
 from litellm.caching.caching import DualCache
-from litellm.caching.redis_cache import RedisPipelineIncrementOperation
+from litellm.caching.redis_cache import RedisPipelineIncrementOperation, log_redis_failure
 from litellm.constants import DEFAULT_REDIS_SYNC_INTERVAL
 
 
@@ -147,7 +148,7 @@ class BaseRoutingStrategy(ABC):
                 return return_result
 
         except Exception as e:
-            verbose_router_logger.error("Error syncing in-memory cache with Redis: %s", e)
+            log_redis_failure(verbose_router_logger, logging.ERROR, "Error syncing in-memory cache with Redis", e)
             self.redis_increment_operation_queue = []
 
     def add_to_in_memory_keys_to_update(self, key: str):
diff --git a/litellm/router_strategy/budget_limiter.py b/litellm/router_strategy/budget_limiter.py
index a8d51f95e45..3e094df7ac8 100644
--- a/litellm/router_strategy/budget_limiter.py
+++ b/litellm/router_strategy/budget_limiter.py
@@ -20,6 +20,7 @@ anthropic:
 
 import asyncio
 import builtins
+import logging
 from collections.abc import Mapping
 from datetime import datetime, timedelta, timezone
 from typing import Any, Final
@@ -27,7 +28,7 @@ from typing import Any, Final
 import litellm
 from litellm._logging import verbose_router_logger
 from litellm.caching.caching import DualCache
-from litellm.caching.redis_cache import RedisPipelineIncrementOperation
+from litellm.caching.redis_cache import RedisCache, RedisPipelineIncrementOperation, log_redis_failure
 from litellm.integrations.custom_logger import CustomLogger, Span
 from litellm.litellm_core_utils.core_helpers import (
     get_metadata_variable_name_from_kwargs,
@@ -92,6 +93,13 @@ class _LiteLLMParamsDictView:
         return dict(self._params)
 
 
+async def _push_increments_to_redis(redis_cache: RedisCache, queued: list[RedisPipelineIncrementOperation]) -> None:
+    try:
+        await redis_cache.async_increment_pipeline(increment_list=queued)
+    except Exception as e:
+        log_redis_failure(verbose_router_logger, logging.ERROR, "Error syncing in-memory cache with Redis", e)
+
+
 class RouterBudgetLimiting(CustomLogger):
     def __init__(
         self,
@@ -536,17 +544,13 @@ class RouterBudgetLimiting(CustomLogger):
                 "Pushing Redis Increment Pipeline for queue: %s",
                 self.redis_increment_operation_queue,
             )
-            if len(self.redis_increment_operation_queue) > 0:
-                asyncio.create_task(
-                    self.dual_cache.redis_cache.async_increment_pipeline(
-                        increment_list=self.redis_increment_operation_queue,
-                    )
-                )
-
+            queued: Final = self.redis_increment_operation_queue
             self.redis_increment_operation_queue = []
+            if queued:
+                asyncio.create_task(_push_increments_to_redis(self.dual_cache.redis_cache, queued))
 
         except Exception as e:
-            verbose_router_logger.error("Error syncing in-memory cache with Redis: %s", e)
+            log_redis_failure(verbose_router_logger, logging.ERROR, "Error syncing in-memory cache with Redis", e)
 
     async def _sync_in_memory_spend_with_redis(self):
         """
@@ -601,7 +605,7 @@ class RouterBudgetLimiting(CustomLogger):
                         verbose_router_logger.debug("Updated in-memory cache for %s: %s", key, value)
 
         except Exception as e:
-            verbose_router_logger.error("Error syncing in-memory cache with Redis: %s", e)
+            log_redis_failure(verbose_router_logger, logging.ERROR, "Error syncing in-memory cache with Redis", e)
 
     def _get_budget_config_for_deployment(
         self,
diff --git a/litellm/router_strategy/complexity_router/README.md b/litellm/router_strategy/complexity_router/README.md
index 1a4764c291e..4aa342ea59f 100644
--- a/litellm/router_strategy/complexity_router/README.md
+++ b/litellm/router_strategy/complexity_router/README.md
@@ -270,6 +270,18 @@ change or default takeover records `cause: modality_escalation` with the displac
 pinned by session affinity, and by default a KEPT session pin bypasses the gate: a session pinned
 to a text-only model keeps it even when an image arrives.
 
+Context-window and modality recovery take priority over the default model. If a compatible tier
+cannot serve, the router checks the remaining compatible recovery tiers before using `default_model`.
+A capacity failure without those constraints tries the selected tier's peers, then the default
+
+The default must fit the context and accept the request's modality. It cannot bypass routing plugins
+or a plan-mode floor. Context fit uses the auto-router's existing buffer even when Router-wide pre-call
+checks are off. Missing context metadata retains the existing unknown-window behavior
+
+Health fallback records `cause: health_default_fallback` and `health_displaced:<MODEL>` in `signals`.
+It does not replace the session's tier pin. Adaptive feedback retains the model that actually served,
+but a default outside the adaptive candidate pool does not become a normal candidate
+
 Add `modality_pin_override: true` to lift that last exemption. The image turn is then re-placed
 the same way every other decision is, and records `cause: modality_pin_override` whether or not
 the tier moved, since the model left the pin either way. The pin itself is untouched: the session
diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 7519f4c5156..9deccc9a468 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -937,6 +937,7 @@ def _decision_is_pinnable(decision: StandardLoggingRoutingDecision | None) -> bo
             "modality_escalation",
             "modality_pin_override",
             "health_failover",
+            "health_default_fallback",
         )
         and not decision.get("context_escalated")
         and _CLASSIFIER_CIRCUIT_OPEN_SIGNAL not in (decision.get("signals") or ())
@@ -1098,6 +1099,15 @@ def _group_provably_fits(facts: tuple[int | None, bool], needed: int, buffer: fl
     return window is not None and not has_unknown and needed <= int(window * buffer)
 
 
+class _RequestContextFit(NamedTuple):
+    facts: Mapping[str, tuple[int | None, bool]]
+    needed: int | None
+    buffer: float
+
+    def accepts(self, model: str) -> bool:
+        return self.needed is None or _window_can_hold(self.facts.get(model, (None, True))[0], self.needed, self.buffer)
+
+
 class _ContextWindowPlacement(NamedTuple):
     """Where the context-window gate placed the request: the placement tier, the subset of its
     pool the pick may use, and every configured group not provably misfit (the adaptive filter)."""
@@ -2681,12 +2691,32 @@ class ComplexityRouter(CustomLogger):
             verbose_router_logger.debug("ComplexityRouter: context-window token count failed. Got - %s", e)
             return None
 
+    async def _request_context_fit(
+        self,
+        resolved_messages: Sequence[Mapping[str, object]] | None,
+        request_kwargs: Mapping[str, object],
+    ) -> _RequestContextFit:
+        if not self.config.enable_context_window_escalation or not resolved_messages:
+            return _RequestContextFit(EMPTY_MAPPING, None, self.config.context_window_escalation_buffer)
+        names: Final = frozenset(model for pool in self._tier_pools().values() for model in pool) | frozenset(
+            (self.config.default_model,) if self.config.default_model else ()
+        )
+        facts: Final = MappingProxyType({name: self._group_window_facts(name) for name in names})
+        known: Final = tuple(window for window, _ in facts.values() if window is not None)
+        buffer: Final = self.config.context_window_escalation_buffer
+        needs_count: Final = known and self._request_byte_upper_bound(resolved_messages, request_kwargs) > int(
+            min(known) * buffer
+        )
+        needed: Final = await self._counted_request_tokens(resolved_messages, request_kwargs) if needs_count else None
+        return _RequestContextFit(facts=facts, needed=needed, buffer=buffer)
+
     async def _context_window_placement(
         self,
         tier: ComplexityTier | str,
         resolved_messages: Sequence[Mapping[str, object]] | None,
         request_kwargs: Mapping[str, object],
         pool_override: tuple[str, ...] | None = None,
+        context_fit: _RequestContextFit | None = None,
     ) -> _ContextWindowPlacement | None:
         """Correct a decided placement whose models provably cannot hold the prompt, or None
         (the placement stands). Only a real tokenizer count ever moves a request, escalation
@@ -2698,17 +2728,10 @@ class ComplexityRouter(CustomLogger):
         pool: Final = pool_override if pool_override is not None else tuple(pools.get(_tier_name(tier), ()))
         if not pool:
             return None
-        facts: Final = MappingProxyType({group: self._group_window_facts(group) for group in pool})
-        known_windows: Final = tuple(window for window, _ in facts.values() if window is not None)
-        if not known_windows:
+        fit: Final = context_fit or await self._request_context_fit(resolved_messages, request_kwargs)
+        if fit.needed is None:
             return None
-        buffer: Final = self.config.context_window_escalation_buffer
-        if self._request_byte_upper_bound(resolved_messages, request_kwargs) <= int(min(known_windows) * buffer):
-            return None
-        needed: Final = await self._counted_request_tokens(resolved_messages, request_kwargs)
-        if needed is None:
-            return None
-        return self._placement_for_tokens(tier=tier, pool=pool, pools=pools, facts=facts, needed=needed)
+        return self._placement_for_tokens(tier=tier, pool=pool, pools=pools, facts=fit.facts, needed=fit.needed)
 
     def _placement_for_tokens(
         self,
@@ -2720,14 +2743,16 @@ class ComplexityRouter(CustomLogger):
         needed: int,
     ) -> _ContextWindowPlacement | None:
         buffer: Final = self.config.context_window_escalation_buffer
-        in_tier: Final = tuple(group for group in pool if _window_can_hold(facts[group][0], needed, buffer))
+        in_tier: Final = tuple(
+            group for group in pool if _window_can_hold(facts.get(group, (None, True))[0], needed, buffer)
+        )
         if in_tier and len(in_tier) == len(pool):
             return None
         holdable: Final = frozenset(
             group
             for tier_pool in pools.values()
             for group in tier_pool
-            if _window_can_hold(self._group_window_facts(group)[0], needed, buffer)
+            if _window_can_hold(facts.get(group, (None, True))[0], needed, buffer)
         )
         if in_tier:
             return _ContextWindowPlacement(tier=tier, allowed_models=in_tier, holdable_models=holdable)
@@ -2735,7 +2760,7 @@ class ComplexityRouter(CustomLogger):
             proven = tuple(
                 group
                 for group in pools.get(name, ())
-                if _group_provably_fits(self._group_window_facts(group), needed, buffer)
+                if _group_provably_fits(facts.get(group, (None, True)), needed, buffer)
             )
             if proven:
                 return _ContextWindowPlacement(
@@ -2881,6 +2906,7 @@ class ComplexityRouter(CustomLogger):
         messages: list[dict[str, Any]] | None,  # mutable-ok: forwarded verbatim to the list-typed re-pick
         resolved_messages: Sequence[Mapping[str, object]] | None,
         request_kwargs: dict,  # mutable-ok: same shape the hook receives
+        context_fit: _RequestContextFit | None = None,
     ) -> PreRoutingHookResponse:
         """Replace a routed model that cannot accept this request's image input.
 
@@ -2911,7 +2937,8 @@ class ComplexityRouter(CustomLogger):
             or self._model_accepts_image_input(response.model)
         ):
             return response
-        eligible: Final = self._modality_eligible_models()
+        fit: Final = context_fit or await self._request_context_fit(resolved_messages, request_kwargs)
+        eligible: Final = frozenset(name for name in self._modality_eligible_models() if fit.accepts(name))
         names: Final = self.config.tier_names()
         pools: Final = self._tier_pools()
         decided: Final = decision.get("tier") if decision is not None else None
@@ -3030,12 +3057,15 @@ class ComplexityRouter(CustomLogger):
 
         Every way the owner says "nothing here can serve this" is a negative verdict: no healthy
         deployment for the group at all (BadRequestError, which ContextWindowExceededError
-        subclasses), every deployment filtered out (RouterRateLimitError), and every deployment
-        over its RPM (RouterRateLimitErrorBasic). Anything else is unknown rather than negative,
-        so it reads as capacity: absent information must never decide the verdict.
+        subclasses), every deployment filtered out (RouterRateLimitError), every deployment over
+        its RPM (RouterRateLimitErrorBasic), and every deployment refused by a filter that reports
+        exhaustion as a bare ValueError naming a RouterErrors marker -- provider and deployment
+        budgets, and tag routing, which have no typed error of their own. Anything else is unknown
+        rather than negative, so it reads as capacity: absent information must never decide the
+        verdict.
         """
         from litellm.exceptions import BadRequestError
-        from litellm.types.router import RouterRateLimitError, RouterRateLimitErrorBasic
+        from litellm.types.router import RouterErrors, RouterRateLimitError, RouterRateLimitErrorBasic
 
         probe_kwargs: Final = dict(request_kwargs)  # mutable-ok: the owner pops routing keys off the dict it is handed
         try:
@@ -3045,10 +3075,15 @@ class ComplexityRouter(CustomLogger):
                 messages=messages,
                 input=input,
                 parent_otel_span=_get_parent_otel_span_from_kwargs(request_kwargs),
+                health_check_probe=True,
             )
-        except (RouterRateLimitError, RouterRateLimitErrorBasic, BadRequestError):
+        except (RouterRateLimitError, RouterRateLimitErrorBasic, BadRequestError) as exc:
+            verbose_router_logger.debug("health probe unavailable model=%s error=%s", model_name, type(exc).__name__)
             return False
         except Exception as exc:  # noqa: BLE001  # a speculative eligibility read must fail open on unknown faults
+            if isinstance(exc, ValueError) and any(marker.value in str(exc) for marker in RouterErrors):
+                verbose_router_logger.debug("health probe exhausted model=%s error=%s", model_name, exc)
+                return False
             verbose_router_logger.debug(
                 "ComplexityRouter: eligibility probe for %s failed, treating the group as live: %s", model_name, exc
             )
@@ -3062,76 +3097,124 @@ class ComplexityRouter(CustomLogger):
         input: str | list | None,  # mutable-ok: mirrors the owner's own input parameter, which this forwards verbatim
         resolved_messages: Sequence[Mapping[str, object]] | None,
         request_kwargs: dict,  # mutable-ok: same shape the hook receives
+        context_fit: _RequestContextFit | None = None,
     ) -> PreRoutingHookResponse:
-        """Replace a decided model group that has no serving capacity with a live peer in the same tier.
-
-        Applied to the decided response at the hook's exits, so every arm that can place a request
-        is covered by one owner: a fresh classification, a replayed or escalated session pin, a
-        plan-mode floor, a context-window escalation, an adaptive pick, and whatever arm is added
-        next. Peers come from the DECIDED tier only; climbing to another tier is deliberately not
-        done here, since a higher tier costs more than the classifier asked for.
-
-        Serving capacity is one question asked of one owner (`_model_group_can_serve`), so the
-        substitute is only ever a group the pipeline would actually accept for this request. The
-        pick then runs through `_pick_model_for_tier`, so routing plugins decide the substitute
-        exactly as they decided the original.
-
-        Fails open everywhere it cannot be sure: an unreadable eligibility view, a decision
-        carrying no tier (default_model), or a tier whose every peer is unusable too. It fails
-        CLOSED on a plugin that empties the pool, leaving the original decision to fail rather
-        than serving a model the plugin excluded.
-        """
+        """Try compatible tier recovery before the default, preserving request policy and fit."""
         decision: Final = response.routing_decision
         decided_tier: Final = decision.get("tier") if decision is not None else None
         if decision is None or not isinstance(decided_tier, str):
             return response
-        peers: Final = tuple(self._tier_pools().get(decided_tier, ()))
-        if len(peers) < 2:
-            return response
-        if await self._model_group_can_serve(response.model, messages, input, request_kwargs):
+        fit: Final = context_fit or await self._request_context_fit(resolved_messages, request_kwargs)
+        if fit.accepts(response.model) and await self._model_group_can_serve(
+            response.model, messages, input, request_kwargs
+        ):
             return response
         eligible: Final = (
             self._modality_eligible_models()
             if self.config.modality_routing and resolved_messages and request_contains_image_content(resolved_messages)
             else None
         )
-        candidates: Final = tuple(
-            peer for peer in peers if peer != response.model and (eligible is None or peer in eligible)
+        pools: Final = self._tier_pools()
+        context_recovery: Final = bool(decision.get("context_escalated")) or any(
+            not fit.accepts(model) for model in pools.get(decided_tier, ())
         )
-        if not candidates:
-            return response
-        servable: Final = await asyncio.gather(
-            *(self._model_group_can_serve(peer, messages, input, request_kwargs) for peer in candidates)
+        modality_recovery: Final = eligible is not None
+        names: Final = self.config.tier_names()
+        tiers: Final = (
+            tuple(names[names.index(decided_tier) :])
+            if (context_recovery or modality_recovery) and decided_tier in names
+            else (decided_tier,)
         )
-        live: Final = tuple(peer for peer, can_serve in zip(candidates, servable) if can_serve)
-        if not live:
-            return response
-        repick_messages: Final = (
-            list(resolved_messages) if resolved_messages else None  # mutable-ok: the pick's param is list-typed
-        )
-        try:
-            new_model: Final = await self._pick_model_for_tier(
-                decided_tier if self.config.has_custom_tiers else ComplexityTier(decided_tier),
-                messages,
-                repick_messages,  # pyright: ignore[reportArgumentType]  # hook-resolved message dicts; the pick only reads them
-                request_kwargs,
-                allowed_models=live,
+
+        async def recover_tier(candidate_tier: str) -> PreRoutingHookResponse | None:
+            peers: Final = tuple(
+                model
+                for model in pools.get(candidate_tier, ())
+                if not context_recovery
+                or candidate_tier == decided_tier
+                or fit.needed is None
+                or _group_provably_fits(fit.facts.get(model, (None, True)), fit.needed, fit.buffer)
             )
-        except ValueError as exc:
-            verbose_router_logger.debug(
-                "ComplexityRouter: health failover found no candidate the routing plugins allow: %s", exc
+            candidates: Final = tuple(
+                peer
+                for peer in peers
+                if peer != response.model and fit.accepts(peer) and (eligible is None or peer in eligible)
             )
+            servable: Final = await asyncio.gather(
+                *(self._model_group_can_serve(peer, messages, input, request_kwargs) for peer in candidates)
+            )
+            live: Final = tuple(peer for peer, can_serve in zip(candidates, servable) if can_serve)
+            if live:
+                repick_messages: Final = (
+                    list(resolved_messages) if resolved_messages else None  # mutable-ok: the pick's param is list-typed
+                )
+                try:
+                    new_model: Final = await self._pick_model_for_tier(
+                        candidate_tier if self.config.has_custom_tiers else ComplexityTier(candidate_tier),
+                        messages,
+                        repick_messages,  # pyright: ignore[reportArgumentType]  # hook-resolved message dicts; the pick only reads them
+                        request_kwargs,
+                        allowed_models=live,
+                    )
+                except ValueError as exc:
+                    verbose_router_logger.debug(
+                        "ComplexityRouter: health failover found no candidate the routing plugins allow: %s", exc
+                    )
+                else:
+                    self._restamp_adaptive_choice(request_kwargs, response.model, new_model)
+                    verbose_router_logger.info(
+                        "ComplexityRouter: routing decision cause=health_failover, routed_model=%s, displaced=%s",
+                        new_model,
+                        response.model,
+                    )
+                    new_decision: Final = self._build_routing_decision(
+                        routed_model=new_model,
+                        cause="health_failover",
+                        tier=candidate_tier,
+                        score=decision.get("score"),
+                        signals=(*(decision.get("signals") or ()), f"health_displaced:{response.model}"),
+                        matched_keyword=decision.get("matched_keyword"),
+                        escalation_keyword=decision.get("escalation_keyword"),
+                        escalated=bool(decision.get("escalated", False)),
+                        classifier_model=decision.get("classifier_model"),
+                        classifier_cost=decision.get("classifier_cost"),
+                        conversation_continuing=bool(decision.get("conversation_continuing", True)),
+                        tier_litellm_params=self._litellm_params_for_model(candidate_tier, new_model),
+                        context_escalation_original_tier=decision.get("context_escalation_original_tier"),
+                    )
+                    return response.model_copy(
+                        update={  # mutable-ok: model_copy types update as a plain dict
+                            "model": new_model,
+                            "litellm_params": self._litellm_params_for_model(candidate_tier, new_model),
+                            "routing_decision": new_decision,
+                        }
+                    )
+            return None
+
+        for candidate_tier in tiers:
+            if (recovered := await recover_tier(candidate_tier)) is not None:
+                return recovered
+        default_model: Final = self.config.default_model
+        plan_mode_active: Final = self._matched_plan_mode_signal(request_kwargs, resolved_messages) is not None
+        if (
+            plan_mode_active
+            or self.config.plugins
+            or not default_model
+            or default_model == response.model
+            or not fit.accepts(default_model)
+            or (eligible is not None and default_model not in eligible)
+            or not await self._model_group_can_serve(default_model, messages, input, request_kwargs)
+        ):
             return response
-        self._restamp_adaptive_choice(request_kwargs, response.model, new_model)
+        self._restamp_adaptive_choice(request_kwargs, response.model, default_model)
         verbose_router_logger.info(
-            "ComplexityRouter: routing decision cause=health_failover, routed_model=%s, displaced=%s",
-            new_model,
+            "ComplexityRouter: routing decision cause=health_default_fallback, routed_model=%s, displaced=%s",
+            default_model,
             response.model,
         )
-        new_decision: Final = self._build_routing_decision(
-            routed_model=new_model,
-            cause="health_failover",
-            tier=decision.get("tier"),
+        default_decision: Final = self._build_routing_decision(
+            routed_model=default_model,
+            cause="health_default_fallback",
             score=decision.get("score"),
             signals=(*(decision.get("signals") or ()), f"health_displaced:{response.model}"),
             matched_keyword=decision.get("matched_keyword"),
@@ -3140,14 +3223,14 @@ class ComplexityRouter(CustomLogger):
             classifier_model=decision.get("classifier_model"),
             classifier_cost=decision.get("classifier_cost"),
             conversation_continuing=bool(decision.get("conversation_continuing", True)),
-            tier_litellm_params=self._litellm_params_for_model(decided_tier, new_model),
+            tier_litellm_params=self._litellm_params_for_model(None, default_model),
             context_escalation_original_tier=decision.get("context_escalation_original_tier"),
         )
         return response.model_copy(
             update={  # mutable-ok: model_copy types update as a plain dict
-                "model": new_model,
-                "litellm_params": self._litellm_params_for_model(decided_tier, new_model),
-                "routing_decision": new_decision,
+                "model": default_model,
+                "litellm_params": self._litellm_params_for_model(None, default_model),
+                "routing_decision": default_decision,
             }
         )
 
@@ -3462,6 +3545,7 @@ class ComplexityRouter(CustomLogger):
         # chat-completions messages, so it is real work on every non-chat surface, and
         # both the conversation shape and the classifier read the same list.
         resolved_messages: Final = self._resolve_messages(messages, request_kwargs)
+        context_fit: Final = await self._request_context_fit(resolved_messages, request_kwargs)
         marker_pairs: Final = self._reminder_markers_for_request(request_kwargs)
         conversation_continuing: Final = _conversation_is_continuing(resolved_messages)
 
@@ -3512,7 +3596,11 @@ class ComplexityRouter(CustomLogger):
                     pin_source_tier: Final = self._tier_for_model(routed_model)
                     pin_placement: Final = (
                         await self._context_window_placement(
-                            pin_source_tier, resolved_messages, request_kwargs, pool_override=(routed_model,)
+                            pin_source_tier,
+                            resolved_messages,
+                            request_kwargs,
+                            pool_override=(routed_model,),
+                            context_fit=context_fit,
                         )
                         if pin_source_tier is not None
                         else None
@@ -3582,11 +3670,13 @@ class ComplexityRouter(CustomLogger):
                                 messages,
                                 resolved_messages,
                                 request_kwargs,
+                                context_fit,
                             ),
                             messages,
                             input,
                             resolved_messages,
                             request_kwargs,
+                            context_fit,
                         )
                     )
 
@@ -3598,14 +3688,18 @@ class ComplexityRouter(CustomLogger):
             specific_deployment=specific_deployment,
             conversation_continuing=conversation_continuing,
             resolved_messages=resolved_messages,
+            context_fit=context_fit,
         )
         response: Final = (
             await self._gate_response_health(
-                await self._gate_response_modality(routed_response, messages, resolved_messages, request_kwargs),
+                await self._gate_response_modality(
+                    routed_response, messages, resolved_messages, request_kwargs, context_fit
+                ),
                 messages,
                 input,
                 resolved_messages,
                 request_kwargs,
+                context_fit,
             )
             if routed_response is not None
             else None
@@ -3640,6 +3734,7 @@ class ComplexityRouter(CustomLogger):
         specific_deployment: bool | None = False,
         conversation_continuing: bool = True,
         resolved_messages: Sequence[Mapping[str, object]] | None = None,
+        context_fit: _RequestContextFit | None = None,
     ) -> PreRoutingHookResponse | None:
         """
         Classifies the request by complexity and returns the appropriate model.
@@ -3811,7 +3906,9 @@ class ComplexityRouter(CustomLogger):
         plan_floored: Final = tier != pre_floor_tier
         if plan_floored:
             signals = (*signals, "plan_mode_floor")
-        context_placement: Final = await self._context_window_placement(tier, resolved_messages, request_kwargs)
+        context_placement: Final = await self._context_window_placement(
+            tier, resolved_messages, request_kwargs, context_fit=context_fit
+        )
         tier, signals, context_original_tier = _apply_context_placement(tier, signals, context_placement)
         score_repr: Final = f"{score:.3f}" if score is not None else "n/a"
         fallback_model: Final = self.config.default_model if not self.config.plugins else None
diff --git a/litellm/router_utils/add_retry_fallback_headers.py b/litellm/router_utils/add_retry_fallback_headers.py
index 3251ea457cf..bc88feef7d2 100644
--- a/litellm/router_utils/add_retry_fallback_headers.py
+++ b/litellm/router_utils/add_retry_fallback_headers.py
@@ -1,7 +1,10 @@
 import json
+import math
+from collections.abc import Mapping
+from types import MappingProxyType
 from typing import Any, Final, Protocol, TypedDict, cast
 
-from pydantic import BaseModel
+from pydantic import BaseModel, TypeAdapter, ValidationError
 
 
 class FallbackErrorInfo(TypedDict):
@@ -15,6 +18,68 @@ class _HiddenParamsHost(Protocol):
     _hidden_params: dict[str, object]
 
 
+_EMPTY_OBJECT_MAPPING: Final[Mapping[str, object]] = MappingProxyType({})
+_ROUTING_HEADER_MAPPING: Final = TypeAdapter(Mapping[str, object])
+_COMPLEXITY_ROUTER_HEADER_PREFIX: Final = "x-litellm-complexity-router-"
+
+
+def _routing_header_mapping(value: object) -> Mapping[str, object]:
+    try:
+        mapping: Final[Mapping[str, object]] = _ROUTING_HEADER_MAPPING.validate_python(value, strict=True)
+        return mapping
+    except ValidationError:
+        return _EMPTY_OBJECT_MAPPING
+
+
+def _header_string(value: object) -> str | None:
+    if not isinstance(value, str):
+        return None
+    normalized: Final = value.strip()
+    return normalized if normalized and all(" " <= character <= "~" for character in normalized) else None
+
+
+def complexity_router_decision_headers(request_kwargs: object) -> Mapping[str, str]:
+    data: Final = _routing_header_mapping(request_kwargs)
+    metadata_key: Final = "litellm_metadata" if "litellm_metadata" in data else "metadata"
+    decision: Final = _routing_header_mapping(_routing_header_mapping(data.get(metadata_key)).get("routing_decision"))
+    if decision.get("router_type") != "complexity":
+        return MappingProxyType({})
+    score: Final = decision.get("score")
+    values: Final = (
+        ("tier", decision.get("tier")),
+        ("cause", decision.get("cause")),
+        (
+            "score",
+            str(score)
+            if isinstance(score, (int, float)) and not isinstance(score, bool) and math.isfinite(score)
+            else None,
+        ),
+        (
+            "reasoning-effort",
+            _routing_header_mapping(decision.get("tier_litellm_params")).get("reasoning_effort"),
+        ),
+    )
+    return MappingProxyType(
+        {
+            f"{_COMPLEXITY_ROUTER_HEADER_PREFIX}{key}": header_value
+            for key, value in values
+            if (header_value := _header_string(value)) is not None
+        }
+    )
+
+
+def replace_complexity_router_headers(
+    existing_headers: Mapping[str, object], new_headers: Mapping[str, object]
+) -> Mapping[str, object]:
+    return MappingProxyType(
+        {
+            key: value
+            for key, value in (*existing_headers.items(), *new_headers.items())
+            if key in new_headers or not key.startswith(_COMPLEXITY_ROUTER_HEADER_PREFIX)
+        }
+    )
+
+
 class HiddenParamsAsyncIteratorWrapper:
     """
     Wraps a bare async generator/iterator (e.g. a provider's raw SSE
diff --git a/litellm/router_utils/health_state_cache.py b/litellm/router_utils/health_state_cache.py
index 22d816e13e9..c8ca7105392 100644
--- a/litellm/router_utils/health_state_cache.py
+++ b/litellm/router_utils/health_state_cache.py
@@ -12,6 +12,7 @@ from typing_extensions import TypedDict
 
 from litellm import verbose_logger
 from litellm.caching.caching import DualCache
+from litellm.caching.redis_cache import RedisCircuitBreakerOpenError
 
 if TYPE_CHECKING:
     from opentelemetry.trace import Span as _Span
@@ -27,6 +28,16 @@ class DeploymentHealthStateValue(TypedDict):
     reason: str
 
 
+def _read_shared_health_snapshot(cache: DualCache, key: str) -> object:
+    redis_cache: Final = cache.redis_cache
+    if redis_cache is None:
+        return None
+    try:
+        return redis_cache.get_cache(key)
+    except RedisCircuitBreakerOpenError:
+        return None
+
+
 class DeploymentHealthCache:
     """
     Cache for deployment health states produced by background health checks.
@@ -50,13 +61,12 @@ class DeploymentHealthCache:
         coexist on the one shared entry without erasing each other's results.
         The snapshot is read from Redis when available, since a pod-local read
         would only ever see this writer's own previous merge. When the Redis
-        read comes back empty (a miss, or a swallowed connection error), the
-        pod-local copy of the last merge is used so peers are not erased.
+        read comes back empty (a miss, a swallowed connection error, or a read
+        refused by the open circuit breaker), the pod-local copy of the last
+        merge is used so peers are not erased.
         """
         try:
-            redis_raw: Final = (
-                self.cache.redis_cache.get_cache(self.CACHE_KEY) if self.cache.redis_cache is not None else None
-            )
+            redis_raw: Final = _read_shared_health_snapshot(self.cache, self.CACHE_KEY)
             raw: Final = redis_raw if isinstance(redis_raw, dict) else self.cache.get_cache(key=self.CACHE_KEY)
             existing: Final = raw if isinstance(raw, dict) else {}
             expiry_seconds: Final = self.staleness_threshold * 1.5
diff --git a/litellm/router_utils/pre_call_checks/deployment_affinity_check.py b/litellm/router_utils/pre_call_checks/deployment_affinity_check.py
index 6f3ea8eb78a..c7eb46046ef 100644
--- a/litellm/router_utils/pre_call_checks/deployment_affinity_check.py
+++ b/litellm/router_utils/pre_call_checks/deployment_affinity_check.py
@@ -349,7 +349,9 @@ class DeploymentAffinityCheck(CustomLogger):
         first write instead of the last. Re-claiming with the stored value refreshes its
         TTL, the same keepalive the complexity router's model pin documents: an active
         session must not lose its pin mid-conversation just because it outlives the
-        original write, so `session_affinity_ttl_seconds` bounds idle time, not total
+        original write, so the affinity TTL (the Router's
+        `deployment_affinity_ttl_seconds`, or a pre-routing hook's per-request
+        `session_affinity_ttl_seconds` override) bounds idle time, not total
         session length. On Redis one Lua script does the get-or-set-or-refresh
         atomically (same registration seam the rate limiters use) and the in-memory
         tier is synchronized to the winner; without Redis, and whenever Redis is
diff --git a/litellm/rust_bridge/configuration.py b/litellm/rust_bridge/configuration.py
index 5582027bb5d..ff2e389a6bb 100644
--- a/litellm/rust_bridge/configuration.py
+++ b/litellm/rust_bridge/configuration.py
@@ -42,6 +42,17 @@ def rust_enabled() -> bool:
     )
 
 
+def rust_ocr_enabled() -> bool:
+    environment: Final = _parse_env_bool(os.getenv(_GLOBAL_ENV_NAME))
+    if environment is False:
+        return False
+    return resolve_rust_enabled(
+        process_override=_CONFIGURATION.override,
+        environment_override=environment,
+        release_default=True,
+    )
+
+
 def reset_rust_configuration() -> None:
     _CONFIGURATION.override = None
 
diff --git a/litellm/rust_bridge/lifecycle.py b/litellm/rust_bridge/lifecycle.py
new file mode 100644
index 00000000000..f5e0c1b0fc6
--- /dev/null
+++ b/litellm/rust_bridge/lifecycle.py
@@ -0,0 +1,215 @@
+from __future__ import annotations
+
+import datetime
+import os
+import uuid
+from collections.abc import Awaitable, Mapping
+from dataclasses import dataclass
+from typing import (
+    TYPE_CHECKING,
+    Final,
+    Protocol,
+    cast,  # noqa: TID251  # bounded compatibility calls into legacy Python integrations
+)
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+
+@dataclass(frozen=True, slots=True)
+class Await:
+    awaitable: Awaitable[object]
+
+
+@dataclass(frozen=True, slots=True)
+class Complete:
+    value: object
+
+
+class Execution(Protocol):
+    def start(self) -> Await | Complete: ...
+
+    def resume_value(self, value: object) -> Await | Complete: ...
+
+    def resume_error(self, error: BaseException) -> Await | Complete: ...
+
+    def close(self) -> None: ...
+
+
+async def drive(execution: Execution) -> object:
+    try:
+        step = execution.start()  # rebind-ok: the execution protocol advances after each selected await
+        while isinstance(step, Await):
+            try:
+                value = await step.awaitable  # rebind-ok: each selected await produces the next protocol input
+            except GeneratorExit:
+                raise
+            except BaseException as error:
+                step = execution.resume_error(error)  # rebind-ok: advance the execution protocol
+            else:
+                step = execution.resume_value(value)  # rebind-ok: advance the execution protocol
+        return step.value
+    finally:
+        execution.close()
+
+
+class MetadataUpdater(Protocol):
+    def __call__(
+        self,
+        result: object,
+        logging_obj: Logging,
+        model: str | None,
+        kwargs: dict[str, object],
+        start_time: datetime.datetime,
+        end_time: datetime.datetime,
+    ) -> None: ...
+
+
+@dataclass(frozen=True, slots=True)
+class CallSetup:
+    logger: Logging
+    kwargs: dict[str, object]
+
+
+def setup(
+    call_type: str,
+    args: tuple[object, ...],
+    kwargs: Mapping[str, object],
+    start_time: datetime.datetime,
+    asynchronous: bool,
+) -> CallSetup:
+    from litellm import utils
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+    arguments: Final = {  # mutable-ok: function_setup consumes an owned kwargs dict
+        "litellm_call_id": str(uuid.uuid4()),
+        **kwargs,
+    }
+    supplied: Final = arguments.get("litellm_logging_obj")
+    if isinstance(supplied, Logging):
+        supplied._native_callback_fast_path = False  # pyright: ignore[reportPrivateUsage]  # supplied loggers retain all dispatch contracts
+        return CallSetup(supplied, arguments)
+    logger, prepared = utils.function_setup(
+        call_type, utils.Rules(), start_time, *args, is_async_call=asynchronous, **arguments
+    )
+    if type(logger) is Logging and call_type in ("ocr", "aocr"):
+        logger._native_callback_fast_path = True  # pyright: ignore[reportPrivateUsage]  # only bridge-created OCR loggers opt into callback elision
+    return CallSetup(logger, prepared)
+
+
+def check_limits(kwargs: Mapping[str, object]) -> None:
+    import litellm
+
+    current_cost: Final = litellm._current_cost  # pyright: ignore[reportPrivateUsage]  # shared SDK budget counter has no public accessor
+    if litellm.max_budget and current_cost > litellm.max_budget:
+        raise litellm.BudgetExceededError(current_cost=current_cost, max_budget=litellm.max_budget)
+    metadata: Final = kwargs.get("metadata")
+    if isinstance(metadata, Mapping):
+        typed_metadata: Final = cast(  # cast-ok: runtime Mapping check establishes read-only metadata
+            Mapping[str, object], metadata
+        )
+        previous: Final = typed_metadata.get("previous_models")
+        if (
+            isinstance(previous, list)
+            and litellm.num_retries_per_request is not None
+            and len(cast(list[object], previous))  # cast-ok: runtime list check establishes the retry history
+            >= litellm.num_retries_per_request
+        ):
+            raise RuntimeError("Max retries per request hit!")
+
+
+def finalize(
+    response: object,
+    logger: Logging,
+    kwargs: dict[str, object],
+    start_time: datetime.datetime,
+    end_time: datetime.datetime,
+) -> None:
+    from litellm.litellm_core_utils.llm_response_utils import response_metadata
+
+    model: Final = kwargs.get("model")
+    update: Final = cast(  # cast-ok: legacy metadata function accepts concrete kwargs
+        MetadataUpdater, response_metadata.update_response_metadata
+    )
+    update(response, logger, model if isinstance(model, str) else None, kwargs, start_time, end_time)
+
+
+def deployment_callbacks_needed() -> bool:
+    import litellm
+    from litellm.integrations.custom_logger import CustomLogger
+
+    return any(isinstance(callback, CustomLogger) for callback in litellm.callbacks)
+
+
+def callbacks_needed(logger: Logging, phase: str) -> bool:
+    import litellm
+    from litellm._logging import (
+        _is_debugging_on,  # pyright: ignore[reportPrivateUsage]  # use the same debug gate as Logging
+    )
+
+    if (
+        _is_debugging_on()
+        or getattr(logger, "litellm_request_debug", False)
+        or os.getenv("LITELLM_PRINT_STANDARD_LOGGING_PAYLOAD")
+    ):
+        return True
+    input_needed: Final = bool(
+        litellm.input_callback
+        or litellm._async_input_callback  # pyright: ignore[reportPrivateUsage]  # live async registries have no public accessor
+        or logger.dynamic_input_callbacks
+        or callable(getattr(logger, "logger_fn", None))
+        or logger.log_raw_request_response
+        or litellm.log_raw_request_response
+    )
+    match phase:
+        case "input":
+            return input_needed
+        case "sync_success":
+            return bool(litellm.success_callback or logger.dynamic_success_callbacks)
+        case "sync_success_async":
+            return bool(
+                (litellm.success_callback or logger.dynamic_success_callbacks)
+                and logger._should_run_sync_callbacks_for_async_calls()  # pyright: ignore[reportPrivateUsage]  # preserve async call filtering of sync callbacks
+            )
+        case "async_success":
+            return bool(litellm._async_success_callback or logger.dynamic_async_success_callbacks)  # pyright: ignore[reportPrivateUsage]  # live async registries have no public accessor
+        case "sync_failure":
+            return bool(litellm.failure_callback or logger.dynamic_failure_callbacks)
+        case "async_failure":
+            return bool(litellm._async_failure_callback or logger.dynamic_async_failure_callbacks)  # pyright: ignore[reportPrivateUsage]  # live async registries have no public accessor
+        case "payload":
+            return bool(
+                input_needed
+                or litellm.success_callback
+                or litellm.failure_callback
+                or litellm._async_success_callback  # pyright: ignore[reportPrivateUsage]  # live async registries have no public accessor
+                or litellm._async_failure_callback  # pyright: ignore[reportPrivateUsage]  # live async registries have no public accessor
+                or logger.dynamic_success_callbacks
+                or logger.dynamic_async_success_callbacks
+                or logger.dynamic_failure_callbacks
+                or logger.dynamic_async_failure_callbacks
+            )
+        case _:
+            return True
+
+
+def success_bookkeeping(
+    logger: Logging, response: object, start: datetime.datetime, end: datetime.datetime, asynchronous: bool
+) -> None:
+    phase: Final = "async_success" if asynchronous else "sync_success"
+    if logger.should_run_logging(phase):
+        logger._success_handler_helper_fn(  # pyright: ignore[reportPrivateUsage]  # retain success bookkeeping without constructing a callback payload
+            result=response, start_time=start, end_time=end, build_logging_payload=False
+        )
+        logger.has_run_logging(phase)
+
+
+def failure_bookkeeping(
+    logger: Logging, error: BaseException, start: datetime.datetime, end: datetime.datetime, asynchronous: bool
+) -> None:
+    phase: Final = "async_failure" if asynchronous else "sync_failure"
+    if logger.should_run_logging(phase):
+        logger._failure_handler_helper_fn(  # pyright: ignore[reportPrivateUsage]  # retain failure accounting without formatting an unused traceback or payload
+            error, "", start, end, build_logging_payload=False
+        )
+        logger.has_run_logging(phase)
diff --git a/litellm/rust_bridge/ocr.py b/litellm/rust_bridge/ocr.py
index b7fdb5a98ef..de8a93dd8b1 100644
--- a/litellm/rust_bridge/ocr.py
+++ b/litellm/rust_bridge/ocr.py
@@ -2,15 +2,31 @@
 
 from __future__ import annotations
 
-from collections.abc import Awaitable
+from collections.abc import Awaitable, Mapping
+from dataclasses import dataclass
+from types import MappingProxyType
 from typing import Final, Protocol, cast  # noqa: TID251  # native extension exposes dynamically typed callables
 
 import httpx
 
+from litellm.llms.base_llm.ocr.transformation import PROVIDER_NATIVE_RESPONSE_KEY, OCRResponse
 from litellm.rust_bridge.bindings import NativeBinding
 from litellm.rust_bridge.timeouts import timeout_to_seconds as _timeout_to_seconds
 
 
+@dataclass(frozen=True, slots=True)
+class LiteLLMOcrRequest:
+    model: str
+    document: Mapping[str, object]
+    api_key: str | None
+    api_base: str | None
+    timeout: float | httpx.Timeout | None
+    custom_llm_provider: str | None
+    extra_headers: dict[str, object] | None
+    kwargs: Mapping[str, object]
+    input_sources: Mapping[str, str] | None = None
+
+
 class RustOcr(Protocol):
     def __call__(
         self,
@@ -21,6 +37,7 @@ class RustOcr(Protocol):
         custom_llm_provider: str | None,
         extra_headers: dict[str, object] | None,
         optional_params: dict[str, object],
+        input_sources: dict[str, str],
         timeout_seconds: float | None,
     ) -> dict[str, object]:
         raise NotImplementedError
@@ -36,6 +53,7 @@ class RustAocr(Protocol):
         custom_llm_provider: str | None,
         extra_headers: dict[str, object] | None,
         optional_params: dict[str, object],
+        input_sources: dict[str, str],
         timeout_seconds: float | None,
     ) -> Awaitable[dict[str, object]]:
         raise NotImplementedError
@@ -61,6 +79,16 @@ def load_rust_aocr() -> RustAocr | None:
     return _AOCR.load()
 
 
+def _response(response: Mapping[str, object]) -> OCRResponse:
+    provider_native_response: Final = response.get(PROVIDER_NATIVE_RESPONSE_KEY)
+    normalized: Final = OCRResponse.model_validate(
+        MappingProxyType({key: value for key, value in response.items() if key != PROVIDER_NATIVE_RESPONSE_KEY})
+    )
+    if isinstance(provider_native_response, Mapping):
+        normalized.set_provider_native_response(provider_native_response)
+    return normalized
+
+
 def ocr(
     *,
     model: str,
@@ -71,6 +99,7 @@ def ocr(
     extra_headers: dict[str, object] | None,
     optional_params: dict[str, object],
     timeout: float | httpx.Timeout | None,
+    input_sources: Mapping[str, str] | None = None,
 ) -> dict[str, object] | None:
     rust_ocr: Final = load_rust_ocr()
     if rust_ocr is None:
@@ -83,6 +112,7 @@ def ocr(
         custom_llm_provider=custom_llm_provider,
         extra_headers=extra_headers,
         optional_params=optional_params,
+        input_sources=dict(input_sources or {}),  # mutable-ok: native boundary requires a concrete dict
         timeout_seconds=_timeout_to_seconds(timeout),
     )
 
@@ -97,6 +127,7 @@ async def aocr(
     extra_headers: dict[str, object] | None,
     optional_params: dict[str, object],
     timeout: float | httpx.Timeout | None,
+    input_sources: Mapping[str, str] | None = None,
 ) -> dict[str, object] | None:
     rust_aocr: Final = load_rust_aocr()
     if rust_aocr is None:
@@ -109,5 +140,6 @@ async def aocr(
         custom_llm_provider=custom_llm_provider,
         extra_headers=extra_headers,
         optional_params=optional_params,
+        input_sources=dict(input_sources or {}),  # mutable-ok: native boundary requires a concrete dict
         timeout_seconds=_timeout_to_seconds(timeout),
     )
diff --git a/litellm/rust_bridge/ocr_lifecycle.py b/litellm/rust_bridge/ocr_lifecycle.py
new file mode 100644
index 00000000000..5ca584e1c11
--- /dev/null
+++ b/litellm/rust_bridge/ocr_lifecycle.py
@@ -0,0 +1,67 @@
+from __future__ import annotations
+
+from collections.abc import Awaitable, Mapping, Sequence
+from typing import Final, Protocol, cast  # noqa: TID251  # validates dynamically loaded native callables
+
+import litellm
+from litellm.llms.base_llm.ocr.transformation import OCRResponse
+from litellm.rust_bridge.bindings import NativeBinding
+from litellm.rust_bridge.ocr import LiteLLMOcrRequest
+
+
+class NativeOcrLifecycle(Protocol):
+    def __call__(
+        self,
+        request: LiteLLMOcrRequest,
+        args: Sequence[object],
+        kwargs: Mapping[str, object],
+        asynchronous: bool,
+    ) -> OCRResponse | Awaitable[OCRResponse]: ...
+
+
+class ExceptionMapper(Protocol):
+    def __call__(
+        self,
+        *,
+        model: str,
+        custom_llm_provider: str | None,
+        original_exception: Exception,
+        completion_kwargs: dict[str, object],
+        extra_kwargs: dict[str, object],
+    ) -> Exception: ...
+
+
+def _binding(value: object) -> NativeOcrLifecycle | None:
+    if not callable(value):
+        return None
+    return cast("NativeOcrLifecycle", value)  # cast-ok: callable validated at the native binding boundary
+
+
+NATIVE_OCR_LIFECYCLE: Final = NativeBinding("_ocr_lifecycle", validate=_binding)
+
+
+def select(request: LiteLLMOcrRequest) -> NativeOcrLifecycle | None:
+    if request.kwargs.get("aocr"):
+        return None
+    return NATIVE_OCR_LIFECYCLE.load()
+
+
+def arguments(request: LiteLLMOcrRequest) -> Mapping[str, object]:
+    return request.kwargs
+
+
+def map_failure(error: Exception, request: LiteLLMOcrRequest, request_provider: str) -> Exception:
+    mapper: Final = cast(  # cast-ok: bounded adapter for the legacy public exception mapper
+        ExceptionMapper, litellm.exception_type
+    )
+    try:
+        return mapper(
+            model=request.model.removeprefix(f"{request_provider}/"),
+            custom_llm_provider=request_provider,
+            original_exception=error,
+            completion_kwargs=dict(arguments(request)),  # mutable-ok: exception mapper requires owned kwargs
+            extra_kwargs=dict(request.kwargs),  # mutable-ok: exception mapper requires owned kwargs
+        )
+    except Exception as public_error:
+        public_error.__context__ = error
+        return public_error
diff --git a/litellm/rust_bridge/token_counter.py b/litellm/rust_bridge/token_counter.py
index ee755b317d8..d36234f56c1 100644
--- a/litellm/rust_bridge/token_counter.py
+++ b/litellm/rust_bridge/token_counter.py
@@ -5,17 +5,20 @@ from __future__ import annotations
 from collections.abc import Awaitable
 from dataclasses import dataclass
 from functools import lru_cache
-from typing import Final, Protocol, cast  # noqa: TID251  # native extension exposes dynamically typed callables
+from typing import Final, Literal, Protocol, cast  # noqa: TID251  # native extension exposes untyped callables
 
 from pydantic import TypeAdapter
 
 import litellm
 from litellm._logging import verbose_logger
+from litellm.litellm_core_utils.default_encoding import cl100k_base_rank_file, o200k_base_rank_file
+from litellm.litellm_core_utils.token_counter import openai_tokenizer_encoding, uses_legacy_message_accounting
 from litellm.rust_bridge.bindings import NativeBinding
 from litellm.rust_bridge.configuration import rust_enabled
 from litellm.rust_bridge.runtime import BridgeErrorContext, RustHandled, aattempt
-from litellm.utils import claude_json_str
-from litellm.utils import uses_anthropic_tokenizer as _python_uses_anthropic_tokenizer
+from litellm.utils import claude_json_str, huggingface_tokenizer_kind
+
+RustTokenizer = Literal["anthropic", "cl100k_base", "o200k_base"]
 
 
 class RustTokenCounter(Protocol):
@@ -27,6 +30,12 @@ class RustTokenCounterFactory(Protocol):
     def __call__(self, tokenizer_json: str) -> RustTokenCounter:
         raise NotImplementedError
 
+    def from_cl100k_ranks(self, rank_file: str) -> RustTokenCounter:
+        raise NotImplementedError
+
+    def from_o200k_ranks(self, rank_file: str) -> RustTokenCounter:
+        raise NotImplementedError
+
 
 @dataclass(frozen=True, slots=True)
 class InputTokenCount:
@@ -50,18 +59,41 @@ def _as_factory(value: object) -> RustTokenCounterFactory | None:
 TOKEN_COUNTER: Final = NativeBinding("TokenCounter", validate=_as_factory)
 
 
-def uses_anthropic_tokenizer(model: str) -> bool:
-    if litellm.disable_token_counter is True or litellm.disable_hf_tokenizer_download is True:
-        return False
-    return _python_uses_anthropic_tokenizer(model)
+def rust_tokenizer(model: str) -> RustTokenizer | None:
+    """The Rust counter for the tokenizer `litellm.token_counter` selects for `model`, `None` when Python must count.
+
+    Mirrors `_select_tokenizer_helper`: the Anthropic tokenizer has a Rust port, the other HuggingFace
+    downloads do not, and of the tiktoken encodings `cl100k_base` and `o200k_base` do (p50k/r50k do not). Rust
+    prices every message with the default constants, so the legacy `gpt-3.5-turbo-0301` accounting stays in
+    Python."""
+    if litellm.disable_token_counter is True:
+        return None
+    kind: Final = None if litellm.disable_hf_tokenizer_download is True else huggingface_tokenizer_kind(model)
+    if kind == "anthropic":
+        return "anthropic"
+    if kind is not None or uses_legacy_message_accounting(model):
+        return None
+    match openai_tokenizer_encoding(model).name:
+        case "cl100k_base":
+            return "cl100k_base"
+        case "o200k_base":
+            return "o200k_base"
+        case _:
+            return None
 
 
 @lru_cache(maxsize=4)
-def _anthropic_counter(factory: RustTokenCounterFactory) -> RustTokenCounter:
-    return factory(claude_json_str)
+def _counter(factory: RustTokenCounterFactory, tokenizer: RustTokenizer) -> RustTokenCounter:
+    match tokenizer:
+        case "anthropic":
+            return factory(claude_json_str)
+        case "cl100k_base":
+            return factory.from_cl100k_ranks(cl100k_base_rank_file())
+        case "o200k_base":
+            return factory.from_o200k_ranks(o200k_base_rank_file())
 
 
-async def count_anthropic_input_tokens(body: bytes) -> InputTokenCount | None:
+async def count_input_tokens(body: bytes, tokenizer: RustTokenizer) -> InputTokenCount | None:
     if not rust_enabled():
         return None
     factory: Final = TOKEN_COUNTER.load()
@@ -69,11 +101,14 @@ async def count_anthropic_input_tokens(body: bytes) -> InputTokenCount | None:
         return None
     try:
         attempt: Final = await aattempt(
-            native_call=lambda: _anthropic_counter(factory).acount_request(body),
+            native_call=lambda: _counter(factory, tokenizer).acount_request(body),
             adapt=_INPUT_TOKEN_COUNT.validate_python,
-            context=BridgeErrorContext(route="token_counter", provider="anthropic", model=""),
+            context=BridgeErrorContext(route="token_counter", provider=tokenizer, model=""),
         )
     except (RuntimeError, ValueError) as error:
-        verbose_logger.debug("Rust token counter failed, counting in Python: %s", error)
+        verbose_logger.debug("Rust token counter (%s) failed, counting in Python: %s", tokenizer, error)
         return None
-    return attempt.value if isinstance(attempt, RustHandled) else None
+    if not isinstance(attempt, RustHandled):
+        return None
+    verbose_logger.debug("Rust token counter (%s) counted %d input tokens", tokenizer, attempt.value.input_tokens)
+    return attempt.value
diff --git a/litellm/secret_managers/aws_secret_manager_v2.py b/litellm/secret_managers/aws_secret_manager_v2.py
index e86c8e7c919..d75375a01cc 100644
--- a/litellm/secret_managers/aws_secret_manager_v2.py
+++ b/litellm/secret_managers/aws_secret_manager_v2.py
@@ -47,6 +47,7 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
         aws_web_identity_token: str | None = None,
         aws_sts_endpoint: str | None = None,
         replica_regions: list[str] | None = None,
+        kms_key_id: str | None = None,
         **kwargs,
     ):
         BaseSecretManager.__init__(self, **kwargs)
@@ -61,6 +62,7 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
         self.aws_web_identity_token = aws_web_identity_token
         self.aws_sts_endpoint = aws_sts_endpoint
         self.replica_regions: list[str] = replica_regions or []
+        self.kms_key_id = kms_key_id
 
     @classmethod
     def validate_environment(cls):
@@ -106,7 +108,8 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
                 # Remove None values
                 aws_kwargs = {k: v for k, v in aws_kwargs.items() if v is not None}
 
-            litellm.secret_manager_client = cls(**aws_kwargs)
+            kms_key_id: Final = key_management_settings.kms_key_id if key_management_settings is not None else None
+            litellm.secret_manager_client = cls(kms_key_id=kms_key_id, **aws_kwargs)
             litellm._key_management_system = KeyManagementSystem.AWS_SECRET_MANAGER
 
         except Exception as e:
@@ -275,6 +278,9 @@ class AWSSecretsManagerV2(BaseAWSLLM, BaseSecretManager):
         if description:
             data["Description"] = description
 
+        if self.kms_key_id:
+            data["KmsKeyId"] = self.kms_key_id
+
         # ✅ Normalize tags to AWS format
         if tags:
             if isinstance(tags, dict):
diff --git a/litellm/types/guardrails.py b/litellm/types/guardrails.py
index 02dee40f2a3..69cb88bfa2f 100644
--- a/litellm/types/guardrails.py
+++ b/litellm/types/guardrails.py
@@ -137,6 +137,7 @@ class SupportedGuardrailIntegrations(Enum):
     COMPRESR = "compresr"
     STRAIKER = "straiker"
     ALICE = "alice"
+    CONDUCT = "conduct"
 
 
 class Role(Enum):
diff --git a/litellm/types/integrations/datadog_llm_obs.py b/litellm/types/integrations/datadog_llm_obs.py
index 17cf5831c96..f4fcabf53ed 100644
--- a/litellm/types/integrations/datadog_llm_obs.py
+++ b/litellm/types/integrations/datadog_llm_obs.py
@@ -87,6 +87,7 @@ class LLMMetrics(TypedDict, total=False):
     cache_write_input_tokens: ReadOnly[float]
     non_cached_input_tokens: ReadOnly[float]
     reasoning_output_tokens: ReadOnly[float]
+    tool_output_tokens: ReadOnly[float]
 
 
 class LLMObsPayload(TypedDict, total=False):
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index b7c4371f32f..6612227f532 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -61,6 +61,7 @@ from openai.types.responses.response_create_params import (
     ToolParam,
 )
 from openai.types.responses.response_function_tool_call import ResponseFunctionToolCall
+from openai.types.responses.response_function_web_search import ResponseFunctionWebSearch
 from pydantic import (
     BaseModel,
     ConfigDict,
@@ -1358,6 +1359,7 @@ class ResponsesAPIResponse(BaseLiteLLMOpenAIResponseObject):
             | OutputFunctionToolCall
             | OutputImageGenerationCall
             | ResponseFunctionToolCall
+            | ResponseFunctionWebSearch
             | CustomToolCallOutputItem
         ]
     )
diff --git a/litellm/types/management_endpoints/auto_router_endpoints.py b/litellm/types/management_endpoints/auto_router_endpoints.py
index 6306658ad0b..9f29f27e41d 100644
--- a/litellm/types/management_endpoints/auto_router_endpoints.py
+++ b/litellm/types/management_endpoints/auto_router_endpoints.py
@@ -226,6 +226,30 @@ class AutoRouterBenchmarkGroup(AutoRouterBenchmarkTotals):
     )
 
 
+class AutoRouterSessionResponse(BaseModel):
+    """One auto-routed session as its own key sees it: what the last turn ran on, and what the session cost
+    against the router's savings baseline (the priciest model in its hardest tier)."""
+
+    session_id: str
+    router_name: str = Field(description="The auto-router alias the session's requests were sent to")
+    router_type: str = Field(description="complexity, adaptive or quality")
+    turns: int = Field(description="Auto-routed turns the rollup has recorded for this session so far")
+    last_model: str = Field(description="The deployment model the most recent turn was routed to")
+    spend: float = Field(description="What the session's routed traffic actually cost, classifier calls included")
+    saved_spend: float = Field(description="Estimated savings against the baseline, net of classifier cost")
+    baseline_spend: float = Field(description="spend plus saved_spend: the estimated single-model cost")
+    baseline_model: str | None = Field(
+        description="The savings baseline most of this session's turns were priced against, recorded turn by "
+        "turn, so it still names the counterfactual after the router is reconfigured or removed. None when no "
+        "turn recorded one: rows from before the baseline was recorded, and adaptive and quality routers, "
+        "which derive no baseline and so report no savings"
+    )
+    baseline_models: Mapping[str, int] = Field(
+        description="Turns priced against each baseline model; more than one entry means the router's "
+        "baseline changed mid-session and baseline_spend mixes both"
+    )
+
+
 class AutoRouterBenchmarksResponse(BaseModel):
     """Benchmarks for the auto-router dashboard, aggregated from the per-session rollup."""
 
diff --git a/litellm/types/proxy/carried_budget_state.py b/litellm/types/proxy/carried_budget_state.py
new file mode 100644
index 00000000000..0e64b91645d
--- /dev/null
+++ b/litellm/types/proxy/carried_budget_state.py
@@ -0,0 +1,64 @@
+"""Budget fields auth already resolved, carried on the request so success logging does no object lookups.
+
+Auth pins one snapshot per entity on ``UserAPIKeyAuth`` (request-scoped, never cached), the pre-call
+setup writes them into the request metadata under the aliased ``user_api_key_*`` names, and a logger
+reads them back with ``from_metadata``. ``None`` means this request never carried that entity
+(unauthenticated route, custom auth, budget check skipped) and the logger keeps its own lookup.
+"""
+
+from collections.abc import Mapping
+from datetime import datetime
+from types import MappingProxyType
+
+from pydantic import BaseModel, ConfigDict, Field, ValidationError
+from typing_extensions import Self
+
+
+class _BudgetSnapshot(BaseModel):
+    model_config = ConfigDict(frozen=True, populate_by_name=True, extra="ignore")
+
+    def metadata_entries(self) -> Mapping[str, object]:
+        return MappingProxyType(self.model_dump(by_alias=True, mode="json"))
+
+    @classmethod
+    def from_metadata(cls, metadata: Mapping[str, object]) -> Self | None:
+        try:
+            return cls.model_validate(metadata)
+        except ValidationError:
+            return None
+
+
+class KeyBudgetSnapshot(_BudgetSnapshot):
+    """Read-only view of the ``user_api_key_budget_reset_at`` entry ``add_user_api_key_auth_to_request_metadata`` writes."""
+
+    budget_reset_at: datetime | None = Field(
+        validation_alias="user_api_key_budget_reset_at", serialization_alias="user_api_key_budget_reset_at"
+    )
+
+
+class TeamBudgetSnapshot(_BudgetSnapshot):
+    budget_reset_at: datetime | None = Field(
+        validation_alias="user_api_key_team_budget_reset_at", serialization_alias="user_api_key_team_budget_reset_at"
+    )
+    max_budget: float | None = Field(
+        validation_alias="user_api_key_team_table_max_budget", serialization_alias="user_api_key_team_table_max_budget"
+    )
+
+
+class UserBudgetSnapshot(_BudgetSnapshot):
+    budget_reset_at: datetime | None = Field(
+        validation_alias="user_api_key_user_budget_reset_at", serialization_alias="user_api_key_user_budget_reset_at"
+    )
+    max_budget: float | None = Field(
+        validation_alias="user_api_key_user_table_max_budget", serialization_alias="user_api_key_user_table_max_budget"
+    )
+    user_alias: str | None = Field(
+        validation_alias="user_api_key_user_alias", serialization_alias="user_api_key_user_alias"
+    )
+
+
+class OrgBudgetSnapshot(_BudgetSnapshot):
+    spend: float = Field(validation_alias="user_api_key_org_spend", serialization_alias="user_api_key_org_spend")
+    max_budget: float | None = Field(
+        validation_alias="user_api_key_org_max_budget", serialization_alias="user_api_key_org_max_budget"
+    )
diff --git a/litellm/types/proxy/discovery_endpoints/agent_skills_endpoints.py b/litellm/types/proxy/discovery_endpoints/agent_skills_endpoints.py
new file mode 100644
index 00000000000..0d8bb29e172
--- /dev/null
+++ b/litellm/types/proxy/discovery_endpoints/agent_skills_endpoints.py
@@ -0,0 +1,25 @@
+"""Agent Skills discovery index, version 0.2.0.
+
+Schema: https://schemas.agentskills.io/discovery/0.2.0/schema.json
+"""
+
+from typing import Final, Literal
+
+from pydantic import BaseModel, Field
+
+AGENT_SKILLS_DISCOVERY_SCHEMA_URL: Final = "https://schemas.agentskills.io/discovery/0.2.0/schema.json"
+MAX_SKILL_NAME_LENGTH: Final = 64
+MAX_SKILL_DESCRIPTION_LENGTH: Final = 1024
+
+
+class AgentSkillsIndexEntry(BaseModel):
+    name: str
+    type: Literal["archive"]
+    description: str
+    url: str
+    digest: str
+
+
+class AgentSkillsIndex(BaseModel):
+    discovery_schema: str = Field(default=AGENT_SKILLS_DISCOVERY_SCHEMA_URL, alias="$schema")
+    skills: tuple[AgentSkillsIndexEntry, ...]
diff --git a/litellm/types/proxy/guardrails/guardrail_hooks/conduct.py b/litellm/types/proxy/guardrails/guardrail_hooks/conduct.py
new file mode 100644
index 00000000000..fbff4363351
--- /dev/null
+++ b/litellm/types/proxy/guardrails/guardrail_hooks/conduct.py
@@ -0,0 +1,42 @@
+from __future__ import annotations
+
+from typing import Literal
+
+from pydantic import BaseModel, Field
+
+from .base import GuardrailConfigModel
+
+
+class ConductGuardrailConfigModelOptionalParams(BaseModel):
+    workspace_id: str | None = Field(
+        default=None,
+        description="Conduct workspace id, sent as the X-Workspace-Id header. Env: CONDUCT_WORKSPACE_ID.",
+    )
+    tool_name: str | None = Field(
+        default="llm_call",
+        description="Conduct tool name the prompt is evaluated under. Match the tool your rules target.",
+    )
+    timeout: float | None = Field(
+        default=8.0,
+        gt=0.0,
+        description="Timeout in seconds for the Conduct check.",
+    )
+    unreachable_fallback: Literal["fail_open", "fail_closed"] | None = Field(
+        default="fail_closed",
+        description="Behavior when Conduct is unreachable, times out, or rejects the token.",
+    )
+
+
+class ConductGuardrailConfigModel(GuardrailConfigModel[ConductGuardrailConfigModelOptionalParams]):
+    api_key: str = Field(
+        min_length=1,
+        description="Conduct agent token. Env: CONDUCT_AGENT_TOKEN.",
+    )
+    api_base: str | None = Field(
+        default="https://api.conductai.ai",
+        description="Conduct API base URL. The MCP endpoint is derived as <api_base>/mcp.",
+    )
+
+    @staticmethod
+    def ui_friendly_name() -> str:
+        return "Conduct Guard"
diff --git a/litellm/types/proxy/management_endpoints/common_daily_activity.py b/litellm/types/proxy/management_endpoints/common_daily_activity.py
index 2b39c5dbb9b..090e5c42376 100644
--- a/litellm/types/proxy/management_endpoints/common_daily_activity.py
+++ b/litellm/types/proxy/management_endpoints/common_daily_activity.py
@@ -43,6 +43,7 @@ class KeyMetadata(BaseModel):
 
     key_alias: str | None = None
     team_id: str | None = None
+    user_id: str | None = None
     user_email: str | None = None
 
 
diff --git a/litellm/types/responses/main.py b/litellm/types/responses/main.py
index 00635a8e1ef..26cc5c4c6cc 100644
--- a/litellm/types/responses/main.py
+++ b/litellm/types/responses/main.py
@@ -1,6 +1,8 @@
+from collections.abc import Mapping, Sequence
 from typing import Final, Literal, Optional, Union
 
 from openai.types.responses.response_function_tool_call import ResponseFunctionToolCall
+from openai.types.responses.response_function_web_search import ActionSearchSource, ResponseFunctionWebSearch
 from pydantic import PrivateAttr
 from typing_extensions import Any, TypedDict
 
@@ -39,6 +41,36 @@ class OutputFunctionToolCall(BaseLiteLLMOpenAIResponseObject):
     phase: Phase = None
 
 
+def build_web_search_call(
+    tool_id: str,
+    tool_input: object,
+    result: object,
+    status: Literal["in_progress", "searching", "completed", "failed"] | None = None,
+) -> ResponseFunctionWebSearch:
+    query: Final = tool_input.get("query", "") if isinstance(tool_input, Mapping) else ""
+    content: Final = result.get("content") if isinstance(result, Mapping) else None
+    result_items: Final = content if isinstance(content, Sequence) and not isinstance(content, (str, bytes)) else ()
+    sources: Final = [  # mutable-ok: official SDK expects a source list
+        ActionSearchSource(type="url", url=url)
+        for item in result_items
+        if isinstance(item, Mapping)
+        and item.get("type") == "web_search_result"
+        and isinstance((url := item.get("url")), str)
+    ]
+    failed: Final = isinstance(content, Mapping) and content.get("type") == "web_search_tool_result_error"
+    return ResponseFunctionWebSearch(
+        id=f"ws_{tool_id}",
+        type="web_search_call",
+        status=status or ("failed" if failed else "completed"),
+        action={  # mutable-ok: official SDK expects an action mapping
+            "type": "search",
+            "query": query if isinstance(query, str) else "",
+            "queries": [query] if isinstance(query, str) and query else [],  # mutable-ok: SDK list field
+            "sources": sources,
+        },
+    )
+
+
 class OutputImageGenerationCall(BaseLiteLLMOpenAIResponseObject):
     """An image generation call output"""
 
diff --git a/litellm/types/secret_managers/main.py b/litellm/types/secret_managers/main.py
index 599e5746dfb..148e680a236 100644
--- a/litellm/types/secret_managers/main.py
+++ b/litellm/types/secret_managers/main.py
@@ -45,6 +45,9 @@ class KeyManagementSettings(LiteLLMPydanticObjectBase):
     tags: dict[str, str] | None = None
     """Optional tags to attach when creating secrets (e.g. {"Environment": "Prod", "Owner": "AI-Platform"})."""
 
+    kms_key_id: str | None = None
+    """Optional customer-managed KMS key (ID, alias or ARN) used to encrypt secrets created in AWS Secrets Manager."""
+
     custom_secret_manager: str | None = None
     """
     Path to custom secret manager class (e.g. "my_secret_manager.InMemorySecretManager")
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 58b940227f8..e3ea37dc0c8 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2920,6 +2920,7 @@ RoutingDecisionCause = Literal[
     # same tier served instead. The displaced group rides in signals. Reported even on a kept
     # session pin, since the pinned model did not serve the request.
     "health_failover",
+    "health_default_fallback",
     "session_affinity_pin",
     "session_affinity_escalation",
     # classification_mode 'user_turn': the request is an agent loop's continuation turn (no new
diff --git a/litellm/types/vector_stores.py b/litellm/types/vector_stores.py
index 8bb0235ea2a..6d2ca308798 100644
--- a/litellm/types/vector_stores.py
+++ b/litellm/types/vector_stores.py
@@ -5,7 +5,7 @@ from enum import Enum
 from typing import Any, Literal
 
 from pydantic import BaseModel
-from typing_extensions import TypedDict
+from typing_extensions import ReadOnly, TypedDict
 
 
 class SupportedVectorStoreIntegrations(str, Enum):
@@ -96,6 +96,17 @@ class VectorStoreSearchResponse(TypedDict, total=False):
     data: list[VectorStoreSearchResult] | None
 
 
+VectorStoreSearchFailureMode = Literal["annotate", "error"]
+
+
+class VectorStoreSearchFailure(TypedDict):
+    """A configured vector store whose search failed, as reported back to the API caller"""
+
+    vector_store_id: ReadOnly[str]
+    custom_llm_provider: ReadOnly[str | None]
+    error: ReadOnly[str]
+
+
 class VectorStoreSearchOptionalRequestParams(TypedDict, total=False):
     """TypedDict for Optional parameters supported by the vector store search API."""
 
diff --git a/litellm/utils.py b/litellm/utils.py
index a765e1b1246..1a77655a5a4 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -2227,25 +2227,39 @@ def uses_anthropic_tokenizer(model: str) -> bool:
     return model in litellm.anthropic_models and "claude-3" not in model
 
 
-def _return_huggingface_tokenizer(model: str) -> SelectTokenizerResponse | None:
+HuggingFaceTokenizerKind = Literal["cohere", "anthropic", "llama2", "llama3"]
+
+
+def huggingface_tokenizer_kind(model: str) -> HuggingFaceTokenizerKind | None:
+    """Which HuggingFace tokenizer `token_counter` selects for a model; `None` means tiktoken."""
     if model in litellm.cohere_models and "command-r" in model:
-        # cohere
-        cohere_tokenizer: Final = Tokenizer.from_pretrained("Xenova/c4ai-command-r-v01-tokenizer")
-        return {"type": "huggingface_tokenizer", "tokenizer": cohere_tokenizer}
-    # anthropic
-    elif uses_anthropic_tokenizer(model):
-        claude_tokenizer: Final = Tokenizer.from_str(claude_json_str)
-        return {"type": "huggingface_tokenizer", "tokenizer": claude_tokenizer}
-    # llama2
-    elif "llama-2" in model.lower() or "replicate" in model.lower():
-        tokenizer = Tokenizer.from_pretrained("hf-internal-testing/llama-tokenizer")
-        return {"type": "huggingface_tokenizer", "tokenizer": tokenizer}
-    # llama3
-    elif "llama-3" in model.lower():
-        tokenizer = Tokenizer.from_pretrained("Xenova/llama-3-tokenizer")
-        return {"type": "huggingface_tokenizer", "tokenizer": tokenizer}
-    else:
+        return "cohere"
+    if uses_anthropic_tokenizer(model):
+        return "anthropic"
+    if "llama-2" in model.lower() or "replicate" in model.lower():
+        return "llama2"
+    if "llama-3" in model.lower():
+        return "llama3"
+    return None
+
+
+def _return_huggingface_tokenizer(model: str) -> SelectTokenizerResponse | None:
+    kind: Final = huggingface_tokenizer_kind(model)
+    if kind is None:
         return None
+    return {"type": "huggingface_tokenizer", "tokenizer": _load_huggingface_tokenizer(kind)}
+
+
+def _load_huggingface_tokenizer(kind: HuggingFaceTokenizerKind) -> Tokenizer:
+    match kind:
+        case "cohere":
+            return Tokenizer.from_pretrained("Xenova/c4ai-command-r-v01-tokenizer")
+        case "anthropic":
+            return Tokenizer.from_str(claude_json_str)
+        case "llama2":
+            return Tokenizer.from_pretrained("hf-internal-testing/llama-tokenizer")
+        case "llama3":
+            return Tokenizer.from_pretrained("Xenova/llama-3-tokenizer")
 
 
 def encode(model="", text="", custom_tokenizer: dict | None = None):
@@ -9400,11 +9414,9 @@ class ProviderConfigManager:
                 ReductoParseV3Config,
             )
 
-            if model == "parse-v3":
-                return ReductoParseV3Config()
             if model == "parse-legacy":
                 return ReductoParseLegacyConfig()
-            return None
+            return ReductoParseV3Config()
 
         MistralOCRConfig: Final = litellm_utils.MistralOCRConfig
         PROVIDER_TO_CONFIG_MAP: Final = {
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index b7726290f0e..7fa09951eae 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -13118,6 +13118,22 @@
         "supports_reasoning": true,
         "supports_tool_choice": true
     },
+    "cerebras/qwen-3.8-27b": {
+        "input_cost_per_token": 9.9e-07,
+        "litellm_provider": "cerebras",
+        "max_input_tokens": 65536,
+        "max_output_tokens": 32768,
+        "max_tokens": 32768,
+        "mode": "chat",
+        "output_cost_per_token": 1.49e-06,
+        "source": "https://api.cerebras.ai/public/v1/models/qwen-3.8-27b",
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "chatdolphin": {
         "input_cost_per_token": 5e-07,
         "litellm_provider": "nlp_cloud",
@@ -31328,8 +31344,6 @@
         "cache_read_input_token_cost_above_272k_tokens_flex": 5e-07
     },
     "gpt-5.5-pro": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -31378,8 +31392,6 @@
         "supports_low_reasoning_effort": false
     },
     "gpt-5.5-pro-2026-04-23": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -31532,8 +31544,6 @@
         "cache_read_input_token_cost_above_272k_tokens_flex": 2.5e-07
     },
     "gpt-5.4-pro": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -31583,8 +31593,6 @@
         "output_cost_per_token_above_272k_tokens_flex": 0.000135
     },
     "gpt-5.4-pro-2026-03-05": {
-        "cache_read_input_token_cost": 3e-06,
-        "cache_read_input_token_cost_above_272k_tokens": 6e-06,
         "input_cost_per_token": 3e-05,
         "input_cost_per_token_above_272k_tokens": 6e-05,
         "input_cost_per_token_flex": 1.5e-05,
@@ -33076,6 +33084,7 @@
         "supports_tool_choice": true
     },
     "groq/gemma-7b-it": {
+        "deprecation_date": "2024-12-18",
         "input_cost_per_token": 5e-08,
         "litellm_provider": "groq",
         "max_input_tokens": 8192,
@@ -33890,6 +33899,20 @@
         "supports_system_messages": true,
         "supports_tool_choice": true
     },
+    "inception/mercury-2.5": {
+        "input_cost_per_token": 2e-07,
+        "litellm_provider": "inception",
+        "max_input_tokens": 260000,
+        "max_output_tokens": 65536,
+        "max_tokens": 65536,
+        "mode": "chat",
+        "output_cost_per_token": 7.5e-07,
+        "source": "https://docs.inceptionlabs.ai/get-started/models",
+        "supports_function_calling": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true
+    },
     "text-completion-inception/mercury-edit-2": {
         "cache_read_input_token_cost": 2.5e-08,
         "input_cost_per_token": 2.5e-07,
@@ -39126,19 +39149,21 @@
         "supports_tool_choice": true
     },
     "openrouter/deepseek/deepseek-chat-v3.1": {
-        "input_cost_per_token": 2e-07,
+        "input_cost_per_token": 2.5e-07,
         "input_cost_per_token_cache_hit": 2e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 163840,
         "max_output_tokens": 163840,
         "max_tokens": 163840,
         "mode": "chat",
-        "output_cost_per_token": 8e-07,
+        "output_cost_per_token": 9.5e-07,
         "supports_assistant_prefill": true,
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 1.3e-07,
+        "source": "https://openrouter.ai/deepseek/deepseek-chat-v3.1"
     },
     "openrouter/deepseek/deepseek-v3.2": {
         "input_cost_per_token": 2.69e-07,
@@ -39201,36 +39226,56 @@
         "supports_tool_choice": true
     },
     "openrouter/deepseek/deepseek-v4-pro": {
-        "input_cost_per_token": 1.32e-06,
+        "input_cost_per_token": 8.59908e-07,
         "input_cost_per_token_cache_hit": 4.4e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 3.96e-06,
+        "output_cost_per_token": 1.719816e-06,
         "source": "https://openrouter.ai/deepseek/deepseek-v4-pro",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 7.1659e-08
+    },
+    "openrouter/deepseek/deepseek-v4.1-flash": {
+        "input_cost_per_token": 1.5e-07,
+        "output_cost_per_token": 6e-07,
+        "cache_read_input_token_cost": 3e-09,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/deepseek/deepseek-v4.1-flash",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": false,
+        "supports_prompt_caching": true
     },
     "openrouter/deepseek/deepseek-v4-pro-0813": {
-        "input_cost_per_token": 1.32e-06,
+        "input_cost_per_token": 5.7948e-07,
         "input_cost_per_token_cache_hit": 4.4e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 3.96e-06,
+        "output_cost_per_token": 1.73844e-06,
         "source": "https://openrouter.ai/deepseek/deepseek-v4-pro-0813",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 1.9316e-08
     },
     "openrouter/google/gemini-2.0-flash-001": {
         "deprecation_date": "2026-06-01",
@@ -40009,6 +40054,28 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "openrouter/openai/gpt-5.6-sol-pro": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 1e-05,
+        "cache_read_input_token_cost": 2e-07,
+        "cache_creation_input_token_cost": 2.5e-06,
+        "input_cost_per_token_above_272k_tokens": 4e-06,
+        "output_cost_per_token_above_272k_tokens": 1.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 4e-07,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-5.6-sol-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/openai/gpt-oss-120b": {
         "input_cost_per_token": 3.7e-08,
         "litellm_provider": "openrouter",
@@ -40137,13 +40204,13 @@
         "supports_tool_choice": true
     },
     "openrouter/qwen/qwen3-235b-a22b-2507": {
-        "input_cost_per_token": 8.75e-08,
+        "input_cost_per_token": 2.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
         "max_tokens": 262144,
         "mode": "chat",
-        "output_cost_per_token": 3.5e-07,
+        "output_cost_per_token": 8.8e-07,
         "source": "https://openrouter.ai/qwen/qwen3-235b-a22b-2507",
         "supports_function_calling": true,
         "supports_tool_choice": true
@@ -40176,7 +40243,7 @@
         "supports_vision": true
     },
     "openrouter/qwen/qwen3.5-35b-a3b": {
-        "input_cost_per_token": 2.5e-07,
+        "input_cost_per_token": 3.125e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 65536,
@@ -40187,7 +40254,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_tool_choice": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1.5625e-07
     },
     "openrouter/qwen/qwen3.5-27b": {
         "input_cost_per_token": 1.95e-07,
@@ -40204,13 +40272,13 @@
         "supports_vision": true
     },
     "openrouter/qwen/qwen3.5-122b-a10b": {
-        "input_cost_per_token": 2.9e-07,
+        "input_cost_per_token": 2.6e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 65536,
         "max_tokens": 65536,
         "mode": "chat",
-        "output_cost_per_token": 2.4e-06,
+        "output_cost_per_token": 2.08e-06,
         "source": "https://openrouter.ai/qwen/qwen3.5-122b-a10b",
         "supports_function_calling": true,
         "supports_reasoning": true,
@@ -40297,18 +40365,19 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-4.6": {
-        "input_cost_per_token": 5.5e-07,
+        "input_cost_per_token": 4.3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 202800,
         "max_output_tokens": 131000,
         "max_tokens": 131000,
         "mode": "chat",
-        "output_cost_per_token": 2.2e-06,
+        "output_cost_per_token": 1.75e-06,
         "source": "https://openrouter.ai/z-ai/glm-4.6",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 8e-08
     },
     "openrouter/z-ai/glm-4.6:exacto": {
         "input_cost_per_token": 4.5e-07,
@@ -43133,7 +43202,11 @@
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 1.2e-06,
+        "output_cost_per_token": 1.2e-06,
+        "max_input_tokens": 131072,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/Qwen/Qwen2.5-7B-Instruct-Turbo": {
         "litellm_provider": "together_ai",
@@ -43141,7 +43214,11 @@
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 3e-07,
+        "output_cost_per_token": 3e-07,
+        "max_input_tokens": 32768,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/Qwen/Qwen3-235B-A22B-Instruct-2507-tput": {
         "deprecation_date": "2026-07-10",
@@ -43353,7 +43430,11 @@
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
         "supports_response_schema": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 2e-07,
+        "max_input_tokens": 32768,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/mistralai/Mistral-Small-24B-Instruct-2501": {
         "deprecation_date": "2026-04-02",
@@ -43361,7 +43442,11 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_parallel_function_calling": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "input_cost_per_token": 1e-07,
+        "output_cost_per_token": 3e-07,
+        "max_input_tokens": 32768,
+        "source": "https://api.together.xyz/v1/models"
     },
     "together_ai/mistralai/Mixtral-8x7B-Instruct-v0.1": {
         "deprecation_date": "2026-04-16",
@@ -48092,27 +48177,29 @@
         "supports_tool_choice": true
     },
     "vertex_ai/mistral-small-2503": {
-        "input_cost_per_token": 1e-06,
+        "input_cost_per_token": 1e-07,
         "litellm_provider": "vertex_ai-mistral_models",
         "max_input_tokens": 128000,
         "max_output_tokens": 128000,
         "max_tokens": 128000,
         "mode": "chat",
-        "output_cost_per_token": 3e-06,
+        "output_cost_per_token": 3e-07,
         "supports_function_calling": true,
         "supports_tool_choice": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
     },
     "vertex_ai/mistral-small-2503@001": {
-        "input_cost_per_token": 1e-06,
+        "input_cost_per_token": 1e-07,
         "litellm_provider": "vertex_ai-mistral_models",
         "max_input_tokens": 32000,
         "max_output_tokens": 8191,
         "max_tokens": 8191,
         "mode": "chat",
-        "output_cost_per_token": 3e-06,
+        "output_cost_per_token": 3e-07,
         "supports_function_calling": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing"
     },
     "vertex_ai/mistral-ocr-2505": {
         "litellm_provider": "vertex_ai",
@@ -48162,15 +48249,16 @@
         "supports_reasoning": true
     },
     "vertex_ai/openai/gpt-oss-20b-maas": {
-        "input_cost_per_token": 7.5e-08,
+        "input_cost_per_token": 7e-08,
         "litellm_provider": "vertex_ai-openai_models",
         "max_input_tokens": 131072,
         "max_output_tokens": 32768,
         "max_tokens": 32768,
         "mode": "chat",
-        "output_cost_per_token": 3e-07,
-        "source": "https://console.cloud.google.com/vertex-ai/publishers/openai/model-garden/gpt-oss-120b-maas",
-        "supports_reasoning": true
+        "output_cost_per_token": 2.5e-07,
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 7e-09
     },
     "vertex_ai/xai/grok-4.1-fast-non-reasoning": {
         "cache_read_input_token_cost": 5e-08,
@@ -55272,11 +55360,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/openai.gpt-5.6-terra": {
@@ -55311,11 +55402,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/openai.gpt-5.6-cyber": {
@@ -55340,10 +55434,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "bedrock_mantle/openai.gpt-daybreak-blue-5.6-sol": {
@@ -55372,10 +55468,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-daybreak-blue-56-sol.html"
     },
@@ -55411,11 +55509,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "us.openai.gpt-5.6-sol": {
@@ -55440,8 +55541,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "global.openai.gpt-5.6-sol": {
@@ -55466,8 +55570,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "us.openai.gpt-5.6-terra": {
@@ -55492,8 +55599,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "global.openai.gpt-5.6-terra": {
@@ -55518,8 +55628,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "us.openai.gpt-5.6-luna": {
@@ -55544,8 +55657,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "global.openai.gpt-5.6-luna": {
@@ -55570,8 +55686,11 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true
     },
     "bedrock_mantle/openai.gpt-6-astra": {
@@ -55601,10 +55720,14 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_none_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html"
     },
@@ -55630,9 +55753,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_none_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html"
     },
@@ -55658,9 +55785,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_minimal_reasoning_effort": false,
+        "supports_none_reasoning_effort": false,
         "supports_tool_choice": true,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "source": "https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html"
     },
@@ -55693,11 +55824,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/openai.gpt-5.4": {
@@ -55729,11 +55862,13 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
         "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_web_search": true
     },
     "bedrock_mantle/google.gemma-4-31b": {
@@ -56465,17 +56600,17 @@
         "supports_reasoning": true,
         "source": "https://serverless.tensormesh.ai/v1/models/openrouter"
     },
-    "deepseek-v4-flash": {
+    "deepseek-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56489,19 +56624,45 @@
         "supports_response_schema": true,
         "supports_system_messages": true,
         "supports_tool_choice": true,
-        "supports_vision": false
+        "supports_vision": true
     },
-    "deepseek-v4-flash-vision-exp": {
+    "deepseek-v4-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
+        "source": "https://api-docs.deepseek.com/quick_start/pricing",
+        "supported_endpoints": [
+            "/v1/chat/completions"
+        ],
+        "supports_assistant_prefill": true,
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "deepseek-v4-flash-vision-exp": {
+        "cache_creation_input_token_cost": 0.0,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
+        "litellm_provider": "deepseek",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56543,17 +56704,17 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
-    "deepseek/deepseek-v4-flash": {
+    "deepseek/deepseek-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56567,19 +56728,45 @@
         "supports_response_schema": true,
         "supports_system_messages": true,
         "supports_tool_choice": true,
-        "supports_vision": false
+        "supports_vision": true
     },
-    "deepseek/deepseek-v4-flash-vision-exp": {
+    "deepseek/deepseek-v4-flash": {
         "cache_creation_input_token_cost": 0.0,
-        "cache_read_input_token_cost": 1.4e-08,
-        "input_cost_per_token": 4.4e-07,
-        "input_cost_per_token_cache_hit": 1.4e-08,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
         "litellm_provider": "deepseek",
         "max_input_tokens": 1000000,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.32e-06,
+        "output_cost_per_token": 1.2e-06,
+        "source": "https://api-docs.deepseek.com/quick_start/pricing",
+        "supported_endpoints": [
+            "/v1/chat/completions"
+        ],
+        "supports_assistant_prefill": true,
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "deepseek/deepseek-v4-flash-vision-exp": {
+        "cache_creation_input_token_cost": 0.0,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
+        "input_cost_per_token_cache_hit": 6e-09,
+        "litellm_provider": "deepseek",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 1.2e-06,
         "source": "https://api-docs.deepseek.com/quick_start/pricing",
         "supported_endpoints": [
             "/v1/chat/completions"
@@ -56935,6 +57122,23 @@
         ],
         "supports_audio_input": true
     },
+    "gpt-live-1": {
+        "input_cost_per_second": 0.0008333333333333334,
+        "litellm_provider": "openai",
+        "mode": "realtime",
+        "source": "https://developers.openai.com/api/docs/models/gpt-live-1",
+        "supported_modalities": [
+            "text",
+            "audio"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "audio"
+        ],
+        "supports_audio_input": true,
+        "supports_audio_output": true,
+        "supports_function_calling": true
+    },
     "gpt-realtime-translate": {
         "input_cost_per_second": 0.0005666666666666667,
         "litellm_provider": "openai",
@@ -57491,6 +57695,23 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
+    "fireworks_ai/accounts/fireworks/models/deepseek-v4p1-flash": {
+        "cache_read_input_token_cost": 7e-09,
+        "input_cost_per_token": 2.2e-07,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 6.6e-07,
+        "source": "https://fireworks.ai/models/deepseek-ai/deepseek-v4p1-flash",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "fireworks_ai/accounts/fireworks/models/deepseek-v4-flash-vision-exp": {
         "cache_read_input_token_cost": 7e-09,
         "input_cost_per_token": 2.2e-07,
@@ -57541,6 +57762,23 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
+    "fireworks_ai/deepseek-v4p1-flash": {
+        "cache_read_input_token_cost": 7e-09,
+        "input_cost_per_token": 2.2e-07,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 393216,
+        "max_tokens": 393216,
+        "mode": "chat",
+        "output_cost_per_token": 6.6e-07,
+        "source": "https://fireworks.ai/models/deepseek-ai/deepseek-v4p1-flash",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "fireworks_ai/deepseek-v4-flash-vision-exp": {
         "cache_read_input_token_cost": 7e-09,
         "input_cost_per_token": 2.2e-07,
@@ -60039,6 +60277,7 @@
         ]
     },
     "xai/grok-imagine-image-quality": {
+        "deprecation_date": "2026-11-02",
         "input_cost_per_image": 0.05,
         "litellm_provider": "xai",
         "mode": "image_generation",
@@ -60055,6 +60294,7 @@
         ]
     },
     "xai/grok-imagine-image-quality-20260403": {
+        "deprecation_date": "2026-11-02",
         "input_cost_per_image": 0.05,
         "litellm_provider": "xai",
         "mode": "image_generation",
@@ -60071,6 +60311,7 @@
         ]
     },
     "xai/grok-imagine-image-quality-latest": {
+        "deprecation_date": "2026-11-02",
         "input_cost_per_image": 0.05,
         "litellm_provider": "xai",
         "mode": "image_generation",
@@ -60590,6 +60831,113 @@
         "output_cost_per_token": 4.7e-07,
         "source": "https://docs.together.ai/docs/serverless-models"
     },
+    "together_ai/moonshotai/Kimi-K2.6": {
+        "input_cost_per_token": 1.2e-06,
+        "output_cost_per_token": 4.5e-06,
+        "cache_read_input_token_cost": 2e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/moonshotai/Kimi-K2.5-fp4": {
+        "input_cost_per_token": 5e-07,
+        "output_cost_per_token": 2.8e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/MiniMaxAI/MiniMax-M2.7": {
+        "input_cost_per_token": 3e-07,
+        "output_cost_per_token": 1.2e-06,
+        "cache_read_input_token_cost": 6e-08,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 196608,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/zai-org/GLM-5": {
+        "input_cost_per_token": 1e-06,
+        "output_cost_per_token": 3.2e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 202752,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/zai-org/GLM-5.1": {
+        "input_cost_per_token": 1.4e-06,
+        "output_cost_per_token": 4.4e-06,
+        "cache_read_input_token_cost": 2.6e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 202752,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/deepseek-ai/DeepSeek-R1-0528": {
+        "input_cost_per_token": 3e-06,
+        "output_cost_per_token": 7e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 163840,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/Qwen3-Coder-Next-FP8": {
+        "input_cost_per_token": 5e-07,
+        "output_cost_per_token": 1.2e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/Qwen3-VL-32B-Instruct": {
+        "input_cost_per_token": 5e-07,
+        "output_cost_per_token": 1.5e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/Qwen3-VL-8B-Instruct": {
+        "input_cost_per_token": 1.8e-07,
+        "output_cost_per_token": 6.8e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/mistralai/Ministral-3-14B-Instruct-2512": {
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 2e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 262144,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/nvidia/NVIDIA-Nemotron-Nano-9B-v2": {
+        "input_cost_per_token": 6e-08,
+        "output_cost_per_token": 2.5e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 131072,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/mistralai/Mistral-7B-Instruct-v0.3": {
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 2e-07,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 32768,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
+    "together_ai/Qwen/QwQ-32B": {
+        "input_cost_per_token": 1.2e-06,
+        "output_cost_per_token": 1.2e-06,
+        "litellm_provider": "together_ai",
+        "max_input_tokens": 131072,
+        "mode": "chat",
+        "source": "https://api.together.xyz/v1/models"
+    },
     "cerebras/gemma-4-31b": {
         "input_cost_per_token": 9.9e-07,
         "litellm_provider": "cerebras",
@@ -61093,10 +61441,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 2.64e-06,
         "input_cost_per_token_above_272k_tokens": 5.28e-06,
@@ -61126,10 +61476,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 2.64e-07,
         "input_cost_per_token_above_272k_tokens": 5.28e-07,
@@ -61158,10 +61510,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 3.3e-06,
         "cache_read_input_token_cost": 3.3e-07,
@@ -61320,10 +61674,12 @@
             "text"
         ],
         "supports_function_calling": true,
+        "supports_minimal_reasoning_effort": false,
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
+        "supports_xhigh_reasoning_effort": true,
         "supports_vision": true,
         "input_cost_per_token": 3.3e-06,
         "cache_read_input_token_cost": 3.3e-07,
@@ -61860,6 +62216,7 @@
         "mode": "responses",
         "supports_web_search": true,
         "supports_function_calling": true,
+        "supports_reasoning": true,
         "input_cost_per_token": 1.15e-08,
         "output_cost_per_token": 1.7e-07,
         "cache_read_input_token_cost": 1.15e-09,
@@ -61870,6 +62227,7 @@
         "mode": "responses",
         "supports_web_search": true,
         "supports_function_calling": true,
+        "supports_reasoning": true,
         "input_cost_per_token": 2.5e-07,
         "output_cost_per_token": 2.5e-06,
         "cache_read_input_token_cost": 2.5e-07,
@@ -62233,6 +62591,28 @@
         "cache_read_input_token_cost": 2e-08,
         "supports_prompt_caching": true
     },
+    "openrouter/openai/gpt-5.6-luna-pro": {
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 1.2e-06,
+        "cache_read_input_token_cost": 2e-08,
+        "cache_creation_input_token_cost": 2.5e-07,
+        "input_cost_per_token_above_272k_tokens": 4e-07,
+        "output_cost_per_token_above_272k_tokens": 1.8e-06,
+        "cache_read_input_token_cost_above_272k_tokens": 4e-08,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-5.6-luna-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/openai/gpt-5.6-terra": {
         "input_cost_per_token": 2e-06,
         "output_cost_per_token": 1.2e-05,
@@ -62252,6 +62632,28 @@
         "cache_read_input_token_cost": 2e-07,
         "supports_prompt_caching": true
     },
+    "openrouter/openai/gpt-5.6-terra-pro": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 1.2e-05,
+        "cache_read_input_token_cost": 2e-07,
+        "cache_creation_input_token_cost": 2.5e-06,
+        "input_cost_per_token_above_272k_tokens": 4e-06,
+        "output_cost_per_token_above_272k_tokens": 1.8e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 4e-07,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-5.6-terra-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/openai/o3": {
         "input_cost_per_token": 2e-06,
         "output_cost_per_token": 8e-06,
@@ -62485,6 +62887,28 @@
         "supports_pdf_input": true,
         "supports_prompt_caching": true
     },
+    "openrouter/openai/gpt-6-astra-pro": {
+        "input_cost_per_token": 1e-05,
+        "output_cost_per_token": 5e-05,
+        "cache_read_input_token_cost": 1e-06,
+        "cache_creation_input_token_cost": 1.25e-05,
+        "input_cost_per_token_above_272k_tokens": 2e-05,
+        "output_cost_per_token_above_272k_tokens": 7.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-06,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-6-astra-pro",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/qwen/qwen3.8-flash": {
         "input_cost_per_token": 1.5e-07,
         "output_cost_per_token": 4.7e-07,
@@ -62504,9 +62928,9 @@
         "supports_prompt_caching": true
     },
     "openrouter/z-ai/glm-5.3-flash": {
-        "input_cost_per_token": 7.5e-08,
-        "output_cost_per_token": 2.5e-07,
-        "cache_read_input_token_cost": 1.5e-08,
+        "input_cost_per_token": 1.5e-07,
+        "output_cost_per_token": 5e-07,
+        "cache_read_input_token_cost": 3e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
         "max_output_tokens": 131072,
@@ -62621,6 +63045,25 @@
         "supports_vision": true,
         "supports_prompt_caching": true
     },
+    "openrouter/qwen/qwen3.8-max-0902": {
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 6e-06,
+        "cache_read_input_token_cost": 2.5e-07,
+        "cache_creation_input_token_cost": 2.5e-06,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 131072,
+        "max_tokens": 131072,
+        "mode": "chat",
+        "source": "https://openrouter.ai/qwen/qwen3.8-max-0902",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": false,
+        "supports_prompt_caching": true
+    },
     "openrouter/deepseek/deepseek-v4-flash-0731": {
         "input_cost_per_token": 6.5e-08,
         "output_cost_per_token": 1.8e-07,
@@ -62692,9 +63135,9 @@
         "supports_vision": false
     },
     "openrouter/moonshotai/kimi-k3": {
-        "input_cost_per_token": 3e-06,
-        "output_cost_per_token": 1.5e-05,
-        "cache_read_input_token_cost": 3e-07,
+        "input_cost_per_token": 2.1e-06,
+        "output_cost_per_token": 1.053e-05,
+        "cache_read_input_token_cost": 2.35e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 943718,
@@ -62791,9 +63234,9 @@
         "supports_prompt_caching": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 9.66e-07,
-        "output_cost_per_token": 3.036e-06,
-        "cache_read_input_token_cost": 1.932e-07,
+        "input_cost_per_token": 6e-07,
+        "output_cost_per_token": 2e-06,
+        "cache_read_input_token_cost": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -62824,9 +63267,9 @@
         "supports_vision": false
     },
     "openrouter/moonshotai/kimi-k2.7-code": {
-        "input_cost_per_token": 6.6e-07,
-        "output_cost_per_token": 3.4e-06,
-        "cache_read_input_token_cost": 1.8e-07,
+        "input_cost_per_token": 7.1e-07,
+        "output_cost_per_token": 3.5e-06,
+        "cache_read_input_token_cost": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 235929,
@@ -63074,10 +63517,28 @@
         "supports_vision": true,
         "supports_pdf_input": true
     },
+    "openrouter/openai/gpt-chat-latest": {
+        "input_cost_per_token": 5e-06,
+        "output_cost_per_token": 3e-05,
+        "cache_read_input_token_cost": 5e-07,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "source": "https://openrouter.ai/openai/gpt-chat-latest",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": false,
+        "supports_response_schema": true,
+        "supports_vision": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true
+    },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 8.778e-08,
-        "output_cost_per_token": 1.7556e-07,
-        "cache_read_input_token_cost": 1.7556e-08,
+        "input_cost_per_token": 8.54e-08,
+        "output_cost_per_token": 1.708e-07,
+        "cache_read_input_token_cost": 1.708e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -63110,8 +63571,8 @@
         "supports_prompt_caching": true
     },
     "openrouter/google/gemma-4-26b-a4b-it": {
-        "input_cost_per_token": 7e-08,
-        "output_cost_per_token": 3.4e-07,
+        "input_cost_per_token": 4.2e-08,
+        "output_cost_per_token": 2.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 16384,
@@ -63793,7 +64254,7 @@
         "supports_vision": false
     },
     "openrouter/qwen/qwen3-next-80b-a3b-instruct": {
-        "input_cost_per_token": 1e-07,
+        "input_cost_per_token": 9e-08,
         "output_cost_per_token": 1.1e-06,
         "cache_read_input_token_cost": 7e-08,
         "litellm_provider": "openrouter",
@@ -63919,8 +64380,8 @@
         "supports_vision": false
     },
     "openrouter/qwen/qwen3-30b-a3b-instruct-2507": {
-        "input_cost_per_token": 4.815e-08,
-        "output_cost_per_token": 1.9305e-07,
+        "input_cost_per_token": 9e-08,
+        "output_cost_per_token": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
         "max_output_tokens": 32000,
@@ -64118,8 +64579,8 @@
         "supports_vision": false
     },
     "openrouter/qwen/qwen3-14b": {
-        "input_cost_per_token": 1.2e-07,
-        "output_cost_per_token": 2.4e-07,
+        "input_cost_per_token": 2.275e-07,
+        "output_cost_per_token": 9.1e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 131072,
         "max_output_tokens": 16384,
diff --git a/pyproject.toml b/pyproject.toml
index d33d693f794..62ce4b4fd61 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -67,18 +67,19 @@ proxy = [
     "azure-identity>=1.25.2,<2.0",
     "azure-storage-blob>=12.28.0,<13.0",
     "mcp>=1.28.1,<2.0",
-    "litellm-proxy-extras==0.4.96",
-    "litellm-enterprise==0.1.66",
+    "litellm-proxy-extras==0.4.97",
+    "litellm-enterprise==0.1.67",
     "RestrictedPython>=8.5,<9.0",
     "rich>=13.9.4,<14.0",
     "InquirerPy>=0.3.4,<1.0",
+    "tomlkit>=0.13.3,<1.0",
     "polars>=1.38.1,<2.0",
     "soundfile>=0.12.1,<1.0",
     "pyroscope-io>=0.8.16,<1.0; sys_platform != 'win32'",
     "expression>=5.6.0,<6.0",
 ]
 # Thin client install for the `lite` CLI on developer laptops. The CLI's heavy
-# imports are all guarded, so it runs on the base SDK plus just these five, and
+# imports are all guarded, so it runs on the base SDK plus these packages, and
 # none of the server runtime in `proxy` is pulled in. On Linux,
 # keyring reaches the Secret Service through secretstorage, which brings
 # cryptography with it.
@@ -88,6 +89,7 @@ cli = [
     "requests>=2.32.0,<3.0",
     "InquirerPy>=0.3.4,<1.0",
     "keyring>=25.6.0,<26.0",
+    "tomlkit>=0.13.3,<1.0",
 ]
 extra_proxy = [
     "prisma>=0.11.0,<1.0",
@@ -220,6 +222,7 @@ e2e-dev = [
     "playwright==1.61.0",
     "websockets>=15.0.1,<16.0",
     "locust==2.45.0",
+    "psutil==7.2.2",
     "mcp>=1.28.1,<2.0",
 ]
 proxy-dev = [
diff --git a/schema.prisma b/schema.prisma
index 817df082d8c..7d521d54791 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -1514,6 +1514,7 @@ model LiteLLM_AutoRouterSession {
   classifier_cost       Float    @default(0)
   classifier_cost_recorded_turns Int @default(0)
   tier_turns            Json     @default("{}")
+  baseline_models       Json     @default("{}")
 
   @@id([api_key, session_id, router_name])
   @@index([last_turn_at], map: "idx_autorouter_session_last_turn")
diff --git a/scripts/benchmark_ocr_callbacks.py b/scripts/benchmark_ocr_callbacks.py
new file mode 100644
index 00000000000..5db182c3d0e
--- /dev/null
+++ b/scripts/benchmark_ocr_callbacks.py
@@ -0,0 +1,289 @@
+#!/usr/bin/env python3
+"""Measure serial sync/async OCR latency through a loopback HTTP provider
+
+Run each callback mode in a fresh process against an installed release wheel:
+python -I scripts/benchmark_ocr_callbacks.py --callbacks none --label before \
+    --expected-transport rust --iterations 200 --warmup 20 --output before-none.json
+Repeat with --callbacks noop and with the candidate wheel in a separate venv
+"""
+
+from __future__ import annotations
+
+import argparse
+import asyncio
+import base64
+import hashlib
+import importlib.metadata
+import json
+import statistics
+import sys
+import threading
+import time
+from collections.abc import Sequence
+from dataclasses import asdict, dataclass
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from typing import Final, cast
+
+SIZES: Final = (
+    1024,
+    4 * 1024,
+    16 * 1024,
+    64 * 1024,
+    256 * 1024,
+    1024 * 1024,
+)
+MODEL: Final = "mistral/mistral-ocr-latest"
+EXPECTED_MARKDOWN: Final = "mock remote OCR response"
+RESPONSE: Final = json.dumps(
+    {
+        "pages": [{"index": 0, "markdown": EXPECTED_MARKDOWN, "images": [], "dimensions": None}],
+        "model": "mistral-ocr-latest",
+        "usage_info": {"pages_processed": 1},
+    },
+    separators=(",", ":"),
+).encode()
+
+
+class Server(ThreadingHTTPServer):
+    daemon_threads = True
+
+    def __init__(self) -> None:
+        super().__init__(("127.0.0.1", 0), Handler)
+        self.user_agents: set[str] = set()
+
+
+class Handler(BaseHTTPRequestHandler):
+    protocol_version = "HTTP/1.1"
+
+    def do_POST(self) -> None:
+        server: Final = cast(Server, self.server)
+        server.user_agents.add(self.headers.get("User-Agent", ""))
+        length: Final = int(self.headers["Content-Length"])
+        body: Final = self.rfile.read(length)
+        request: Final = json.loads(body)
+        if self.path != "/v1/ocr" or request.get("model") != "mistral-ocr-latest":
+            self.send_error(400)
+            return
+        document: Final = request.get("document", {})
+        if not isinstance(document, dict) or not str(document.get("document_url", "")).startswith(
+            "data:application/pdf;base64,"
+        ):
+            self.send_error(400)
+            return
+        self.send_response(200)
+        self.send_header("Content-Type", "application/json")
+        self.send_header("Content-Length", str(len(RESPONSE)))
+        self.end_headers()
+        self.wfile.write(RESPONSE)
+
+    def log_message(self, format: str, *args: object) -> None:
+        return
+
+
+@dataclass(frozen=True, slots=True)
+class Result:
+    label: str
+    mode: str
+    size: int
+    iterations: int
+    median_ms: float
+    mean_ms: float
+    p95_ms: float
+    requests_per_second: float
+
+
+def document(size: int) -> dict[str, str]:
+    payload: Final = b"%PDF-1.4\n" + b"x" * max(0, size - 9)
+    encoded: Final = base64.b64encode(payload[:size]).decode("ascii")
+    return {"type": "document_url", "document_url": f"data:application/pdf;base64,{encoded}"}
+
+
+def percentile(values: Sequence[float], quantile: float) -> float:
+    ordered: Final = sorted(values)
+    index: Final = min(len(ordered) - 1, round((len(ordered) - 1) * quantile))
+    return ordered[index]
+
+
+def verify(response: object) -> None:
+    pages: Final = getattr(response, "pages", ())
+    if len(pages) != 1 or getattr(pages[0], "markdown", None) != EXPECTED_MARKDOWN:
+        raise RuntimeError(f"unexpected OCR response: {response!r}")
+
+
+def summarize(label: str, mode: str, size: int, samples: Sequence[float]) -> Result:
+    median: Final = statistics.median(samples)
+    return Result(
+        label=label,
+        mode=mode,
+        size=size,
+        iterations=len(samples),
+        median_ms=median * 1000,
+        mean_ms=statistics.fmean(samples) * 1000,
+        p95_ms=percentile(samples, 0.95) * 1000,
+        requests_per_second=1 / median,
+    )
+
+
+def sync_samples(litellm: object, url: str, request_document: dict[str, str], count: int) -> tuple[float, ...]:
+    samples: list[float] = []
+    for _ in range(count):
+        started: Final = time.perf_counter()
+        response: Final = litellm.ocr(
+            model=MODEL, document=request_document, api_base=url, api_key="mock-key", timeout=30
+        )
+        samples.append(time.perf_counter() - started)
+        verify(response)
+    return tuple(samples)
+
+
+async def async_samples(litellm: object, url: str, request_document: dict[str, str], count: int) -> tuple[float, ...]:
+    samples: list[float] = []
+    for _ in range(count):
+        started: Final = time.perf_counter()
+        response: Final = await litellm.aocr(
+            model=MODEL, document=request_document, api_base=url, api_key="mock-key", timeout=30
+        )
+        samples.append(time.perf_counter() - started)
+        verify(response)
+    return tuple(samples)
+
+
+async def main() -> int:
+    parser: Final = argparse.ArgumentParser(description="E2E OCR benchmark against a local remote-style HTTP server")
+    parser.add_argument("--callbacks", choices=("none", "noop"), required=True)
+    parser.add_argument("--label", required=True)
+    parser.add_argument("--expected-transport", choices=("python", "rust"), required=True)
+    parser.add_argument("--iterations", type=int, default=30)
+    parser.add_argument("--warmup", type=int, default=5)
+    parser.add_argument("--sizes", type=int, nargs="+", default=SIZES)
+    parser.add_argument("--output", type=Path, required=True)
+    args: Final = parser.parse_args()
+
+    import litellm
+    from litellm.integrations.custom_logger import CustomLogger
+
+    class NoopCallback(CustomLogger):
+        def __init__(self) -> None:
+            super().__init__()
+            self.pre_calls = 0
+            self.sync_successes = 0
+            self.async_successes = 0
+
+        def log_pre_api_call(self, model, messages, kwargs):
+            self.pre_calls += 1
+
+        def log_success_event(self, kwargs, response_obj, start_time, end_time):
+            self.sync_successes += 1
+
+        async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+            self.async_successes += 1
+
+    registry_names: Final = (
+        "callbacks",
+        "input_callback",
+        "success_callback",
+        "failure_callback",
+        "_async_input_callback",
+        "_async_success_callback",
+        "_async_failure_callback",
+    )
+    if any(getattr(litellm, name) for name in registry_names):
+        raise RuntimeError("benchmark requires initially empty callback registrations")
+    callback: Final = NoopCallback()
+    if args.callbacks == "noop":
+        litellm.callbacks.append(callback)
+
+    rust_toggle: Final = getattr(litellm, "rust", None)
+    if callable(rust_toggle):
+        rust_toggle(False)
+    package: Final = Path(litellm.__file__).resolve()
+    version: Final = importlib.metadata.version("litellm")
+    native_path: str | None = None
+    native_sha256: str | None = None
+    try:
+        from litellm.rust_bridge import _native
+
+        native: Final = Path(_native.__file__).resolve()
+        native_path = str(native)
+        native_sha256 = hashlib.file_digest(native.open("rb"), "sha256").hexdigest()
+    except ImportError:
+        pass
+
+    server: Final = Server()
+    thread: Final = threading.Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    url: Final = f"http://127.0.0.1:{server.server_port}"
+    results: list[Result] = []
+    try:
+        for size in args.sizes:
+            request_document: Final = document(size)
+            sync_samples(litellm, url, request_document, args.warmup)
+            sync_result: Final = summarize(
+                args.label, "sync", size, sync_samples(litellm, url, request_document, args.iterations)
+            )
+            results.append(sync_result)
+            await async_samples(litellm, url, request_document, args.warmup)
+            async_result: Final = summarize(
+                args.label,
+                "async",
+                size,
+                await async_samples(litellm, url, request_document, args.iterations),
+            )
+            results.append(async_result)
+            sys.stdout.write(json.dumps(asdict(sync_result)) + "\n")
+            sys.stdout.write(json.dumps(asdict(async_result)) + "\n")
+            sys.stdout.flush()
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join()
+
+    from litellm.litellm_core_utils.litellm_logging import executor
+    from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
+
+    await GLOBAL_LOGGING_WORKER.flush()
+    await asyncio.to_thread(executor.shutdown, wait=True)
+    per_mode: Final = len(args.sizes) * (args.iterations + args.warmup)
+    if args.callbacks == "noop":
+        if (callback.pre_calls, callback.sync_successes, callback.async_successes) != (
+            2 * per_mode,
+            per_mode,
+            per_mode,
+        ):
+            raise RuntimeError(f"callback delivery mismatch: {vars(callback)}")
+    elif any(getattr(litellm, name) for name in registry_names):
+        raise RuntimeError("callback registrations appeared in the no-callback case")
+    await GLOBAL_LOGGING_WORKER.stop()
+
+    user_agents: Final = tuple(sorted(server.user_agents))
+    python_transport: Final = any(
+        value.startswith("python-httpx") or value.startswith("litellm/") for value in user_agents
+    )
+    if (args.expected_transport == "python") != python_transport:
+        raise RuntimeError(f"unexpected transport for {args.label}: user_agents={user_agents}")
+    artifact: Final = {
+        "label": args.label,
+        "callbacks": args.callbacks,
+        "python": sys.executable,
+        "callback_counts": {
+            "pre": callback.pre_calls,
+            "sync_success": callback.sync_successes,
+            "async_success": callback.async_successes,
+        },
+        "version": version,
+        "package": str(package),
+        "native": native_path,
+        "native_sha256": native_sha256,
+        "user_agents": user_agents,
+        "results": tuple(asdict(result) for result in results),
+    }
+    args.output.write_text(json.dumps(artifact, indent=2) + "\n")
+    sys.stdout.write(json.dumps({key: artifact[key] for key in ("label", "version", "package", "user_agents")}) + "\n")
+    sys.stdout.write(f"results={args.output}\n")
+    sys.stdout.flush()
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(asyncio.run(main()))
diff --git a/terraform/provider/CHANGELOG.md b/terraform/provider/CHANGELOG.md
index e5e0a164a83..8c0ef5a8b15 100644
--- a/terraform/provider/CHANGELOG.md
+++ b/terraform/provider/CHANGELOG.md
@@ -37,6 +37,7 @@ longer signal it.
 
 ### Fixed
 
+- **key**: An update that changes `team_id` and fails because the key was already cascade-deleted along with its previous team now recovers by recreating the key under the new team, instead of aborting the apply. The key's absence is confirmed against the proxy first, so an unrelated failure still errors out, and a `team_id` change between two teams that both still exist stays a plain in-place update
 - **team**: Read now decodes the `team_info` envelope `/team/info` actually returns, so team attributes refresh from the proxy instead of always falling back to the prior state
 - **key**: Read now unwraps the `info` envelope `/key/info` actually returns; previously reads mapped nothing back into state, so drift on a key was never detected
 - **key**: Read now picks up `model_rpm_limit`, `model_tpm_limit`, `guardrails`, `tags`, `enforced_params`, `allowed_passthrough_routes`, `rpm_limit_type`, `tpm_limit_type` and `prompts` from `info.metadata`, where the proxy actually stores them; previously they stayed empty in state, so a matching config showed a permanent phantom diff on them and out-of-band changes to them were never detected
diff --git a/terraform/provider/litellm/resource_key.go b/terraform/provider/litellm/resource_key.go
index 018d01f75a8..39546d588df 100644
--- a/terraform/provider/litellm/resource_key.go
+++ b/terraform/provider/litellm/resource_key.go
@@ -3,6 +3,7 @@ package litellm
 import (
 	"context"
 	"encoding/json"
+	"errors"
 	"fmt"
 	"log"
 
@@ -321,19 +322,42 @@ func resourceKeyUpdate(ctx context.Context, d *schema.ResourceData, m interface{
 
 	metadata, err := plannedKeyMetadata(c, d)
 	if err != nil {
-		d.Partial(true)
-		return diag.FromErr(fmt.Errorf("error updating key: %s", err))
+		return failedKeyUpdate(ctx, d, m, err)
 	}
 	key.Metadata = metadata
 
 	if _, err := c.UpdateKey(key); err != nil {
-		d.Partial(true)
-		return diag.FromErr(fmt.Errorf("error updating key: %s", err))
+		return failedKeyUpdate(ctx, d, m, err)
 	}
 
 	return resourceKeyRead(ctx, d, m)
 }
 
+// Deleting a team cascade-deletes its keys, so an apply that moves a key onto a
+// replacement team can find the key already gone, and recreating it is the only
+// way forward. Confirming it is really gone keeps an unrelated 404 (a rejected
+// project_id, say) a hard failure rather than silently orphaning a live key.
+func failedKeyUpdate(ctx context.Context, d *schema.ResourceData, m interface{}, err error) diag.Diagnostics {
+	c := m.(*Client)
+	if d.HasChange("team_id") && keyIsGone(c, d.Id(), err) {
+		log.Printf("[WARN] Key %q no longer exists, most likely cascade-deleted with its previous team; recreating it under the new team_id", d.Id())
+		return resourceKeyCreate(ctx, d, m)
+	}
+	d.Partial(true)
+	return diag.FromErr(fmt.Errorf("error updating key: %s", err))
+}
+
+func keyIsGone(c *Client, keyID string, err error) bool {
+	if errors.Is(err, errKeyGone) {
+		return true
+	}
+	if !isNotFound(err) {
+		return false
+	}
+	key, getErr := c.GetKey(keyID)
+	return getErr == nil && key == nil
+}
+
 func changedMap(d *schema.ResourceData, name string) map[string]interface{} {
 	if !d.HasChange(name) {
 		return nil
@@ -341,6 +365,8 @@ func changedMap(d *schema.ResourceData, name string) map[string]interface{} {
 	return d.Get(name).(map[string]interface{})
 }
 
+var errKeyGone = errors.New("no longer exists")
+
 func plannedKeyMetadata(c *Client, d *schema.ResourceData) (map[string]interface{}, error) {
 	if !d.HasChange("metadata") {
 		return nil, nil
@@ -350,7 +376,7 @@ func plannedKeyMetadata(c *Client, d *schema.ResourceData) (map[string]interface
 		return nil, err
 	}
 	if current == nil {
-		return nil, fmt.Errorf("key %s no longer exists", d.Id())
+		return nil, fmt.Errorf("key %s %w", d.Id(), errKeyGone)
 	}
 	oldDeclared, newDeclared := d.GetChange("metadata")
 	return mergeKeyMetadata(current.Metadata, oldDeclared.(map[string]interface{}), newDeclared.(map[string]interface{})), nil
diff --git a/terraform/provider/litellm/resource_key_test.go b/terraform/provider/litellm/resource_key_test.go
index 66291eadcc5..fe708edd3d3 100644
--- a/terraform/provider/litellm/resource_key_test.go
+++ b/terraform/provider/litellm/resource_key_test.go
@@ -7,8 +7,10 @@ import (
 	"net/http"
 	"net/http/httptest"
 	"reflect"
+	"sync/atomic"
 	"testing"
 
+	"github.com/hashicorp/terraform-plugin-sdk/v2/diag"
 	"github.com/hashicorp/terraform-plugin-sdk/v2/helper/schema"
 	"github.com/hashicorp/terraform-plugin-sdk/v2/terraform"
 )
@@ -686,3 +688,191 @@ func TestKeyUpdateOmitsUnchangedDuration(t *testing.T) {
 		t.Errorf("update payload unexpectedly contains duration = %v", v)
 	}
 }
+
+// newKeyUpdateResourceData builds a *schema.ResourceData reflecting a real
+// state -> config diff for team_id (unlike schema.TestResourceDataRaw, which
+// has no notion of prior state), so d.HasChange("team_id") behaves the way it
+// does during a real Update call.
+func newKeyUpdateResourceData(t *testing.T, id, oldTeamID, newTeamID string) *schema.ResourceData {
+	t.Helper()
+	state := &terraform.InstanceState{ID: id, Attributes: map[string]string{"team_id": oldTeamID}}
+	diff := &terraform.InstanceDiff{Attributes: map[string]*terraform.ResourceAttrDiff{
+		"team_id": {Old: oldTeamID, New: newTeamID},
+	}}
+	d, err := schema.InternalMap(resourceKey().Schema).Data(state, diff)
+	if err != nil {
+		t.Fatalf("building ResourceData returned error: %v", err)
+	}
+	return d
+}
+
+// keyRecoveryProxy fakes the two responses the cascade-delete recovery path
+// turns on: what POST /key/update returns, and whether GET /key/info still
+// finds the key afterwards.
+type keyRecoveryProxy struct {
+	updateStatus  int
+	updateBody    string
+	staleKeyGone  bool
+	updateCalls   int32
+	generateCalls int32
+}
+
+const keyNotFoundBody = `{"error":{"message":"Key not found.","type":"not_found_error","param":"key","code":"404"}}`
+
+func (p *keyRecoveryProxy) handler() http.HandlerFunc {
+	return func(w http.ResponseWriter, r *http.Request) {
+		w.Header().Set("Content-Type", "application/json")
+		switch r.URL.Path {
+		case "/key/update":
+			atomic.AddInt32(&p.updateCalls, 1)
+			w.WriteHeader(p.updateStatus)
+			io.WriteString(w, p.updateBody)
+		case "/key/generate":
+			atomic.AddInt32(&p.generateCalls, 1)
+			io.WriteString(w, `{"key": "sk-new", "token_id": "new-token"}`)
+		case "/key/info":
+			requested := r.URL.Query().Get("key")
+			if p.staleKeyGone && requested != "new-token" {
+				w.WriteHeader(http.StatusNotFound)
+				io.WriteString(w, keyNotFoundBody)
+				return
+			}
+			json.NewEncoder(w).Encode(map[string]interface{}{
+				"key":  requested,
+				"info": map[string]interface{}{"team_id": "team-b"},
+			})
+		default:
+			http.NotFound(w, r)
+		}
+	}
+}
+
+func runKeyUpdate(t *testing.T, p *keyRecoveryProxy, d *schema.ResourceData) diag.Diagnostics {
+	t.Helper()
+	srv := httptest.NewServer(p.handler())
+	defer srv.Close()
+	return resourceKeyUpdate(context.Background(), d, NewClient(srv.URL, "test-key", true))
+}
+
+// Reassigning a key between two teams that both still exist is a plain
+// in-place /key/update and must not be turned into a destroy/recreate.
+func TestResourceKeyUpdateTeamReassignmentStaysInPlace(t *testing.T) {
+	proxy := &keyRecoveryProxy{updateStatus: http.StatusOK, updateBody: `{"key": "hash-1"}`}
+	d := newKeyUpdateResourceData(t, "hash-1", "team-a", "team-b")
+
+	if diags := runKeyUpdate(t, proxy, d); diags.HasError() {
+		t.Fatalf("update returned error: %v", diags)
+	}
+	if got := atomic.LoadInt32(&proxy.generateCalls); got != 0 {
+		t.Errorf("a benign team reassignment must not recreate the key, got %d /key/generate calls", got)
+	}
+	if d.Id() != "hash-1" {
+		t.Errorf("Id = %q, want hash-1 unchanged", d.Id())
+	}
+}
+
+// The reported bug: the key was cascade-deleted along with its old team, so
+// /key/update 404s and the apply must recover by recreating it.
+func TestResourceKeyUpdateRecreatesCascadeDeletedKey(t *testing.T) {
+	proxy := &keyRecoveryProxy{updateStatus: http.StatusNotFound, updateBody: keyNotFoundBody, staleKeyGone: true}
+	d := newKeyUpdateResourceData(t, "stale-token", "team-a", "team-b")
+
+	if diags := runKeyUpdate(t, proxy, d); diags.HasError() {
+		t.Fatalf("a cascade-deleted key must be recreated, not error: %v", diags)
+	}
+	if got := atomic.LoadInt32(&proxy.updateCalls); got != 1 {
+		t.Errorf("expected 1 /key/update attempt before recovering, got %d", got)
+	}
+	if got := atomic.LoadInt32(&proxy.generateCalls); got != 1 {
+		t.Errorf("expected exactly 1 /key/generate recreate, got %d", got)
+	}
+	if d.Id() != "new-token" {
+		t.Errorf("Id = %q, want the recreated key's new-token", d.Id())
+	}
+}
+
+// /key/update 404s for reasons other than a missing key, a rejected
+// project_id among them. Recovering on the status code alone would orphan a
+// key that is still live on the proxy, so the key's absence must be confirmed.
+func TestResourceKeyUpdateNotFoundWithLiveKeyFailsLoudly(t *testing.T) {
+	proxy := &keyRecoveryProxy{
+		updateStatus: http.StatusNotFound,
+		updateBody:   `{"error":{"message":"Project not found, project_id=proj-1"}}`,
+	}
+	d := newKeyUpdateResourceData(t, "hash-1", "team-a", "team-b")
+
+	if diags := runKeyUpdate(t, proxy, d); !diags.HasError() {
+		t.Fatal("a 404 on a key that still exists must stay an error")
+	}
+	if got := atomic.LoadInt32(&proxy.generateCalls); got != 0 {
+		t.Errorf("expected no recreate while the key is still live, got %d /key/generate calls", got)
+	}
+	if d.Id() != "hash-1" {
+		t.Errorf("Id = %q, want hash-1 untouched on a hard failure", d.Id())
+	}
+}
+
+// A key gone for some reason unrelated to a team move still fails loudly.
+func TestResourceKeyUpdateNotFoundWithoutTeamChangeFailsLoudly(t *testing.T) {
+	proxy := &keyRecoveryProxy{updateStatus: http.StatusNotFound, updateBody: keyNotFoundBody, staleKeyGone: true}
+	d := newKeyUpdateResourceData(t, "gone-token", "team-a", "team-a")
+
+	if diags := runKeyUpdate(t, proxy, d); !diags.HasError() {
+		t.Fatal("expected an error when team_id did not change")
+	}
+	if got := atomic.LoadInt32(&proxy.generateCalls); got != 0 {
+		t.Errorf("expected no recreate when team_id is unchanged, got %d /key/generate calls", got)
+	}
+	if d.Id() != "gone-token" {
+		t.Errorf("Id = %q, want gone-token untouched on a hard failure", d.Id())
+	}
+}
+
+// A transient failure must never be mistaken for a cascade-deleted key.
+func TestResourceKeyUpdateServerErrorDoesNotRecreate(t *testing.T) {
+	proxy := &keyRecoveryProxy{
+		updateStatus: http.StatusInternalServerError,
+		updateBody:   `{"error":{"message":"Internal Server Error"}}`,
+		staleKeyGone: true,
+	}
+	d := newKeyUpdateResourceData(t, "hash-1", "team-a", "team-b")
+
+	if diags := runKeyUpdate(t, proxy, d); !diags.HasError() {
+		t.Fatal("expected a 500 to surface as an error")
+	}
+	if got := atomic.LoadInt32(&proxy.generateCalls); got != 0 {
+		t.Errorf("expected no recreate for a transient error, got %d /key/generate calls", got)
+	}
+}
+
+// The metadata pre-read fails before /key/update is ever reached when the key
+// is gone, so that path needs the same recovery.
+func TestResourceKeyUpdateRecreatesCascadeDeletedKeyWithMetadataChange(t *testing.T) {
+	proxy := &keyRecoveryProxy{updateStatus: http.StatusOK, updateBody: `{"key": "hash-1"}`, staleKeyGone: true}
+	state := &terraform.InstanceState{ID: "stale-token", Attributes: map[string]string{
+		"team_id":       "team-a",
+		"metadata.%":    "1",
+		"metadata.tier": "gold",
+	}}
+	diff := &terraform.InstanceDiff{Attributes: map[string]*terraform.ResourceAttrDiff{
+		"team_id":       {Old: "team-a", New: "team-b"},
+		"metadata.tier": {Old: "gold", New: "silver"},
+	}}
+	d, err := schema.InternalMap(resourceKey().Schema).Data(state, diff)
+	if err != nil {
+		t.Fatalf("building ResourceData returned error: %v", err)
+	}
+
+	if diags := runKeyUpdate(t, proxy, d); diags.HasError() {
+		t.Fatalf("a cascade-deleted key must be recreated, not error: %v", diags)
+	}
+	if got := atomic.LoadInt32(&proxy.updateCalls); got != 0 {
+		t.Errorf("expected the metadata pre-read to short-circuit /key/update, got %d calls", got)
+	}
+	if got := atomic.LoadInt32(&proxy.generateCalls); got != 1 {
+		t.Errorf("expected exactly 1 /key/generate recreate, got %d", got)
+	}
+	if d.Id() != "new-token" {
+		t.Errorf("Id = %q, want the recreated key's new-token", d.Id())
+	}
+}
diff --git a/tests/code_coverage_tests/test_e2e_changed_gate.py b/tests/code_coverage_tests/test_e2e_changed_gate.py
index d2b842364a6..588402e3996 100644
--- a/tests/code_coverage_tests/test_e2e_changed_gate.py
+++ b/tests/code_coverage_tests/test_e2e_changed_gate.py
@@ -144,6 +144,8 @@ def test_changed_suite_files_are_selected_unless_the_stack_cannot_run_them(
         "tests/e2e/pytest.ini",
         "tests/e2e/gateway/stage_mirror_ci_config.yml",
         ".github/e2e-stack/up.sh",
+        ".github/e2e-stack/start-idp.sh",
+        "tests/e2e/idp_realm.json",
         ".github/workflows/test-e2e-changed.yml",
     ),
 )
diff --git a/tests/code_coverage_tests/test_e2e_idp_stack.py b/tests/code_coverage_tests/test_e2e_idp_stack.py
new file mode 100644
index 00000000000..93596af915b
--- /dev/null
+++ b/tests/code_coverage_tests/test_e2e_idp_stack.py
@@ -0,0 +1,115 @@
+import json
+import os
+import subprocess
+import sys
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from threading import Thread
+
+import pytest
+
+ROOT = Path(__file__).resolve().parents[2]
+START_IDP = ROOT / ".github/e2e-stack/start-idp.sh"
+
+
+def run_start(tmp_path: Path, *, platform: str = "Linux", failure: str = "", port: int = 8181, real_curl: bool = False):
+    bin_dir = tmp_path / "bin"
+    bin_dir.mkdir()
+    calls = tmp_path / "docker.jsonl"
+    programs = {
+        "docker": """import json, os, sys
+with open(os.environ['DOCKER_LOG'], 'a') as out:
+    out.write(json.dumps(sys.argv[1:]) + '\\n')
+if os.environ['FAILURE'] == 'schema' and 'psql' in sys.argv:
+    sys.exit(17)
+if os.environ['FAILURE'] == 'launch' and '--name' in sys.argv:
+    sys.exit(18)
+""",
+        "curl": "import os, sys; sys.exit(1 if os.environ['FAILURE'] == 'readiness' else 0)\n",
+        "uname": "import os; print(os.environ['PLATFORM'])\n",
+    }
+    if real_curl:
+        del programs["curl"]
+    for name, source in programs.items():
+        program = bin_dir / name
+        program.write_text(f"#!{sys.executable}\n{source}")
+        program.chmod(0o755)
+    result = subprocess.run(
+        ["bash", str(START_IDP)],
+        env={
+            **os.environ,
+            "PATH": f"{bin_dir}:{os.environ['PATH']}",
+            "DOCKER_LOG": str(calls),
+            "PLATFORM": platform,
+            "FAILURE": failure,
+            "DATABASE_HOST": "127.0.0.1",
+            "DATABASE_PORT": "5544",
+            "DATABASE_USER": "fixture_user",
+            "DATABASE_PASSWORD": "fixture_password",
+            "DATABASE_NAME": "fixture_db",
+            "E2E_KEYCLOAK_PORT": str(port),
+            "E2E_KEYCLOAK_STARTUP_TIMEOUT": "0",
+        },
+        capture_output=True,
+        text=True,
+        timeout=10,
+    )
+    return result, [json.loads(line) for line in calls.read_text().splitlines()]
+
+
+@pytest.mark.parametrize("platform", ("Linux", "Darwin"))
+def test_idp_uses_existing_database_and_imports_runner_realm(tmp_path: Path, platform: str) -> None:
+    result, calls = run_start(tmp_path, platform=platform)
+
+    assert result.returncode == 0, result.stderr
+    schema, _, launch = calls
+    host = "127.0.0.1" if platform == "Linux" else "host.docker.internal"
+    assert schema[schema.index("-h") + 1] == host
+    assert schema[schema.index("-p") + 1] == "5544"
+    assert "ON_ERROR_STOP=1" in schema
+    assert "CREATE SCHEMA IF NOT EXISTS keycloak" in schema
+    assert f"KC_DB_URL_HOST={host}" in launch
+    assert "KC_DB_URL_PORT=5544" in launch
+    assert "KC_DB_SCHEMA=keycloak" in launch
+    assert "KC_DB_POOL_MAX_SIZE=10" in launch
+    assert f"{ROOT}/tests/e2e/idp_realm.json:/opt/keycloak/data/import/realm.json:ro" in launch
+    assert "KC_HTTP_PORT=8181" in launch
+    if platform == "Linux":
+        assert launch[launch.index("--network") + 1] == "host"
+    else:
+        assert launch[launch.index("-p") + 1] == "127.0.0.1:8181:8181"
+    assert "Keycloak realm is up" in result.stdout
+
+
+@pytest.mark.parametrize(("failure", "code"), (("schema", 17), ("launch", 18), ("readiness", 1)))
+def test_idp_failure_stops_stack_startup(tmp_path: Path, failure: str, code: int) -> None:
+    result, calls = run_start(tmp_path, failure=failure)
+
+    assert result.returncode == code
+    assert "Keycloak realm is up" not in result.stdout
+    if failure == "schema":
+        assert len(calls) == 1, "do not replace an IdP when its database is unavailable"
+
+
+def test_readiness_requires_the_imported_realm_on_the_configured_port(tmp_path: Path) -> None:
+    expected_path = "/realms/litellm-e2e/.well-known/openid-configuration"
+    observed_paths: list[str] = []
+
+    class Discovery(BaseHTTPRequestHandler):
+        def do_GET(self) -> None:
+            observed_paths.append(self.path)
+            self.send_response(200 if self.path == expected_path else 404)
+            self.end_headers()
+
+    with ThreadingHTTPServer(("127.0.0.1", 0), Discovery) as server:
+        worker = Thread(target=server.serve_forever, daemon=True)
+        worker.start()
+        try:
+            result, _ = run_start(tmp_path, port=server.server_port, real_curl=True)
+        finally:
+            server.shutdown()
+            worker.join(timeout=5)
+
+    assert result.returncode == 0, result.stderr
+    assert observed_paths == [expected_path]
+    assert "Keycloak realm is up" in result.stdout
diff --git a/tests/e2e/CLAUDE.md b/tests/e2e/CLAUDE.md
index 34fbe9d9247..a58c13d6a1c 100644
--- a/tests/e2e/CLAUDE.md
+++ b/tests/e2e/CLAUDE.md
@@ -17,9 +17,9 @@ Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family
 - `mcp/` - the MCP server surface over api_key auth against the real Datadog remote MCP server (see "MCP suite: real Datadog only" below); plus the gateway-managed OAuth (authorization_code) path exercised through `/chat/completions`, the one behavior Datadog's static-header auth cannot reach, seeding the per-user upstream token via the interactive authorize dance driven with the mcp SDK's own OAuth client (headless-browser consent from a saved session) and asserting the completion lists and executes the server's tools with the stored per-user token
 - `logging/` - logging-integration delivery (datadog and friends)
 - `security/` - secret handling and log-leak protection
-- `router/` - routing and reliability behavior (fallbacks, cooldowns)
-- `load/` - performance-category tests, kept OUT of the main suite: throughput/load SLO tests are a different testing category from functional e2e (variance-driven, historically flaky) and live outside this suite until re-implemented as their own pipeline (LIT-5163); do not add a live load test that runs in the default collection. What remains here: the weekly session-anomaly test (`test_weekly_session_anomaly_e2e.py`, Claude Code-shaped multi-turn sessions against real providers with ceilings on error rate, cache read/write, turn time, and spend; marked `weekly` and deselected unless `E2E_WEEKLY_ANOMALY` is set, driven by `.github/workflows/weekly_load_anomaly.yml`) and markerless harness unit tests for the Locust/session-anomaly aggregation logic
-- `other/` - the holding-pen suite for the `other.*` registry cluster with no home of its own yet: the master-key auth gate and the process-lifecycle health probes (liveness, public readiness, authenticated readiness diagnostics). Promote a cluster out once it is large/stable enough for its own suite
+- `router/` - routing and reliability behavior (fallbacks, cooldowns) plus the memory regression test (`test_reliability_memory_e2e.py`: a few hundred failing requests with retries and fallbacks must not grow proxy RSS past a fixed budget nor store a request snapshot past a fixed size, the release-gate check for the v1.100.0 retry-breadcrumb leak)
+- `load/` - performance-category tests, kept OUT of the main suite: throughput/load SLO tests are a different testing category from functional e2e (variance-driven, historically flaky) and live outside this suite until re-implemented as their own pipeline (LIT-5163); do not add a live load test that runs in the default collection. What lives here: the weekly session-anomaly test (`test_weekly_session_anomaly_e2e.py`, Claude Code-shaped multi-turn sessions against real providers with ceilings on error rate, cache read/write, turn time, and spend; marked `weekly` and deselected unless `E2E_WEEKLY_ANOMALY` is set, driven by `.github/workflows/weekly_load_anomaly.yml`), the Redis chaos test (`test_redis_chaos_e2e.py`, locust load against mock deployments split round robin over `/chat/completions` and `/v1/messages`, one endpoint per simulated user, with `CLIENT PAUSE ALL` on the proxy's Redis mid-run to simulate it being down outright, asserting zero failed requests on every endpoint, budgeting RSS and CPU-per-request as ratios against the same run's healthy phase, and holding p50/p90/p99 latency and log-bytes-per-request to flat ceilings (a ratio cannot bound those two: an open breaker skips Redis instead of waiting on it, so the chaos phase can measure cheaper than baseline while still being far slower than a user should see); needs a proxy booted from `gateway/redis_chaos_ci_config.yml` on the same host with `E2E_PROXY_PID` and `E2E_PROXY_LOG` set, marked `redis_chaos`, deselected unless `E2E_REDIS_CHAOS` is set and excluded from the per-PR selector like the rest of `load/`, driven by `.github/workflows/test-e2e-redis-chaos.yml` and by the Buildkite `e2e-redis-chaos` step in project-releaser, which runs the proxy, Postgres and Valkey co-located with pytest in one pod and sets the opt-in), and markerless harness unit tests for the locust, process-usage, and session-anomaly aggregation logic
+- `other/` - the holding-pen suite for the `other.*` registry cluster with no home of its own yet: the master-key auth gate, JWT auth (access tokens issued by a real Keycloak realm, `idp.py` plus `idp_realm.json`, whose JWKS the proxy's `JWT_PUBLIC_KEY_URL` points at; see CONTRIBUTING.md for the start command and config block), and the process-lifecycle health probes (liveness, public readiness, authenticated readiness diagnostics). Promote a cluster out once it is large/stable enough for its own suite
 - `gateway/` - proxy configuration only (`litellm-config.yml`); no tests
 - `claude_code/` - the Claude Code compatibility matrix: drives the real `claude` CLI (and HTTP probes) against a proxy for each feature x provider cell, reporting tagged-union outcomes via the `compat_result` fixture; ships its own driver/builder/publisher plus `_*_unit_tests/` trees. The HTTP probes ride the shared transport (`ProxyClient.count_tokens` / `ProxyClient.messages`); the CLI-driving path stays bespoke
 - `ui/` - the Admin UI browser suite: Playwright in TypeScript, driving the dashboard served by a live proxy on port 4000 (seeded postgres + mock LLM upstream; see its `run_e2e.sh`). It is a self-contained npm package with its own lockfile and does not use the Python harness, pytest markers, or the shared transport; the Python rules in this file (typed models, `Result` unions, basedpyright zero-error gate) do not apply inside it. Its only Python file, `fixtures/mock_llm_server/server.py`, is excluded from the e2e basedpyright gate via the root `pyrightconfig.json`
@@ -163,7 +163,7 @@ reliability.<behavior>.<variant>.<assertion>
   behavior  : fallback | retry | cooldown | timeout | routing | cache | circuit_breaker | perf
   variant   : <trigger>   5xx | context_window | content_policy | 429 | timeout
               <strategy>  simple_shuffle | usage_based | latency_based | cost_based | least_busy
-              <dimension> latency | throughput | session_anomaly   (perf only; SLO/threshold assertion, not binary)
+              <dimension> latency | throughput | session_anomaly | memory   (perf only; SLO/threshold assertion, not binary)
   assertion : routes_to_fallback | succeeds_within_retries | picks_under_tpm | returns_cached
               | trips_then_recovers | under_slo
   e.g.  reliability.fallback.context_window.routes_to_fallback     exercised_on=[chat_completions]
diff --git a/tests/e2e/CONTRIBUTING.md b/tests/e2e/CONTRIBUTING.md
index 1183096b81e..44564a51e26 100644
--- a/tests/e2e/CONTRIBUTING.md
+++ b/tests/e2e/CONTRIBUTING.md
@@ -27,14 +27,50 @@ The suites run against a live proxy, so bring one up first by running the litell
 
 2. Bring up a Postgres and a Redis for the proxy to use. The repo-root `docker-compose.yml` already defines a Postgres on `5432`; a `docker run -p 6379:6379 redis:7` covers Redis. Point `DATABASE_URL` / `REDIS_HOST` / `REDIS_PORT` at whatever you run. Tests that read Redis directly default to the deployed shape (TLS + cluster mode) whenever `REDIS_HOST` is set, so for a local standalone Redis also set `REDIS_CLUSTER=false` and `REDIS_SSL=false` (plus `REDIS_PASSWORD` when your Redis requires auth)
 
-3. Start the litellm proxy locally against your config and confirm it is live:
+3. Start the identity provider the JWT API tests authenticate against, then the litellm proxy against your config, and confirm both are live. It is a real Keycloak, running the realm in `tests/e2e/idp_realm.json`, and the proxy trusts it because `JWT_PUBLIC_KEY_URL` points at that realm's JWKS. The proxy caches the JWKS for `public_key_ttl` (600s) and does not refetch on an unknown `kid`, so keep its data volume across restarts; restart the proxy if you deliberately replace that volume:
 
    ```bash
-   set -a && source .env && set +a
+   docker run -d --name litellm-e2e-idp -p 8480:8080 \
+     -e KC_BOOTSTRAP_ADMIN_USERNAME=admin -e KC_BOOTSTRAP_ADMIN_PASSWORD=admin \
+     -v "$PWD/tests/e2e/idp_realm.json:/opt/keycloak/data/import/realm.json:ro" \
+     -v litellm-e2e-idp-data:/opt/keycloak/data \
+     quay.io/keycloak/keycloak:26.7.3 start-dev --import-realm
+   curl -fs --retry 30 --retry-delay 2 --retry-all-errors http://127.0.0.1:8480/realms/litellm-e2e/.well-known/openid-configuration
+   export JWT_ISSUER=http://127.0.0.1:8480/realms/litellm-e2e
+   export JWT_AUDIENCE=litellm-e2e
+   export JWT_PUBLIC_KEY_URL="$JWT_ISSUER/protocol/openid-connect/certs"
    litellm --config <your-e2e-config>.yml --port 4000
    curl -fs http://localhost:4000/health/liveliness
    ```
 
+   The tests reach Keycloak at `E2E_KEYCLOAK_URL` (default `http://127.0.0.1:8480`) and provision their identities through its admin API, so they also need `E2E_KEYCLOAK_ADMIN_USER` and `E2E_KEYCLOAK_ADMIN_PASSWORD` (`admin` / `admin` for the throwaway container above; the deployed stacks take theirs from a secret). JWT auth is an enterprise feature, so the proxy needs `LITELLM_LICENSE` in its environment, and its config needs the JWT block below. `enable_jwt_auth` only routes bearer tokens with three dot-separated segments into the JWT path, so `sk-` virtual keys and the master key keep working for every other suite. `proxy_batch_write_at` is lowered so the JWT spend-attribution test sees its row well inside the poll deadline:
+
+   ```yaml
+   general_settings:
+     proxy_batch_write_at: 5
+     enable_jwt_auth: true
+     litellm_jwtauth:
+       user_id_jwt_field: sub
+       user_email_jwt_field: email
+       team_ids_jwt_field: groups
+       user_id_upsert: true
+   ```
+
+   Set `JWT_ISSUER` to the exact realm URL used by the test runner and `JWT_AUDIENCE=litellm-e2e`. The realm explicitly maps this audience, `sub`, `email`, and `groups`; the proxy fetches real signing keys from its JWKS endpoint. The rejection tests obtain signed tokens with a different audience or issuer and verify the corresponding rejection reason. The issuer test uses a different HTTP Host when requesting a token from the isolated, dynamically named test IdP.
+
+   Keycloak's password grant is a test-only provisioning shortcut, not a production login recommendation. The `litellm-e2e-admin` client adds the proxy's admin scope; the normal client does not. Never reuse this permissive realm outside an isolated test stack.
+
+   Management tests can use the shared `idp` and `jwt_identity` fixtures. Each test gets a unique Keycloak group/user and a matching proxy user/team. Setup and fallback cleanup use the master key; the operations and read-backs being tested must explicitly use `caller_key=idp.access_token(jwt_identity, client_id=ADMIN_CLIENT_ID)` (or a member token). See `management/test_jwt_management_e2e.py` for create/read/update/clear/delete and tenant-denial examples. A group claim alone is not database team membership: permission tests explicitly add the member and prove an allowed read before asserting the denied write.
+
+   Every successful IdP create immediately registers cleanup, including partial setup failures. Cleanup failures emit warnings. Tokens are minted on demand, and the expiration test waits relative to the token's actual `exp` with a bounded clock-drift check. To check first-attempt behavior locally, run both files with `--reruns 0`:
+
+   ```bash
+   E2E_KEYCLOAK_ADMIN_USER=admin E2E_KEYCLOAK_ADMIN_PASSWORD=admin \
+     uv run pytest tests/e2e/other/test_jwt_auth_e2e.py tests/e2e/management/test_jwt_management_e2e.py --reruns 0 -v
+   ```
+
+   Buildkite runs this suite against a Keycloak deployed beside the ephemeral stack by project-releaser. It fetches the realm from the test-runner revision even when it reuses a gateway image from another commit. The GitHub Actions changed-test stack starts the same digest-pinned Keycloak through `.github/e2e-stack/start-idp.sh`, imports the checked-out realm, and exports the IdP URL and credentials in `stack.env`. Both runners configure issuer/audience validation and store the realm, keys and users in a separate schema in the stack's PostgreSQL, so replacing Keycloak preserves token validity. Both wait for realm discovery before running tests. Losing the whole ephemeral database invalidates the stack. Keycloak skips imports into an existing realm, so changes to the realm export require a fresh stack (or deliberately replacing the local data volume). A stack without it fails the JWT tests rather than skipping them
+
 4. Run a suite against it; the harness reads `LITELLM_PROXY_URL` (default `http://localhost:4000`):
 
    ```bash
@@ -65,7 +101,7 @@ A couple of logging destinations are configured on the proxy rather than by the
 
 ### The pull request check
 
-Every same-repository PR that adds, modifies, or renames a `tests/e2e/**/test_*.py` file runs those changed files three times. A change to the harness itself, meaning a root-level `tests/e2e/*.py` file or `pytest.ini`, `tests/e2e/gateway/`, `.github/e2e-stack/`, or the workflow, also runs the `access_control` suite as a canary, because those files have no test of their own that exercises the stack. `.github/e2e-stack/select_tests.py` applies both rules. The stack config at `tests/e2e/gateway/stage_mirror_ci_config.yml` must declare every model the selected suites use; a missing one shows up as a failed test id in the public log. The suite's own single rerun for network errors and 5xx responses (see `pytest.ini`) applies on every pass, so a transport blip does not fail the check while a race inside a test still does. The stage-mirror stack has a control-plane backend, two gateways behind nginx, Postgres, Jaeger, and TLS cluster-mode Valkey. The stack exports every gateway address in `LITELLM_PROXY_REPLICA_URLS`, so model registration waits until each gateway lists the new model rather than whichever one the load balancer answered from. Documentation, deleted-file, and application-only changes do not start the stack or request environment approval. The `ui/`, `claude_code/`, and `load/` directories, `batches/test_managed_files_enforcement_e2e.py`, `llm_translation/realtime/test_realtime_pipecat_audio_e2e.py`, and `guardrails/test_presidio_masking_e2e.py` remain outside this check because they use separate tooling or need a differently configured stack: the pipecat audio suite skips itself at import time unless the NLTK `punkt_tab` data is installed, and the presidio suite fails without the analyzer and anonymizer services this stack does not start
+Every same-repository PR that adds, modifies, or renames a `tests/e2e/**/test_*.py` file runs those changed files three times. A change to the harness itself, meaning a root-level `tests/e2e/*.py` file or `pytest.ini`, `tests/e2e/gateway/`, `.github/e2e-stack/`, or the workflow, also runs the `access_control` suite and both JWT suites as canaries, because those files have no test of their own that exercises the stack. `.github/e2e-stack/select_tests.py` applies both rules. The stack config at `tests/e2e/gateway/stage_mirror_ci_config.yml` must declare every model the selected suites use; a missing one shows up as a failed test id in the public log. The suite's own single rerun for network errors and 5xx responses (see `pytest.ini`) applies on every pass, so a transport blip does not fail the check while a race inside a test still does. The stage-mirror stack has a control-plane backend, two gateways behind nginx, Postgres, Keycloak, Jaeger, and TLS cluster-mode Valkey. Realm-only edits also trigger these canaries. The stack exports every gateway address in `LITELLM_PROXY_REPLICA_URLS`, so model registration waits until each gateway lists the new model rather than whichever one the load balancer answered from. Documentation, deleted-file, and application-only changes do not start the stack or request environment approval. The `ui/`, `claude_code/`, and `load/` directories, `batches/test_managed_files_enforcement_e2e.py`, `llm_translation/realtime/test_realtime_pipecat_audio_e2e.py`, and `guardrails/test_presidio_masking_e2e.py` remain outside this check because they use separate tooling or need a differently configured stack: the pipecat audio suite skips itself at import time unless the NLTK `punkt_tab` data is installed, and the presidio suite fails without the analyzer and anonymizer services this stack does not start. The Redis chaos test under `load/` needs a proxy it can pause the Redis of on the same host (`gateway/redis_chaos_ci_config.yml`), which `.github/workflows/test-e2e-redis-chaos.yml` boots, and which the Buildkite `e2e-redis-chaos` step in project-releaser runs co-located with Postgres and Valkey in one pod; it is deselected unless `E2E_REDIS_CHAOS` is set
 
 Every selected file must execute at least one passing test in each pass, and any test failure, collection error, or entirely skipped or deselected file fails the check. A file whose tests are all marked skip therefore cannot pass this check, so unskip at least one of them, or add the file to `UNSUPPORTED` in `select_tests.py` with the reason, before changing one. A failed pass stops the run. The public log prints pytest's one-line summary for each pass, including the rerun count, and names each failed or errored test as `classname::name`, so a retried network error or a failing test is visible without the raw output. The final `e2e-changed-tests` job succeeds only when no supported test files changed or the approved run completed all three passes. Fork PRs with selected tests fail this gate until a maintainer brings the reviewed change onto a same-repository branch
 
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index e1b987cbfd9..36569896125 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -17,23 +17,52 @@ import functools
 import os
 from collections.abc import Generator, Iterator
 from datetime import datetime, timezone
+from typing import Final
 
 import pytest
 import requests
-
-from e2e_config import CONTROL_PLANE_BASE_URL, FIXTURE_DIR, FIXTURE_MODE_RAW, PROXY_BASE_URL
+from e2e_config import CONTROL_PLANE_BASE_URL, FIXTURE_DIR, FIXTURE_MODE_RAW, PROXY_BASE_URL, unique_marker
 from e2e_db import RESET_OPT_IN_ENV, reset_spend_logs, run_spend_log_cleanup
+from e2e_http import unwrap
 from fixture_mode import fixture_mode_collection_error, fixture_report_lines
-from provider_edge import replay_leftover_error
+from idp import Identity, Keycloak, keycloak_from_env
 from junit_properties import attach_result_properties
 from lifecycle import ProxyClientProvider, ResourceManager
+from models import TeamNewBody, UserNewBody, UserNewResponse
+from provider_edge import replay_leftover_error
 from proxy_client import ProxyClient, build_proxy_client
 
-
 _E2E_TEST_RAN = pytest.StashKey[bool]()
 _CALL_PASSED = pytest.StashKey[bool]()
 
 
+@pytest.fixture(scope="session")
+def idp() -> Keycloak:
+    return keycloak_from_env()
+
+
+@pytest.fixture
+def jwt_identity(idp: Keycloak, resources: ResourceManager, proxy: ProxyClient) -> Identity:
+    marker: Final = unique_marker()
+    identity: Final = idp.provision(marker=marker, group=f"e2e-jwt-team-{marker}", defer=resources.defer)
+    resources.defer(lambda: proxy.delete_user(identity.user_id))
+    # Seed the canonical user before any JWT call populates the auth cache.
+    # Group claims grant team access; management membership is added by the test.
+    unwrap(
+        proxy.transport.post(
+            "/user/new",
+            headers=proxy.transport.master,
+            json=UserNewBody(
+                user_id=identity.user_id, user_email=f"{identity.username}@example.com", user_role="internal_user"
+            ),
+            response_type=UserNewResponse,
+        )
+    )
+    team_id: Final = proxy.create_team(TeamNewBody(team_alias=f"e2e-jwt-{marker}", team_id=identity.group))
+    resources.defer(lambda: proxy.delete_team(team_id))
+    return identity
+
+
 def pytest_configure(config: pytest.Config) -> None:
     config.addinivalue_line(
         "markers",
@@ -60,6 +89,11 @@ def pytest_configure(config: pytest.Config) -> None:
         "markers",
         "managed_files: needs a proxy running with require_managed_files enabled; deselected unless E2E_MANAGED_FILES_STACK is set",
     )
+    config.addinivalue_line(
+        "markers",
+        "redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from "
+        "gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set",
+    )
 
 
 def pytest_sessionstart(session: pytest.Session) -> None:
diff --git a/tests/e2e/coverage_registry/mgmt.yaml b/tests/e2e/coverage_registry/mgmt.yaml
index c8d7037d2fd..d1227fe7c0c 100644
--- a/tests/e2e/coverage_registry/mgmt.yaml
+++ b/tests/e2e/coverage_registry/mgmt.yaml
@@ -76,6 +76,10 @@
 - {id: mgmt.credential_migration.check.happy_path, module: mgmt, tier: P2, surface: api, assertions: [happy_path], source: "key_management_endpoints.py:4252", rationale: "Encryption migration (smoke)"}
 - {id: mgmt.credential.new.serves_request, module: mgmt, tier: P1, surface: api, assertions: [serves_request], source: "credential_endpoints/endpoints.py:42", rationale: "Stored credential resolves into a deployment and serves a live /messages request"}
 - {id: mgmt.model.test_connection.happy_path, module: mgmt, tier: P0, surface: api, assertions: [happy_path], source: "_health_endpoints.py:1785", rationale: "Test Connection for a responses-mode Bedrock Mantle deployment reaches the live provider and reports success; this exact shape 500ed on an acompletion partial before v1.91.0", fail_before_fix: proven}
+
+- {id: mgmt.key.jwt.lifecycle, module: mgmt, tier: P0, surface: api, assertions: [lifecycle], source: "management_endpoints/key_management_endpoints.py", rationale: "An IdP-issued admin JWT creates, reads, updates, clears and deletes a key; omitted fields survive updates"}
+- {id: mgmt.key.jwt.member_denied, module: mgmt, tier: P0, surface: api, assertions: [member_denied], source: "auth/handle_jwt.py", rationale: "A valid member JWT cannot update an admin-managed key and denial leaves it unchanged"}
+- {id: mgmt.key.jwt.other_team_denied, module: mgmt, tier: P0, surface: api, assertions: [other_team_denied], source: "auth/handle_jwt.py", rationale: "A valid JWT for another existing team cannot read the key"}
 - {id: mgmt.mcp_server.new.persists, module: mgmt, tier: P0, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:1577", rationale: "Every field of an admin-created MCP server reads back verbatim, by id and in the list, on every replica"}
 - {id: mgmt.mcp_server.list.persists, module: mgmt, tier: P1, surface: api, assertions: [persists], source: "mcp_management_endpoints.py:1112", rationale: "The MCP page grid lists a created server with the same field values its detail view reports"}
 - {id: mgmt.mcp_server.update.preserves_unrelated_fields, module: mgmt, tier: P0, surface: api, assertions: [preserves_unrelated_fields], source: "mcp_management_endpoints.py:2665", rationale: "A dashboard edit of one field leaves the others intact and is visible on every replica after one save; edits that took several saves to stick were a customer defect"}
diff --git a/tests/e2e/coverage_registry/other.yaml b/tests/e2e/coverage_registry/other.yaml
index 814ebae2e0b..9292e5f07db 100644
--- a/tests/e2e/coverage_registry/other.yaml
+++ b/tests/e2e/coverage_registry/other.yaml
@@ -9,9 +9,12 @@
 - {id: other.auth.llm_chat.not_bearer_scheme_denied, module: other, tier: P0, area: auth, assertions: [not_bearer_scheme_denied], source: "vendor testing strategy §11.1 / LIT-4778", rationale: "NotBearer scheme on chat is 401/403"}
 - {id: other.auth.realtime.missing_header_denied, module: other, tier: P1, area: auth, assertions: [missing_header_denied], source: "vendor testing strategy §9.19 / LIT-4778", rationale: "Realtime client-secret and calls routes reject requests without Authorization"}
 - {id: other.config.responses.metadata_redis_ttl_bounded, module: other, tier: P0, area: config, assertions: [ttl_bounded], source: "responses + redis cache", rationale: "Responses store+metadata must not leave TTL-unbounded Redis entries (LIT-1201)"}
-- {id: other.auth.jwt.valid_token_allows, module: other, tier: P0, area: auth, assertions: [valid_token_allows], source: "handle_jwt.py:77-150", rationale: "Valid JWT with correct issuer + claims grants access"}
-- {id: other.auth.jwt.expired_denied, module: other, tier: P0, area: auth, assertions: [expired_denied], source: "handle_jwt.py:125-135", rationale: "Expired JWT rejected even with valid signature"}
-- {id: other.auth.jwt.invalid_signature_denied, module: other, tier: P0, area: auth, assertions: [invalid_signature_denied], source: "handle_jwt.py:145-150", rationale: "Bad/missing signature fails verification"}
+- {id: other.auth.jwt.valid_token_allows, module: other, tier: P0, area: auth, assertions: [valid_token_allows], source: "handle_jwt.py:1217-1256 auth_jwt / user_api_key_auth.py:1365-1377", rationale: "An access token issued by the configured IdP whose groups claim names an existing team is accepted on /chat/completions"}
+- {id: other.auth.jwt.spend_attributed_to_claims, module: other, tier: P0, area: auth, assertions: [spend_attributed_to_claims], source: "handle_jwt.py:2224 auth_builder / user_api_key_auth.py:1438-1474", rationale: "The spend log row for a JWT-authenticated call carries the team_id from the groups claim and the user_id from sub, which for a real IdP is an opaque uuid, not a virtual key's identity. Single-group claim only: the proxy picks the team from a set, so attribution over several groups is unordered"}
+- {id: other.auth.jwt.expired_denied, module: other, tier: P0, area: auth, assertions: [expired_denied], source: "handle_jwt.py:1244-1250", rationale: "A token the IdP issued with a one-second lifespan is rejected 401 (Token Expired) once it lapses, even though its signature still verifies; leeway is 0"}
+- {id: other.auth.jwt.invalid_signature_denied, module: other, tier: P0, area: auth, assertions: [invalid_signature_denied], source: "handle_jwt.py:1158-1166 _decode_jwt_with_public_key", rationale: "A genuine token whose signature bytes were altered fails verification with 401"}
+- {id: other.auth.jwt.unknown_team_denied, module: other, tier: P0, area: auth, assertions: [unknown_team_denied], source: "handle_jwt.py:1549-1632 find_team_with_model_access", rationale: "A verified JWT whose groups claim resolves to no existing team is denied with 403 naming the unresolved team, never silently admitted without a team. The proxy words it as a model-access denial, the same body an existing team without model access gets"}
+- {id: other.auth.jwt.virtual_key_unaffected, module: other, tier: P0, area: auth, assertions: [virtual_key_unaffected], source: "handle_jwt.py:213 is_jwt / user_api_key_auth.py:1332-1333", rationale: "enable_jwt_auth only routes three-segment bearer tokens into the JWT branch, so sk- virtual keys keep working on the same proxy"}
 - {id: other.auth.model_access_group.wildcard_bare_name_allowed, module: other, tier: P0, area: auth, assertions: [wildcard_bare_name_allowed], source: "auth_checks.py:3232 / LIT-5813", fail_before_fix: proven, rationale: "A grant of a group holding a wildcard deployment covers the bare model names callers actually send, not only the provider-prefixed spelling"}
 - {id: other.auth.model_access_group.member_allowed, module: other, tier: P0, area: auth, assertions: [member_allowed], source: "auth_checks.py:3232", rationale: "A key whose allow-list is a model access group can call the deployments in that group"}
 - {id: other.auth.model_access_group.non_member_denied, module: other, tier: P0, area: auth, assertions: [non_member_denied], source: "auth_checks.py:3232", rationale: "That same grant reaches nothing outside the group, including provider models the group's wildcard does not cover"}
@@ -48,3 +51,6 @@
 - {id: other.a2a.message_send.bridge_invokes, module: other, tier: P1, area: a2a, assertions: [bridge_invokes], source: "a2a_protocol/litellm_completion_bridge/handler.py", rationale: "A2A message/send routes through the completion bridge to a real provider and logs an asend_message spend row"}
 - {id: other.a2a.version.serves_pinned_0_3, module: other, tier: P1, area: a2a, assertions: [serves_pinned_0_3], source: "agent_endpoints/a2a_endpoints.py _served_version", rationale: "An agent pinning 0.3 returns the flat 0.3 message shape (parts on the result)"}
 - {id: other.a2a.version.serves_pinned_1_0, module: other, tier: P1, area: a2a, assertions: [serves_pinned_1_0], source: "agent_endpoints/a2a_endpoints.py _served_version", rationale: "An agent pinning 1.0 returns the nested 1.0 message shape (result.message with ROLE_AGENT)"}
+
+- {id: other.auth.jwt.wrong_issuer_denied, module: other, tier: P0, area: auth, assertions: [wrong_issuer_denied], source: "auth/handle_jwt.py", rationale: "A signed token with the correct audience and an unexpected issuer is rejected"}
+- {id: other.auth.jwt.wrong_audience_denied, module: other, tier: P0, area: auth, assertions: [wrong_audience_denied], source: "auth/handle_jwt.py", rationale: "A signed token from the trusted issuer intended for another app is rejected"}
diff --git a/tests/e2e/coverage_registry/reliability.yaml b/tests/e2e/coverage_registry/reliability.yaml
index 6b69677d490..e95d27bab84 100644
--- a/tests/e2e/coverage_registry/reliability.yaml
+++ b/tests/e2e/coverage_registry/reliability.yaml
@@ -31,7 +31,9 @@
 - {id: reliability.cache.exact.returns_cached, module: reliability, tier: P1, behavior: cache, variant: exact, assertions: [returns_cached], exercised_on: [chat_completions, messages, embeddings], source: "litellm/caching/caching.py", rationale: "Response cache returns cached on exact match"}
 - {id: reliability.cache.prompt_caching_model_select.returns_cached, module: reliability, tier: P1, behavior: cache, variant: prompt_caching_model_select, assertions: [returns_cached], exercised_on: [chat_completions], source: "router_utils/prompt_caching_cache.py", rationale: "Selects model supporting prompt caching for cacheable prefix"}
 - {id: reliability.circuit_breaker.redis.trips_then_recovers, module: reliability, tier: P0, behavior: circuit_breaker, variant: redis, assertions: [trips_then_recovers], exercised_on: [chat_completions, messages, embeddings], source: "litellm/caching/redis_cache.py:99", rationale: "Redis breaker CLOSED->OPEN->HALF_OPEN; guards all cache/rate-limit ops"}
+- {id: reliability.circuit_breaker.redis_timeout.stays_responsive, module: reliability, tier: P1, behavior: circuit_breaker, variant: redis_timeout, assertions: [stays_responsive], exercised_on: [chat_completions, messages], source: "litellm/proxy/hooks/proxy_track_cost_callback.py:386", fail_before_fix: proven, rationale: "Under locust load split round robin over /chat/completions and /v1/messages with every request retrying through failing mock deployments, holding Redis in CLIENT PAUSE ALL for the phase trips the breaker and every request still succeeds, with latency, RSS, and CPU reported as p50/p90/p99 against the pre-pause baseline; on v1.100.0 the failed-tracking alert body doubled per request until the worker OOMed (LIT-6780)"}
 - {id: reliability.timeout.request_timeout.exceeds_deadline, module: reliability, tier: P1, behavior: timeout, variant: request_timeout, assertions: [exceeds_deadline], exercised_on: [chat_completions, messages], source: "litellm/router.py:545-551", rationale: "Per-request timeout raises Timeout"}
 - {id: reliability.timeout.stream_timeout.exceeds_deadline, module: reliability, tier: P1, behavior: timeout, variant: stream_timeout, assertions: [exceeds_deadline], exercised_on: [chat_completions], source: "litellm/router.py:551", rationale: "Streaming chunk-delivery timeout"}
 - {id: reliability.perf.throughput.under_slo, module: reliability, tier: P1, behavior: perf, variant: throughput, assertions: [under_slo], exercised_on: [chat_completions, messages], source: grammar, rationale: "Throughput SLO under load"}
+- {id: reliability.perf.memory.under_slo, module: reliability, tier: P1, behavior: perf, variant: memory, assertions: [under_slo], exercised_on: [chat_completions], source: grammar, rationale: "Proxy RSS and the stored request snapshot stay within fixed budgets across a few hundred failing requests with retries and fallbacks, the v1.100.0 retry-breadcrumb leak shape (MAT-335)"}
 - {id: reliability.perf.session_anomaly.under_slo, module: reliability, tier: P1, behavior: perf, variant: session_anomaly, assertions: [under_slo], exercised_on: [messages], source: grammar, rationale: "Weekly Claude Code-shaped multi-turn session load against real providers; ceilings on error rate, warm-turn cache read/write, p95 turn time, and gateway-recorded spend (LIT-4562)"}
diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index 691335ffdd5..e15a0cd0f8f 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -13,7 +13,6 @@ from pathlib import Path
 from typing import Final
 
 from dotenv import load_dotenv
-
 from fixture_mode import deterministic_marker, parse_fixture_mode
 from provider_edge import provider_edge_api_base
 
@@ -144,6 +143,7 @@ LOAD_MIN_CONCURRENCY_EFFICIENCY = float(os.environ.get("E2E_LOAD_MIN_CONCURRENCY
 
 WEEKLY_ANOMALY_OPT_IN_ENV = "E2E_WEEKLY_ANOMALY"
 MANAGED_FILES_OPT_IN_ENV = "E2E_MANAGED_FILES_STACK"
+REDIS_CHAOS_OPT_IN_ENV = "E2E_REDIS_CHAOS"
 ANOMALY_SESSIONS = int(os.environ.get("E2E_ANOMALY_SESSIONS", "6"))
 ANOMALY_TURNS_PER_SESSION = int(os.environ.get("E2E_ANOMALY_TURNS_PER_SESSION", "6"))
 ANOMALY_TURN_ATTEMPTS = int(os.environ.get("E2E_ANOMALY_TURN_ATTEMPTS", "3"))
@@ -160,6 +160,14 @@ ANOMALY_MAX_KEY_SPEND_USD = float(
 ANOMALY_SPEND_SETTLE_SECONDS = float(
     os.environ.get("E2E_ANOMALY_SPEND_SETTLE_SECONDS", "75")
 )
+MEMORY_REQUESTS_PER_PHASE = int(os.environ.get("E2E_MEMORY_REQUESTS_PER_PHASE", "300"))
+MEMORY_RETRIES_PER_REQUEST = int(os.environ.get("E2E_MEMORY_RETRIES_PER_REQUEST", "2"))
+MEMORY_TRANSCRIPT_TURNS = int(os.environ.get("E2E_MEMORY_TRANSCRIPT_TURNS", "40"))
+MEMORY_CONCURRENCY = int(os.environ.get("E2E_MEMORY_CONCURRENCY", "4"))
+MEMORY_RSS_SETTLE_SAMPLES = int(os.environ.get("E2E_MEMORY_RSS_SETTLE_SAMPLES", "15"))
+MEMORY_RSS_SAMPLE_INTERVAL_SECONDS = float(os.environ.get("E2E_MEMORY_RSS_SAMPLE_INTERVAL_SECONDS", "1"))
+MEMORY_RSS_BUDGET_MB = float(os.environ.get("E2E_MEMORY_RSS_BUDGET_MB", "48"))
+MEMORY_STORED_REQUEST_BUDGET_KB = float(os.environ.get("E2E_MEMORY_STORED_REQUEST_BUDGET_KB", "64"))
 
 
 def ws_base_url() -> str:
@@ -181,8 +189,7 @@ def datadog_mcp_url(*, toolsets: str = "core") -> str:
     site = (
         os.environ.get("DD_SITE", DD_SITE) or "datadoghq.com"
     ).strip().removeprefix("https://").removeprefix("http://").rstrip("/")
-    if site.startswith("app."):
-        site = site[len("app.") :]
+    site = site.removeprefix("app.")
     host = "mcp.datadoghq.com" if site in ("", "datadoghq.com") else f"mcp.{site}"
     base = f"https://{host}/v1/mcp"
     return f"{base}?toolsets={toolsets}" if toolsets else base
diff --git a/tests/e2e/e2e_http.py b/tests/e2e/e2e_http.py
index 415c72bbb3c..ce069720c6e 100644
--- a/tests/e2e/e2e_http.py
+++ b/tests/e2e/e2e_http.py
@@ -130,6 +130,20 @@ class ProbeResult(BaseModel):
         return 200 <= self.status_code < 500 and self.status_code != 404
 
 
+class ExternalWrite(BaseModel):
+    """Outcome of a write to a non-proxy API (an identity provider's admin API)
+    that answers with a status and, on create, a Location header naming the new
+    resource rather than a JSON body."""
+
+    status_code: int
+    location: str = ""
+    body: str = ""
+
+    @property
+    def ok(self) -> bool:
+        return 200 <= self.status_code < 300
+
+
 class StreamingResponse(BaseModel):
     """Raw outcome for calls whose body is provider-native or streamed: status, the
     x-litellm-call-id header, the x-litellm-response-cost header (StandardLogging
@@ -257,23 +271,23 @@ def assert_auth_denied(result: StreamingResponse, context: str) -> None:
         f"{context}: expected 401/403, got {result.status_code}: {result.body[:300]}"
     )
 
-
 def wire_body(json: BaseModel) -> dict[str, object]:
     if isinstance(json, PartialBody):
         return json.model_dump(by_alias=True, exclude_unset=True)
     return json.model_dump(by_alias=True, exclude_none=True)
 
 
-def _headers(headers: BaseModel) -> dict[str, str]:
-    dumped: dict[str, object] = headers.model_dump(by_alias=True, exclude_none=True)
+def _flat(model: BaseModel) -> dict[str, str]:
+    dumped: dict[str, object] = model.model_dump(by_alias=True, exclude_none=True)
     return {key: str(value) for key, value in dumped.items()}
 
 
+def _headers(headers: BaseModel) -> dict[str, str]:
+    return _flat(headers)
+
+
 def _params(params: BaseModel | None) -> dict[str, str]:
-    if params is None:
-        return {}
-    dumped: dict[str, object] = params.model_dump(by_alias=True, exclude_none=True)
-    return {key: str(value) for key, value in dumped.items()}
+    return _flat(params) if params is not None else {}
 
 
 TRANSIENT_STATUSES: frozenset[int] = frozenset({529})
@@ -416,6 +430,62 @@ def get_external[R: BaseModel](
     return classify(resp, response_type)
 
 
+def post_form_external[R: BaseModel](
+    url: str,
+    *,
+    form: BaseModel,
+    response_type: type[R],
+    headers: BaseModel | None = None,
+    timeout: float = 30.0,
+) -> Result[R]:
+    """POST an absolute URL outside the proxy as `application/x-www-form-urlencoded`,
+    the encoding OAuth 2 token endpoints take. Like get_external: no proxy base url,
+    no proxy auth, and the same tagged-union classification as every other call."""
+    try:
+        resp = requests.post(
+            url,
+            data=_flat(form),
+            headers=_headers(headers) if headers is not None else None,
+            timeout=timeout,
+        )
+    except requests.RequestException as exc:
+        return NetworkError(message=str(exc))
+    return classify(resp, response_type)
+
+
+def post_json_external(
+    url: str,
+    *,
+    headers: BaseModel,
+    json: BaseModel,
+    timeout: float = 30.0,
+) -> ExternalWrite:
+    """POST an absolute URL outside the proxy under its own bearer, for an API that
+    answers a create with a status and a Location header rather than a JSON body."""
+    try:
+        resp = requests.post(
+            url,
+            headers=_headers(headers),
+            json=json.model_dump(by_alias=True, exclude_none=True),
+            timeout=timeout,
+        )
+    except requests.RequestException as exc:
+        return ExternalWrite(status_code=-1, body=str(exc))
+    return ExternalWrite(
+        status_code=resp.status_code,
+        location=resp.headers.get("Location", ""),
+        body=resp.text,
+    )
+
+
+def delete_external(url: str, *, headers: BaseModel, timeout: float = 30.0) -> ExternalWrite:
+    try:
+        resp = requests.delete(url, headers=_headers(headers), timeout=timeout)
+    except requests.RequestException as exc:
+        return ExternalWrite(status_code=-1, body=str(exc))
+    return ExternalWrite(status_code=resp.status_code, body=resp.text)
+
+
 def delete[R: BaseModel](
     url: URL,
     *,
diff --git a/tests/e2e/gateway/redis_chaos_ci_config.yml b/tests/e2e/gateway/redis_chaos_ci_config.yml
new file mode 100644
index 00000000000..f7a71c50a71
--- /dev/null
+++ b/tests/e2e/gateway/redis_chaos_ci_config.yml
@@ -0,0 +1,19 @@
+general_settings:
+  master_key: os.environ/LITELLM_MASTER_KEY
+  store_model_in_db: true
+  use_redis_transaction_buffer: true
+
+litellm_settings:
+  callbacks: ["prometheus"]
+  require_auth_for_metrics_endpoint: false
+  enable_redis_auth_cache: true
+  cache: true
+  cache_params:
+    type: redis
+    host: 127.0.0.1
+    port: 6379
+    socket_timeout: 0.1
+
+router_settings:
+  num_retries: 2
+  disable_cooldowns: true
diff --git a/tests/e2e/gateway/stage_mirror_ci_config.yml b/tests/e2e/gateway/stage_mirror_ci_config.yml
index 229e8514dee..8c8e64443cb 100644
--- a/tests/e2e/gateway/stage_mirror_ci_config.yml
+++ b/tests/e2e/gateway/stage_mirror_ci_config.yml
@@ -1,4 +1,11 @@
 general_settings:
+  proxy_batch_write_at: 5
+  enable_jwt_auth: true
+  litellm_jwtauth:
+    user_id_jwt_field: sub
+    user_email_jwt_field: email
+    team_ids_jwt_field: groups
+    user_id_upsert: true
   proxy_config_reload_interval_seconds: 7
   store_prompts_in_spend_logs: true
   database_connection_pool_limit: 10
diff --git a/tests/e2e/idp.py b/tests/e2e/idp.py
new file mode 100644
index 00000000000..6d2fc84eb27
--- /dev/null
+++ b/tests/e2e/idp.py
@@ -0,0 +1,228 @@
+"""Provision isolated identities and obtain signed tokens from the test Keycloak realm."""
+
+from __future__ import annotations
+
+import os
+import secrets
+import warnings
+from collections.abc import Callable
+from dataclasses import dataclass, field
+from typing import Final, Literal
+
+import pytest
+from e2e_http import (
+    AuthHeaders,
+    ExternalWrite,
+    NetworkError,
+    Result,
+    Success,
+    delete_external,
+    post_form_external,
+    post_json_external,
+)
+from pydantic import BaseModel, Field
+
+KEYCLOAK_URL_ENV: Final = "E2E_KEYCLOAK_URL"
+KEYCLOAK_REALM_ENV: Final = "E2E_KEYCLOAK_REALM"
+KEYCLOAK_ADMIN_USER_ENV: Final = "E2E_KEYCLOAK_ADMIN_USER"
+KEYCLOAK_ADMIN_PASSWORD_ENV: Final = "E2E_KEYCLOAK_ADMIN_PASSWORD"
+
+DEFAULT_KEYCLOAK_URL: Final = "http://127.0.0.1:8480"
+DEFAULT_REALM: Final = "litellm-e2e"
+TESTS_CLIENT_ID: Final = "litellm-e2e-tests"
+SHORT_LIVED_CLIENT_ID: Final = "litellm-e2e-shortlived"
+ADMIN_CLIENT_ID: Final = "litellm-e2e-admin"
+WRONG_AUDIENCE_CLIENT_ID: Final = "litellm-e2e-other-app"
+
+_START_HINT: Final = (
+    "Start it with the `docker run ... quay.io/keycloak/keycloak` command in tests/e2e/CONTRIBUTING.md, "
+    f"and point {KEYCLOAK_URL_ENV} / {KEYCLOAK_ADMIN_USER_ENV} / {KEYCLOAK_ADMIN_PASSWORD_ENV} at it"
+)
+
+
+class TokenGrantForm(BaseModel):
+    """The direct-access (password) grant an OAuth 2 token endpoint takes, form encoded."""
+
+    grant_type: Literal["password"] = "password"
+    client_id: str
+    username: str
+    password: str
+
+
+class TokenResponse(BaseModel):
+    access_token: str = Field(repr=False)
+
+
+class TokenRequestHeaders(BaseModel):
+    host: str | None = None
+
+
+class GroupCreateBody(BaseModel):
+    name: str
+
+
+class PasswordCredential(BaseModel):
+    type: Literal["password"] = "password"
+    value: str
+    temporary: bool = False
+
+
+class UserCreateBody(BaseModel):
+    """Keycloak's admin representation of a new user. `firstName` / `lastName` and
+    an empty `requiredActions` matter: a realm's default VERIFY_PROFILE action
+    otherwise leaves the account "not fully set up" and every grant fails."""
+
+    username: str
+    email: str
+    email_verified: bool = Field(default=True, alias="emailVerified")
+    first_name: str = Field(default="E2E", alias="firstName")
+    last_name: str = Field(default="Tester", alias="lastName")
+    enabled: bool = True
+    groups: tuple[str, ...]
+    credentials: tuple[PasswordCredential, ...]
+    required_actions: tuple[str, ...] = Field(default=(), alias="requiredActions")
+
+
+def created_id(write: ExternalWrite, context: str) -> str:
+    """The new resource's id, which Keycloak returns only as the last segment of
+    the Location header on a 201."""
+    if write.status_code != 201:
+        pytest.fail(f"Keycloak refused to create {context}: HTTP {write.status_code} {write.body[:300]}")
+    if not write.location or write.location.endswith("/"):
+        pytest.fail(f"Keycloak created {context} without a resource id in its Location header")
+    return write.location.rsplit("/", 1)[-1]
+
+
+@dataclass(frozen=True, slots=True)
+class Identity:
+    """One provisioned IdP user: the `sub` the proxy will see, the credential the
+    test signs in with, and the group whose name the litellm team carries."""
+
+    user_id: str
+    username: str
+    password: str = field(repr=False)
+    group: str
+    group_id: str
+
+
+@dataclass(frozen=True, slots=True)
+class Keycloak:
+    base_url: str
+    realm: str
+    admin_username: str
+    admin_password: str = field(repr=False)
+
+    @property
+    def issuer(self) -> str:
+        return f"{self.base_url}/realms/{self.realm}"
+
+    @property
+    def jwks_url(self) -> str:
+        return f"{self.issuer}/protocol/openid-connect/certs"
+
+    def token_url(self, realm: str) -> str:
+        return f"{self.base_url}/realms/{realm}/protocol/openid-connect/token"
+
+    def _admin_url(self, path: str) -> str:
+        return f"{self.base_url}/admin/realms/{self.realm}{path}"
+
+    def _admin_headers(self) -> AuthHeaders:
+        """A fresh admin token per call: the master realm's tokens are short lived,
+        and a cached one would expire in the middle of a slow test."""
+        form: Final = TokenGrantForm(client_id="admin-cli", username=self.admin_username, password=self.admin_password)
+        result: Final = post_form_external(self.token_url("master"), form=form, response_type=TokenResponse)
+        return AuthHeaders(authorization=f"Bearer {self._token(result, 'the Keycloak admin credential')}")
+
+    def _token(self, result: Result[TokenResponse], context: str) -> str:
+        match result:
+            case Success(data=granted):
+                return granted.access_token
+            case NetworkError(message=message):
+                return pytest.fail(f"No live Keycloak at {self.base_url} for {context}: {message}. {_START_HINT}")
+            case _:
+                return pytest.fail(f"Keycloak refused {context}: {result}")
+
+    def create_group(self, name: str) -> str:
+        return created_id(
+            post_json_external(
+                self._admin_url("/groups"), headers=self._admin_headers(), json=GroupCreateBody(name=name)
+            ),
+            f"group {name}",
+        )
+
+    def create_user(self, *, username: str, email: str, password: str, group: str) -> str:
+        return created_id(
+            post_json_external(
+                self._admin_url("/users"),
+                headers=self._admin_headers(),
+                json=UserCreateBody(
+                    username=username,
+                    email=email,
+                    groups=(group,),
+                    credentials=(PasswordCredential(value=password),),
+                ),
+            ),
+            f"user {username}",
+        )
+
+    def delete_user(self, user_id: str) -> None:
+        self._delete(f"/users/{user_id}")
+
+    def delete_group(self, group_id: str) -> None:
+        self._delete(f"/groups/{group_id}")
+
+    def _delete(self, path: str) -> None:
+        try:
+            headers: Final = self._admin_headers()
+        except pytest.fail.Exception as exc:
+            warnings.warn(f"Keycloak cleanup could not authenticate for {path}: {exc}", RuntimeWarning, stacklevel=2)
+            return
+        result: Final = delete_external(self._admin_url(path), headers=headers)
+        if result.status_code not in (204, 404):
+            warnings.warn(
+                f"Keycloak cleanup failed for {path}: HTTP {result.status_code} {result.body[:300]}",
+                RuntimeWarning,
+                stacklevel=2,
+            )
+
+    def provision(self, *, marker: str, group: str, defer: Callable[[Callable[[], object]], None]) -> Identity:
+        """Create `group` and a user in it, credentialed with a password generated
+        for this test alone, and hand back the identity a token can be minted for."""
+        group_id: Final = self.create_group(group)
+        defer(lambda: self.delete_group(group_id))
+        username: Final = f"e2e-jwt-user-{marker}"
+        password: Final = secrets.token_urlsafe(24)
+        user_id: Final = self.create_user(
+            username=username, email=f"{username}@example.com", password=password, group=group
+        )
+        defer(lambda: self.delete_user(user_id))
+        return Identity(user_id=user_id, username=username, password=password, group=group, group_id=group_id)
+
+    def access_token(
+        self, identity: Identity, *, client_id: str = TESTS_CLIENT_ID, issuer_host: str | None = None
+    ) -> str:
+        """Sign `identity` in through the direct-access grant and hand back the
+        access token Keycloak signed, exactly as it came off the wire."""
+        result: Final = post_form_external(
+            self.token_url(self.realm),
+            form=TokenGrantForm(client_id=client_id, username=identity.username, password=identity.password),
+            response_type=TokenResponse,
+            headers=TokenRequestHeaders(host=issuer_host),
+        )
+        return self._token(result, f"a token for {identity.username}")
+
+
+def keycloak_from_env() -> Keycloak:
+    admin_username: Final = os.environ.get(KEYCLOAK_ADMIN_USER_ENV, "").strip()
+    admin_password: Final = os.environ.get(KEYCLOAK_ADMIN_PASSWORD_ENV, "").strip()
+    if not admin_username or not admin_password:
+        pytest.fail(
+            f"The JWT suite needs {KEYCLOAK_ADMIN_USER_ENV} and {KEYCLOAK_ADMIN_PASSWORD_ENV} to provision "
+            f"identities in its Keycloak realm, and neither may be empty. {_START_HINT}"
+        )
+    return Keycloak(
+        base_url=os.environ.get(KEYCLOAK_URL_ENV, DEFAULT_KEYCLOAK_URL).rstrip("/"),
+        realm=os.environ.get(KEYCLOAK_REALM_ENV, "").strip() or DEFAULT_REALM,
+        admin_username=admin_username,
+        admin_password=admin_password,
+    )
diff --git a/tests/e2e/idp_realm.json b/tests/e2e/idp_realm.json
new file mode 100644
index 00000000000..3b747e7a5dd
--- /dev/null
+++ b/tests/e2e/idp_realm.json
@@ -0,0 +1,210 @@
+{
+  "realm": "litellm-e2e",
+  "enabled": true,
+  "sslRequired": "none",
+  "registrationAllowed": false,
+  "accessTokenLifespan": 300,
+  "clients": [
+    {
+      "clientId": "litellm-e2e-tests",
+      "enabled": true,
+      "publicClient": true,
+      "standardFlowEnabled": false,
+      "directAccessGrantsEnabled": true,
+      "protocolMappers": [
+        {
+          "name": "groups",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-group-membership-mapper",
+          "consentRequired": false,
+          "config": {
+            "claim.name": "groups",
+            "full.path": "false",
+            "access.token.claim": "true",
+            "id.token.claim": "true",
+            "userinfo.token.claim": "true"
+          }
+        },
+        {
+          "name": "litellm-audience",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-audience-mapper",
+          "consentRequired": false,
+          "config": {
+            "included.custom.audience": "litellm-e2e",
+            "access.token.claim": "true",
+            "id.token.claim": "false"
+          }
+        }
+      ],
+      "defaultClientScopes": [
+        "email",
+        "basic"
+      ]
+    },
+    {
+      "clientId": "litellm-e2e-shortlived",
+      "enabled": true,
+      "publicClient": true,
+      "standardFlowEnabled": false,
+      "directAccessGrantsEnabled": true,
+      "attributes": {
+        "access.token.lifespan": "1"
+      },
+      "protocolMappers": [
+        {
+          "name": "groups",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-group-membership-mapper",
+          "consentRequired": false,
+          "config": {
+            "claim.name": "groups",
+            "full.path": "false",
+            "access.token.claim": "true",
+            "id.token.claim": "true",
+            "userinfo.token.claim": "true"
+          }
+        },
+        {
+          "name": "litellm-audience",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-audience-mapper",
+          "consentRequired": false,
+          "config": {
+            "included.custom.audience": "litellm-e2e",
+            "access.token.claim": "true",
+            "id.token.claim": "false"
+          }
+        }
+      ],
+      "defaultClientScopes": [
+        "email",
+        "basic"
+      ]
+    },
+    {
+      "clientId": "litellm-e2e-admin",
+      "enabled": true,
+      "publicClient": true,
+      "standardFlowEnabled": false,
+      "directAccessGrantsEnabled": true,
+      "defaultClientScopes": [
+        "email",
+        "litellm_proxy_admin",
+        "basic"
+      ],
+      "protocolMappers": [
+        {
+          "name": "groups",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-group-membership-mapper",
+          "consentRequired": false,
+          "config": {
+            "claim.name": "groups",
+            "full.path": "false",
+            "access.token.claim": "true",
+            "id.token.claim": "true",
+            "userinfo.token.claim": "true"
+          }
+        },
+        {
+          "name": "litellm-audience",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-audience-mapper",
+          "consentRequired": false,
+          "config": {
+            "included.custom.audience": "litellm-e2e",
+            "access.token.claim": "true",
+            "id.token.claim": "false"
+          }
+        }
+      ]
+    },
+    {
+      "clientId": "litellm-e2e-other-app",
+      "enabled": true,
+      "publicClient": true,
+      "standardFlowEnabled": false,
+      "directAccessGrantsEnabled": true,
+      "defaultClientScopes": [
+        "email",
+        "basic"
+      ],
+      "protocolMappers": [
+        {
+          "name": "groups",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-group-membership-mapper",
+          "consentRequired": false,
+          "config": {
+            "claim.name": "groups",
+            "full.path": "false",
+            "access.token.claim": "true",
+            "id.token.claim": "true",
+            "userinfo.token.claim": "true"
+          }
+        },
+        {
+          "name": "litellm-audience",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-audience-mapper",
+          "consentRequired": false,
+          "config": {
+            "included.custom.audience": "litellm-e2e-other-app",
+            "access.token.claim": "true",
+            "id.token.claim": "false"
+          }
+        }
+      ]
+    }
+  ],
+  "clientScopes": [
+    {
+      "name": "litellm_proxy_admin",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "true",
+        "display.on.consent.screen": "false"
+      }
+    },
+    {
+      "name": "email",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "true"
+      },
+      "protocolMappers": [
+        {
+          "name": "email",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-usermodel-property-mapper",
+          "config": {
+            "user.attribute": "email",
+            "claim.name": "email",
+            "jsonType.label": "String",
+            "access.token.claim": "true",
+            "id.token.claim": "true",
+            "userinfo.token.claim": "true"
+          }
+        }
+      ]
+    },
+    {
+      "name": "basic",
+      "protocol": "openid-connect",
+      "attributes": {
+        "include.in.token.scope": "false"
+      },
+      "protocolMappers": [
+        {
+          "name": "sub",
+          "protocol": "openid-connect",
+          "protocolMapper": "oidc-sub-mapper",
+          "config": {
+            "access.token.claim": "true"
+          }
+        }
+      ]
+    }
+  ]
+}
diff --git a/tests/e2e/load/conftest.py b/tests/e2e/load/conftest.py
index 3a926ef2a61..fa608d157cc 100644
--- a/tests/e2e/load/conftest.py
+++ b/tests/e2e/load/conftest.py
@@ -3,26 +3,23 @@ from __future__ import annotations
 import os
 
 import pytest
-
-from e2e_config import WEEKLY_ANOMALY_OPT_IN_ENV
+from e2e_config import REDIS_CHAOS_OPT_IN_ENV, WEEKLY_ANOMALY_OPT_IN_ENV
 from load_client import LoadClient, build_client
 from proxy_client import ProxyClient
 
+_OPT_IN_MARKERS = (
+    ("weekly", WEEKLY_ANOMALY_OPT_IN_ENV),
+    ("redis_chaos", REDIS_CHAOS_OPT_IN_ENV),
+)
 
-def pytest_collection_modifyitems(
-    config: pytest.Config, items: list[pytest.Item]
-) -> None:
-    if os.environ.get(WEEKLY_ANOMALY_OPT_IN_ENV):
-        return
-    deselected = [
-        item for item in items if item.get_closest_marker("weekly") is not None
-    ]
+
+def pytest_collection_modifyitems(config: pytest.Config, items: list[pytest.Item]) -> None:
+    opted_out = {marker for marker, opt_in_env in _OPT_IN_MARKERS if not os.environ.get(opt_in_env)}
+    deselected = [item for item in items if any(item.get_closest_marker(marker) is not None for marker in opted_out)]
     if not deselected:
         return
     config.hook.pytest_deselected(items=deselected)
-    items[:] = [
-        item for item in items if item.get_closest_marker("weekly") is None
-    ]
+    items[:] = [item for item in items if item not in deselected]
 
 
 @pytest.fixture(scope="session")
diff --git a/tests/e2e/load/locust_load.py b/tests/e2e/load/locust_load.py
index e0da8ba70c2..40f9f333db5 100644
--- a/tests/e2e/load/locust_load.py
+++ b/tests/e2e/load/locust_load.py
@@ -1,17 +1,26 @@
 from __future__ import annotations
 
 import csv
+import os
+import subprocess
+import sys
+import tempfile
+from collections.abc import Sequence
 from dataclasses import dataclass
 from itertools import accumulate
 from pathlib import Path
+from typing import Final
 
 from pydantic import BaseModel, TypeAdapter
 
+_LOCUSTFILE = Path(__file__).with_name("locustfile.py")
+_CSV_PREFIX = "locust"
 _GENERATOR_SATURATION_MARKER = "CPU usage above"
 _MAX_REPORTED_ERRORS = 5
 
 
 class LocustStatEntry(BaseModel):
+    name: str
     num_requests: int
     num_failures: int
     start_time: float
@@ -29,12 +38,25 @@ class LoadError:
     occurrences: int
 
 
+@dataclass(frozen=True, slots=True)
+class EndpointLoad:
+    """One route's share of a phase, so a run that silently drove only one of them is visible."""
+
+    name: str
+    requests: int
+    failures: int
+    p50_seconds: float
+
+
 @dataclass(frozen=True, slots=True)
 class LoadResult:
     requests: int
     failures: int
     requests_per_second: float
-    median_response_seconds: float
+    p50_seconds: float
+    p90_seconds: float
+    p99_seconds: float
+    endpoints: tuple[EndpointLoad, ...]
     errors: tuple[LoadError, ...]
     generator_warnings: tuple[str, ...]
 
@@ -53,33 +75,65 @@ class LoadResult:
             lines.append("locust recorded no error breakdown")
         return "; ".join((*lines, *self.generator_warnings))
 
+    def latency_summary(self) -> str:
+        return f"p50 {self.p50_seconds:.3f}s, p90 {self.p90_seconds:.3f}s, p99 {self.p99_seconds:.3f}s"
 
-def median_seconds(entries: list[LocustStatEntry]) -> float:
-    samples = sorted(
-        (milliseconds, count) for entry in entries for milliseconds, count in entry.response_times.items()
-    )
+    def endpoint_summary(self) -> str:
+        return ", ".join(
+            f"{endpoint.name} {endpoint.requests} requests, {endpoint.failures} failures, "
+            f"p50 {endpoint.p50_seconds:.3f}s"
+            for endpoint in self.endpoints
+        )
+
+
+def percentile_seconds(entries: Sequence[LocustStatEntry], fraction: float) -> float:
+    """The response time at `fraction` of the merged histograms, in seconds.
+
+    Locust buckets response times by millisecond, so this reads the first bucket whose
+    running count reaches the rank, the same lower-sample convention locust's own
+    percentiles use.
+    """
+    samples = sorted((milliseconds, count) for entry in entries for milliseconds, count in entry.response_times.items())
     total = sum(count for _, count in samples)
     if total == 0:
         return 0.0
     running = accumulate(count for _, count in samples)
-    return next(
-        milliseconds for (milliseconds, _), seen in zip(samples, running) if seen >= total / 2
-    ) / 1000.0
+    rank: Final = total * fraction
+    return next(milliseconds for (milliseconds, _), seen in zip(samples, running) if seen >= rank) / 1000.0
+
+
+def per_endpoint(entries: Sequence[LocustStatEntry]) -> tuple[EndpointLoad, ...]:
+    """Each locust request name's own totals, in the order the names first appear."""
+    names: Final = tuple(dict.fromkeys(entry.name for entry in entries))
+    grouped: Final = ((name, tuple(entry for entry in entries if entry.name == name)) for name in names)
+    return tuple(
+        EndpointLoad(
+            name=name,
+            requests=sum(entry.num_requests for entry in group),
+            failures=sum(entry.num_failures for entry in group),
+            p50_seconds=percentile_seconds(group, 0.5),
+        )
+        for name, group in grouped
+    )
 
 
 def aggregate_stats(
-    entries: list[LocustStatEntry],
+    entries: Sequence[LocustStatEntry],
     errors: tuple[LoadError, ...],
     generator_warnings: tuple[str, ...],
 ) -> LoadResult:
     requests = sum(entry.num_requests for entry in entries)
     failures = sum(entry.num_failures for entry in entries)
+    endpoints = per_endpoint(entries)
     if not entries or requests == 0:
         return LoadResult(
             requests=requests,
             failures=failures,
             requests_per_second=0.0,
-            median_response_seconds=0.0,
+            p50_seconds=0.0,
+            p90_seconds=0.0,
+            p99_seconds=0.0,
+            endpoints=endpoints,
             errors=errors,
             generator_warnings=generator_warnings,
         )
@@ -88,7 +142,10 @@ def aggregate_stats(
         requests=requests,
         failures=failures,
         requests_per_second=requests / elapsed if elapsed > 0 else 0.0,
-        median_response_seconds=median_seconds(entries),
+        p50_seconds=percentile_seconds(entries, 0.5),
+        p90_seconds=percentile_seconds(entries, 0.9),
+        p99_seconds=percentile_seconds(entries, 0.99),
+        endpoints=endpoints,
         errors=errors,
         generator_warnings=generator_warnings,
     )
@@ -121,3 +178,74 @@ def read_generator_warnings(stderr: str) -> tuple[str, ...]:
         if _GENERATOR_SATURATION_MARKER in line
     )
     return tuple(dict.fromkeys(saturated))
+
+
+def run_gateway_load(
+    *,
+    base_url: str,
+    api_keys: tuple[str, ...],
+    model: str,
+    endpoints: tuple[str, ...],
+    users: int,
+    spawn_rate: float,
+    duration_seconds: float,
+) -> LoadResult:
+    """Drive `endpoints` from headless locust and aggregate what it reported.
+
+    Each simulated user picks one of `api_keys`, so auth and budget lookups spread over a
+    pool of virtual keys instead of keeping one key's cache entry permanently warm, and one
+    of `endpoints` round robin, so the run covers every route the caller asked for.
+    """
+    with tempfile.TemporaryDirectory(prefix="e2e-load-") as report_dir:
+        csv_prefix = Path(report_dir) / _CSV_PREFIX
+        completed = subprocess.run(
+            [
+                sys.executable,
+                "-m",
+                "locust",
+                "--headless",
+                "--json",
+                "--csv",
+                str(csv_prefix),
+                "--locustfile",
+                str(_LOCUSTFILE),
+                "--host",
+                base_url,
+                "--users",
+                str(users),
+                "--spawn-rate",
+                str(spawn_rate),
+                "--run-time",
+                f"{int(duration_seconds)}s",
+                "--exit-code-on-error",
+                "0",
+            ],
+            env={
+                **os.environ,
+                "LOAD_API_KEYS": ",".join(api_keys),
+                "LOAD_MODEL": model,
+                "LOAD_ENDPOINTS": ",".join(endpoints),
+            },
+            capture_output=True,
+            text=True,
+            timeout=duration_seconds + 120,
+            check=False,
+        )
+        if completed.returncode != 0:
+            raise RuntimeError(
+                f"locust exited {completed.returncode} before it could report throughput "
+                f"(a startup failure, not request failures, which are folded into the JSON summary via "
+                f"--exit-code-on-error 0):\n{completed.stderr}"
+            )
+        try:
+            entries = _STATS_ADAPTER.validate_json(completed.stdout)
+        except ValueError as exc:
+            raise RuntimeError(
+                f"locust exited 0 but did not print a parseable --json throughput summary on stdout; "
+                f"got stdout={completed.stdout!r}, stderr={completed.stderr!r}"
+            ) from exc
+        return aggregate_stats(
+            entries,
+            read_errors(csv_prefix.with_name(f"{_CSV_PREFIX}_failures.csv")),
+            read_generator_warnings(completed.stderr),
+        )
diff --git a/tests/e2e/load/locustfile.py b/tests/e2e/load/locustfile.py
new file mode 100644
index 00000000000..9b7bdf2ee1e
--- /dev/null
+++ b/tests/e2e/load/locustfile.py
@@ -0,0 +1,52 @@
+from __future__ import annotations
+
+import os
+import random
+import uuid
+from itertools import cycle
+from typing import Final
+
+from locust import FastHttpUser, constant, task
+
+_MODEL: Final = os.environ["LOAD_MODEL"]
+_API_KEYS: Final = tuple(os.environ["LOAD_API_KEYS"].split(","))
+_NEXT_ENDPOINT: Final = cycle(os.environ["LOAD_ENDPOINTS"].split(","))
+_FILLER: Final = "x" * 40_000
+
+
+def _payload() -> dict[str, object]:
+    """A prompt no other request sent, so the response cache never answers for the deployment.
+
+    Both endpoints take the same body: /v1/messages requires max_tokens, which /chat/completions
+    also accepts, so one payload serves the whole round robin. Padded to tens of KB so a
+    per-request bookkeeping cost that scales with body size (string formatting, hashing) shows
+    up in the CPU and log-size budgets instead of hiding behind a 40-byte prompt.
+    """
+    return {
+        "model": _MODEL,
+        "messages": [{"role": "user", "content": f"load test ping {uuid.uuid4().hex} {_FILLER}"}],
+        "max_tokens": 16,
+    }
+
+
+class GatewayUser(FastHttpUser):
+    """One simulated user, pinned to one endpoint for its lifetime.
+
+    Endpoints are handed out round robin as users spawn, so a run spreads evenly over them
+    while each user's traffic stays on a single route, the way a real client behaves.
+    """
+
+    wait_time = constant(0)
+
+    def on_start(self) -> None:
+        self.headers = {"Authorization": f"Bearer {random.choice(_API_KEYS)}"}
+        self.endpoint = next(_NEXT_ENDPOINT)
+
+    @task
+    def call(self) -> None:
+        self.client.post(  # pyright: ignore[reportUnknownMemberType]  # locust FastHttpSession.post types json/**kwargs as Any
+            self.endpoint,
+            json=_payload(),
+            headers=self.headers,
+            name=self.endpoint,
+        )
diff --git a/tests/e2e/load/phase_budget.py b/tests/e2e/load/phase_budget.py
new file mode 100644
index 00000000000..066e2579da8
--- /dev/null
+++ b/tests/e2e/load/phase_budget.py
@@ -0,0 +1,81 @@
+"""Comparing one load phase against another, for tests that degrade a dependency mid-run.
+
+Two shapes of ceiling, because the metrics divide into two kinds. RSS and CPU are
+machine-shaped: RSS scales with worker count and CPU with core count, so an absolute number
+calibrated on one runner means nothing on the next, and what travels is the ratio against a
+healthy phase measured on the same machine in the same run. Latency and log volume are not:
+a ratio there is actively misleading, because a dependency that fails fast once its breaker
+opens can make the degraded phase look cheaper than the healthy one while still being far
+slower or noisier than a user should ever see. Those get a flat ceiling, which is the promise
+the test is actually making.
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Final, TypeAlias
+
+
+def _rendered(value: float, unit: str, decimals: int) -> str:
+    return f"{value:.{decimals}f}{unit}"
+
+
+@dataclass(frozen=True, slots=True)
+class RatioBudget:
+    """One metric's healthy value, its degraded value, and how much growth is allowed."""
+
+    name: str
+    baseline: float
+    degraded: float
+    ratio_ceiling: float
+    unit: str
+    decimals: int = 1
+
+    @property
+    def ratio(self) -> float | None:
+        """How many times the baseline the degraded value is, or None if there is no baseline."""
+        return self.degraded / self.baseline if self.baseline > 0 else None
+
+    def violation(self) -> str | None:
+        """Why this metric fails its budget, or None if it passes."""
+        ratio: Final = self.ratio
+        if ratio is None:
+            return (
+                f"{self.name} measured {_rendered(self.baseline, self.unit, self.decimals)} in the healthy phase, "
+                f"so there is nothing to compare the degraded phase against; the measurement did not happen"
+            )
+        if ratio > self.ratio_ceiling:
+            return (
+                f"{self.name} went from {_rendered(self.baseline, self.unit, self.decimals)} healthy to "
+                f"{_rendered(self.degraded, self.unit, self.decimals)} degraded, {ratio:.1f}x the baseline and past "
+                f"the {self.ratio_ceiling:.1f}x allowed"
+            )
+        return None
+
+
+@dataclass(frozen=True, slots=True)
+class AbsoluteBudget:
+    """One metric's degraded value against a flat ceiling, for metrics a ratio cannot bound."""
+
+    name: str
+    measured: float
+    ceiling: float
+    unit: str
+    decimals: int = 1
+
+    def violation(self) -> str | None:
+        """Why this metric fails its budget, or None if it passes."""
+        if self.measured > self.ceiling:
+            return (
+                f"{self.name} measured {_rendered(self.measured, self.unit, self.decimals)} in the degraded phase, "
+                f"past the {_rendered(self.ceiling, self.unit, self.decimals)} allowed"
+            )
+        return None
+
+
+Budget: TypeAlias = RatioBudget | AbsoluteBudget
+
+
+def violations(budgets: tuple[Budget, ...]) -> tuple[str, ...]:
+    """Every budget the run blew, so one failure reports all of them instead of the first."""
+    return tuple(violation for budget in budgets if (violation := budget.violation()) is not None)
diff --git a/tests/e2e/load/proxy_usage.py b/tests/e2e/load/proxy_usage.py
new file mode 100644
index 00000000000..83463c078b8
--- /dev/null
+++ b/tests/e2e/load/proxy_usage.py
@@ -0,0 +1,164 @@
+"""Resident memory and CPU of the proxy process tree, sampled on a background thread.
+
+The proxy under load runs several worker processes, and `/metrics` cannot report their
+memory: litellm sets PROMETHEUS_MULTIPROC_DIR when num_workers > 1, and the multiprocess
+collector drops the process collector's `process_resident_memory_bytes` /
+`process_cpu_seconds_total` entirely. So the test measures the tree itself through psutil,
+which needs the proxy to run on the same host as the test.
+"""
+
+from __future__ import annotations
+
+import math
+import threading
+import time
+from dataclasses import dataclass
+from typing import Final
+
+import psutil
+from pydantic import BaseModel, ConfigDict
+
+
+class _MemoryInfo(BaseModel):
+    model_config = ConfigDict(from_attributes=True)
+
+    rss: int
+
+
+@dataclass(frozen=True, slots=True)
+class UsageSample:
+    elapsed_seconds: float
+    rss_bytes: int
+    cpu_seconds: float
+
+
+@dataclass(frozen=True, slots=True)
+class UsageWindow:
+    """The samples taken across one phase, plus what they say about that phase."""
+
+    samples: tuple[UsageSample, ...]
+
+    def rss_percentile(self, fraction: float) -> int:
+        if not self.samples:
+            return 0
+        ordered: Final = sorted(sample.rss_bytes for sample in self.samples)
+        return ordered[_rank(len(ordered), fraction)]
+
+    def cpu_seconds_consumed(self) -> float:
+        """CPU seconds the tree burned across the window, from its monotonic counter."""
+        if len(self.samples) < 2:
+            return 0.0
+        return self.samples[-1].cpu_seconds - self.samples[0].cpu_seconds
+
+    def cpu_seconds_per_request(self, requests: int) -> float:
+        """CPU seconds the tree spent per request served.
+
+        The portable cost figure: cores-busy saturates at the worker count under enough load,
+        so it reads the same whether a request costs 10 ms of CPU or 40 ms. This does not.
+        """
+        return self.cpu_seconds_consumed() / requests if requests else 0.0
+
+    def cpu_utilization_percentiles(self) -> tuple[float, float, float]:
+        """Per-interval CPU utilization (cores busy) at p50, p90 and p99.
+
+        Derived from consecutive samples of the cumulative counter rather than
+        psutil's own cpu_percent, so it covers every process in the tree including
+        workers that came and went between samples.
+        """
+        rates: Final = sorted(
+            (later.cpu_seconds - earlier.cpu_seconds) / (later.elapsed_seconds - earlier.elapsed_seconds)
+            for earlier, later in zip(self.samples, self.samples[1:])
+            if later.elapsed_seconds > earlier.elapsed_seconds
+        )
+        if not rates:
+            return 0.0, 0.0, 0.0
+        return (
+            rates[_rank(len(rates), 0.5)],
+            rates[_rank(len(rates), 0.9)],
+            rates[_rank(len(rates), 0.99)],
+        )
+
+    def summary(self) -> str:
+        p50_cpu, p90_cpu, p99_cpu = self.cpu_utilization_percentiles()
+        return (
+            f"RSS p50 {self.rss_percentile(0.5) / 2**20:.0f} MB, "
+            f"p90 {self.rss_percentile(0.9) / 2**20:.0f} MB, "
+            f"p99 {self.rss_percentile(0.99) / 2**20:.0f} MB; "
+            f"CPU cores busy p50 {p50_cpu:.2f}, p90 {p90_cpu:.2f}, p99 {p99_cpu:.2f}; "
+            f"{self.cpu_seconds_consumed():.1f} CPU seconds consumed"
+        )
+
+
+def _rank(count: int, fraction: float) -> int:
+    """Index of the sample at `fraction`, the same lower-sample convention as locust's percentiles."""
+    return min(count - 1, max(0, math.ceil(count * fraction) - 1))
+
+
+def _read_process(process: psutil.Process) -> tuple[int, float] | None:
+    try:
+        with process.oneshot():
+            memory: Final = _MemoryInfo.model_validate(process.memory_info())
+            times: Final = process.cpu_times()
+            return memory.rss, times.user + times.system
+    except (psutil.NoSuchProcess, psutil.AccessDenied):
+        return None
+
+
+class ProxyUsageSampler:
+    """Samples the proxy process tree every `interval_seconds` until stopped.
+
+    `split()` returns the samples taken so far and starts a new window, so one sampler
+    covers a baseline phase and a chaos phase without a gap between them.
+    """
+
+    def __init__(self, pid: int, interval_seconds: float = 1.0) -> None:
+        self._process: Final = psutil.Process(pid)
+        self._interval: Final = interval_seconds
+        self._stop: Final = threading.Event()
+        self._lock: Final = threading.Lock()
+        self._samples: list[UsageSample] = []  # mutable-ok: a sampling buffer the reader drains under a lock
+        self._started: Final = time.monotonic()
+        self._thread: Final = threading.Thread(target=self._run, name="proxy-usage-sampler", daemon=True)
+
+    def __enter__(self) -> ProxyUsageSampler:
+        self._thread.start()
+        return self
+
+    def __exit__(self, *_: object) -> None:
+        self._stop.set()
+        self._thread.join(timeout=self._interval * 5)
+
+    def _tree(self) -> tuple[psutil.Process, ...]:
+        try:
+            return (self._process, *self._process.children(recursive=True))
+        except psutil.NoSuchProcess:
+            return ()
+
+    def _sample(self) -> UsageSample | None:
+        readings: Final = tuple(reading for process in self._tree() if (reading := _read_process(process)) is not None)
+        if not readings:
+            return None
+        return UsageSample(
+            elapsed_seconds=time.monotonic() - self._started,
+            rss_bytes=sum(rss for rss, _ in readings),
+            cpu_seconds=sum(cpu for _, cpu in readings),
+        )
+
+    def _run(self) -> None:
+        while not self._stop.is_set():
+            sample = self._sample()
+            if sample is not None:
+                with self._lock:
+                    self._samples.append(sample)
+            self._stop.wait(self._interval)
+
+    def split(self) -> UsageWindow:
+        """The window that ends now; the next one starts from this window's last sample.
+
+        The boundary sample is carried into the next window so its CPU counter has a
+        starting point, which is what makes the two windows' utilization comparable.
+        """
+        with self._lock:
+            taken = tuple(self._samples)
+            self._samples = [taken[-1]] if taken else []  # rebind-ok: drains the buffer under the lock
+        return UsageWindow(samples=taken)
diff --git a/tests/e2e/load/test_locust_load.py b/tests/e2e/load/test_locust_load.py
index e3cc6f3efd5..af3e1483099 100644
--- a/tests/e2e/load/test_locust_load.py
+++ b/tests/e2e/load/test_locust_load.py
@@ -1,13 +1,14 @@
 from __future__ import annotations
 
 from pathlib import Path
+from typing import Final
 
 from locust_load import (
     LoadError,
     LoadResult,
     LocustStatEntry,
     aggregate_stats,
-    median_seconds,
+    percentile_seconds,
     read_errors,
     read_generator_warnings,
 )
@@ -18,12 +19,14 @@ _FAILURES_HEADER = "Method,Name,Error,Occurrences,First Seen,Last Seen\n"
 def _entry(
     *,
     num_requests: int,
+    name: str = "/chat/completions",
     num_failures: int = 0,
     start_time: float = 1000.0,
     last_request_timestamp: float = 1010.0,
     response_times: dict[int, int] | None = None,
 ) -> LocustStatEntry:
     return LocustStatEntry(
+        name=name,
         num_requests=num_requests,
         num_failures=num_failures,
         start_time=start_time,
@@ -41,35 +44,48 @@ def _result(
         requests=10,
         failures=10,
         requests_per_second=1.0,
-        median_response_seconds=0.05,
+        p50_seconds=0.05,
+        p90_seconds=0.08,
+        p99_seconds=0.1,
+        endpoints=(),
         errors=errors,
         generator_warnings=generator_warnings,
     )
 
 
-class TestSerialLatency:
+class TestPercentiles:
     def test_median_is_the_middle_sample_not_the_mean_a_slow_tail_would_drag(self) -> None:
         # Nine fast requests and one very slow one: the mean is 1.99s, the median is 20ms.
         entry = _entry(num_requests=10, response_times={20: 9, 20000: 1})
 
-        assert median_seconds([entry]) == 0.02
+        assert percentile_seconds([entry], 0.5) == 0.02
 
-    def test_median_merges_the_histograms_of_every_stats_entry(self) -> None:
+    def test_the_tail_percentiles_reach_the_slow_samples_the_median_hides(self) -> None:
+        # 100 samples: 89 fast, 10 slow, 1 very slow. p50 sits in the fast bucket, p90 in the
+        # slow one, and p99 lands on the single very slow sample.
+        entry = _entry(num_requests=100, response_times={20: 89, 500: 10, 20000: 1})
+
+        assert percentile_seconds([entry], 0.5) == 0.02
+        assert percentile_seconds([entry], 0.9) == 0.5
+        assert percentile_seconds([entry], 0.99) == 0.5
+        assert percentile_seconds([entry], 1.0) == 20.0
+
+    def test_percentiles_merge_the_histograms_of_every_stats_entry(self) -> None:
         # Per entry the median would be 10ms and 90ms; merged, the middle of the five samples is 90ms.
         entries = [
             _entry(num_requests=2, response_times={10: 2}),
             _entry(num_requests=3, response_times={90: 3}),
         ]
 
-        assert median_seconds(entries) == 0.09
+        assert percentile_seconds(entries, 0.5) == 0.09
 
     def test_an_even_split_takes_the_lower_middle_sample_as_locust_itself_does(self) -> None:
         entry = _entry(num_requests=4, response_times={10: 2, 90: 2})
 
-        assert median_seconds([entry]) == 0.01
+        assert percentile_seconds([entry], 0.5) == 0.01
 
     def test_no_samples_reports_zero_rather_than_dividing_by_an_empty_histogram(self) -> None:
-        assert median_seconds([]) == 0.0
+        assert percentile_seconds([], 0.5) == 0.0
 
 
 class TestAggregate:
@@ -84,9 +100,20 @@ class TestAggregate:
         result = aggregate_stats([entry], (), ())
 
         assert result.requests_per_second == 3.0
-        assert result.median_response_seconds == 0.057
+        assert result.p50_seconds == 0.057
+        assert result.p99_seconds == 0.057
         assert result.failure_ratio == 0.0
 
+    def test_tail_percentiles_come_from_the_slow_end_of_the_histogram(self) -> None:
+        entry = _entry(num_requests=100, response_times={20: 89, 500: 10, 3000: 1})
+
+        result = aggregate_stats([entry], (), ())
+
+        assert result.p50_seconds == 0.02
+        assert result.p90_seconds == 0.5
+        assert result.p99_seconds == 0.5
+        assert result.latency_summary() == "p50 0.020s, p90 0.500s, p99 0.500s"
+
     def test_throughput_spans_from_the_earliest_start_when_locust_reports_several_entries(self) -> None:
         entries = [
             _entry(num_requests=60, start_time=1000.0, last_request_timestamp=1030.0),
@@ -103,6 +130,49 @@ class TestAggregate:
         assert result.requests == 0
         assert result.requests_per_second == 0.0
         assert result.failure_ratio == 1.0
+        assert result.endpoints == ()
+
+
+class TestPerEndpoint:
+    def test_each_route_keeps_its_own_requests_failures_and_median(self) -> None:
+        entries: Final = (
+            _entry(name="/chat/completions", num_requests=100, response_times={20: 100}),
+            _entry(name="/v1/messages", num_requests=40, num_failures=3, response_times={900: 40}),
+        )
+
+        result: Final = aggregate_stats(entries, (), ())
+
+        assert tuple((one.name, one.requests, one.failures, one.p50_seconds) for one in result.endpoints) == (
+            ("/chat/completions", 100, 0, 0.02),
+            ("/v1/messages", 40, 3, 0.9),
+        )
+
+    def test_several_stats_entries_for_one_route_fold_into_a_single_row(self) -> None:
+        entries: Final = (
+            _entry(name="/v1/messages", num_requests=10, response_times={30: 10}),
+            _entry(name="/v1/messages", num_requests=30, num_failures=1, response_times={30: 30}),
+        )
+
+        result: Final = aggregate_stats(entries, (), ())
+
+        assert tuple((one.name, one.requests, one.failures) for one in result.endpoints) == (("/v1/messages", 40, 1),)
+
+    def test_a_route_that_never_ran_is_absent_so_a_one_sided_run_cannot_pass_unnoticed(self) -> None:
+        result: Final = aggregate_stats((_entry(name="/chat/completions", num_requests=10),), (), ())
+
+        assert tuple(one.name for one in result.endpoints) == ("/chat/completions",)
+
+    def test_the_summary_names_every_route_with_its_counts(self) -> None:
+        entries: Final = (
+            _entry(name="/chat/completions", num_requests=2, response_times={20: 2}),
+            _entry(name="/v1/messages", num_requests=1, num_failures=1, response_times={500: 1}),
+        )
+
+        result: Final = aggregate_stats(entries, (), ())
+
+        assert result.endpoint_summary() == (
+            "/chat/completions 2 requests, 0 failures, p50 0.020s, /v1/messages 1 requests, 1 failures, p50 0.500s"
+        )
 
 
 class TestErrorBreakdown:
@@ -133,8 +203,7 @@ class TestErrorBreakdown:
     def test_diagnosis_caps_the_list_and_says_how_many_it_left_out(self) -> None:
         result = _result(
             errors=tuple(
-                LoadError(name="/chat/completions", error=f"error-{index}", occurrences=index)
-                for index in range(1, 9)
+                LoadError(name="/chat/completions", error=f"error-{index}", occurrences=index) for index in range(1, 9)
             )
         )
 
diff --git a/tests/e2e/load/test_phase_budget.py b/tests/e2e/load/test_phase_budget.py
new file mode 100644
index 00000000000..ea9e56afb0d
--- /dev/null
+++ b/tests/e2e/load/test_phase_budget.py
@@ -0,0 +1,105 @@
+from __future__ import annotations
+
+from typing import Final
+
+from phase_budget import AbsoluteBudget, RatioBudget, violations
+
+
+def _budget(*, baseline: float, degraded: float, ceiling: float = 2.0) -> RatioBudget:
+    return RatioBudget(
+        name="p99 RSS", baseline=baseline, degraded=degraded, ratio_ceiling=ceiling, unit=" MB", decimals=0
+    )
+
+
+class TestRatioBudget:
+    def test_growth_within_the_ceiling_is_not_a_violation(self) -> None:
+        assert _budget(baseline=100, degraded=199).violation() is None
+
+    def test_growth_exactly_at_the_ceiling_is_allowed(self) -> None:
+        assert _budget(baseline=100, degraded=200).violation() is None
+
+    def test_growth_past_the_ceiling_reports_both_values_and_the_ratio(self) -> None:
+        violation: Final = _budget(baseline=100, degraded=250).violation()
+
+        assert violation is not None
+        assert "100 MB" in violation
+        assert "250 MB" in violation
+        assert "2.5x" in violation
+        assert "2.0x allowed" in violation
+
+    def test_shrinking_is_never_a_violation(self) -> None:
+        assert _budget(baseline=100, degraded=10).violation() is None
+
+    def test_a_missing_baseline_is_a_violation_rather_than_a_silent_pass(self) -> None:
+        # The trap this guards: 0 as a baseline would make every ratio a division by zero, and
+        # treating it as "no growth" would pass a run that measured nothing at all.
+        violation: Final = _budget(baseline=0, degraded=4000).violation()
+
+        assert violation is not None
+        assert "nothing to compare" in violation
+
+    def test_the_unit_and_decimals_carry_into_the_message(self) -> None:
+        violation: Final = RatioBudget(
+            name="p99 latency", baseline=0.16, degraded=9.5, ratio_ceiling=8.0, unit="s", decimals=3
+        ).violation()
+
+        assert violation is not None
+        assert "0.160s" in violation
+        assert "9.500s" in violation
+
+
+class TestAbsoluteBudget:
+    def test_a_value_under_the_ceiling_is_not_a_violation(self) -> None:
+        assert AbsoluteBudget(name="p99 latency", measured=1.2, ceiling=5.0, unit="s", decimals=3).violation() is None
+
+    def test_a_value_exactly_at_the_ceiling_is_allowed(self) -> None:
+        assert AbsoluteBudget(name="p99 latency", measured=5.0, ceiling=5.0, unit="s", decimals=3).violation() is None
+
+    def test_a_value_past_the_ceiling_reports_the_measurement_and_the_ceiling(self) -> None:
+        violation: Final = AbsoluteBudget(
+            name="p99 latency", measured=9.5, ceiling=5.0, unit="s", decimals=3
+        ).violation()
+
+        assert violation is not None
+        assert "9.500s" in violation
+        assert "5.000s allowed" in violation
+
+    def test_a_flat_ceiling_fails_a_degraded_phase_that_is_cheaper_than_its_baseline(self) -> None:
+        # The whole reason this shape exists: once the breaker opens, requests skip Redis instead
+        # of waiting on its socket timeout, so the chaos phase can measure faster than the healthy
+        # one. A ratio against that baseline passes; the user still waited 9.5s.
+        assert _budget(baseline=20.0, degraded=9.5, ceiling=2.0).violation() is None
+        assert AbsoluteBudget(name="p99 latency", measured=9.5, ceiling=5.0, unit="s").violation() is not None
+
+    def test_a_zero_measurement_is_not_a_violation(self) -> None:
+        assert AbsoluteBudget(name="log bytes per request", measured=0, ceiling=12_000, unit=" B").violation() is None
+
+
+class TestViolations:
+    def test_every_blown_budget_is_reported_not_just_the_first(self) -> None:
+        blown: Final = violations(
+            (
+                _budget(baseline=100, degraded=500),
+                _budget(baseline=100, degraded=120),
+                RatioBudget(name="CPU per request", baseline=10, degraded=90, ratio_ceiling=6.0, unit=" ms"),
+            )
+        )
+
+        assert len(blown) == 2
+        assert blown[0].startswith("p99 RSS")
+        assert blown[1].startswith("CPU per request")
+
+    def test_both_budget_shapes_report_together(self) -> None:
+        blown: Final = violations(
+            (
+                _budget(baseline=100, degraded=500),
+                AbsoluteBudget(name="p99 latency", measured=9.5, ceiling=5.0, unit="s", decimals=3),
+            )
+        )
+
+        assert len(blown) == 2
+        assert blown[0].startswith("p99 RSS")
+        assert blown[1].startswith("p99 latency")
+
+    def test_a_run_inside_every_budget_reports_nothing(self) -> None:
+        assert violations((_budget(baseline=100, degraded=150),)) == ()
diff --git a/tests/e2e/load/test_proxy_usage.py b/tests/e2e/load/test_proxy_usage.py
new file mode 100644
index 00000000000..915c564de50
--- /dev/null
+++ b/tests/e2e/load/test_proxy_usage.py
@@ -0,0 +1,71 @@
+from __future__ import annotations
+
+from typing import Final
+
+from proxy_usage import UsageSample, UsageWindow
+
+_MB: Final = 2**20
+
+
+def _window(*points: tuple[float, int, float]) -> UsageWindow:
+    return UsageWindow(
+        samples=tuple(
+            UsageSample(elapsed_seconds=elapsed, rss_bytes=rss, cpu_seconds=cpu) for elapsed, rss, cpu in points
+        )
+    )
+
+
+class TestRssPercentiles:
+    def test_the_tail_percentiles_reach_the_peak_the_median_hides(self) -> None:
+        # 100 one-second samples: 89 flat, 10 elevated, 1 spike. The median stays flat, p90 sees the
+        # elevated plateau, and only the max reaches the spike.
+        window: Final = _window(
+            *((float(i), 100 * _MB, float(i)) for i in range(89)),
+            *((float(89 + i), 300 * _MB, float(89 + i)) for i in range(10)),
+            (99.0, 900 * _MB, 99.0),
+        )
+
+        assert window.rss_percentile(0.5) == 100 * _MB
+        assert window.rss_percentile(0.9) == 300 * _MB
+        assert window.rss_percentile(0.99) == 300 * _MB
+        assert window.rss_percentile(1.0) == 900 * _MB
+
+    def test_an_empty_window_reports_zero_rather_than_indexing_nothing(self) -> None:
+        assert _window().rss_percentile(0.5) == 0
+
+
+class TestCpuUtilization:
+    def test_utilization_is_the_counter_delta_over_the_interval_not_the_counter_itself(self) -> None:
+        # The counter climbs 0.5 CPU seconds per second, then 4.0 per second: half a core, then four.
+        window: Final = _window((0.0, _MB, 0.0), (1.0, _MB, 0.5), (2.0, _MB, 1.0), (3.0, _MB, 5.0))
+
+        p50, p90, p99 = window.cpu_utilization_percentiles()
+
+        assert (p50, p90, p99) == (0.5, 4.0, 4.0)
+        assert window.cpu_seconds_consumed() == 5.0
+
+    def test_a_single_sample_has_no_interval_and_reports_zero(self) -> None:
+        window: Final = _window((0.0, _MB, 3.0))
+
+        assert window.cpu_utilization_percentiles() == (0.0, 0.0, 0.0)
+        assert window.cpu_seconds_consumed() == 0.0
+
+    def test_cost_per_request_separates_runs_that_cores_busy_reports_identically(self) -> None:
+        # Both windows pin 4 cores for 10 seconds, so utilization cannot tell them apart. The
+        # second one served a tenth of the traffic for the same CPU, which is the regression shape.
+        window: Final = _window(*((float(i), _MB, 4.0 * i) for i in range(11)))
+
+        assert window.cpu_utilization_percentiles()[0] == 4.0
+        assert window.cpu_seconds_per_request(4000) == 0.01
+        assert window.cpu_seconds_per_request(400) == 0.1
+
+    def test_no_requests_reports_zero_cost_rather_than_dividing_by_zero(self) -> None:
+        assert _window((0.0, _MB, 0.0), (1.0, _MB, 1.0)).cpu_seconds_per_request(0) == 0.0
+
+    def test_summary_reports_every_percentile_in_human_units(self) -> None:
+        window: Final = _window((0.0, 200 * _MB, 0.0), (1.0, 200 * _MB, 1.5), (2.0, 200 * _MB, 3.0))
+
+        assert window.summary() == (
+            "RSS p50 200 MB, p90 200 MB, p99 200 MB; "
+            "CPU cores busy p50 1.50, p90 1.50, p99 1.50; 3.0 CPU seconds consumed"
+        )
diff --git a/tests/e2e/load/test_redis_chaos_e2e.py b/tests/e2e/load/test_redis_chaos_e2e.py
new file mode 100644
index 00000000000..9a9e8082e5b
--- /dev/null
+++ b/tests/e2e/load/test_redis_chaos_e2e.py
@@ -0,0 +1,454 @@
+"""Live e2e: the proxy under load keeps serving every request while Redis is down entirely.
+
+Runs against a proxy booted from tests/e2e/gateway/redis_chaos_ci_config.yml, which points
+cache_params at a real Redis with litellm's default socket_timeout. That one client backs all
+three Redis touchpoints on the request path: the virtual-key auth cache, the response cache,
+and the cross-pod spend counter the cost-tracking callback awaits.
+
+The load runs in two phases against one model group of three mock deployments. The two at
+order 1 raise InternalServerError and the one at order 2 serves, so every request burns its
+retries on the failing pair (a 500 is retryable, so retries keep re-picking inside the lowest
+order) and the router's order-based fallback then re-targets order 2. Every request is expected
+to succeed, and each one carries retry breadcrumbs into cost tracking.
+
+Traffic is split round robin between /chat/completions and /v1/messages, one endpoint per
+simulated user: the Redis touchpoints and the cost-tracking callback are shared by both, but
+the Anthropic Messages route reaches them through its own request path, so a regression that
+only shows up there would not surface from chat completions alone.
+
+Phase A is a baseline with Redis healthy; phase B holds Redis in CLIENT PAUSE ALL for the
+length of the phase, simulating Redis being down outright rather than merely slow to write.
+Every touchpoint times out: the auth cache read falls back to Postgres, the response cache
+read and write both fail, and the spend counter increment times out and the callback
+stringifies the request metadata, breadcrumbs included, into a failed-tracking alert. On
+v1.100.0 that string doubled per request until the worker hung (LIT-6780), which is what the
+per-phase RSS, CPU, and log-bytes budgets are here to catch.
+
+Needs the proxy on the same host, since RSS and CPU come from psutil on its process tree:
+a multi-worker proxy serves /metrics from the prometheus multiprocess collector, which drops
+the process collector's memory and CPU series. Log bytes are read from the file the proxy's
+stdout/stderr was redirected to, so the same host requirement covers that too. Deselected
+unless E2E_REDIS_CHAOS is set.
+"""
+
+from __future__ import annotations
+
+import os
+import re
+import time
+from collections.abc import Iterator
+from dataclasses import dataclass
+from itertools import pairwise
+from pathlib import Path
+from typing import Final
+
+import pytest
+import redis
+from e2e_config import PROXY_BASE_URL, unique_marker
+from e2e_http import NoBody
+from lifecycle import ResourceManager
+from load_client import LoadClient
+from locust_load import LoadResult, run_gateway_load
+from models import KeyGenerateBody, LiteLLMParamsBody
+from phase_budget import AbsoluteBudget, Budget, RatioBudget, violations
+from proxy_client import ProxyClient
+from proxy_usage import ProxyUsageSampler, UsageWindow
+
+pytestmark: Final = pytest.mark.e2e
+
+MODEL_GROUP: Final = f"redis-chaos-fable-{unique_marker()}"
+MOCK_MODEL: Final = "anthropic/claude-fable-5-1"
+FAILING_DEPLOYMENTS: Final = 2
+SERVING_DEPLOYMENTS: Final = 1
+FAILING_ORDER: Final = 1
+SERVING_ORDER: Final = 2
+KEY_POOL_SIZE: Final = 8
+LOAD_ENDPOINTS: Final = ("/chat/completions", "/v1/messages")
+LOCUST_USERS: Final = 50
+LOCUST_SPAWN_RATE: Final = 50.0
+BASELINE_SECONDS: Final = 60.0
+CHAOS_SECONDS: Final = 90.0
+REDIS_PAUSE_MS: Final = int(CHAOS_SECONDS * 1000)
+
+# RSS and CPU are budgeted as a multiple of the same metric in the baseline phase, because both
+# are machine-shaped: RSS scales with worker count and CPU with core count, so a number
+# calibrated on one runner means nothing on another. RSS moved 0.91x-1.40x across three otherwise
+# identical local runs, so it stays loose; CPU per request held steady at 1.33x-1.36x across the
+# same runs, so it sits close to what is actually measured. That makes CPU the likeliest of these
+# to flake first on a runner whose core count shifts how much of baseline CPU is fixed per-request
+# work: loosen it rather than widening the others if a CI run trips it without a real cause.
+CHAOS_RSS_RATIO_CEILING: Final = 2.0
+CHAOS_CPU_PER_REQUEST_RATIO_CEILING: Final = 2.0
+
+# Latency and log volume get flat ceilings instead, because a ratio cannot bound either one. Once
+# the breaker opens, a request skips Redis rather than waiting on its socket timeout, so the chaos
+# phase can come in faster than baseline (local runs measured p90 at 0.61x) and a ratio passes on a
+# phase that was never slow. What a user actually cares about is the wall-clock number, which these
+# hold directly. Calibrated from local runs whose worst chaos phase was p50 0.19s, p90 0.23s, p99
+# 0.69s and 3.5 KB of log per request, with several times that left as slack for a shared CI runner.
+CHAOS_P50_LATENCY_CEILING_SECONDS: Final = 1.0
+CHAOS_P90_LATENCY_CEILING_SECONDS: Final = 2.0
+CHAOS_P99_LATENCY_CEILING_SECONDS: Final = 3.0
+CHAOS_LOG_BYTES_PER_REQUEST_CEILING: Final = 10_000.0
+
+DRAIN_TIMEOUT_SECONDS: Final = 30.0
+DRAIN_POLL_SECONDS: Final = 1.0
+
+TIMEOUT_FAILURES_RE: Final = re.compile(
+    r'^litellm_redis_circuit_breaker_failures_total\{failure_class="timeout"\} ([0-9.e+]+)$', re.M
+)
+# The state gauge carries a pid label under the multiprocess collector, one series per worker,
+# so this matches any label order rather than a bare {state="open"} that never appears.
+BREAKER_OPEN_RE: Final = re.compile(
+    r'^litellm_redis_circuit_breaker_state\{[^}]*state="open"[^}]*\} ([0-9.e+]+)$', re.M
+)
+BREAKER_TRANSITIONS_RE: Final = re.compile(
+    r'^litellm_redis_circuit_breaker_transitions_total\{state="[a-z_]+"\} ([0-9.e+]+)$', re.M
+)
+
+
+def _deployment_metric_re(name: str, model_ids: tuple[str, ...]) -> re.Pattern[str]:
+    """A per-deployment counter, narrowed to the deployments one run registered, so traffic
+    anything else sends the same proxy during the run cannot pad the retry count."""
+    ids: Final = "|".join(re.escape(model_id) for model_id in model_ids)
+    return re.compile(rf'^litellm_{name}\{{[^}}]*model_id="(?:{ids})"[^}}]*\}} ([0-9.e+]+)$', re.M)
+
+
+@dataclass(frozen=True, slots=True)
+class Phase:
+    """One load phase's traffic and what the proxy's process tree did during it."""
+
+    name: str
+    load: LoadResult
+    usage: UsageWindow
+    redis_timeouts: float
+    log_bytes: int
+
+    @property
+    def timeouts_per_request(self) -> float:
+        return self.redis_timeouts / self.load.requests if self.load.requests else 0.0
+
+    @property
+    def cpu_seconds_per_request(self) -> float:
+        return self.usage.cpu_seconds_per_request(self.load.requests)
+
+    @property
+    def log_bytes_per_request(self) -> float:
+        return self.log_bytes / self.load.requests if self.load.requests else 0.0
+
+    def report(self) -> str:
+        return (
+            f"{self.name}: {self.load.requests} requests, {self.load.failures} failures, "
+            f"{self.load.requests_per_second:.0f} rps, {self.load.latency_summary()}; {self.usage.summary()}; "
+            f"{self.cpu_seconds_per_request * 1000:.1f} ms CPU per request; "
+            f"{self.log_bytes_per_request:.0f} log bytes per request; "
+            f"{self.timeouts_per_request:.2f} Redis timeouts per request; "
+            f"by endpoint: {self.load.endpoint_summary()}"
+        )
+
+
+def _failing_params() -> LiteLLMParamsBody:
+    return LiteLLMParamsBody(
+        model=MOCK_MODEL,
+        api_key="sk-redis-chaos-not-used",
+        mock_response="litellm.InternalServerError",
+        order=FAILING_ORDER,
+    )
+
+
+def _serving_params() -> LiteLLMParamsBody:
+    return LiteLLMParamsBody(
+        model=MOCK_MODEL,
+        api_key="sk-redis-chaos-not-used",
+        mock_response="redis chaos ok",
+        order=SERVING_ORDER,
+    )
+
+
+@pytest.fixture
+def proxy_pid() -> int:
+    """The proxy's PID, which the workflow exports after starting it.
+
+    Required rather than discovered: picking a process out of the table by name would be
+    ambiguous on a developer machine running more than one proxy.
+    """
+    pid: Final = os.environ.get("E2E_PROXY_PID")
+    assert pid and pid.isdigit(), (
+        "E2E_PROXY_PID must hold the PID of the proxy under test; RSS and CPU are read from "
+        "its process tree because a multi-worker proxy does not report them on /metrics"
+    )
+    return int(pid)
+
+
+@pytest.fixture
+def proxy_log() -> Path:
+    """Path to the proxy's stdout/stderr log, which the workflow captures to a file.
+
+    Required rather than discovered for the same reason as proxy_pid: a developer machine may
+    have more than one proxy log around.
+    """
+    path: Final = os.environ.get("E2E_PROXY_LOG")
+    assert path, "E2E_PROXY_LOG must hold the path the proxy's stdout/stderr was redirected to"
+    return Path(path)
+
+
+def _log_bytes(path: Path) -> int:
+    return path.stat().st_size
+
+
+@pytest.fixture
+def redis_control() -> Iterator[redis.Redis[bytes]]:
+    """A control connection to the proxy's Redis, which unpauses it in teardown as a safety net.
+
+    CLIENT PAUSE ALL freezes every connection including this one, so REDIS_PAUSE_MS is sized
+    to the chaos phase: by the time teardown runs, the pause has
+    already lapsed on its own and CLIENT UNPAUSE here returns immediately. It only actually
+    waits out a lapsed pause if the chaos phase itself overran that duration.
+    """
+    host: Final = os.environ.get("REDIS_HOST")
+    port: Final = os.environ.get("REDIS_PORT")
+    assert host and port, "REDIS_HOST and REDIS_PORT must name the Redis the proxy under test uses"
+    control: Final = redis.Redis(host=host, port=int(port), socket_timeout=5)
+    try:
+        yield control
+    finally:
+        control.client_unpause()  # pyright: ignore[reportUnknownMemberType]  # redis-py stubs return Any
+        control.close()
+
+
+def _scrape(proxy: ProxyClient) -> str:
+    """One /metrics body, read once per checkpoint so every counter comes from the same instant."""
+    scrape: Final = proxy.probe("/metrics", params=NoBody())
+    assert scrape.status_code == 200, (
+        f"/metrics did not answer ({scrape.status_code}: {scrape.body[:200]}), so no counter can be read; "
+        f"a silent 0 here would turn every before-and-after difference negative"
+    )
+    return scrape.body
+
+
+def _metric(scrape: str, pattern: re.Pattern[str]) -> float:
+    return sum(float(match.group(1)) for match in pattern.finditer(scrape))
+
+
+def _scrape_after_drain(proxy: ProxyClient, pattern: re.Pattern[str]) -> str:
+    """A /metrics body taken once `pattern`'s count has stopped moving.
+
+    `set_llm_deployment_failure_metrics` runs from the async logging callback queue, so a load
+    generator that just stopped sending traffic can still have thousands of failure increments
+    in flight, and a scrape taken the instant load stops undercounts them. Settling on the
+    counter rather than sleeping a fixed duration keeps the wait proportional to how backed up
+    the queue actually is.
+    """
+    deadline: Final = time.monotonic() + DRAIN_TIMEOUT_SECONDS
+
+    def scrapes() -> Iterator[str]:
+        yield _scrape(proxy)
+        while time.monotonic() < deadline:
+            time.sleep(DRAIN_POLL_SECONDS)
+            yield _scrape(proxy)
+
+    settled: Final = next(
+        (later for earlier, later in pairwise(scrapes()) if _metric(earlier, pattern) == _metric(later, pattern)),
+        None,
+    )
+    return settled if settled is not None else _scrape(proxy)
+
+
+def _register_deployments(proxy: ProxyClient, resources: ResourceManager) -> tuple[str, ...]:
+    """The model ids this run registered, which scope its per-deployment metric reads."""
+    params: Final = (
+        *(_failing_params() for _ in range(FAILING_DEPLOYMENTS)),
+        *(_serving_params() for _ in range(SERVING_DEPLOYMENTS)),
+    )
+    model_ids: Final = tuple(proxy.create_model(MODEL_GROUP, one) for one in params)
+    for model_id in model_ids:
+        resources.defer(lambda doomed=model_id: proxy.delete_model(doomed))
+    return model_ids
+
+
+def _generate_key_pool(proxy: ProxyClient, resources: ResourceManager) -> tuple[str, ...]:
+    """A pool of virtual keys so auth and budget lookups are not one permanently warm
+    cache entry; each locust user picks one, so Redis auth reads actually happen."""
+    keys: Final = tuple(
+        proxy.generate_key(
+            KeyGenerateBody(models=[MODEL_GROUP], key_alias=f"e2e-redis-chaos-{unique_marker()}-{index}")
+        )
+        for index in range(KEY_POOL_SIZE)
+    )
+    for key in keys:
+        resources.defer(lambda doomed=key: proxy.delete_key(doomed))
+    return keys
+
+
+def _drive(keys: tuple[str, ...], seconds: float) -> LoadResult:
+    return run_gateway_load(
+        base_url=PROXY_BASE_URL,
+        api_keys=keys,
+        model=MODEL_GROUP,
+        endpoints=LOAD_ENDPOINTS,
+        users=LOCUST_USERS,
+        spawn_rate=LOCUST_SPAWN_RATE,
+        duration_seconds=seconds,
+    )
+
+
+def _latency_budget(percentile: str, measured: float, ceiling: float) -> Budget:
+    return AbsoluteBudget(name=f"{percentile} latency", measured=measured, ceiling=ceiling, unit="s", decimals=3)
+
+
+def _rss_budget(percentile: str, baseline: UsageWindow, degraded: UsageWindow, fraction: float) -> Budget:
+    return RatioBudget(
+        name=f"{percentile} RSS",
+        baseline=baseline.rss_percentile(fraction) / 2**20,
+        degraded=degraded.rss_percentile(fraction) / 2**20,
+        ratio_ceiling=CHAOS_RSS_RATIO_CEILING,
+        unit=" MB",
+        decimals=0,
+    )
+
+
+def _chaos_budgets(baseline: Phase, chaos: Phase) -> tuple[Budget, ...]:
+    """What a Redis outage is allowed to cost.
+
+    Every request still succeeding is the headline assertion, but a proxy can answer every
+    request while leaking: the v1.100.0 regression (LIT-6780) served traffic the whole way up
+    to a 61 GB worker. These bound the cost of serving it. RSS and CPU are bounded against the
+    same run's healthy phase, latency and log bytes against a flat ceiling; see phase_budget
+    for why the two kinds of metric cannot share one shape.
+
+    Latency and RSS are budgeted at p50, p90 and p99 so a regression that only shows up in the
+    tail (or only in the median) cannot hide behind the other. RSS gets the tightest bound: the
+    failure path has no business allocating more per request. CPU and log bytes are each budgeted
+    once, as an amount per request rather than per percentile: cores-busy saturates at the worker
+    count under load, so its percentiles read the same whether a request costs 10 ms of CPU or
+    40, and cannot budget anything; per-request is the figure that actually moves. Log bytes
+    isolates the cost of the failed-tracking alert's own noisy error handling from the CPU it
+    burns doing useful retry work, since the two would otherwise be indistinguishable in one
+    CPU number.
+    """
+    return (
+        _latency_budget("p50", chaos.load.p50_seconds, CHAOS_P50_LATENCY_CEILING_SECONDS),
+        _latency_budget("p90", chaos.load.p90_seconds, CHAOS_P90_LATENCY_CEILING_SECONDS),
+        _latency_budget("p99", chaos.load.p99_seconds, CHAOS_P99_LATENCY_CEILING_SECONDS),
+        _rss_budget("p50", baseline.usage, chaos.usage, 0.5),
+        _rss_budget("p90", baseline.usage, chaos.usage, 0.9),
+        _rss_budget("p99", baseline.usage, chaos.usage, 0.99),
+        RatioBudget(
+            name="CPU per request",
+            baseline=baseline.cpu_seconds_per_request * 1000,
+            degraded=chaos.cpu_seconds_per_request * 1000,
+            ratio_ceiling=CHAOS_CPU_PER_REQUEST_RATIO_CEILING,
+            unit=" ms",
+        ),
+        AbsoluteBudget(
+            name="log bytes per request",
+            measured=chaos.log_bytes_per_request,
+            ceiling=CHAOS_LOG_BYTES_PER_REQUEST_CEILING,
+            unit=" B",
+            decimals=0,
+        ),
+    )
+
+
+@pytest.mark.redis_chaos
+class TestRedisChaos:
+    @pytest.mark.covers(
+        "reliability.circuit_breaker.redis_timeout.stays_responsive",
+        exercised_on=("chat_completions", "messages"),
+    )
+    def test_load_survives_redis_being_down(
+        self,
+        client: LoadClient,
+        resources: ResourceManager,
+        proxy_pid: int,
+        proxy_log: Path,
+        redis_control: redis.Redis[bytes],
+    ) -> None:
+        proxy: Final = client.proxy
+        model_ids: Final = _register_deployments(proxy, resources)
+        keys: Final = _generate_key_pool(proxy, resources)
+
+        retries_re: Final = _deployment_metric_re("deployment_failure_responses_total", model_ids)
+        cooldown_re: Final = _deployment_metric_re("deployment_cooled_down_total", model_ids)
+
+        at_start: Final = _scrape(proxy)
+        log_at_start: Final = _log_bytes(proxy_log)
+
+        with ProxyUsageSampler(proxy_pid) as sampler:
+            baseline_load: Final = _drive(keys, BASELINE_SECONDS)
+            baseline_usage: Final = sampler.split()
+            after_baseline: Final = _scrape(proxy)
+            log_after_baseline: Final = _log_bytes(proxy_log)
+
+            redis_control.client_pause(REDIS_PAUSE_MS, all=True)  # pyright: ignore[reportUnknownMemberType]  # redis-py stubs return Any
+            chaos_load: Final = _drive(keys, CHAOS_SECONDS)
+            chaos_usage: Final = sampler.split()
+        at_end: Final = _scrape_after_drain(proxy, retries_re)
+        log_at_end: Final = _log_bytes(proxy_log)
+
+        baseline: Final = Phase(
+            name="baseline",
+            load=baseline_load,
+            usage=baseline_usage,
+            redis_timeouts=_metric(after_baseline, TIMEOUT_FAILURES_RE) - _metric(at_start, TIMEOUT_FAILURES_RE),
+            log_bytes=log_after_baseline - log_at_start,
+        )
+        chaos: Final = Phase(
+            name="chaos",
+            load=chaos_load,
+            usage=chaos_usage,
+            redis_timeouts=_metric(at_end, TIMEOUT_FAILURES_RE) - _metric(after_baseline, TIMEOUT_FAILURES_RE),
+            log_bytes=log_at_end - log_after_baseline,
+        )
+        report: Final = f"{baseline.report()} | {chaos.report()}"
+
+        for phase in (baseline, chaos):
+            assert phase.load.requests > 0, (
+                f"{phase.name} drove no traffic at all, so it proved nothing: {phase.load.diagnosis()}. {report}"
+            )
+            assert frozenset(endpoint.name for endpoint in phase.load.endpoints) == frozenset(LOAD_ENDPOINTS), (
+                f"{phase.name} drove {tuple(endpoint.name for endpoint in phase.load.endpoints)} rather than every "
+                f"endpoint in {LOAD_ENDPOINTS}; the round robin hands one endpoint to each simulated user, so a "
+                f"missing one means a route never ran and its request path was never exercised. {report}"
+            )
+            assert phase.load.failures == 0, (
+                f"{phase.name} had {phase.load.failures} of {phase.load.requests} requests fail. Every request "
+                f"must succeed: the failing deployments sit at order {FAILING_ORDER} and the serving one at order "
+                f"{SERVING_ORDER}, so once the retries on order {FAILING_ORDER} are spent the order-based fallback "
+                f"lands on the serving deployment. Failures mean it was cooled down, the fallback did not run, or "
+                f"a Redis failure reached the response path. {phase.load.diagnosis()}. {report}"
+            )
+
+        cooldowns: Final = _metric(at_end, cooldown_re) - _metric(at_start, cooldown_re)
+        assert cooldowns == 0, (
+            f"{cooldowns:.0f} deployments were cooled down during the run; the failing deployments are supposed "
+            f"to stay in rotation so every request keeps exercising the retry path. {report}"
+        )
+
+        retries: Final = _metric(at_end, retries_re) - _metric(at_start, retries_re)
+        assert retries >= baseline.load.requests + chaos.load.requests, (
+            f"only {retries:.0f} deployment failures were counted across "
+            f"{baseline.load.requests + chaos.load.requests} requests; the mock deployments did not fail, so no "
+            f"request carried retry breadcrumbs into cost tracking and the regression path was never entered. "
+            f"{report}"
+        )
+
+        transitions: Final = _metric(at_end, BREAKER_TRANSITIONS_RE) - _metric(after_baseline, BREAKER_TRANSITIONS_RE)
+        breaker_open: Final = _metric(at_end, BREAKER_OPEN_RE) >= 1
+        assert transitions >= 1 or breaker_open, (
+            f"pausing Redis produced no circuit breaker state transitions and it ended closed; nothing on the "
+            f"request path ever saw Redis fail, so this run proved nothing. {report}"
+        )
+
+        blown: Final = violations(_chaos_budgets(baseline, chaos))
+        assert not blown, (
+            f"pausing Redis cost the proxy more than a Redis outage is allowed to: {'; '.join(blown)}. {report}"
+        )
+
+        rows: Final = proxy.poll_logs_for_key(keys[0], min_rows=1)
+        assert rows, (
+            f"no spend rows landed for the first key in the pool; a Redis outage must not cost the proxy its "
+            f"spend logs, which are written to Postgres through a queue rather than through Redis. {report}"
+        )
+
+        print(f"\nredis chaos load: {report}")  # noqa: T201  # the numbers this test exists to report, read off the CI log
diff --git a/tests/e2e/management/management_client.py b/tests/e2e/management/management_client.py
index 1ef0d89a8f9..e17b92a13ed 100644
--- a/tests/e2e/management/management_client.py
+++ b/tests/e2e/management/management_client.py
@@ -10,9 +10,7 @@ import time
 from dataclasses import dataclass
 
 import jwt
-
 from e2e_config import MASTER_KEY
-from proxy_client import ProxyClient
 from e2e_http import (
     AuthHeaders,
     NetworkError,
@@ -37,6 +35,8 @@ from models import (
     KeyDeleteBody,
     KeyGenerateBody,
     KeyGenerateResponse,
+    KeyInfoParams,
+    KeyInfoResponse,
     KeyListParams,
     KeyListResponse,
     KeyRegenerateBody,
@@ -81,6 +81,7 @@ from models import (
     UserNewResponse,
     UserUpdateBody,
 )
+from proxy_client import ProxyClient
 
 MODEL_ACCESS_DENIED_MARKER = "key_model_access_denied"
 ROUTE_NOT_ALLOWED_MARKER = "not allowed to call this route"
@@ -152,13 +153,21 @@ class ManagementClient:
     def update_key_models(self, key: str, models: list[str]) -> None:
         _ = unwrap(self.update_key(KeyUpdateBody(key=key, models=models)))
 
-    def delete_key_strict(self, key: str) -> None:
+    def key_info_as(self, key: str, *, caller_key: str) -> Result[KeyInfoResponse]:
+        return self.proxy.transport.get(
+            "/key/info",
+            headers=self.proxy.transport.bearer(caller_key),
+            params=KeyInfoParams(key=key),
+            response_type=KeyInfoResponse,
+        )
+
+    def delete_key_strict(self, key: str, *, caller_key: str | None = None) -> None:
         """Strict delete for the act phase of a test: a failed delete is a hard
         failure, unlike the warn-only ProxyClient.delete_key used at teardown."""
         _ = unwrap(
             self.proxy.transport.post(
                 "/key/delete",
-                headers=self.proxy.transport.master,
+                headers=self.proxy.transport.master if caller_key is None else self.proxy.transport.bearer(caller_key),
                 json=KeyDeleteBody(keys=[key]),
                 response_type=NoBody,
             )
diff --git a/tests/e2e/management/test_jwt_management_e2e.py b/tests/e2e/management/test_jwt_management_e2e.py
new file mode 100644
index 00000000000..22306da8eb8
--- /dev/null
+++ b/tests/e2e/management/test_jwt_management_e2e.py
@@ -0,0 +1,91 @@
+"""Management writes and tenant isolation under credentials issued by Keycloak."""
+
+from __future__ import annotations
+
+from typing import Final
+
+import pytest
+from e2e_config import CHEAP_OPENAI_MODEL, unique_marker
+from e2e_http import UnauthorizedError, UnknownApiError, unwrap
+from idp import ADMIN_CLIENT_ID, Identity, Keycloak
+from lifecycle import ResourceManager
+from management_client import ManagementClient
+from models import KeyGenerateBody, KeyUpdateBody, TeamNewBody, UserNewBody
+
+pytestmark = pytest.mark.e2e
+
+
+class TestJwtManagement:
+    @pytest.mark.covers("mgmt.key.jwt.lifecycle")
+    def test_admin_creates_reads_updates_clears_and_deletes_a_key(
+        self, client: ManagementClient, idp: Keycloak, jwt_identity: Identity, resources: ResourceManager
+    ) -> None:
+        admin: Final = idp.access_token(jwt_identity, client_id=ADMIN_CLIENT_ID)
+        alias: Final = f"e2e-jwt-key-{unique_marker()}"
+        created: Final = unwrap(
+            client.generate_key(
+                KeyGenerateBody(key_alias=alias, team_id=jwt_identity.group, models=[CHEAP_OPENAI_MODEL]),
+                caller_key=admin,
+            )
+        )
+        resources.defer(lambda: client.proxy.delete_key(created.key))
+
+        original: Final = unwrap(client.key_info_as(created.key, caller_key=admin)).info
+        assert original.key_alias == alias and original.team_id == jwt_identity.group
+        assert original.models == [CHEAP_OPENAI_MODEL]
+
+        updated_alias: Final = f"{alias}-updated"
+        unwrap(
+            client.update_key(KeyUpdateBody(key=created.key, key_alias=updated_alias, rpm_limit=120), caller_key=admin)
+        )
+        updated: Final = unwrap(client.key_info_as(created.key, caller_key=admin)).info
+        assert updated.key_alias == updated_alias and updated.rpm_limit == 120
+        assert updated.models == [CHEAP_OPENAI_MODEL], "omitted models must preserve the restriction"
+
+        unwrap(client.update_key(KeyUpdateBody(key=created.key, models=[]), caller_key=admin))
+        cleared: Final = unwrap(client.key_info_as(created.key, caller_key=admin)).info
+        assert cleared.models == [] and cleared.rpm_limit == 120
+
+        assert unwrap(client.key_list(updated_alias, caller_key=admin)).total_count == 1
+        client.delete_key_strict(created.key, caller_key=admin)
+        assert unwrap(client.key_list(updated_alias, caller_key=admin)).total_count == 0
+
+    @pytest.mark.covers("mgmt.key.jwt.member_denied", "mgmt.key.jwt.other_team_denied")
+    def test_member_cannot_write_and_another_team_cannot_read_the_key(
+        self, client: ManagementClient, idp: Keycloak, jwt_identity: Identity, resources: ResourceManager
+    ) -> None:
+        admin: Final = idp.access_token(jwt_identity, client_id=ADMIN_CLIENT_ID)
+        member: Final = idp.access_token(jwt_identity)
+        alias: Final = f"e2e-jwt-owned-{unique_marker()}"
+        created: Final = unwrap(
+            client.generate_key(KeyGenerateBody(key_alias=alias, team_id=jwt_identity.group), caller_key=admin)
+        )
+        resources.defer(lambda: client.proxy.delete_key(created.key))
+
+        client.add_team_member(jwt_identity.group, jwt_identity.user_id)
+        assert unwrap(client.key_info_as(created.key, caller_key=member)).info.key_alias == alias
+
+        refused: Final = client.update_key(KeyUpdateBody(key=created.key, key_alias="forbidden"), caller_key=member)
+        assert isinstance(refused, UnauthorizedError), f"member write was accepted: {refused}"
+        assert "does not have permissions for endpoint" in refused.body.lower(), (
+            f"expected a permission denial: {refused}"
+        )
+        assert unwrap(client.key_info_as(created.key, caller_key=admin)).info.key_alias == alias
+
+        marker: Final = unique_marker()
+        outsider: Final = idp.provision(marker=marker, group=f"e2e-jwt-team-{marker}", defer=resources.defer)
+        resources.defer(lambda: client.proxy.delete_user(outsider.user_id))
+        client.create_user(
+            UserNewBody(
+                user_id=outsider.user_id, user_email=f"{outsider.username}@example.com", user_role="internal_user"
+            )
+        )
+        team_id: Final = client.proxy.create_team(TeamNewBody(team_alias=marker, team_id=outsider.group))
+        resources.defer(lambda: client.proxy.delete_team(team_id))
+        client.add_team_member(outsider.group, outsider.user_id)
+        outsider_token: Final = idp.access_token(outsider)
+        hidden: Final = client.key_info_as(created.key, caller_key=outsider_token)
+        assert isinstance(hidden, UnknownApiError) and hidden.status_code == 403, (
+            f"another team must not read this key: {hidden}"
+        )
+        assert unwrap(client.key_info_as(created.key, caller_key=admin)).info.team_id == jwt_identity.group
diff --git a/tests/e2e/management/test_key_management_e2e.py b/tests/e2e/management/test_key_management_e2e.py
index 8b7d5f0eb6f..353b0f7cf09 100644
--- a/tests/e2e/management/test_key_management_e2e.py
+++ b/tests/e2e/management/test_key_management_e2e.py
@@ -12,8 +12,8 @@ asserting once.
 from __future__ import annotations
 
 import time
-from collections.abc import Callable
-from typing import Literal
+from collections.abc import Callable, Iterator
+from typing import Final, Literal
 
 import pytest
 
@@ -21,8 +21,11 @@ from e2e_config import unique_marker
 from e2e_http import NoBody, StreamingResponse, unwrap
 from lifecycle import ResourceManager
 from management_client import ManagementClient
-from models import KeyDeleteBody, KeyGenerateBody, KeyUpdateBody
-from pydantic import BaseModel
+from models import (
+    CLEAR, ChatResponse, KeyDeleteBody, KeyGenerateBody, KeyInfo, KeyUpdateBody,
+    LiteLLMParamsBody, OrgNewBody, TeamNewBody,
+)
+from pydantic import BaseModel, RootModel
 
 pytestmark = pytest.mark.e2e
 
@@ -131,7 +134,93 @@ def _unblock(client: ManagementClient, key: str) -> None:
     )
 
 
+class ProjectIdentity(BaseModel):
+    project_id: str
+
+
+class ProjectCreateBody(BaseModel):
+    team_id: str
+    project_alias: str
+    models: list[str]
+
+
+class ProjectBlockBody(ProjectIdentity):
+    blocked: bool
+
+
+class ProjectDeleteBody(BaseModel):
+    project_ids: list[str]
+
+
+@pytest.fixture
+def project_resources(client: ManagementClient) -> Iterator[ResourceManager]:
+    manager: Final = ResourceManager(client=client.proxy, strict_cleanup=True)
+    yield manager
+    manager.teardown()
+
+
 class TestKeyManagementRoutes:
+    @pytest.mark.covers("mgmt.key.update.persists")
+    def test_project_detachment_preserves_key_scope_and_refreshes_auth(
+        self, client: ManagementClient, project_resources: ResourceManager
+    ) -> None:
+        resources: Final = project_resources
+        name: Final = f"e2e-detach-{unique_marker()}"
+        model_id: Final = client.proxy.create_model(
+            name, LiteLLMParamsBody(model="openai/synthetic-detachment", api_key="synthetic", mock_response="orbit")
+        )
+        resources.defer(lambda: client.proxy.delete_model(model_id))
+        org_id: Final = client.create_org(OrgNewBody(organization_alias=name, models=[name]))
+        resources.defer(lambda: client.delete_org(org_id))
+        team_id: Final = client.create_team(TeamNewBody(team_alias=name, organization_id=org_id, models=[name]))
+        resources.defer(lambda: client.delete_team(team_id))
+        project: Final = unwrap(client.proxy.transport.post(
+            "/project/new", headers=client.proxy.transport.master,
+            json=ProjectCreateBody(team_id=team_id, project_alias=name, models=[name]),
+            response_type=ProjectIdentity,
+        ))
+        resources.defer(lambda: unwrap(client.proxy.transport.delete(
+            "/project/delete", headers=client.proxy.transport.master,
+            json=ProjectDeleteBody(project_ids=[project.project_id]), response_type=RootModel[list[ProjectIdentity]],
+        )))
+        key: Final = _generate_key(client, resources, KeyGenerateBody(
+            key_alias=name, team_id=team_id, organization_id=org_id, project_id=project.project_id,
+            models=[name], max_budget=5, tpm_limit=12345, rpm_limit=97,
+        ))
+        initial: Final = client.chat_status(key, name, "project attached")
+        assert initial.ok, initial.body
+        _ = unwrap(client.update_key(KeyUpdateBody(key=key, key_alias=f"{name}-saved")))
+        assert client.proxy.key_info(key).project_id == project.project_id
+        _ = unwrap(client.update_key(KeyUpdateBody(key=key, project_id=project.project_id)))
+        rejected: Final = client.proxy.transport.send(
+            "/key/update", headers=client.proxy.transport.master,
+            json=KeyUpdateBody(key=key, project_id=f"{name}-different"),
+        )
+        assert rejected.status_code == 400 and "reassignment" in rejected.body
+        assert client.proxy.key_info(key).project_id == project.project_id
+        _ = unwrap(client.proxy.transport.post(
+            "/project/update", headers=client.proxy.transport.master,
+            json=ProjectBlockBody(project_id=project.project_id, blocked=True), response_type=NoBody,
+        ))
+        blocked: Final = client.chat_status(key, name, "project blocked")
+        assert not blocked.ok and "is blocked" in blocked.body
+        detached: Final = unwrap(client.proxy.transport.post(
+            "/key/update", headers=client.proxy.transport.master,
+            json=KeyUpdateBody(key=key, project_id=CLEAR), response_type=KeyInfo,
+        ))
+        assert detached.project_id is None
+        saved: Final = client.proxy.key_info(key)
+        assert (saved.project_id, saved.team_id, saved.organization_id) == (None, team_id, org_id)
+        assert (saved.models, saved.max_budget, saved.tpm_limit, saved.rpm_limit) == ([name], 5, 12345, 97)
+        allowed: Final = client.chat_status(key, name, "project detached")
+        assert allowed.ok, allowed.body
+        message: Final = ChatResponse.model_validate_json(allowed.body).choices[0].message
+        assert message is not None and message.content == "orbit"
+        _ = unwrap(client.update_key(KeyUpdateBody(key=key, project_id=CLEAR)))
+        assert client.proxy.key_info(key).project_id is None
+        denied: Final = client.chat_status(key, f"{name}-outside", "outside key scope")
+        assert denied.status_code in (401, 403), denied.body
+
     @pytest.mark.covers("mgmt.key.info.persists")
     def test_info_reflects_the_fields_the_key_was_created_with(
         self, client: ManagementClient, resources: ResourceManager
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index faf8557498b..3cab0334dea 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -11,7 +11,16 @@ from datetime import datetime
 from typing import Final, Literal
 
 from e2e_http import PartialBody
-from pydantic import AliasChoices, BaseModel, ConfigDict, Field, RootModel, model_serializer, model_validator
+from pydantic import (
+    AliasChoices,
+    BaseModel,
+    ConfigDict,
+    Field,
+    JsonValue,
+    RootModel,
+    model_serializer,
+    model_validator,
+)
 
 # ---------- keys ----------
 
@@ -67,6 +76,7 @@ class KeyGenerateBody(BaseModel):
     budget_duration: str | None = None
     user_id: str | None = None
     team_id: str | None = None
+    project_id: str | None = None
     organization_id: str | None = None
     budget_id: str | None = None
     key_alias: str | None = None
@@ -130,6 +140,8 @@ class KeyInfo(BaseModel):
     models: list[str] = []
     tpm_limit: int | None = None
     rpm_limit: int | None = None
+    project_id: str | None = None
+    organization_id: str | None = None
     team_id: str | None = None
     blocked: bool | None = None
     spend: float | None = None
@@ -695,6 +707,7 @@ class SpendLogRow(BaseModel):
     total_tokens: int | None = None
     request_tags: list[str] | None = None
     metadata: SpendLogMetadata | None = None
+    proxy_server_request: JsonValue = None
 
 
 class SpendLogs(RootModel[list[SpendLogRow]]):
@@ -922,10 +935,12 @@ class LiteLLMParamsBody(BaseModel):
     auto_router_default_model: str | None = None
     auto_router_embedding_model: str | None = None
     tags: list[str] | None = None
-    mock_response: str | None = None
+    mock_response: str | list[float] | None = None
     timeout: float | None = None
     tpm: int | None = None
     weight: int | None = None
+    cooldown_time: float | None = None
+    order: int | None = None
 
 
 ModelMode = Literal["batch", "realtime", "image_generation"]
@@ -1045,6 +1060,7 @@ class KeyUpdateBody(BaseModel):
     clears `budget_reset_at` with it), and `metadata` replaces the stored metadata wholesale."""
 
     key: str
+    project_id: str | Cleared | None = None
     models: list[str] | None = None
     key_alias: str | None = None
     tpm_limit: int | None = None
@@ -1260,6 +1276,19 @@ class TagListResponse(RootModel[list[TagListEntry]]):
 # ---------- health / lifecycle ----------
 
 
+class ProcessMemory(BaseModel):
+    ram_usage_mb: float | None = None
+    system_memory_percent: float | None = None
+    error: str | None = None
+
+
+class MemorySummaryResponse(BaseModel):
+    worker_pid: int
+    hostname: str | None = None
+    status: str
+    memory: ProcessMemory
+
+
 class ReadinessResponse(BaseModel):
     """GET /health/readiness (public probe). The low-detail payload a load
     balancer sees: `status` plus the resolved DB state (`connected`,
diff --git a/tests/e2e/other/other_client.py b/tests/e2e/other/other_client.py
index 1aa83ac42c7..4313bbe4068 100644
--- a/tests/e2e/other/other_client.py
+++ b/tests/e2e/other/other_client.py
@@ -1,11 +1,14 @@
 """Client for the `other` holding-pen suite: the auth gate (master key vs an
-invalid key on an admin route) and the process-lifecycle health probes
-(liveness, public readiness, authenticated readiness diagnostics).
+invalid key on an admin route), JWT auth against the suite's Keycloak realm
+(idp.py), and the process-lifecycle health probes (liveness, public readiness,
+authenticated readiness diagnostics).
 
 Holds the shared ProxyClient so `resources` / `scoped_key` still clean up, and
 adds only the routes these behaviors need. The health probes deliberately send
 no auth header (public routes), so they go through the transport with an empty
-headers model rather than a bearer.
+headers model rather than a bearer. JWT tests reach the identity provider
+through `idp`, which provisions identities and mints tokens through Keycloak's
+own endpoints, so no test ever holds a signing key.
 """
 
 from __future__ import annotations
@@ -13,6 +16,7 @@ from __future__ import annotations
 from dataclasses import dataclass
 
 from e2e_http import NoBody, ProbeResult, Result
+from idp import Keycloak, keycloak_from_env
 from models import (
     ReadinessDetailsResponse,
     ReadinessResponse,
@@ -26,6 +30,11 @@ from proxy_client import ProxyClient
 class OtherClient:
     proxy: ProxyClient
 
+    @property
+    def idp(self) -> Keycloak:
+        """Resolved per use, so the suite's non-JWT tests never need the IdP env."""
+        return keycloak_from_env()
+
     def liveness(self) -> ProbeResult:
         """GET /health/liveliness. Unauthenticated; the probe returns status +
         raw body so the test can assert the worker reports itself alive."""
diff --git a/tests/e2e/other/test_jwt_auth_e2e.py b/tests/e2e/other/test_jwt_auth_e2e.py
new file mode 100644
index 00000000000..2bed40f4d69
--- /dev/null
+++ b/tests/e2e/other/test_jwt_auth_e2e.py
@@ -0,0 +1,157 @@
+"""Real Keycloak tokens exercise verification, attribution and virtual-key coexistence."""
+
+from __future__ import annotations
+
+import base64
+import time
+from typing import Final
+
+import pytest
+from e2e_config import CHEAP_OPENAI_MODEL, unique_marker
+from e2e_http import UnauthorizedError, UnknownApiError, unwrap
+from idp import SHORT_LIVED_CLIENT_ID, WRONG_AUDIENCE_CLIENT_ID, Identity
+from lifecycle import ResourceManager
+from models import ChatBody, ChatMessage, TeamNewBody
+from other_client import OtherClient
+from pydantic import BaseModel
+
+pytestmark = pytest.mark.e2e
+
+
+class IssuedClaims(BaseModel):
+    """Read the IdP's signed payload only to check the test precondition."""
+
+    exp: int
+    sub: str
+    iss: str
+    aud: str | list[str]
+
+
+def _claims(token: str) -> IssuedClaims:
+    payload: Final = token.split(".")[1]
+    return IssuedClaims.model_validate_json(base64.urlsafe_b64decode(payload + "=" * (-len(payload) % 4)))
+
+
+def _provision(client: OtherClient, resources: ResourceManager, *, marker: str) -> Identity:
+    """A Keycloak group and a user in it, torn down with the test. The group name
+    is what the token's `groups` claim carries, which is what the proxy resolves
+    as a litellm team id."""
+    identity: Final = client.idp.provision(marker=marker, group=f"e2e-jwt-team-{marker}", defer=resources.defer)
+    resources.defer(lambda: client.proxy.delete_user(identity.user_id))
+    return identity
+
+
+@pytest.fixture
+def identity(client: OtherClient, resources: ResourceManager) -> Identity:
+    """An IdP identity whose group is also a real litellm team, so anything the
+    proxy rejects is about the token and never about an unresolvable team."""
+    marker: Final = unique_marker()
+    provisioned: Final = _provision(client, resources, marker=marker)
+    team_id: Final = client.proxy.create_team(TeamNewBody(team_alias=f"e2e-jwt-{marker}", team_id=provisioned.group))
+    resources.defer(lambda: client.proxy.delete_team(team_id))
+    return provisioned
+
+
+def _ping() -> ChatBody:
+    return ChatBody(
+        model=CHEAP_OPENAI_MODEL,
+        messages=[ChatMessage(role="user", content=f"Reply with the single word pong. {unique_marker()}")],
+        max_tokens=16,
+    )
+
+
+def _corrupt_signature(token: str) -> str:
+    header, payload, signature = token.split(".")
+    flipped: Final = "A" if signature[10] != "A" else "B"
+    return f"{header}.{payload}.{signature[:10]}{flipped}{signature[11:]}"
+
+
+class TestJwtAuth:
+    @pytest.mark.covers("other.auth.jwt.valid_token_allows", "other.auth.jwt.spend_attributed_to_claims")
+    def test_valid_token_for_an_existing_team_is_accepted_and_attributed(
+        self, client: OtherClient, identity: Identity
+    ) -> None:
+        token: Final = client.idp.access_token(identity)
+
+        assert _claims(token).sub == identity.user_id, "IdP must emit the provisioned user as sub"
+        response: Final = unwrap(client.proxy.chat(token, _ping()))
+        assert response.id is not None and response.choices, (
+            f"chat under a valid JWT returned no completion: {response}"
+        )
+
+        rows: Final = client.proxy.poll_logs_for_request_id(response.id)
+        assert rows, f"no spend log row for request {response.id} within the poll deadline"
+        row: Final = rows[0]
+        assert row.team_id == identity.group, (
+            f"spend row must carry the team from the JWT groups claim {identity.group!r}, got {row.team_id!r}"
+        )
+        assert row.user == identity.user_id, (
+            f"spend row must carry the user from the JWT sub claim {identity.user_id!r}, got {row.user!r}"
+        )
+
+    @pytest.mark.covers("other.auth.jwt.invalid_signature_denied")
+    def test_tampered_signature_is_rejected(self, client: OtherClient, identity: Identity) -> None:
+        tampered: Final = _corrupt_signature(client.idp.access_token(identity))
+
+        result: Final = client.proxy.chat(tampered, _ping())
+        assert isinstance(result, UnauthorizedError), (
+            f"a JWT whose signature does not verify must be rejected with 401, got {result}"
+        )
+        assert "signature verification failed" in result.body.lower(), (
+            f"the 401 must come from signature verification, not another auth failure, got {result.body[:300]}"
+        )
+
+    @pytest.mark.covers("other.auth.jwt.expired_denied")
+    def test_expired_token_is_rejected(self, client: OtherClient, identity: Identity) -> None:
+        expiring: Final = client.idp.access_token(identity, client_id=SHORT_LIVED_CLIENT_ID)
+        delay: Final = _claims(expiring).exp - time.time() + 1
+        assert delay <= 5, f"short-lived client expiry or IdP clock drifted: wait would be {delay}s"
+        time.sleep(max(0, delay))
+
+        result: Final = client.proxy.chat(expiring, _ping())
+        assert isinstance(result, UnauthorizedError), (
+            f"an expired JWT must be rejected with 401 even though its signature verifies, got {result}"
+        )
+        assert "expired" in result.body.lower(), f"the 401 must say the token expired, got {result.body[:300]}"
+
+    @pytest.mark.covers("other.auth.jwt.wrong_issuer_denied")
+    def test_signed_token_from_the_wrong_issuer_is_rejected(self, client: OtherClient, identity: Identity) -> None:
+        token: Final = client.idp.access_token(identity, issuer_host="unexpected-issuer.invalid")
+        claims: Final = _claims(token)
+        assert claims.iss != client.idp.issuer and "litellm-e2e" in claims.aud
+
+        result: Final = client.proxy.chat(token, _ping())
+        assert isinstance(result, UnauthorizedError), f"wrong issuer must be rejected: {result}"
+        assert "issuer" in result.body.lower(), f"expected issuer validation to reject the token: {result}"
+
+    @pytest.mark.covers("other.auth.jwt.wrong_audience_denied")
+    def test_signed_token_for_another_application_is_rejected(self, client: OtherClient, identity: Identity) -> None:
+        token: Final = client.idp.access_token(identity, client_id=WRONG_AUDIENCE_CLIENT_ID)
+        claims: Final = _claims(token)
+        assert claims.iss == client.idp.issuer and "litellm-e2e" not in (
+            [claims.aud] if isinstance(claims.aud, str) else claims.aud
+        )
+
+        result: Final = client.proxy.chat(token, _ping())
+        assert isinstance(result, UnauthorizedError), f"wrong audience must be rejected: {result}"
+        assert "audience" in result.body.lower(), f"expected audience validation to reject the token: {result}"
+
+    @pytest.mark.covers("other.auth.jwt.unknown_team_denied")
+    def test_token_naming_a_team_that_does_not_exist_is_rejected(
+        self, client: OtherClient, resources: ResourceManager
+    ) -> None:
+        stranger: Final = _provision(client, resources, marker=unique_marker())
+        token: Final = client.idp.access_token(stranger)
+
+        result: Final = client.proxy.chat(token, _ping())
+        assert isinstance(result, UnknownApiError) and result.status_code == 403, (
+            f"a valid JWT whose groups name no existing team must be rejected with 403, got {result}"
+        )
+        assert stranger.group in result.body, (
+            f"the 403 must name the team it could not resolve ({stranger.group}), got {result.body[:300]}"
+        )
+
+    @pytest.mark.covers("other.auth.jwt.virtual_key_unaffected")
+    def test_plain_virtual_key_still_works_with_jwt_auth_enabled(self, client: OtherClient, scoped_key: str) -> None:
+        response: Final = unwrap(client.proxy.chat(scoped_key, _ping()))
+        assert response.choices, f"an sk- key must keep working on a proxy with enable_jwt_auth, got {response}"
diff --git a/tests/e2e/provider_edge.py b/tests/e2e/provider_edge.py
index ceb695ffcd6..6c87c7ef7ac 100644
--- a/tests/e2e/provider_edge.py
+++ b/tests/e2e/provider_edge.py
@@ -45,18 +45,16 @@ import hashlib
 import re
 import threading
 from collections import deque
-from collections.abc import Mapping, Sequence
-from contextlib import closing
+from collections.abc import Generator, Mapping, Sequence
+from contextlib import closing, contextmanager
 from dataclasses import dataclass, field
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
 from itertools import islice
 from pathlib import Path
 from types import MappingProxyType
-from typing import Final, Generator, Literal, assert_never
+from typing import Final, Literal, assert_never
 from urllib.parse import parse_qsl, urlsplit
 
-from pydantic import JsonValue, TypeAdapter
-
 from e2e_http import (
     NetworkError,
     StreamChunk,
@@ -94,6 +92,7 @@ from fixture_mode import (
     current_test_key,
     parse_fixture_mode,
 )
+from pydantic import JsonValue, TypeAdapter
 
 EDGE_MOUNTS: Final[Mapping[str, str]] = MappingProxyType(
     {
@@ -495,7 +494,29 @@ class ReplayEdge:
     source: ReplaySource
 
 
-type EdgeBackend = RecordEdge | ReplayEdge
+@dataclass(frozen=True, slots=True)
+class LiveEdge:
+    pass
+
+
+type EdgeBackend = RecordEdge | ReplayEdge | LiveEdge
+
+
+@dataclass(slots=True)
+class ProviderRequestObservation:
+    marker: str
+    _count: int = field(default=0, init=False)
+    _lock: threading.Lock = field(default_factory=threading.Lock, init=False)
+
+    def observe(self, body: bytes | None) -> None:
+        if body is not None and self.marker.encode() in body:
+            with self._lock:
+                self._count += 1
+
+    @property
+    def count(self) -> int:
+        with self._lock:
+            return self._count
 
 
 @dataclass(frozen=True, slots=True)
@@ -721,6 +742,24 @@ def _handle_record(
             assert_never(head)
 
 
+def _handle_live(
+    method: str, url: str, headers: Mapping[str, str], body: bytes | None, timeout: float
+) -> EdgeOutcome:
+    forwarded: Final = {
+        name: value for name, value in headers.items() if name.lower() not in _REQUEST_DROPPED_HEADERS
+    }
+    head: Final = forward_stream(method, url, headers=forwarded, body=body, timeout=timeout)
+    match head:
+        case NetworkError(message=message):
+            return _recorded_outcome(_network_error_response(message))
+        case StreamHead() if _is_streamed(head.headers):
+            return EdgeStream(head.status_code, _filtered_response_headers(head.headers), head.steps)
+        case StreamHead():
+            return _recorded_outcome(_drain_to_response(head))
+        case _:
+            assert_never(head)
+
+
 def _handle_replay(source: ReplaySource, request: RecordedRequest) -> EdgeOutcome:
     try:
         interaction: Final = source.next_interaction(request)
@@ -753,6 +792,10 @@ def handle_edge_request(
         method, split.path, split.query, body, _header_value(headers, "content-type")
     )
     match backend:
+        case LiveEdge():
+            return _handle_live(
+                method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout
+            )
         case RecordEdge():
             return _handle_record(
                 backend,
@@ -792,6 +835,8 @@ class _EdgeHandler(BaseHTTPRequestHandler):
         assert isinstance(edge_server, _EdgeHTTPServer)
         length: Final = int(self.headers.get("content-length") or "0")
         body: Final = self.rfile.read(length) if length else None
+        if edge_server.observation is not None:
+            edge_server.observation.observe(body)
         outcome: Final = handle_edge_request(
             edge_server.backend,
             edge_server.mounts,
@@ -857,11 +902,13 @@ class _EdgeHTTPServer(ThreadingHTTPServer):
         backend: EdgeBackend,
         mounts: Mapping[str, str],
         forward_timeout: float,
+        observation: ProviderRequestObservation | None,
     ) -> None:
         super().__init__(bind, _EdgeHandler)
         self.backend: Final = backend
         self.mounts: Final = mounts
         self.forward_timeout: Final = forward_timeout
+        self.observation: Final = observation
 
 
 @dataclass(frozen=True, slots=True)
@@ -890,13 +937,14 @@ def start_provider_edge(
     bind_host: str = "127.0.0.1",
     advertise_host: str | None = None,
     forward_timeout: float = 60.0,
+    observation: ProviderRequestObservation | None = None,
 ) -> RunningEdge:
     """Boot an edge server on an OS-assigned port in a daemon thread.
     ``advertise_host`` is what api_base URLs name (it differs from the bind
     host when the proxy runs in a container and reaches the host machine via
     a gateway address like host.docker.internal)."""
     server: Final = _EdgeHTTPServer(
-        (bind_host, 0), backend=backend, mounts=mounts, forward_timeout=forward_timeout
+        (bind_host, 0), backend=backend, mounts=mounts, forward_timeout=forward_timeout, observation=observation
     )
     thread: Final = threading.Thread(target=server.serve_forever, name="e2e-provider-edge", daemon=True)
     thread.start()
@@ -979,3 +1027,40 @@ def provider_edge_api_base(
             return _shared_edge(mode, bundle_dir, bind_host, advertise_host, forward_timeout).api_base(mount)
         case _:
             assert_never(mode)
+
+
+def _observed_backend(mode_raw: str, bundle_dir: Path) -> EdgeBackend:
+    mode: Final = parse_fixture_mode(mode_raw)
+    match mode:
+        case InvalidFixtureMode(value=value):
+            raise ValueError(f"E2E_FIXTURE_MODE={value!r} is not one of {', '.join(FIXTURE_MODES)}")
+        case "live":
+            return LiveEdge()
+        case "record":
+            return RecordEdge(_shared_recorder(bundle_dir), threading.Lock())
+        case "replay":
+            return ReplayEdge(_shared_replay_source(bundle_dir))
+        case _:
+            assert_never(mode)
+
+
+@contextmanager
+def observed_provider_edge(
+    observation: ProviderRequestObservation,
+    *,
+    mode_raw: str,
+    bundle_dir: Path,
+    bind_host: str,
+    advertise_host: str,
+    forward_timeout: float = 60.0,
+    mounts: Mapping[str, str] = EDGE_MOUNTS,
+) -> Generator[ProviderEdge, None, None]:
+    running: Final = start_provider_edge(
+        _observed_backend(mode_raw, bundle_dir), mounts=mounts,
+        bind_host=bind_host, advertise_host=advertise_host,
+        forward_timeout=forward_timeout, observation=observation,
+    )
+    try:
+        yield running.edge
+    finally:
+        running.shutdown()
diff --git a/tests/e2e/proxy_client.py b/tests/e2e/proxy_client.py
index 1bac5116a9d..1fe2ec905ef 100644
--- a/tests/e2e/proxy_client.py
+++ b/tests/e2e/proxy_client.py
@@ -63,6 +63,7 @@ from models import (
     ModelNewBody,
     ModelNewResponse,
     ModelsListParams,
+    MemorySummaryResponse,
     ModelsListResponse,
     ModelUpdateBody,
     OcrBody,
@@ -72,6 +73,11 @@ from models import (
     SpendLogsPage,
     SpendLogsPageParams,
     SpendLogsParams,
+    TeamDeleteBody,
+    TeamNewBody,
+    TeamNewResponse,
+    UserDeleteBody,
+    UserDeleteResponse,
     ToolsetCreateBody,
     ToolsetRow,
     ToolsetUpdateBody,
@@ -467,6 +473,17 @@ class ProxyClient:
             )
         ).info
 
+    def memory_summary_everywhere(self) -> Mapping[str, Result[MemorySummaryResponse]]:
+        return {
+            url: transport.get(
+                "/debug/memory/summary",
+                headers=transport.master,
+                params=NoBody(),
+                response_type=MemorySummaryResponse,
+            )
+            for url, transport in self.replicas.items()
+        }
+
     def read_back_everywhere[R: BaseModel](
         self,
         path: str,
@@ -794,6 +811,41 @@ class ProxyClient:
         if not is_ok(result):
             warnings.warn(f"delete_credential({credential_name!r}) failed: {result}", stacklevel=2)
 
+    def create_team(self, body: TeamNewBody) -> str:
+        return unwrap(
+            self.transport.post(
+                "/team/new",
+                headers=self.transport.master,
+                json=body,
+                response_type=TeamNewResponse,
+            )
+        ).team_id
+
+    def delete_team(self, team_id: str) -> None:
+        result = self.transport.post(
+            "/team/delete",
+            headers=self.transport.master,
+            json=TeamDeleteBody(team_ids=[team_id]),
+            response_type=NoBody,
+        )
+        if not is_ok(result):
+            warnings.warn(f"delete_team({team_id!r}) failed: {result}", stacklevel=2)
+
+    def delete_user(self, user_id: str) -> None:
+        """Best-effort teardown; a 404 is not a leak, since JWT tests defer this for
+        a user the proxy only upserts after a successful auth."""
+        result = self.transport.post(
+            "/user/delete",
+            headers=self.transport.master,
+            json=UserDeleteBody(user_ids=[user_id]),
+            response_type=UserDeleteResponse,
+        )
+        match result:
+            case Success() | UnknownApiError(status_code=404):
+                return
+            case _:
+                warnings.warn(f"delete_user({user_id!r}) failed: {result}", stacklevel=2)
+
     # ---- LLM calls ------------------------------------------------------
 
     def chat(self, key: str, body: ChatBody) -> Result[ChatResponse]:
diff --git a/tests/e2e/pytest.ini b/tests/e2e/pytest.ini
index c3f8865f218..774d9644497 100644
--- a/tests/e2e/pytest.ini
+++ b/tests/e2e/pytest.ini
@@ -9,3 +9,4 @@ markers =
     load: heavy throughput/load test; collected last so it never perturbs latency-sensitive suites
     weekly: real-provider anomaly load test that spends real money; deselected unless E2E_WEEKLY_ANOMALY is set
     managed_files: needs a proxy running with require_managed_files enabled; deselected unless E2E_MANAGED_FILES_STACK is set
+    redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set
diff --git a/tests/e2e/router/conftest.py b/tests/e2e/router/conftest.py
index 98501f9bd7c..2d5e546dc6c 100644
--- a/tests/e2e/router/conftest.py
+++ b/tests/e2e/router/conftest.py
@@ -13,10 +13,7 @@ from __future__ import annotations
 from collections.abc import Iterator
 
 import pytest
-from requests import RequestException
-
 from complexity_router_client import ComplexityRouterClient, build_client
-from proxy_client import ProxyClient
 from e2e_http import NoBody, Success
 from lifecycle import ResourceManager
 from models import (
@@ -26,6 +23,8 @@ from models import (
     LiteLLMParamsBody,
     ModelsListResponse,
 )
+from proxy_client import ProxyClient
+from requests import RequestException
 
 ROUTER_MODEL = "complexity-smart-router"
 ROUTER_PARAMS = LiteLLMParamsBody(
@@ -120,8 +119,6 @@ def _ensure_complexity_smart_router(  # pyright: ignore[reportUnusedFunction]  #
 @pytest.fixture
 def complexity_key(resources: ResourceManager, client: ComplexityRouterClient) -> str:
     """Per-test key allowed to call the complexity router and its tier backends."""
-    key = client.proxy.generate_key(
-        KeyGenerateBody(models=ROUTER_KEY_MODELS, user_id="e2e-complexity-router")
-    )
+    key = client.proxy.generate_key(KeyGenerateBody(models=ROUTER_KEY_MODELS, user_id="e2e-complexity-router"))
     resources.defer(lambda: client.proxy.delete_key(key))
     return key
diff --git a/tests/e2e/router/reliability_support.py b/tests/e2e/router/reliability_support.py
index 1efcb1a045b..df2ff03aa4a 100644
--- a/tests/e2e/router/reliability_support.py
+++ b/tests/e2e/router/reliability_support.py
@@ -11,6 +11,8 @@ body, so a single long-lived proxy serves every reliability behavior.
 
 from __future__ import annotations
 
+from collections.abc import Sequence
+
 from pydantic import ValidationError
 
 from proxy_client import ProxyClient
@@ -49,6 +51,13 @@ def create_bad_base_deployment(proxy: ProxyClient, name: str) -> str:
     )
 
 
+def create_never_benched_refusing_deployment(proxy: ProxyClient, name: str) -> str:
+    return proxy.create_model(
+        name,
+        LiteLLMParamsBody(model=REAL_MODEL, api_key=REAL_KEY, api_base="http://127.0.0.1:9/v1", cooldown_time=0),
+    )
+
+
 def create_timeout_deployment(proxy: ProxyClient, name: str) -> str:
     """Register a deployment with a 1ms deadline the real backend always exceeds."""
     return proxy.create_model(name, LiteLLMParamsBody(model=REAL_MODEL, api_key=REAL_KEY, timeout=0.001))
@@ -109,6 +118,7 @@ def chat_override(
     override: RouterSettingsOverride | None = None,
     stream: bool = False,
     cache: dict[str, bool] | None = {"no-cache": True},
+    history: Sequence[ChatMessage] = (),
 ) -> StreamingResponse:
     """POST /chat/completions with an optional per-request router_settings_override,
     returning the raw outcome so tests read status, body, and reliability headers."""
@@ -117,7 +127,7 @@ def chat_override(
         headers=proxy.transport.bearer(key),
         json=ReliabilityChatBody(
             model=model,
-            messages=[ChatMessage(role="user", content=content)],
+            messages=[*history, ChatMessage(role="user", content=content)],
             max_tokens=512,
             stream=stream,
             router_settings_override=override,
diff --git a/tests/e2e/router/test_reliability_cache_e2e.py b/tests/e2e/router/test_reliability_cache_e2e.py
index 4ea05a1ecca..f7a2f2ffeb7 100644
--- a/tests/e2e/router/test_reliability_cache_e2e.py
+++ b/tests/e2e/router/test_reliability_cache_e2e.py
@@ -1,37 +1,98 @@
-"""Live e2e: the response cache returns a cached answer on an exact repeat.
+"""An exact cache hit preserves the full choices and usage without another provider call.
 
-The same unique prompt is sent twice to the real `gpt-5.5` deployment under the
-same key: the first call is a cache miss (the proxy computes and stores the entry,
-and returns no x-litellm-cache-key), the second is an exact hit (the proxy serves
-from cache and returns x-litellm-cache-key). This relies on the standard Redis
-response cache being enabled on the proxy under test.
+Response IDs, creation timestamps and proxy headers are transport metadata;
+compare every field within choices and usage, including provider extensions.
 """
 
 from __future__ import annotations
 
+from typing import Final
+
 import pytest
-
 from complexity_router_client import ComplexityRouterClient
-from e2e_config import unique_marker
-from reliability_support import chat_override
+from e2e_config import (
+    FIXTURE_DIR,
+    FIXTURE_MODE_RAW,
+    PROVIDER_EDGE_ADVERTISE_HOST,
+    PROVIDER_EDGE_BIND_HOST,
+    REQUEST_TIMEOUT,
+    unique_marker,
+)
+from lifecycle import ResourceManager
+from models import ChatBody, ChatMessage, ChatResponse, LiteLLMParamsBody
+from provider_edge import ProviderRequestObservation, observed_provider_edge
+from pydantic import BaseModel, JsonValue
 
-pytestmark = pytest.mark.e2e
+pytestmark = [pytest.mark.e2e, pytest.mark.replayable]
+
+
+class _CacheChatBody(ChatBody):
+    ttl: int = 600
+
+
+class _CachedAnswer(BaseModel):
+    model: str
+    choices: tuple[dict[str, JsonValue], ...]
+    usage: dict[str, JsonValue]
 
 
 class TestReliabilityCache:
     @pytest.mark.covers("reliability.cache.exact.returns_cached")
-    def test_exact_cache_returns_cached(self, client: ComplexityRouterClient, scoped_key: str) -> None:
-        prompt = f"cache probe {unique_marker()}"
+    def test_exact_cache_returns_cached(
+        self, client: ComplexityRouterClient, resources: ResourceManager, scoped_key: str
+    ) -> None:
+        marker: Final = unique_marker()
+        model: Final = f"e2e-cache-{marker}"
+        prompt: Final = f"Reply with a short sentence about a blue lantern. Request marker: {marker}"
+        observation: Final = ProviderRequestObservation(marker)
 
-        first = chat_override(client.proxy, scoped_key, "gpt-5.5", prompt, cache=None)
-        assert first.status_code == 200, f"first call should succeed, got {first.status_code}: {first.body[:300]}"
-        assert "x-litellm-cache-key" not in first.headers, (
-            "first (uncached) call must not report a cache-key header"
-        )
+        with observed_provider_edge(
+            observation,
+            mode_raw=FIXTURE_MODE_RAW,
+            bundle_dir=FIXTURE_DIR,
+            bind_host=PROVIDER_EDGE_BIND_HOST,
+            advertise_host=PROVIDER_EDGE_ADVERTISE_HOST,
+            forward_timeout=REQUEST_TIMEOUT,
+        ) as edge:
+            model_id: Final = client.proxy.create_model(
+                model,
+                LiteLLMParamsBody(
+                    model="openai/gpt-5.6",
+                    api_key="os.environ/OPENAI_API_KEY",
+                    api_base=f"{edge.api_base('openai')}/v1",
+                ),
+            )
+            resources.defer(lambda: client.proxy.delete_model(model_id))
+            body: Final = _CacheChatBody(
+                model=model,
+                messages=[ChatMessage(role="user", content=prompt)],
+                max_completion_tokens=512,
+                reasoning_effort="none",
+                cache=None,
+            )
+            first: Final = client.proxy.transport.send(
+                "/chat/completions", headers=client.proxy.transport.bearer(scoped_key), json=body
+            )
+            assert first.status_code == 200, f"first call should succeed, got {first.status_code}: {first.body[:300]}"
+            assert "x-litellm-cache-key" not in first.headers, "first call must be a cache miss"
+            answer: Final = ChatResponse.model_validate_json(first.body)
+            assert len(answer.choices) == 1
+            choice: Final = answer.choices[0]
+            assert choice.message is not None and choice.message.role == "assistant"
+            assert choice.message.content is not None and choice.message.content.strip(), "first answer is empty"
+            assert choice.finish_reason == "stop"
+            assert answer.usage is not None
+            assert answer.usage.prompt_tokens is not None and answer.usage.prompt_tokens > 0
+            assert answer.usage.completion_tokens is not None and answer.usage.completion_tokens > 0
+            assert answer.usage.total_tokens == answer.usage.prompt_tokens + answer.usage.completion_tokens
+            assert observation.count == 1, "first miss must invoke the provider exactly once"
 
-        second = chat_override(client.proxy, scoped_key, "gpt-5.5", prompt, cache=None)
-        assert second.status_code == 200, f"second call should succeed, got {second.status_code}: {second.body[:300]}"
-        assert "x-litellm-cache-key" in second.headers, (
-            "second identical call should hit the response cache and report a cache-key header "
-            "(requires the proxy's Redis response cache to be enabled)"
-        )
+            second: Final = client.proxy.transport.send(
+                "/chat/completions", headers=client.proxy.transport.bearer(scoped_key), json=body
+            )
+            assert second.status_code == 200, f"second call should succeed, got {second.status_code}: {second.body[:300]}"
+            assert second.headers.get("x-litellm-cache-key"), "identical request must hit the response cache"
+            assert _CachedAnswer.model_validate_json(second.body) == _CachedAnswer.model_validate_json(first.body), (
+                "cache hit changed the answer, finish reason or usage"
+            )
+            assert observation.count == 1, "two successful requests must invoke the provider exactly once"
diff --git a/tests/e2e/router/test_reliability_memory_e2e.py b/tests/e2e/router/test_reliability_memory_e2e.py
new file mode 100644
index 00000000000..17e3e1a1996
--- /dev/null
+++ b/tests/e2e/router/test_reliability_memory_e2e.py
@@ -0,0 +1,263 @@
+"""Live e2e: a few hundred requests that fail before any provider answers must not
+grow the proxy's resident memory past a fixed budget once the proxy is warm.
+
+The regression this guards shipped in v1.100.0: every retry breadcrumb copied the
+whole request and the copies nested into one router-global list, so a proxy under
+retry-heavy failing traffic grew until it was OOM-killed. The traffic here has that
+shape: a model group whose deployments refuse at the socket (an unreachable base
+URL) with cooldown_time 0 so the router keeps retrying them, per-request retries,
+and a fallback group that refuses the same way, each request carrying a long chat
+transcript so every whole-request copy costs hundreds of containers instead of a
+handful. Under the stack's cooldown policy a
+deployment that fails a handful of times in a row is benched (a bad-credential 401
+included), the router answers "No deployments available" without retrying, and the
+retry loop that leaks stops running; cooldown_time 0 keeps it running.
+
+Two identical phases run back to back. The first is the warmup that grows the
+proxy's caches and allocator arenas to their steady state, the second is the one
+the budget applies to, so a healthy proxy shows the second phase adding roughly
+nothing while a leaking one adds a fixed amount per request. RSS is read through
+/debug/memory/summary on every configured replica; a burst of failing calls leaves
+a transient bulge of garbage that gc reclaims within seconds, so each checkpoint
+samples until no new worker has answered for a settle window and keeps the lowest
+reading per worker. The growth is judged per worker (by replica address, hostname
+and pid, since pods in their own pid namespaces report the same pids) so each
+worker is compared with itself, and the two checkpoints must see the same workers:
+a single load-balanced address reaches the workers behind it one answer at a time,
+and a worker that answered only one checkpoint would otherwise drop out of the
+comparison, which is where a leaking worker could hide.
+
+RSS alone is a coarse gauge: on the release stack (spend logs storing prompts,
+json logs, prometheus and otel callbacks) the same v1.100.0 breadcrumbs grew RSS
+by only about 15 MB per 300 failing requests, while every failing request's stored
+request snapshot carried a copy of the request per failed attempt, over 100 KB on
+the first call and a couple of MB once the copies nested, against tens of KB with
+the fix. So the first check sends one failing request before the phases, reads its
+spend log back through /spend/logs, and holds the stored request body to a fixed
+size budget: the deterministic catch for a breadcrumb that copies the whole
+request. It runs before the phases because the leaking writer drops its own rows
+under the phases' traffic (a queue budget hit, a recursion limit on the nested
+copies), which would turn the size check into a missing-row check.
+"""
+
+from __future__ import annotations
+
+import json
+import time
+from collections.abc import Mapping, Sequence
+from concurrent.futures import ThreadPoolExecutor
+from dataclasses import dataclass
+from types import MappingProxyType
+from typing import Final
+
+import pytest
+
+from complexity_router_client import ComplexityRouterClient
+from e2e_config import (
+    MEMORY_CONCURRENCY,
+    MEMORY_REQUESTS_PER_PHASE,
+    MEMORY_RETRIES_PER_REQUEST,
+    MEMORY_RSS_BUDGET_MB,
+    MEMORY_RSS_SAMPLE_INTERVAL_SECONDS,
+    MEMORY_RSS_SETTLE_SAMPLES,
+    MEMORY_STORED_REQUEST_BUDGET_KB,
+    MEMORY_TRANSCRIPT_TURNS,
+    unique_marker,
+)
+from e2e_http import unwrap
+from lifecycle import ResourceManager
+from models import ChatMessage, RouterSettingsOverride, SpendLogRow
+from proxy_client import ProxyClient
+from reliability_support import chat_override, create_never_benched_refusing_deployment
+
+pytestmark = pytest.mark.e2e
+
+DEPLOYMENTS_PER_GROUP: Final = 2
+RSS_SAMPLE_CAP: Final = 4 * MEMORY_RSS_SETTLE_SAMPLES
+
+
+@dataclass(frozen=True, slots=True)
+class FailedCall:
+    status_code: int
+    seconds: float
+    body_head: str
+    call_id: str | None
+
+
+WorkerKey = tuple[str, str | None, int]
+
+
+@dataclass(frozen=True, slots=True)
+class RssReading:
+    replica: str
+    hostname: str | None
+    worker_pid: int
+    ram_usage_mb: float
+
+    @property
+    def worker(self) -> WorkerKey:
+        return (self.replica, self.hostname, self.worker_pid)
+
+
+@dataclass(frozen=True, slots=True)
+class WorkerGrowth:
+    warm: RssReading
+    after: RssReading
+
+    @property
+    def growth_mb(self) -> float:
+        return self.after.ram_usage_mb - self.warm.ram_usage_mb
+
+
+def _register_refusing_group(proxy: ProxyClient, resources: ResourceManager, name: str) -> None:
+    for model_id in tuple(create_never_benched_refusing_deployment(proxy, name) for _ in range(DEPLOYMENTS_PER_GROUP)):
+        resources.defer(lambda model_id=model_id: proxy.delete_model(model_id))
+
+
+def _transcript(turns: int) -> tuple[ChatMessage, ...]:
+    return tuple(
+        ChatMessage(role=role, content=f"turn {turn} {role}")
+        for turn in range(turns)
+        for role in ("user", "assistant")
+    )
+
+
+TRANSCRIPT: Final = _transcript(MEMORY_TRANSCRIPT_TURNS)
+
+
+def _fail_once(proxy: ProxyClient, key: str, model: str, override: RouterSettingsOverride) -> FailedCall:
+    started: Final = time.perf_counter()
+    resp: Final = chat_override(
+        proxy, key, model, f"memory regression {unique_marker()}", override=override, history=TRANSCRIPT
+    )
+    return FailedCall(resp.status_code, time.perf_counter() - started, resp.body[:300], resp.call_id)
+
+
+def _fail_many(proxy: ProxyClient, key: str, model: str, override: RouterSettingsOverride) -> tuple[FailedCall, ...]:
+    with ThreadPoolExecutor(max_workers=MEMORY_CONCURRENCY) as pool:
+        futures: Final = tuple(
+            pool.submit(_fail_once, proxy, key, model, override) for _ in range(MEMORY_REQUESTS_PER_PHASE)
+        )
+        return tuple(future.result() for future in futures)
+
+
+def _read_rss_everywhere_after_pause(proxy: ProxyClient) -> tuple[RssReading, ...]:
+    time.sleep(MEMORY_RSS_SAMPLE_INTERVAL_SECONDS)
+    return tuple(
+        RssReading(replica, body.hostname, body.worker_pid, body.memory.ram_usage_mb)
+        for replica, result in proxy.memory_summary_everywhere().items()
+        for body in (unwrap(result),)
+        if body.memory.ram_usage_mb is not None
+    )
+
+
+def _readings_until_no_new_worker(
+    proxy: ProxyClient, readings: tuple[RssReading, ...], samples: int, samples_since_new_worker: int
+) -> tuple[RssReading, ...]:
+    if samples >= RSS_SAMPLE_CAP or samples_since_new_worker >= MEMORY_RSS_SETTLE_SAMPLES:
+        return readings
+    sample: Final = _read_rss_everywhere_after_pause(proxy)
+    known: Final = frozenset(reading.worker for reading in readings)
+    new_worker_answered: Final = any(reading.worker not in known for reading in sample)
+    return _readings_until_no_new_worker(
+        proxy, readings + sample, samples + 1, 0 if new_worker_answered else samples_since_new_worker + 1
+    )
+
+
+def _settled_rss_per_worker(proxy: ProxyClient) -> Mapping[WorkerKey, RssReading]:
+    readings: Final = _readings_until_no_new_worker(proxy, (), 0, 0)
+    assert readings, "no /debug/memory/summary read carried ram_usage_mb, so the proxy cannot report its RSS"
+    return MappingProxyType(
+        {
+            worker: min((reading for reading in readings if reading.worker == worker), key=lambda r: r.ram_usage_mb)
+            for worker in {reading.worker for reading in readings}
+        }
+    )
+
+
+def _heaviest_worker_growth(
+    warm: Mapping[WorkerKey, RssReading], after: Mapping[WorkerKey, RssReading]
+) -> WorkerGrowth:
+    assert warm.keys() == after.keys(), (
+        f"the workers answering /debug/memory/summary changed between the checkpoints, so not every worker can "
+        f"be compared with itself: gone after the measured batch {sorted(warm.keys() - after.keys())} (a worker "
+        f"that died or was restarted under failing traffic, which is what an OOM kill looks like), first seen "
+        f"after it {sorted(after.keys() - warm.keys())} (the warm window never reached them, so they have no "
+        f"baseline; raise E2E_MEMORY_RSS_SETTLE_SAMPLES if the stack has more workers than the window covers)"
+    )
+    return max((WorkerGrowth(warm[worker], after[worker]) for worker in warm), key=lambda growth: growth.growth_mb)
+
+
+def _assert_every_call_failed_through_fallback(calls: Sequence[FailedCall], fallback: str) -> None:
+    served: Final = tuple(call for call in calls if call.status_code == 200)
+    assert not served, (
+        f"{len(served)} of {len(calls)} calls came back 200, so they reached a provider and never "
+        f"exercised the retry loop: {served[0].body_head}"
+    )
+    without_fallback: Final = tuple(call for call in calls if fallback not in call.body_head)
+    assert not without_fallback, (
+        f"{len(without_fallback)} of {len(calls)} failures never named the fallback group {fallback}, "
+        f"so the request did not run through retries into the fallback: {without_fallback[0].body_head}"
+    )
+
+
+def _stored_request_kb(proxy: ProxyClient, call: FailedCall) -> float:
+    assert call.call_id, (
+        f"the failing call carried no x-litellm-call-id header, so its spend log cannot be read back: {call.body_head}"
+    )
+    rows: Final[Sequence[SpendLogRow]] = proxy.poll_logs_for_request_id(call.call_id)
+    assert rows, (
+        f"no spend log row appeared for failing call {call.call_id} within the poll window: either the stack "
+        "writes no spend logs or its writer dropped the row, which the v1.100.0 one did once the stored "
+        "request outgrew the writer's queue budget"
+    )
+    snapshot: Final = rows[0].proxy_server_request
+    assert snapshot, (
+        f"spend log {call.call_id} stored no request body, so the stack is not running with "
+        "general_settings.store_prompts_in_spend_logs and the stored-request check would pass vacuously"
+    )
+    return len(json.dumps(snapshot).encode()) / 1024
+
+
+class TestReliabilityMemory:
+    @pytest.mark.covers("reliability.perf.memory.under_slo")
+    def test_failing_requests_do_not_grow_rss_or_stored_request(
+        self, client: ComplexityRouterClient, resources: ResourceManager, scoped_key: str
+    ) -> None:
+        marker: Final = unique_marker()
+        primary: Final = f"reliability-memory-{marker}"
+        fallback: Final = f"reliability-memory-fb-{marker}"
+        _register_refusing_group(client.proxy, resources, primary)
+        _register_refusing_group(client.proxy, resources, fallback)
+        override: Final = RouterSettingsOverride(
+            num_retries=MEMORY_RETRIES_PER_REQUEST, fallbacks=[{primary: [fallback]}]
+        )
+
+        probe: Final = _fail_once(client.proxy, scoped_key, primary, override)
+        _assert_every_call_failed_through_fallback((probe,), fallback)
+        stored_kb: Final = _stored_request_kb(client.proxy, probe)
+        assert stored_kb <= MEMORY_STORED_REQUEST_BUDGET_KB, (
+            f"the spend log of one failing request stored a {stored_kb:.0f} KB request body, past the "
+            f"{MEMORY_STORED_REQUEST_BUDGET_KB:.0f} KB budget for a {len(TRANSCRIPT)}-message transcript with "
+            f"{MEMORY_RETRIES_PER_REQUEST} retries and a fallback; the retry breadcrumbs are copying the whole "
+            f"request into the stored snapshot the way the v1.100.0 ones did"
+        )
+
+        warmup: Final = _fail_many(client.proxy, scoped_key, primary, override)
+        _assert_every_call_failed_through_fallback(warmup, fallback)
+        warm: Final = _settled_rss_per_worker(client.proxy)
+
+        measured: Final = _fail_many(client.proxy, scoped_key, primary, override)
+        _assert_every_call_failed_through_fallback(measured, fallback)
+        after: Final = _settled_rss_per_worker(client.proxy)
+
+        heaviest: Final = _heaviest_worker_growth(warm, after)
+        assert heaviest.growth_mb <= MEMORY_RSS_BUDGET_MB, (
+            f"proxy RSS grew {heaviest.growth_mb:.1f} MB over a second batch of {MEMORY_REQUESTS_PER_PHASE} failing "
+            f"requests ({MEMORY_RETRIES_PER_REQUEST} retries each plus a fallback) after an identical warmup batch, "
+            f"past the {MEMORY_RSS_BUDGET_MB:.0f} MB budget: worker pid {heaviest.warm.worker_pid} on "
+            f"{heaviest.warm.hostname or 'an unnamed host'} behind {heaviest.warm.replica} settled at "
+            f"{heaviest.warm.ram_usage_mb:.1f} MB warm and "
+            f"{heaviest.after.ram_usage_mb:.1f} MB after; failing requests are leaking memory the way the "
+            f"v1.100.0 retry breadcrumbs did"
+        )
diff --git a/tests/e2e/test_idp.py b/tests/e2e/test_idp.py
new file mode 100644
index 00000000000..33a09a0f13a
--- /dev/null
+++ b/tests/e2e/test_idp.py
@@ -0,0 +1,179 @@
+"""Harness coverage for idp.py: the pure parts of the Keycloak client, which are
+the ones a wrong value in silently mistargets. No proxy and no IdP needed, so
+these carry no `e2e` marker and run everywhere."""
+
+from __future__ import annotations
+
+from collections.abc import Callable, Generator
+from contextlib import ExitStack, contextmanager
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from queue import SimpleQueue
+from threading import Thread
+from typing import Final
+
+import pytest
+from e2e_http import ExternalWrite
+from idp import (
+    KEYCLOAK_ADMIN_PASSWORD_ENV,
+    KEYCLOAK_ADMIN_USER_ENV,
+    KEYCLOAK_REALM_ENV,
+    KEYCLOAK_URL_ENV,
+    Keycloak,
+    PasswordCredential,
+    UserCreateBody,
+    created_id,
+    keycloak_from_env,
+)
+
+_REALM: Final = Keycloak(
+    base_url="http://keycloak:8080", realm="litellm-e2e", admin_username="admin", admin_password="pw"
+)
+
+
+def test_realm_urls_match_keycloaks_own_layout() -> None:
+    assert _REALM.issuer == "http://keycloak:8080/realms/litellm-e2e"
+    assert _REALM.jwks_url == "http://keycloak:8080/realms/litellm-e2e/protocol/openid-connect/certs"
+    assert _REALM.token_url("master") == "http://keycloak:8080/realms/master/protocol/openid-connect/token"
+
+
+def test_created_id_is_the_last_segment_of_the_location_header() -> None:
+    created: Final = ExternalWrite(
+        status_code=201, location="http://keycloak:8080/admin/realms/litellm-e2e/groups/abc-123"
+    )
+    assert created_id(created, "a group") == "abc-123"
+
+
+def test_a_refused_create_fails_the_test_with_the_idps_own_words() -> None:
+    with pytest.raises(BaseException, match=r"409.*already exists"):
+        created_id(ExternalWrite(status_code=409, body="Group already exists"), "a group")
+
+
+@pytest.mark.parametrize("location", ["", "http://keycloak/groups/"])
+def test_create_without_a_resource_id_fails(location: str) -> None:
+    with pytest.raises(pytest.fail.Exception, match="resource id"):
+        created_id(ExternalWrite(status_code=201, location=location), "a group")
+
+
+@contextmanager
+def _idp_server(
+    *, user_status: int = 201, delete_status: int = 204, admin_status: int = 200
+) -> Generator[tuple[Keycloak, SimpleQueue[str]]]:
+    """Exercise provisioning failures through the same HTTP transport as live tests."""
+    deletions: SimpleQueue[str] = SimpleQueue()
+
+    class Handler(BaseHTTPRequestHandler):
+        def log_message(self, format: str, *args: object) -> None:
+            pass
+
+        def do_POST(self) -> None:
+            self.rfile.read(int(self.headers.get("Content-Length", "0")))
+            if self.path.endswith("/token"):
+                self.send_response(admin_status)
+                self.end_headers()
+                self.wfile.write(b'{"access_token":"synthetic-harness-token"}')
+            else:
+                self.send_response(user_status if self.path.endswith("/users") else 201)
+                self.send_header("Location", f"{self.path}/resource-1")
+                self.end_headers()
+                if user_status != 201 and self.path.endswith("/users"):
+                    self.wfile.write(b"injected create failure")
+
+        def do_DELETE(self) -> None:
+            deletions.put(self.path)
+            self.send_response(delete_status)
+            self.end_headers()
+
+    server: Final = ThreadingHTTPServer(("127.0.0.1", 0), Handler)
+    thread: Final = Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    try:
+        yield (
+            Keycloak(
+                base_url=f"http://127.0.0.1:{server.server_port}",
+                realm="test",
+                admin_username="admin",
+                admin_password="pw",
+            ),
+            deletions,
+        )
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=5)
+
+
+def test_partial_provisioning_removes_the_group_when_user_creation_fails() -> None:
+    with _idp_server(user_status=500) as (idp, deletions):
+        with ExitStack() as cleanup:
+
+            def defer(callback: Callable[[], object]) -> None:
+                cleanup.callback(callback)
+
+            with pytest.raises(pytest.fail.Exception, match="injected create failure"):
+                idp.provision(marker="partial", group="team", defer=defer)
+        assert deletions.get_nowait() == "/admin/realms/test/groups/resource-1"
+        assert deletions.empty()
+
+
+def test_successful_provisioning_cleans_up_user_before_group() -> None:
+    with _idp_server() as (idp, deletions):
+        with ExitStack() as cleanup:
+
+            def defer(callback: Callable[[], object]) -> None:
+                cleanup.callback(callback)
+
+            idp.provision(marker="complete", group="team", defer=defer)
+        assert deletions.get_nowait() == "/admin/realms/test/users/resource-1"
+        assert deletions.get_nowait() == "/admin/realms/test/groups/resource-1"
+        assert deletions.empty()
+
+
+def test_cleanup_failure_is_visible() -> None:
+    with _idp_server(delete_status=500) as (idp, _):
+        with pytest.warns(RuntimeWarning, match="cleanup failed.*HTTP 500"):
+            idp.delete_group("group")
+
+
+def test_expired_admin_credentials_do_not_abort_remaining_cleanups() -> None:
+    with _idp_server(admin_status=401) as (idp, _):
+        cleanup: Final = ExitStack()
+        cleanup.callback(idp.delete_group, "group")
+        cleanup.callback(idp.delete_user, "user")
+        with pytest.warns(RuntimeWarning, match="cleanup could not authenticate") as warnings:
+            cleanup.close()
+        assert len(warnings) == 2
+
+
+def test_new_users_are_born_fully_set_up() -> None:
+    """A user without a profile or with a pending required action authenticates
+    nowhere: Keycloak answers every grant with "Account is not fully set up"."""
+    body: Final = UserCreateBody(
+        username="e2e", email="e2e@example.com", groups=("team",), credentials=(PasswordCredential(value="pw"),)
+    ).model_dump(by_alias=True)
+
+    assert body["requiredActions"] == ()
+    assert body["firstName"] and body["lastName"] and body["emailVerified"] is True
+    assert body["credentials"][0]["temporary"] is False
+
+
+def test_connection_details_come_from_the_environment(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv(KEYCLOAK_URL_ENV, "http://keycloak.litellm.svc.cluster.local:8080/")
+    monkeypatch.setenv(KEYCLOAK_REALM_ENV, "other-realm")
+    monkeypatch.setenv(KEYCLOAK_ADMIN_USER_ENV, "admin")
+    monkeypatch.setenv(KEYCLOAK_ADMIN_PASSWORD_ENV, "pw")
+
+    resolved: Final = keycloak_from_env()
+
+    assert resolved.issuer == "http://keycloak.litellm.svc.cluster.local:8080/realms/other-realm"
+    assert resolved.admin_username == "admin" and resolved.admin_password == "pw"
+
+
+@pytest.mark.parametrize("blank", ["", "   "])
+def test_a_missing_admin_credential_fails_loudly_instead_of_skipping(
+    monkeypatch: pytest.MonkeyPatch, blank: str
+) -> None:
+    monkeypatch.setenv(KEYCLOAK_ADMIN_USER_ENV, "admin")
+    monkeypatch.setenv(KEYCLOAK_ADMIN_PASSWORD_ENV, blank)
+
+    with pytest.raises(BaseException, match=KEYCLOAK_ADMIN_PASSWORD_ENV):
+        keycloak_from_env()
diff --git a/tests/e2e/test_provider_edge.py b/tests/e2e/test_provider_edge.py
index 8ab389ee43c..18f72ac0e7a 100644
--- a/tests/e2e/test_provider_edge.py
+++ b/tests/e2e/test_provider_edge.py
@@ -34,10 +34,7 @@ from pathlib import Path
 from typing import Final
 
 import pytest
-from pydantic import TypeAdapter
-
 from e2e_http import RawResponse, StreamChunk, forward
-from fixture_canonical import canonicalize
 from fixture_bundle import (
     BundleRecorder,
     Interaction,
@@ -49,6 +46,7 @@ from fixture_bundle import (
     prepare_bundle,
     slug_for_test,
 )
+from fixture_canonical import canonicalize
 from fixture_mode import current_test_key
 from provider_edge import (
     REPLAY_MISS_STATUS,
@@ -56,15 +54,18 @@ from provider_edge import (
     EdgeReply,
     EdgeStream,
     ProviderEdge,
+    ProviderRequestObservation,
     RecordEdge,
     ReplayEdge,
     ReplaySource,
     edge_request,
     handle_edge_request,
+    observed_provider_edge,
     provider_edge_api_base,
     replay_leftover_error,
     start_provider_edge,
 )
+from pydantic import TypeAdapter
 
 CHAT_PATH = "/openai/v1/chat/completions"
 UPLOAD_PATH = "/openai/v1/files"
@@ -1290,3 +1291,62 @@ class TestApiBaseSeam:
         assert second.endswith("/anthropic")
         assert first.rsplit("/", 1)[0] == second.rsplit("/", 1)[0]
         assert (root / "manifest.json").is_file()
+
+
+class TestProviderRequestObservation:
+    def test_live_counts_repeated_marker_calls_without_recording(self, tmp_path: Path) -> None:
+        observation: Final = ProviderRequestObservation("observed-lantern")
+        with fake_provider() as provider:
+            with observed_provider_edge(
+                observation, mode_raw="live", bundle_dir=tmp_path / "unused",
+                bind_host="127.0.0.1", advertise_host="127.0.0.1",
+                mounts={"openai": provider_url(provider)},
+            ) as edge:
+                assert observation.count == 0
+                unrelated: Final = call_edge(edge, "POST", CHAT_PATH, body=chat_body("other-lantern"))
+                assert unrelated.status_code == 200
+                assert observation.count == 0
+                first: Final = call_edge(edge, "POST", CHAT_PATH, body=chat_body("observed-lantern"))
+                assert first.status_code == 200
+                assert json_object(first.body)["echo"] == chat_body("observed-lantern").decode()
+                assert observation.count == 1
+                second: Final = call_edge(edge, "POST", CHAT_PATH, body=chat_body("observed-lantern"))
+                assert second.status_code == 200
+                assert observation.count == 2
+            assert len(provider.hits) == 3
+        assert not (tmp_path / "unused").exists()
+
+    def test_record_and_replay_count_each_matching_call(self, tmp_path: Path) -> None:
+        with fake_provider() as provider:
+            for mode, observation in (
+                ("record", ProviderRequestObservation("observed-lantern")),
+                ("replay", ProviderRequestObservation("observed-lantern")),
+            ):
+                with observed_provider_edge(
+                    observation, mode_raw=mode, bundle_dir=tmp_path / "bundle",
+                    bind_host="127.0.0.1", advertise_host="127.0.0.1",
+                    mounts={"openai": provider_url(provider)},
+                ) as edge:
+                    assert observation.count == 0
+                    for expected, response in (
+                        (index, call_edge(edge, "POST", CHAT_PATH, body=chat_body("observed-lantern")))
+                        for index in (1, 2)
+                    ):
+                        assert response.status_code == 200
+                        assert json_object(response.body)["hit"] == expected
+                        assert observation.count == expected
+                assert len(provider.hits) == 2
+        assert replay_leftover_error(
+            mode_raw="replay", bundle_dir=tmp_path / "bundle", test_key=current_test_key()
+        ) is None
+
+    def test_failed_provider_attempt_is_counted(self, tmp_path: Path) -> None:
+        observation: Final = ProviderRequestObservation("observed-lantern")
+        with observed_provider_edge(
+            observation, mode_raw="live", bundle_dir=tmp_path / "unused",
+            bind_host="127.0.0.1", advertise_host="127.0.0.1",
+            mounts={"openai": "http://127.0.0.1:9"},
+        ) as edge:
+            response: Final = call_edge(edge, "POST", CHAT_PATH, body=chat_body("observed-lantern"))
+            assert response.status_code == 502
+            assert observation.count == 1
diff --git a/tests/e2e/test_proxy_client.py b/tests/e2e/test_proxy_client.py
index 3b84a47e3cc..1b0133f12cb 100644
--- a/tests/e2e/test_proxy_client.py
+++ b/tests/e2e/test_proxy_client.py
@@ -245,6 +245,7 @@ class TestReplicasFor:
             replica_urls=("http://gateway-1", "http://gateway-2"),
         )
         assert set(client.replicas_for("/key/info")) == {"http://backend"}
+        assert set(client.replicas_for("/project/info")) == {"http://backend"}
         assert set(client.replicas_for("/v1/models")) == {"http://gateway-1", "http://gateway-2"}
 
     def test_monolith_reads_management_routes_back_from_every_replica(self) -> None:
diff --git a/tests/e2e/transport.py b/tests/e2e/transport.py
index 44fdbaa3e41..e8caa801467 100644
--- a/tests/e2e/transport.py
+++ b/tests/e2e/transport.py
@@ -295,6 +295,7 @@ CONTROL_PLANE_PREFIXES: tuple[str, ...] = (
     "/user",
     "/team",
     "/organization",
+    "/project",
     "/customer",
     "/end_user",
     "/tag",
diff --git a/tests/e2e/ui/constants.ts b/tests/e2e/ui/constants.ts
index 71774c95d24..158dea53b71 100644
--- a/tests/e2e/ui/constants.ts
+++ b/tests/e2e/ui/constants.ts
@@ -17,6 +17,8 @@ export const ARTIFACT_DIR = process.env.E2E_UI_ARTIFACT_DIR || ".";
 
 export const MOCK_PRESIDIO_URL = (process.env.E2E_MOCK_PRESIDIO_URL || "http://127.0.0.1:8091").replace(/\/+$/, "");
 
+export const PROPAGATION_TIMEOUT_MS = 90_000;
+
 const storagePath = (name: string): string => path.join(ARTIFACT_DIR, name);
 
 // Storage state paths for each role
diff --git a/tests/e2e/ui/tests/guardrails/presidioUserStory.spec.ts b/tests/e2e/ui/tests/guardrails/presidioUserStory.spec.ts
index d4ed5308342..b4dc7c4e8da 100644
--- a/tests/e2e/ui/tests/guardrails/presidioUserStory.spec.ts
+++ b/tests/e2e/ui/tests/guardrails/presidioUserStory.spec.ts
@@ -1,8 +1,8 @@
-import { test, expect, type Page as PlaywrightPage } from "@playwright/test";
-import { ADMIN_STORAGE_PATH, MOCK_PRESIDIO_URL } from "../../constants";
+import { test as base, expect, type Page as PlaywrightPage } from "@playwright/test";
+import { ADMIN_STORAGE_PATH, MOCK_PRESIDIO_URL, PROPAGATION_TIMEOUT_MS } from "../../constants";
 import { navigateToPage, dismissFeedbackPopup } from "../../helpers/navigation";
 import { Page } from "../../fixtures/pages";
-import { CHAT_MODEL_A, masterKey, rootPath, waitForSpendLogByPrompt } from "../../helpers/traffic";
+import { CHAT_MODEL_A, masterKey, rootPath, uniqueSuffix, waitForSpendLog } from "../../helpers/traffic";
 import { openPlayground, selectModel, sendButton, onlyVisible } from "../../helpers/playground";
 
 const RAW_EMAIL = "jane.doe@example.com";
@@ -62,15 +62,63 @@ async function deleteGuardrail(page: PlaywrightPage, guardrailName: string): Pro
   await expect(page.getByText(`Guardrail "${guardrailName}" deleted successfully`)).toBeVisible({ timeout: 10_000 });
 }
 
+const test = base.extend<{ guardrailName: string }>({
+  guardrailName: async ({ page }, use) => {
+    const name = `e2e-presidio-story-${uniqueSuffix()}`;
+    await createPresidioGuardrail(page, name);
+    try {
+      await use(name);
+    } finally {
+      await deleteGuardrail(page, name);
+    }
+  },
+});
+
 test.describe("Presidio PII guardrail, end to end from the dashboard", () => {
+  test.describe.configure({ timeout: 5 * 60_000 });
   test.use({ storageState: ADMIN_STORAGE_PATH });
 
-  test("masks PII sent from the Playground and shows the run in Logs", async ({ page, request }) => {
-    const guardrailName = `e2e-presidio-story-${Date.now()}`;
+  test("masks PII sent from the Playground and shows the run in Logs", async ({ page, request, guardrailName }) => {
     const marker = `case-ref-${Math.random().toString(36).slice(2, 10)}`;
     const prompt = `${marker}. Email me at ${RAW_EMAIL} or call ${RAW_PHONE}.`;
 
-    await createPresidioGuardrail(page, guardrailName);
+    await expect
+      .poll(
+        async () => {
+          const completion = await request.post(`${rootPath()}/v1/chat/completions`, {
+            headers: { Authorization: `Bearer ${masterKey()}` },
+            data: {
+              model: CHAT_MODEL_A,
+              messages: [
+                { role: "user", content: `readiness-${uniqueSuffix()}. Email ${RAW_EMAIL}; phone ${RAW_PHONE}.` },
+              ],
+              guardrails: [guardrailName],
+            },
+          });
+          expect(completion.ok(), `guardrail readiness request failed: ${await completion.text()}`).toBe(true);
+          const { id }: { id: string } = await completion.json();
+          expect(id).toBeTruthy();
+          await waitForSpendLog(request, id);
+          const stored = await request.get(`${rootPath()}/spend/logs`, {
+            headers: { Authorization: `Bearer ${masterKey()}` },
+            params: { request_id: id },
+          });
+          expect(stored.ok(), `guardrail readiness log read failed: ${stored.status()}`).toBe(true);
+          const body = await stored.text();
+          return {
+            rawEmail: body.includes(RAW_EMAIL),
+            rawPhone: body.includes(RAW_PHONE),
+            maskedEmail: body.includes("<EMAIL_ADDRESS>"),
+            maskedPhone: body.includes("<PHONE_NUMBER>"),
+          };
+        },
+        {
+          message: `${guardrailName} never masked email and phone data in a completed request`,
+          timeout: PROPAGATION_TIMEOUT_MS,
+          intervals: [2_000],
+        },
+      )
+      .toEqual({ rawEmail: false, rawPhone: false, maskedEmail: true, maskedPhone: true });
 
     await openPlayground(page);
     await selectModel(page, CHAT_MODEL_A);
@@ -85,29 +133,31 @@ test.describe("Presidio PII guardrail, end to end from the dashboard", () => {
     const input = onlyVisible(page.getByPlaceholder("Type your message", { exact: false }));
     await expect(input).toBeVisible({ timeout: 15_000 });
 
-    await expect
-      .poll(
-        async () => {
-          await input.fill(prompt);
-          await sendButton(page).click();
-          const res = await request.get(`${rootPath()}/spend/logs`, {
-            headers: { Authorization: `Bearer ${masterKey()}` },
-          });
-          if (!res.ok()) return false;
-          const rows: { metadata?: { applied_guardrails?: string[] } }[] = await res.json();
-          return (Array.isArray(rows) ? rows : []).some((row) =>
-            (row.metadata?.applied_guardrails ?? []).includes(guardrailName),
-          );
-        },
-        {
-          message: `the playground never produced a request that ran ${guardrailName}`,
-          timeout: 90_000,
-          intervals: [5_000],
-        },
-      )
-      .toBe(true);
-
-    const requestId = await waitForSpendLogByPrompt(request, marker);
+    await input.fill(prompt);
+    const responsePromise = page.waitForResponse(
+      (response) =>
+        response.request().method() === "POST" &&
+        new URL(response.url()).pathname.endsWith("/chat/completions") &&
+        (response.request().postData()?.includes(marker) ?? false),
+    );
+    await sendButton(page).click();
+    const response = await responsePromise;
+    expect(response.ok(), `Playground completion failed: ${response.status()}`).toBe(true);
+    const responseBody = await response.text();
+    const chunks: { id?: string; error?: unknown }[] = response.headers()["content-type"]?.includes("text/event-stream")
+      ? responseBody
+          .split(/\r?\n/)
+          .filter((line) => line.startsWith("data: ") && line.trim() !== "data: [DONE]")
+          .map((line) => JSON.parse(line.slice(6)))
+      : [JSON.parse(responseBody)];
+    expect(
+      chunks.some((chunk) => chunk.error),
+      "the Playground stream returned an error",
+    ).toBe(false);
+    const requestIds = [...new Set(chunks.map((chunk) => chunk.id).filter((id): id is string => !!id))];
+    expect(requestIds, "the Playground response identifies exactly one completion").toHaveLength(1);
+    const [requestId] = requestIds;
+    await waitForSpendLog(request, requestId);
 
     const stored = await request.get(`${rootPath()}/spend/logs?request_id=${requestId}`, {
       headers: { Authorization: `Bearer ${masterKey()}` },
@@ -138,7 +188,9 @@ test.describe("Presidio PII guardrail, end to end from the dashboard", () => {
 
     const drawer = page.getByRole("dialog").first();
     await expect(onlyVisible(drawer.getByText("Guardrails & Policy Compliance"))).toBeVisible({ timeout: 20_000 });
-    await expect(onlyVisible(drawer.getByText(`Pre-call guardrail: ${guardrailName}`))).toBeVisible({ timeout: 20_000 });
+    await expect(onlyVisible(drawer.getByText(`Pre-call guardrail: ${guardrailName}`))).toBeVisible({
+      timeout: 20_000,
+    });
     const maskedPrompt = drawer.getByText(`${marker}. Email me at <EMAIL_ADDRESS> or call <PHONE_NUMBER>.`);
     await expect(onlyVisible(maskedPrompt)).toBeVisible({ timeout: 20_000 });
 
@@ -151,7 +203,5 @@ test.describe("Presidio PII guardrail, end to end from the dashboard", () => {
 
     await expect(drawer.getByText(RAW_EMAIL)).toHaveCount(0);
     await expect(drawer.getByText(RAW_PHONE)).toHaveCount(0);
-
-    await deleteGuardrail(page, guardrailName);
   });
 });
diff --git a/tests/e2e/ui/tests/modelsPage/modelHealthStatus.spec.ts b/tests/e2e/ui/tests/modelsPage/modelHealthStatus.spec.ts
index 247cce1b85d..7bd1caa6756 100644
--- a/tests/e2e/ui/tests/modelsPage/modelHealthStatus.spec.ts
+++ b/tests/e2e/ui/tests/modelsPage/modelHealthStatus.spec.ts
@@ -4,7 +4,7 @@ import {
   type Locator,
   type Page as PlaywrightPage,
 } from "@playwright/test";
-import { ADMIN_STORAGE_PATH } from "../../constants";
+import { ADMIN_STORAGE_PATH, PROPAGATION_TIMEOUT_MS } from "../../constants";
 import { Page } from "../../fixtures/pages";
 import { navigateToPage } from "../../helpers/navigation";
 import { readBack } from "../../helpers/roundTrip";
@@ -145,6 +145,23 @@ async function withDeployment(
         timeout: 60_000,
       })
       .toBe(true);
+    await expect
+      .poll(
+        async () => {
+          const response = await page.request.get("/v1/models", {
+            headers: { Authorization: `Bearer ${masterKey()}` },
+          });
+          expect(response.ok(), `/v1/models failed: ${response.status()}`).toBe(true);
+          const body: { data: { id: string }[] } = await response.json();
+          return body.data.some((model) => model.id === name);
+        },
+        {
+          message: `deployment ${name} never appeared on the serving path`,
+          timeout: PROPAGATION_TIMEOUT_MS,
+          intervals: [2_000],
+        },
+      )
+      .toBe(true);
     await use(name);
   } finally {
     await deleteDeployment(page, id);
@@ -161,6 +178,7 @@ const test = base.extend<{ reachableName: string; unreachableName: string }>({
 });
 
 test.describe("Model health status", () => {
+  test.describe.configure({ timeout: 8 * 60_000 });
   test.use({ storageState: ADMIN_STORAGE_PATH });
 
   test("Run Health Check reports a reachable deployment healthy and an unreachable one unhealthy", async ({
diff --git a/tests/e2e/ui/tests/proxy-admin/keyBlocking.spec.ts b/tests/e2e/ui/tests/proxy-admin/keyBlocking.spec.ts
index 99a8065a797..788f4ca1284 100644
--- a/tests/e2e/ui/tests/proxy-admin/keyBlocking.spec.ts
+++ b/tests/e2e/ui/tests/proxy-admin/keyBlocking.spec.ts
@@ -1,5 +1,5 @@
 import { test as base, expect } from "@playwright/test";
-import { ADMIN_STORAGE_PATH } from "../../constants";
+import { ADMIN_STORAGE_PATH, PROPAGATION_TIMEOUT_MS } from "../../constants";
 import { Page } from "../../fixtures/pages";
 import { dismissFeedbackPopup, navigateToPage, openKeyDetail } from "../../helpers/navigation";
 import {
@@ -35,6 +35,7 @@ test.describe("Proxy Admin - Key blocking", () => {
   test.use({ storageState: ADMIN_STORAGE_PATH });
 
   test("blocking a key stops it serving and unblocking restores it", async ({ page, scopedKey }) => {
+    test.setTimeout(5 * 60_000);
     const { alias, token, apiKey } = scopedKey;
 
     await sendChatCompletion(page.request, {
@@ -70,7 +71,7 @@ test.describe("Proxy Admin - Key blocking", () => {
           }),
         {
           message: "a blocked key was still served by /v1/chat/completions",
-          timeout: 30_000,
+          timeout: PROPAGATION_TIMEOUT_MS,
         },
       )
       .toMatchObject({ status: 401, body: expect.stringContaining("blocked") });
@@ -104,7 +105,7 @@ test.describe("Proxy Admin - Key blocking", () => {
           }),
         {
           message: "an unblocked key is still refused by /v1/chat/completions",
-          timeout: 30_000,
+          timeout: PROPAGATION_TIMEOUT_MS,
         },
       )
       .toMatchObject({ status: 200, body: expect.stringContaining(MOCK_RESPONSE_TEXT) });
diff --git a/tests/enterprise/litellm_enterprise/proxy/management_endpoints/test_project_endpoints_prisma.py b/tests/enterprise/litellm_enterprise/proxy/management_endpoints/test_project_endpoints_prisma.py
index c23b203feba..36878fa698c 100644
--- a/tests/enterprise/litellm_enterprise/proxy/management_endpoints/test_project_endpoints_prisma.py
+++ b/tests/enterprise/litellm_enterprise/proxy/management_endpoints/test_project_endpoints_prisma.py
@@ -1292,6 +1292,21 @@ async def test_update_project_leaves_metadata_untouched_when_no_limit_is_sent(mo
     assert "metadata" not in _written_project_data(mock_prisma)
 
 
+@pytest.mark.asyncio
+async def test_update_project_clears_only_the_explicit_budget_cap(monkeypatch):
+    mock_prisma = _project_update_mocks(monkeypatch, {})
+    mock_prisma.db.litellm_projecttable.find_unique.return_value.budget_id = "budget-clear-test"
+    mock_prisma.db.litellm_budgettable.update = mock.AsyncMock()
+
+    await _run_project_update("project-clear-test", max_budget=None)
+
+    mock_prisma.db.litellm_budgettable.update.assert_awaited_once_with(
+        where={"budget_id": "budget-clear-test"},
+        data={"max_budget": None, "updated_by": "1234"},
+    )
+    assert "max_budget" not in _written_project_data(mock_prisma)
+
+
 @pytest.mark.parametrize("entry", ["all-proxy-models", "*", "azure/*"])
 def test_enforce_project_model_quota_rejects_entries_that_expand_at_request_time(entry):
     """A quota keyed on a wildcard entry is never applied by the limiter, so it fails loudly."""
diff --git a/tests/ocr_tests/conftest.py b/tests/ocr_tests/conftest.py
index 259aad5f782..bf03efca744 100644
--- a/tests/ocr_tests/conftest.py
+++ b/tests/ocr_tests/conftest.py
@@ -5,6 +5,7 @@
 # Vertex AI OCR) are replayed for 24h. See tests/llm_translation/Readme.md
 # for the design overview.
 
+from typing import Final
 
 import pytest
 
@@ -23,7 +24,12 @@ from tests._vcr_conftest_common import (  # noqa: E402,F401
     vcr_config_dict,
 )
 
-_VCR_INCOMPATIBLE_NODEID_SUFFIXES: tuple[str, ...] = ()
+_VCR_INCOMPATIBLE_NODEID_SUFFIXES: Final[tuple[str, ...]] = (
+    "test_rust_bridge.py::test_native_public_ocr_matches_python[mistral/mistral-ocr-latest-False]",
+    "test_rust_bridge.py::test_native_public_ocr_matches_python[mistral/mistral-ocr-latest-True]",
+    "test_rust_bridge.py::test_native_public_ocr_matches_python[azure_ai/doc-intelligence/prebuilt-read-False]",
+    "test_rust_bridge.py::test_native_public_ocr_matches_python[azure_ai/doc-intelligence/prebuilt-read-True]",
+)
 
 _verbose_state = VerboseReporterState()
 
diff --git a/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py b/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py
index 7e338dafb86..4a392042d63 100644
--- a/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py
+++ b/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py
@@ -127,14 +127,14 @@ def test_bad_request_bad_param_error():
         )
 
 
-def test_anthropic_with_responses_api():
-    client = get_test_client()
-    response = client.responses.create(
-        model="anthropic/claude-sonnet-4-5-20250929",
+def test_anthropic_with_responses_api() -> None:
+    client: Final = get_test_client()
+    response: Final = client.responses.create(
+        model="anthropic/claude-sonnet-5",
         input="just respond with the word 'ping'",
-        previous_response_id="hi",
     )
-    print("anthropic response=", response)
+    assert response.status == "completed"
+    assert response.output_text.strip()
 
 
 def test_cancel_response():
diff --git a/tests/proxy_behavior/auth/__init__.py b/tests/proxy_behavior/auth/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/proxy_behavior/auth/conftest.py b/tests/proxy_behavior/auth/conftest.py
new file mode 100644
index 00000000000..21982fa25cd
--- /dev/null
+++ b/tests/proxy_behavior/auth/conftest.py
@@ -0,0 +1,20 @@
+"""Session-scoped PrismaClient for auth behavior tests that run raw SQL against a real Postgres."""
+
+import os
+from unittest.mock import MagicMock
+
+import pytest
+import pytest_asyncio
+
+from litellm.proxy.utils import PrismaClient
+
+
+@pytest_asyncio.fixture(scope="session", loop_scope="session")
+async def prisma():
+    database_url = os.environ.get("DATABASE_URL")
+    if not database_url:
+        pytest.skip("DATABASE_URL not set")  # test-quality-ok: this suite exists to run SQL on a real Postgres
+    client = PrismaClient(database_url=database_url, proxy_logging_obj=MagicMock())
+    await client.connect()
+    yield client
+    await client.disconnect()
diff --git a/tests/proxy_behavior/auth/test_auth_object_prefetch.py b/tests/proxy_behavior/auth/test_auth_object_prefetch.py
new file mode 100644
index 00000000000..e2d947f4284
--- /dev/null
+++ b/tests/proxy_behavior/auth/test_auth_object_prefetch.py
@@ -0,0 +1,174 @@
+"""Runs the auth prefetch's raw SQL against a real Postgres: the join must bind the membership to the requested
+team and hand the getters rows they validate. The per-regime round-trip counts are unit-tested with fakes in
+tests/test_litellm/proxy/auth/test_auth_object_prefetch.py."""
+
+import json
+from unittest.mock import AsyncMock, MagicMock
+from uuid import uuid4
+
+import pytest
+
+from litellm.caching.in_memory_cache import InMemoryCache
+from litellm.proxy.auth.auth_checks import (
+    get_org_object,
+    get_team_membership,
+    get_team_object,
+    get_user_object,
+)
+from litellm.proxy.auth.auth_object_prefetch import AuthObjectRefs, prefetch_auth_objects
+from litellm.proxy.auth.team_grants import team_model_aliases
+from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+pytestmark = pytest.mark.asyncio(loop_scope="session")
+
+
+def _dead_db() -> MagicMock:
+    prisma = MagicMock(name="prisma_client")
+    prisma.db.query_first = AsyncMock(return_value=None)
+    return prisma
+
+
+async def test_join_binds_the_membership_to_the_requested_team(prisma):
+    """A user in two teams with different member budgets must get the requested team's row."""
+    run = uuid4().hex
+    user_id, team_a, team_b, org_id = (f"pf-user-{run}", f"pf-team-a-{run}", f"pf-team-b-{run}", f"pf-org-{run}")
+    try:
+        await prisma.db.litellm_budgettable.create(
+            data={"budget_id": f"a-{run}", "max_budget": 11.0, "created_by": "t", "updated_by": "t"}
+        )
+        await prisma.db.litellm_budgettable.create(
+            data={"budget_id": f"b-{run}", "max_budget": 22.0, "created_by": "t", "updated_by": "t"}
+        )
+        await prisma.db.litellm_organizationtable.create(
+            data={
+                "organization_id": org_id,
+                "organization_alias": "pf",
+                "created_by": "t",
+                "updated_by": "t",
+                "litellm_budget_table": {"connect": {"budget_id": f"b-{run}"}},
+            }
+        )
+        await prisma.db.litellm_usertable.create(data={"user_id": user_id, "max_budget": 33.0})
+        await prisma.db.litellm_teamtable.create(data={"team_id": team_a, "organization_id": org_id, "max_budget": 1.0})
+        await prisma.db.litellm_teamtable.create(data={"team_id": team_b, "max_budget": 2.0})
+        await prisma.db.litellm_teammembership.create(
+            data={"user_id": user_id, "team_id": team_a, "litellm_budget_table": {"connect": {"budget_id": f"a-{run}"}}}
+        )
+        await prisma.db.litellm_teammembership.create(
+            data={"user_id": user_id, "team_id": team_b, "litellm_budget_table": {"connect": {"budget_id": f"b-{run}"}}}
+        )
+
+        cache = UserApiKeyCache(in_memory_cache=InMemoryCache(), redis_cache=None)
+        refs = AuthObjectRefs(user_id=user_id, team_id=team_a, membership_user_id=user_id, organization_id=org_id)
+        await prefetch_auth_objects(refs=refs, user_api_key_cache=cache, prisma_client=prisma)
+
+        dead_db = _dead_db()
+        membership = await get_team_membership(
+            user_id=user_id, team_id=team_a, prisma_client=dead_db, user_api_key_cache=cache
+        )
+        team = await get_team_object(team_id=team_a, prisma_client=dead_db, user_api_key_cache=cache)
+        user = await get_user_object(
+            user_id=user_id, prisma_client=dead_db, user_api_key_cache=cache, user_id_upsert=False
+        )
+        org = await get_org_object(org_id=org_id, prisma_client=dead_db, user_api_key_cache=cache)
+        assert dead_db.db.mock_calls == [], "getters must be served from the prefetched cache"
+
+        assert membership is not None and membership.litellm_budget_table is not None
+        assert (membership.team_id, membership.litellm_budget_table.max_budget) == (team_a, 11.0)
+        assert (team.team_id, team.max_budget, team.organization_id, team.models) == (team_a, 1.0, org_id, [])
+        assert user is not None and user.max_budget == 33.0
+        assert org is not None and (org.organization_id, org.models) == (org_id, [])
+    finally:
+        await prisma.db.litellm_teammembership.delete_many(where={"user_id": user_id})
+        await prisma.db.litellm_teamtable.delete_many(where={"team_id": {"in": [team_a, team_b]}})
+        await prisma.db.litellm_usertable.delete_many(where={"user_id": user_id})
+        await prisma.db.litellm_organizationtable.delete_many(where={"organization_id": org_id})
+        await prisma.db.litellm_budgettable.delete_many(where={"budget_id": {"in": [f"a-{run}", f"b-{run}"]}})
+
+
+async def test_join_reads_team_model_aliases_from_the_mapped_column(prisma):
+    """The model table stores aliases in a column named ``aliases``; the cached team must expose ``model_aliases``."""
+    run = uuid4().hex
+    team_id = f"pf-team-{run}"
+    aliases = {"gpt-4o": f"gpt-4o-{run}"}
+    model_table = await prisma.db.litellm_modeltable.create(
+        data={"model_aliases": json.dumps(aliases), "created_by": "t", "updated_by": "t"}
+    )
+    try:
+        await prisma.db.litellm_teamtable.create(data={"team_id": team_id, "model_id": model_table.id})
+        expected_team = await prisma.db.litellm_teamtable.find_unique(
+            where={"team_id": team_id}, include={"litellm_model_table": True}
+        )
+
+        cache = UserApiKeyCache(in_memory_cache=InMemoryCache(), redis_cache=None)
+        refs = AuthObjectRefs(user_id=None, team_id=team_id, membership_user_id=None, organization_id=None)
+        await prefetch_auth_objects(refs=refs, user_api_key_cache=cache, prisma_client=prisma)
+
+        dead_db = _dead_db()
+        team = await get_team_object(team_id=team_id, prisma_client=dead_db, user_api_key_cache=cache)
+        assert dead_db.db.mock_calls == [], "getters must be served from the prefetched cache"
+
+        assert expected_team is not None and expected_team.litellm_model_table is not None
+        assert team.litellm_model_table is not None
+        assert team.litellm_model_table.model_aliases == expected_team.litellm_model_table.model_aliases == aliases
+        assert team_model_aliases(team) == aliases
+    finally:
+        await prisma.db.litellm_teamtable.delete_many(where={"team_id": team_id})
+        await prisma.db.litellm_modeltable.delete_many(where={"id": model_table.id})
+
+
+async def test_join_reads_null_nested_lists_the_way_prisma_does(prisma):
+    """Prisma reads a NULL scalar list as []; the nested permission and budget rows must match, not carry null."""
+    run = uuid4().hex
+    user_id, team_id, permission_id, budget_id = (f"pf-user-{run}", f"pf-team-{run}", f"pf-perm-{run}", f"pf-bud-{run}")
+    try:
+        await prisma.db.litellm_objectpermissiontable.create(data={"object_permission_id": permission_id})
+        await prisma.db.litellm_budgettable.create(data={"budget_id": budget_id, "created_by": "t", "updated_by": "t"})
+        await prisma.db.execute_raw(
+            'UPDATE "LiteLLM_ObjectPermissionTable" SET mcp_servers = NULL, models = NULL '
+            "WHERE object_permission_id = $1",
+            permission_id,
+        )
+        await prisma.db.execute_raw(
+            'UPDATE "LiteLLM_BudgetTable" SET allowed_models = NULL WHERE budget_id = $1', budget_id
+        )
+        await prisma.db.litellm_usertable.create(data={"user_id": user_id})
+        await prisma.db.litellm_teamtable.create(data={"team_id": team_id, "object_permission_id": permission_id})
+        await prisma.db.litellm_teammembership.create(
+            data={"user_id": user_id, "team_id": team_id, "litellm_budget_table": {"connect": {"budget_id": budget_id}}}
+        )
+        expected_team = await prisma.db.litellm_teamtable.find_unique(
+            where={"team_id": team_id}, include={"object_permission": True}
+        )
+        expected_membership = await prisma.db.litellm_teammembership.find_unique(
+            where={"user_id_team_id": {"user_id": user_id, "team_id": team_id}}, include={"litellm_budget_table": True}
+        )
+
+        cache = UserApiKeyCache(in_memory_cache=InMemoryCache(), redis_cache=None)
+        refs = AuthObjectRefs(user_id=user_id, team_id=team_id, membership_user_id=user_id, organization_id=None)
+        await prefetch_auth_objects(refs=refs, user_api_key_cache=cache, prisma_client=prisma)
+
+        dead_db = _dead_db()
+        team = await get_team_object(team_id=team_id, prisma_client=dead_db, user_api_key_cache=cache)
+        membership = await get_team_membership(
+            user_id=user_id, team_id=team_id, prisma_client=dead_db, user_api_key_cache=cache
+        )
+        assert dead_db.db.mock_calls == [], "getters must be served from the prefetched cache"
+
+        assert expected_team is not None and expected_team.object_permission is not None
+        assert team.object_permission is not None
+        assert team.object_permission.mcp_servers == expected_team.object_permission.mcp_servers == []
+        assert team.object_permission.models == expected_team.object_permission.models == []
+        assert expected_membership is not None and expected_membership.litellm_budget_table is not None
+        assert membership is not None and membership.litellm_budget_table is not None
+        assert (
+            membership.litellm_budget_table.allowed_models
+            == expected_membership.litellm_budget_table.allowed_models
+            == []
+        )
+    finally:
+        await prisma.db.litellm_teammembership.delete_many(where={"user_id": user_id})
+        await prisma.db.litellm_teamtable.delete_many(where={"team_id": team_id})
+        await prisma.db.litellm_usertable.delete_many(where={"user_id": user_id})
+        await prisma.db.litellm_objectpermissiontable.delete_many(where={"object_permission_id": permission_id})
+        await prisma.db.litellm_budgettable.delete_many(where={"budget_id": budget_id})
diff --git a/tests/proxy_behavior/spend/test_autorouter_session_rollup.py b/tests/proxy_behavior/spend/test_autorouter_session_rollup.py
index 9ac6476a03c..e8caa241a53 100644
--- a/tests/proxy_behavior/spend/test_autorouter_session_rollup.py
+++ b/tests/proxy_behavior/spend/test_autorouter_session_rollup.py
@@ -42,6 +42,7 @@ async def _turn(
     saved: float = 0.02,
     classifier_cost: float = 0.0,
     tier: "str | None" = None,
+    baseline: "str | None" = None,
 ) -> None:
     touched: Final = 1 if (hit or ttl is not None or not covered) else 0
     await db.execute_raw(
@@ -61,6 +62,7 @@ async def _turn(
         ttl,
         touched,
         tier,
+        baseline,
     )
 
 
@@ -338,6 +340,27 @@ async def test_a_mid_session_router_type_change_keeps_foreign_tier_names_out_of_
     assert row["turns"] == 3
 
 
+async def test_baseline_models_count_the_turns_priced_against_each_baseline(db):
+    key = f"k-{uuid.uuid4()}"
+    await _turn(db, key, "A", T0, baseline="opus")
+    await _turn(db, key, "B", T0 + timedelta(seconds=10), baseline="opus")
+    await _turn(db, key, "A", T0 + timedelta(seconds=20), baseline="sonnet")
+
+    assert (await _row(db, key))["baseline_models"] == {"opus": 2, "sonnet": 1}
+
+
+async def test_a_turn_priced_against_no_baseline_leaves_the_map_alone(db):
+    key = f"k-{uuid.uuid4()}"
+    await _turn(db, key, "A", T0, baseline=None)
+    assert (await _row(db, key))["baseline_models"] == {}
+
+    await _turn(db, key, "A", T0 + timedelta(seconds=10), baseline="opus")
+    await _turn(db, key, "A", T0 + timedelta(seconds=20), baseline=None)
+    row = await _row(db, key)
+    assert row["baseline_models"] == {"opus": 1}
+    assert row["turns"] == 3
+
+
 async def test_an_out_of_order_turn_still_counts_toward_its_tier(db):
     key = f"k-{uuid.uuid4()}"
     await _turn(db, key, "A", T0 + timedelta(seconds=60), tier="simple")
diff --git a/tests/proxy_migration_tests/test_prisma_toolchain.py b/tests/proxy_migration_tests/test_prisma_toolchain.py
index 0ed33193a9b..4e2274cc582 100644
--- a/tests/proxy_migration_tests/test_prisma_toolchain.py
+++ b/tests/proxy_migration_tests/test_prisma_toolchain.py
@@ -37,7 +37,10 @@ from litellm_proxy_extras.prisma_toolchain import (
     node_binary_path,
     prisma_bootstrap_timeout,
     prisma_command_timeout,
+    prisma_cli_available,
     prisma_migrate_deploy_timeout,
+    resolve_prisma_argv,
+    run_prisma,
 )
 from litellm_proxy_extras.utils import ProxyExtrasDBManager
 
@@ -401,3 +404,95 @@ def test_every_prisma_command_timeout_is_overridable(module: str) -> None:
         f"{module} still hardcodes a Prisma timeout at lines {literals}; "
         "route it through prisma_command_timeout() so it can be raised without a release"
     )
+
+
+FAKE_PRISMA_MODULE_MAIN = """import json
+import sys
+
+print(json.dumps({"module_argv": sys.argv[1:]}))
+"""
+
+
+def _write_fake_prisma_module(tmp_path: Path) -> Path:
+    package_dir = tmp_path / "fakemodule" / "prisma"
+    package_dir.mkdir(parents=True)
+    (package_dir / "__init__.py").write_text("")
+    (package_dir / "__main__.py").write_text(FAKE_PRISMA_MODULE_MAIN)
+    return package_dir.parent
+
+
+def _empty_bin(tmp_path: Path) -> Path:
+    bin_dir = tmp_path / "emptybin"
+    bin_dir.mkdir()
+    return bin_dir
+
+
+def test_run_prisma_uses_the_module_when_the_console_script_is_not_on_path(
+    tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    empty_bin = _empty_bin(tmp_path)
+    module_root = _write_fake_prisma_module(tmp_path)
+    monkeypatch.setenv("PATH", str(empty_bin))
+
+    result = run_prisma(
+        ["prisma", "migrate", "deploy"],
+        timeout=60,
+        env={"PATH": str(empty_bin), "PYTHONPATH": str(module_root)},
+    )
+
+    assert json.loads(result.stdout) == {"module_argv": ["migrate", "deploy"]}
+
+
+def test_run_prisma_prefers_the_console_script_on_path(
+    toolchain_env: tuple[Path, Path], tmp_path: Path
+) -> None:
+    _, log_path = toolchain_env
+    module_root = _write_fake_prisma_module(tmp_path)
+
+    result = run_prisma(
+        ["prisma", "--version"],
+        timeout=60,
+        env={**os.environ, "PYTHONPATH": str(module_root)},
+    )
+
+    assert [call["args"] for call in _fake_prisma_calls(log_path)] == [["--version"]]
+    assert "module_argv" not in result.stdout
+
+
+def test_resolve_prisma_argv_leaves_an_explicit_cli_path_alone(
+    tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setenv("PATH", str(_empty_bin(tmp_path)))
+    explicit = ("/app/.cache/prisma-python/prisma", "migrate", "deploy")
+
+    assert resolve_prisma_argv(explicit) == explicit
+
+
+def test_prisma_cli_is_unavailable_with_neither_script_nor_package(
+    tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setenv("PATH", str(_empty_bin(tmp_path)))
+    monkeypatch.delitem(sys.modules, "prisma", raising=False)
+    monkeypatch.setattr(sys, "path", [])
+
+    assert prisma_cli_available() is False
+
+
+def test_prisma_cli_is_available_through_the_package_alone(
+    tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setenv("PATH", str(_empty_bin(tmp_path)))
+    monkeypatch.delitem(sys.modules, "prisma", raising=False)
+    monkeypatch.setattr(sys, "path", [str(_write_fake_prisma_module(tmp_path))])
+
+    assert prisma_cli_available() is True
+
+
+def test_prisma_cli_is_available_through_the_console_script_alone(
+    tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setenv("PATH", str(_write_fake_prisma(tmp_path)))
+    monkeypatch.delitem(sys.modules, "prisma", raising=False)
+    monkeypatch.setattr(sys, "path", [])
+
+    assert prisma_cli_available() is True
diff --git a/tests/rust-python-harness/strategies/trace_parity/gateway/execution.py b/tests/rust-python-harness/strategies/trace_parity/gateway/execution.py
index 2bd3a50f39f..860e872dd44 100644
--- a/tests/rust-python-harness/strategies/trace_parity/gateway/execution.py
+++ b/tests/rust-python-harness/strategies/trace_parity/gateway/execution.py
@@ -1,7 +1,8 @@
 from __future__ import annotations
 
-import asyncio
-from collections.abc import Awaitable, Callable
+import json
+import subprocess
+from functools import cache
 from pathlib import Path
 from typing import Final, Protocol, cast
 
@@ -28,12 +29,12 @@ class _GatewayClient(Protocol):
 
 
 def _collect_python(fixture: RouteFixture) -> tuple[FunctionTraceEvent, ...]:
-    import litellm
     from fastapi.testclient import TestClient
 
+    import litellm
+    from litellm.proxy import proxy_server
     from litellm.proxy._types import UserAPIKeyAuth
     from litellm.proxy.anthropic_endpoints.endpoints import user_api_key_auth
-    from litellm.proxy import proxy_server
 
     provider_model: Final = cast(str, fixture.kwargs["provider_model"])
     model_alias: Final = cast(str, fixture.kwargs["model_alias"])
@@ -76,24 +77,24 @@ def _collect_python(fixture: RouteFixture) -> tuple[FunctionTraceEvent, ...]:
 
 
 def _collect_rust(fixture: RouteFixture) -> tuple[FunctionTraceEvent, ...]:
-    from litellm.rust_bridge import get_native_bridge
-
-    bridge: Final[object | None] = get_native_bridge()
-    trace: Final[object | None] = getattr(bridge, "_trace", None) if bridge is not None else None
-    gateway_messages: Final[object | None] = getattr(trace, "gateway_messages", None)
-    if gateway_messages is None or not callable(gateway_messages):
-        raise RuntimeError("native Rust trace bridge does not expose gateway_messages")
-    invoke_gateway: Final = cast(Callable[[str, str, str, object], Awaitable[object]], gateway_messages)
-
-    async def invoke() -> object:
-        return await invoke_gateway(
-            cast(str, fixture.kwargs["model_alias"]),
-            cast(str, fixture.kwargs["provider_model"]),
-            cast(str, fixture.kwargs["api_base"]),
-            fixture.kwargs["body"],
-        )
-
-    result: Final = asyncio.run(invoke())
+    payload: Final = json.dumps(
+        {
+            "model_alias": fixture.kwargs["model_alias"],
+            "provider_model": fixture.kwargs["provider_model"],
+            "api_base": fixture.kwargs["api_base"],
+            "body": fixture.kwargs["body"],
+        }
+    )
+    completed: Final = subprocess.run(
+        (_gateway_trace_binary(),),
+        input=payload,
+        capture_output=True,
+        text=True,
+        check=False,
+    )
+    if completed.returncode != 0:
+        raise RuntimeError(f"Rust gateway trace failed: {completed.stderr.strip()}")
+    result: Final = json.loads(completed.stdout)
     payload: Final = TraceResponsePayload.model_validate(result)
     response: Final = _GatewayResponsePayload.model_validate(payload.response)
     if response.status != 200:
@@ -101,6 +102,34 @@ def _collect_rust(fixture: RouteFixture) -> tuple[FunctionTraceEvent, ...]:
     return native_trace_events(payload)
 
 
+@cache
+def _gateway_trace_binary() -> Path:
+    repo_root: Final = next(parent for parent in Path(__file__).resolve().parents if (parent / "litellm-rust").is_dir())
+    rust_root: Final = repo_root / "litellm-rust"
+    completed: Final = subprocess.run(
+        (
+            "cargo",
+            "build",
+            "--quiet",
+            "--package",
+            "litellm-ai-gateway",
+            "--features",
+            "trace-parity",
+            "--bin",
+            "trace-parity-gateway",
+            "--target-dir",
+            rust_root / "target",
+        ),
+        cwd=rust_root,
+        capture_output=True,
+        text=True,
+        check=False,
+    )
+    if completed.returncode != 0:
+        raise RuntimeError(f"Rust gateway trace build failed: {completed.stderr.strip()}")
+    return rust_root / "target" / "debug" / "trace-parity-gateway"
+
+
 def _collect(scenario: TraceScenario, engine: Engine) -> tuple[FunctionTraceEvent, ...] | TraceExecutionFailure:
     try:
         with replay_server() as provider:
diff --git a/tests/store_model_in_db_tests/test_openai_error_handling.py b/tests/store_model_in_db_tests/test_openai_error_handling.py
index 5de7c427d19..22707d522bc 100644
--- a/tests/store_model_in_db_tests/test_openai_error_handling.py
+++ b/tests/store_model_in_db_tests/test_openai_error_handling.py
@@ -210,7 +210,8 @@ async def test_chat_completion_bad_model_with_spend_logs():
         assert "traceback" in error_info
         assert error_info["error_code"] == "400"
         assert error_info["error_class"] in ("ProxyModelNotFoundError", "BadRequestError")
-        assert "non-existent-model" in error_info["error_message"]
+        assert "non-existent-model" not in error_info["error_message"]
+        assert "/chat/completions: Invalid model name passed in" in error_info["error_message"]
 
         # Verify request details
         assert log_entry["cache_hit"] == "False"
diff --git a/tests/test_litellm/caching/test_dual_cache.py b/tests/test_litellm/caching/test_dual_cache.py
index eae8bbfdaff..4c9068722b8 100644
--- a/tests/test_litellm/caching/test_dual_cache.py
+++ b/tests/test_litellm/caching/test_dual_cache.py
@@ -677,3 +677,30 @@ async def test_a_real_redis_failure_still_logs_an_error(caplog):
     errors = [record for record in caplog.records if record.levelno == logging.ERROR]
     assert [record.getMessage() for record in errors] == ["LiteLLM Cache: exception in async_get_cache: redis is down"]
     assert errors[0].exc_info is not None
+
+
+def _dual_cache_with_open_breaker_and_a_memory_hit() -> DualCache:
+    in_memory = InMemoryCache()
+    in_memory.set_cache("k1", "v1")
+    return DualCache(in_memory_cache=in_memory, redis_cache=_OpenBreakerRedis(), default_redis_batch_cache_expiry=10)  # pyright: ignore[reportArgumentType]  # duck-typed Redis double
+
+
+def test_open_breaker_keeps_sync_batch_read_memory_hits_and_releases_reservations():
+    """A refused Redis batch read must still answer with the in-memory hits and hold no reservation.
+
+    The refusal was logged and turned into a bare None, so a caller lost its in-memory hits
+    for as long as the breaker stayed open, and the reserved keys stayed throttled until
+    the batch expiry passed even though nothing was ever read for them.
+    """
+    cache = _dual_cache_with_open_breaker_and_a_memory_hit()
+
+    assert list(cache.batch_get_cache(["k1", "k2"])) == ["v1", None]
+    assert "k2" not in cache.last_redis_batch_access_time
+
+
+@pytest.mark.asyncio
+async def test_open_breaker_keeps_async_batch_read_memory_hits_and_releases_reservations():
+    cache = _dual_cache_with_open_breaker_and_a_memory_hit()
+
+    assert list(await cache.async_batch_get_cache(["k1", "k2"])) == ["v1", None]
+    assert "k2" not in cache.last_redis_batch_access_time
diff --git a/tests/test_litellm/caching/test_in_memory_cache.py b/tests/test_litellm/caching/test_in_memory_cache.py
index 85e8308ae91..40ad4f0c6f0 100644
--- a/tests/test_litellm/caching/test_in_memory_cache.py
+++ b/tests/test_litellm/caching/test_in_memory_cache.py
@@ -250,3 +250,27 @@ def test_in_memory_cache_prunes_expired_heap_entries_below_capacity():
     assert len(in_memory_cache.cache_dict) == 5
     assert len(in_memory_cache.ttl_dict) == 5
     assert len(in_memory_cache.expiration_heap) == 5
+
+
+def test_in_memory_cache_injected_clock_controls_expiry_and_eviction() -> None:
+    class Clock:
+        now = 0.0
+
+        def __call__(self) -> float:
+            return self.now
+
+    clock = Clock()
+    cache = InMemoryCache(max_size_in_memory=2, default_ttl=60, clock=clock)
+    cache.set_cache("first", "original", ttl=10)
+    clock.now = 9.0
+    cache.set_cache("second", "survivor")
+    assert cache.get_cache("first") == "original"
+    clock.now = 10.001
+    assert cache.get_cache("first") is None
+    cache.set_cache("third", "replacement")
+    assert cache.get_cache("second") == "survivor"
+    clock.now = 69.001
+    cache.set_cache("fourth", "new")
+    assert cache.get_cache("second") is None
+    assert cache.get_cache("third") == "replacement"
+    assert cache.get_cache("fourth") == "new"
diff --git a/tests/test_litellm/caching/test_redis_cache.py b/tests/test_litellm/caching/test_redis_cache.py
index bcaa58c9c40..4bf7894829e 100644
--- a/tests/test_litellm/caching/test_redis_cache.py
+++ b/tests/test_litellm/caching/test_redis_cache.py
@@ -1,11 +1,14 @@
 import asyncio
+import time
 from collections.abc import Iterator
+from datetime import timedelta
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 
+import litellm
 from litellm._service_logger import ServiceLogging
-from litellm.caching.redis_cache import RedisCache
+from litellm.caching.redis_cache import RedisCache, RedisCircuitBreakerOpenError
 
 
 @pytest.fixture
@@ -515,14 +518,46 @@ async def test_circuit_breaker_opens_when_method_swallows_redis_failure(call_met
         await call_method(cache)
 
 
-def test_circuit_breaker_open_keeps_sync_batch_get_cache_as_a_miss(sync_batch_redis_cache):
-    """An open breaker must preserve the sync batch read's dictionary fallback."""
+def test_circuit_breaker_open_makes_sync_batch_get_cache_fast_fail(sync_batch_redis_cache, caplog):
+    """Once the breaker is open the sync batch read refuses with the typed error instead of a miss.
+
+    Swallowing the refusal into `{}` made every sync batch read on an open breaker emit an ERROR
+    log and a service failure event per call, and the DualCache caller could not tell the
+    refusal from a dead Redis, so it dropped its in-memory hits too.
+    """
     from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
 
     for _ in range(REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD):
         assert sync_batch_redis_cache.batch_get_cache(key_list=["lit6729"]) == {}
 
-    assert sync_batch_redis_cache.batch_get_cache(key_list=["lit6729"]) == {}
+    caplog.clear()
+    with caplog.at_level("INFO"):
+        with pytest.raises(RedisCircuitBreakerOpenError):
+            sync_batch_redis_cache.batch_get_cache(key_list=["lit6729"])
+    sync_batch_redis_cache.redis_client.mget.assert_called()
+    assert caplog.records == []
+
+
+def test_sync_get_cache_failure_feeds_the_breaker_and_logs_a_well_formed_record(sync_batch_redis_cache, caplog):
+    """The sync get path swallowed its Redis error without recording it, and its log call was malformed.
+
+    `verbose_logger.error("...: ", e)` passes the exception as a format argument to a message
+    with no placeholder, so the record carried no error text. Nothing fed the breaker either,
+    so a dead Redis read through this path never opened it.
+    """
+    from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
+
+    sync_batch_redis_cache.redis_client.get.side_effect = OSError("redis unavailable")
+
+    with caplog.at_level("ERROR"):
+        for _ in range(REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD):
+            assert sync_batch_redis_cache.get_cache("lit7468") is None
+
+    assert all("redis unavailable" in record.getMessage() for record in caplog.records)
+    assert len(caplog.records) == REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
+    assert sync_batch_redis_cache._circuit_breaker.is_open() is True
+    with pytest.raises(RedisCircuitBreakerOpenError):
+        sync_batch_redis_cache.get_cache("lit7468")
 
 
 def test_batch_get_counts_raises_where_batch_get_cache_reports_a_miss(sync_batch_redis_cache):
@@ -646,7 +681,6 @@ def test_sync_batch_get_cache_survives_a_service_callback_that_raises(
     from concurrent.futures import ThreadPoolExecutor
 
     import litellm
-
     from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
 
     cache, service_logger = sync_batch_cache_with_service_logger
@@ -661,7 +695,8 @@ def test_sync_batch_get_cache_survives_a_service_callback_that_raises(
         with ThreadPoolExecutor(max_workers=1) as pool:
             assert pool.submit(cache.batch_get_cache, key_list=["lit6729"]).result() == {}
 
-    assert cache.batch_get_cache(key_list=["lit6729"]) == {}
+    with pytest.raises(RedisCircuitBreakerOpenError):
+        cache.batch_get_cache(key_list=["lit6729"])
 
 
 def test_call_stack_info_skips_breaker_guard_frames():
@@ -1010,6 +1045,8 @@ async def test_breaker_metrics_track_state_and_failure_class():
     assert sample("litellm_redis_circuit_breaker_state", {"state": "open"}) == open_gauge_before + 1
     assert sample("litellm_redis_circuit_breaker_state", {"state": "closed"}) == closed_gauge_before
 
+    breaker._opened_at = time.time() - 9999
+    assert breaker.is_open() is False
     breaker.record_success()
     assert sample("litellm_redis_circuit_breaker_state", {"state": "open"}) == open_gauge_before
     assert sample("litellm_redis_circuit_breaker_state", {"state": "closed"}) == closed_gauge_before + 1
@@ -1030,3 +1067,267 @@ def test_sync_guard_counts_a_timeout_as_a_timeout():
             _run_under_circuit_breaker_sync(breaker, "op", timing_out_call)
 
     assert breaker.is_open() is False
+
+
+def test_success_admitted_before_the_breaker_opened_cannot_close_it():
+    """A stale in-flight success must not close a breaker that opened while it ran.
+
+    Calls admitted while the breaker was still closed finish after later failures opened it.
+    Recording their success unconditionally closed the breaker again, skipping the recovery
+    timeout and the single half-open probe, so the breaker flapped between open and closed
+    on every straggler while Redis was still down.
+    """
+    from litellm.caching.redis_cache import RedisCircuitBreaker
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60)
+    for _ in range(3):
+        breaker.record_failure()
+    assert breaker._state == breaker.OPEN
+
+    breaker.record_success()
+
+    assert breaker._state == breaker.OPEN
+    assert breaker.is_open() is True
+
+
+def test_recovery_probe_still_closes_the_breaker():
+    from litellm.caching.redis_cache import RedisCircuitBreaker
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60)
+    for _ in range(3):
+        breaker.record_failure()
+    breaker._opened_at = time.time() - 9999
+    assert breaker.is_open() is False
+    assert breaker._state == breaker.HALF_OPEN
+
+    breaker.record_success()
+
+    assert breaker._state == breaker.CLOSED
+    assert breaker.is_open() is False
+
+
+@pytest.mark.asyncio
+async def test_stale_success_during_the_recovery_probe_leaves_the_breaker_to_the_probe():
+    """A call admitted before the trip that finishes while HALF_OPEN must not close the breaker.
+
+    Only the one call designated as the recovery probe has actually reached Redis after the
+    outage, so closing on the straggler's success resumed full Redis traffic before the probe
+    had proven anything.
+    """
+    from litellm.caching.redis_cache import RedisCircuitBreaker, _run_under_circuit_breaker
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60)
+    stale_admitted = asyncio.Event()
+    stale_release = asyncio.Event()
+    probe_admitted = asyncio.Event()
+    probe_release = asyncio.Event()
+
+    async def stale_call() -> str:
+        stale_admitted.set()
+        await stale_release.wait()
+        return "stale"
+
+    async def probe_call() -> str:
+        probe_admitted.set()
+        await probe_release.wait()
+        return "probe"
+
+    stale = asyncio.ensure_future(_run_under_circuit_breaker(breaker, "op", stale_call))
+    await stale_admitted.wait()
+    for _ in range(3):
+        breaker.record_failure()
+    assert breaker._state == breaker.OPEN
+    breaker._opened_at = time.time() - 9999
+    probe = asyncio.ensure_future(_run_under_circuit_breaker(breaker, "op", probe_call))
+    await probe_admitted.wait()
+    assert breaker._state == breaker.HALF_OPEN
+
+    stale_release.set()
+    assert await stale == "stale"
+
+    assert breaker._state == breaker.HALF_OPEN, "the straggler must not close the breaker for the probe"
+    assert breaker.is_open() is True
+
+    probe_release.set()
+    assert await probe == "probe"
+
+    assert breaker._state == breaker.CLOSED
+    assert breaker.is_open() is False
+
+
+@pytest.mark.asyncio
+async def test_a_probe_overtaken_by_a_later_outage_leaves_the_breaker_to_the_new_probe():
+    """A probe still in flight when a late failure reopens the breaker must not close it for the next probe.
+
+    Once the breaker has reopened, only the probe admitted after that outage has reached
+    Redis, so the older probe's success no longer says anything about whether Redis recovered.
+    """
+    from litellm.caching.redis_cache import RedisCircuitBreaker, _run_under_circuit_breaker
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60)
+    old_probe_admitted = asyncio.Event()
+    old_probe_release = asyncio.Event()
+    new_probe_admitted = asyncio.Event()
+    new_probe_release = asyncio.Event()
+
+    async def old_probe_call() -> str:
+        old_probe_admitted.set()
+        await old_probe_release.wait()
+        return "old probe"
+
+    async def new_probe_call() -> str:
+        new_probe_admitted.set()
+        await new_probe_release.wait()
+        return "new probe"
+
+    for _ in range(3):
+        breaker.record_failure()
+    breaker._opened_at = time.time() - 9999
+    old_probe = asyncio.ensure_future(_run_under_circuit_breaker(breaker, "op", old_probe_call))
+    await old_probe_admitted.wait()
+    assert breaker._state == breaker.HALF_OPEN
+
+    breaker.record_failure()
+    assert breaker._state == breaker.OPEN
+    breaker._opened_at = time.time() - 9999
+    new_probe = asyncio.ensure_future(_run_under_circuit_breaker(breaker, "op", new_probe_call))
+    await new_probe_admitted.wait()
+    assert breaker._state == breaker.HALF_OPEN
+
+    old_probe_release.set()
+    assert await old_probe == "old probe"
+
+    assert breaker._state == breaker.HALF_OPEN, "the overtaken probe must not close the breaker for the new probe"
+    assert breaker.is_open() is True
+
+    new_probe_release.set()
+    assert await new_probe == "new probe"
+    assert breaker._state == breaker.CLOSED
+
+
+class _RoundTripCountingRedis:
+    """Fake redis.asyncio client: one round trip per awaited command or pipeline execute."""
+
+    def __init__(self, ttl: int) -> None:
+        self.values: dict[str, float] = {}
+        self.ttls: dict[str, int] = {}
+        self.round_trips = 0
+        self._initial_ttl = ttl
+
+    async def incrbyfloat(self, name: str, amount: float) -> float:
+        self.round_trips += 1
+        return self._incr(name, amount)
+
+    async def expire(self, name: str, time: int) -> bool:
+        self.round_trips += 1
+        self.ttls[name] = time
+        return True
+
+    def _incr(self, name: str, amount: float) -> float:
+        self.values[name] = self.values.get(name, 0.0) + amount
+        self.ttls.setdefault(name, self._initial_ttl)
+        return self.values[name]
+
+    def pipeline(self, transaction: bool) -> "_RoundTripCountingRedis._Pipeline":
+        return _RoundTripCountingRedis._Pipeline(self)
+
+    class _Pipeline:
+        def __init__(self, client: "_RoundTripCountingRedis") -> None:
+            self._client = client
+            self._commands: list[tuple[str, tuple[object, ...]]] = []
+
+        async def __aenter__(self) -> "_RoundTripCountingRedis._Pipeline":
+            return self
+
+        async def __aexit__(self, *exc_info: object) -> None:
+            return None
+
+        def incrbyfloat(self, name: str, amount: float) -> None:
+            self._commands.append(("incrbyfloat", (name, amount)))
+
+        def expire(self, name: str, time: int) -> None:
+            self._commands.append(("expire", (name, time)))
+
+        def ttl(self, name: str) -> None:
+            self._commands.append(("ttl", (name,)))
+
+        async def execute(self) -> list[object]:
+            self._client.round_trips += 1
+            results: list[object] = []
+            for command, args in self._commands:
+                if command == "incrbyfloat":
+                    results.append(self._client._incr(str(args[0]), float(args[1])))  # pyright: ignore[reportArgumentType]  # fake stores str/float
+                elif command == "expire":
+                    self._client.ttls[str(args[0])] = int(args[1])  # pyright: ignore[reportArgumentType]  # fake stores int
+                    results.append(True)
+                else:
+                    results.append(self._client.ttls.get(str(args[0]), -2))
+            return results
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("refresh_ttl", "existing_ttl", "expected_round_trips", "expected_ttl"),
+    [
+        pytest.param(True, 100, 2, 60, id="refresh_ttl: INCRBYFLOAT+EXPIRE in one round trip each"),
+        pytest.param(False, 100, 2, 100, id="keep ttl: INCRBYFLOAT+TTL in one round trip each, no EXPIRE"),
+        pytest.param(False, -1, 3, 60, id="unexpiring key: INCRBYFLOAT+TTL then EXPIRE once, 1 trip after"),
+    ],
+)
+async def test_async_increment_pipelines_the_ttl_command(
+    monkeypatch, redis_no_ping, refresh_ttl, existing_ttl, expected_round_trips, expected_ttl
+):
+    monkeypatch.setenv("REDIS_HOST", "https://my-test-host")
+    redis_cache = RedisCache(namespace="ns")
+    client = _RoundTripCountingRedis(ttl=existing_ttl)
+
+    with patch.object(redis_cache, "init_async_client", return_value=client):
+        first = await redis_cache.async_increment(key="spend:key:k", value=1.5, ttl=60, refresh_ttl=refresh_ttl)
+        second = await redis_cache.async_increment(key="spend:key:k", value=2.0, ttl=60, refresh_ttl=refresh_ttl)
+
+    assert (first, second) == (1.5, 3.5)
+    assert client.values == {"ns:spend:key:k": 3.5}
+    assert client.ttls == {"ns:spend:key:k": expected_ttl}
+    assert client.round_trips == expected_round_trips
+
+
+class _SetRecordingPipeline:
+    def __init__(self) -> None:
+        self.sets: list[tuple[str, str, timedelta | None]] = []
+        self.executes = 0
+
+    async def __aenter__(self) -> "_SetRecordingPipeline":
+        return self
+
+    async def __aexit__(self, *exc_info: object) -> None:
+        return None
+
+    def set(self, name: str, value: str, ex: timedelta | None) -> None:
+        self.sets.append((name, value, ex))
+
+    async def execute(self) -> list[bool]:
+        self.executes += 1
+        return [True] * len(self.sets)
+
+
+@pytest.mark.asyncio
+async def test_async_set_cache_pipeline_with_ttls_keeps_each_entry_ttl(monkeypatch, redis_no_ping):
+    monkeypatch.setenv("REDIS_HOST", "https://my-test-host")
+    monkeypatch.setattr(litellm, "default_redis_ttl", 300)
+    redis_cache = RedisCache(namespace="ns")
+    pipe = _SetRecordingPipeline()
+    client = MagicMock()
+    client.pipeline = MagicMock(return_value=pipe)
+
+    with patch.object(redis_cache, "init_async_client", return_value=client):
+        await redis_cache.async_set_cache_pipeline_with_ttls(
+            (("team_id:t1", {"team_id": "t1"}, 60), ("u1", {"user_id": "u1"}, 7), ("org_id:o1", {"a": 1}, None))
+        )
+
+    client.pipeline.assert_called_once_with(transaction=False)
+    assert pipe.executes == 1
+    assert pipe.sets == [
+        ("ns:team_id:t1", '{"team_id": "t1"}', timedelta(seconds=60)),
+        ("ns:u1", '{"user_id": "u1"}', timedelta(seconds=7)),
+        ("ns:org_id:o1", '{"a": 1}', timedelta(seconds=300)),
+    ]
diff --git a/tests/test_litellm/caching/test_redis_semantic_cache.py b/tests/test_litellm/caching/test_redis_semantic_cache.py
index df990c43530..9884e9d9bc0 100644
--- a/tests/test_litellm/caching/test_redis_semantic_cache.py
+++ b/tests/test_litellm/caching/test_redis_semantic_cache.py
@@ -1,3 +1,5 @@
+from collections.abc import Iterator
+from contextlib import contextmanager
 from importlib import import_module
 import sys
 from unittest.mock import AsyncMock, MagicMock, patch
@@ -5,18 +7,19 @@ from unittest.mock import AsyncMock, MagicMock, patch
 import pytest
 
 
+@contextmanager
+def _fake_redisvl_modules(semantic_cache_mock: MagicMock, custom_vectorizer_mock: MagicMock) -> Iterator[None]:
+    with pytest.MonkeyPatch.context() as mp:
+        mp.setitem(sys.modules, "redisvl.extensions.llmcache", MagicMock(SemanticCache=semantic_cache_mock))
+        mp.setitem(sys.modules, "redisvl.utils.vectorize", MagicMock(CustomTextVectorizer=custom_vectorizer_mock))
+        yield
+
 
 # Tests for RedisSemanticCache
 def test_redis_semantic_cache_initialization(monkeypatch):
     # Mock the redisvl import
     semantic_cache_mock = MagicMock()
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(CustomTextVectorizer=MagicMock()),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, MagicMock()):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         # Set environment variables
@@ -44,15 +47,7 @@ def test_redis_semantic_cache_get_cache(monkeypatch):
     semantic_cache_mock = MagicMock()
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         # Set environment variables
@@ -110,15 +105,7 @@ def test_redis_semantic_cache_rejects_unscoped_cache_hit(monkeypatch):
     semantic_cache_mock = MagicMock()
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -162,15 +149,7 @@ def test_redis_semantic_cache_set_cache_stores_cache_key_filter(monkeypatch):
     semantic_cache_mock = MagicMock()
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -210,15 +189,7 @@ def test_redis_semantic_cache_uses_isolated_index_for_old_schema(monkeypatch):
     )
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -252,15 +223,7 @@ def test_redis_semantic_cache_overwrites_stale_isolated_index(monkeypatch):
     )
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -292,15 +255,7 @@ def test_redis_semantic_cache_reraises_unexpected_isolated_index_error(monkeypat
     )
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -369,15 +324,15 @@ def test_redis_semantic_cache_builds_filter_expression(monkeypatch):
         def __eq__(self, value):
             return (self.field_name, value)
 
-    with patch.dict("sys.modules", {"redisvl.query.filter": MagicMock(Tag=FakeTag)}):
-        from litellm.caching.redis_semantic_cache import RedisSemanticCache
+    monkeypatch.setitem(sys.modules, "redisvl.query.filter", MagicMock(Tag=FakeTag))
+    from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
-        redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache)
+    redis_semantic_cache = RedisSemanticCache.__new__(RedisSemanticCache)
 
-        assert redis_semantic_cache._get_cache_key_filter_expression("test_key") == (
-            RedisSemanticCache.CACHE_KEY_FIELD_NAME,
-            "test_key",
-        )
+    assert redis_semantic_cache._get_cache_key_filter_expression("test_key") == (
+        RedisSemanticCache.CACHE_KEY_FIELD_NAME,
+        "test_key",
+    )
 
 
 @pytest.mark.asyncio
@@ -386,15 +341,7 @@ async def test_redis_semantic_cache_async_get_cache(monkeypatch):
     semantic_cache_mock = MagicMock()
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         # Set environment variables
@@ -449,15 +396,7 @@ async def test_redis_semantic_cache_async_get_cache_rejects_unscoped_hit(monkeyp
     semantic_cache_mock = MagicMock()
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -499,15 +438,7 @@ async def test_redis_semantic_cache_async_set_cache_stores_cache_key_filter(
     semantic_cache_mock = MagicMock()
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -1255,15 +1186,7 @@ def test_redis_init_defers_redisvl_construction(monkeypatch):
     semantic_cache_mock = MagicMock()
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
@@ -1291,15 +1214,7 @@ def test_redis_failed_llmcache_build_is_not_memoized(monkeypatch):
     )
     custom_vectorizer_mock = MagicMock()
 
-    with patch.dict(
-        "sys.modules",
-        {
-            "redisvl.extensions.llmcache": MagicMock(SemanticCache=semantic_cache_mock),
-            "redisvl.utils.vectorize": MagicMock(
-                CustomTextVectorizer=custom_vectorizer_mock
-            ),
-        },
-    ):
+    with _fake_redisvl_modules(semantic_cache_mock, custom_vectorizer_mock):
         from litellm.caching.redis_semantic_cache import RedisSemanticCache
 
         monkeypatch.setenv("REDIS_HOST", "localhost")
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py b/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py
index c1c3569c0e2..bf9eeeb9968 100644
--- a/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py
+++ b/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py
@@ -10,12 +10,15 @@ Covers the three defects from the ticket:
   handling live only on the native path).
 """
 
+import tempfile
 import time
 
 import pytest
 
 from litellm_enterprise.enterprise_callbacks.secret_detection import (
     _ENTERPRISE_SecretDetection,
+    _default_detect_secrets_config,
+    _masked_entity_count,
 )
 from litellm.caching.caching import DualCache
 from litellm.proxy._types import UserAPIKeyAuth
@@ -29,6 +32,13 @@ URL_ENCODED_KEY = "Bearer%20sk-Ab3dEf6Gh7Ij8Kl9Mn0Pq2Rs3Tu4Vw5X"
 AWS_KEYS = [f"AKIAIOSFODNN7EXAMPL{suffix}" for suffix in "FEDCBA"]
 
 
+@pytest.fixture(autouse=True)
+def _isolate_masked_entity_count():
+    token = _masked_entity_count.set(None)
+    yield
+    _masked_entity_count.reset(token)
+
+
 def _guardrail() -> _ENTERPRISE_SecretDetection:
     return _ENTERPRISE_SecretDetection(guardrail_name="hide-secrets", event_hook="pre_call", default_on=True)
 
@@ -58,6 +68,561 @@ def test_scan_message_preserves_quoted_benign_identifiers():
     assert guardrail.redact_text(content) == content
 
 
+@pytest.mark.parametrize(
+    "content,secret",
+    [
+        ("REDIS_PASSWORD=aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+        ("SESSION_SECRET=Kp7Nq2Wz9Bt4Xr6Vm1Ls", "Kp7Nq2Wz9Bt4Xr6Vm1Ls"),
+        ('{"db_password": "Tq8Zm2XpLv9KdNbRcYw3"}', "Tq8Zm2XpLv9KdNbRcYw3"),
+        ("api_secret: Zx4Kp9Lm2Qr7Ns3Vt", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("password = hunter2brahms9x", "hunter2brahms9x"),
+        ("client_secret=Hq7Zm3XkLp9Wd2Nb", "Hq7Zm3XkLp9Wd2Nb"),
+        ('apiKey: "aB3dE6gH9jK2mN5p"', "aB3dE6gH9jK2mN5p"),
+        ('{"clientSecret": "Kp7Nq2Wz9Bt4Xr6Vm1Ls"}', "Kp7Nq2Wz9Bt4Xr6Vm1Ls"),
+        ('dbPassword = "Zx4Kp9Lm2Qr7Ns3Vt"', "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("MY_APP_DB_PASSWORD=Kp7Nq2Wz9Bt4Xr6Vm1Ls", "Kp7Nq2Wz9Bt4Xr6Vm1Ls"),
+        ("x_api_key: 8f3Kd9Lm2Qr7Ns3Vt", "8f3Kd9Lm2Qr7Ns3Vt"),
+        ("password: Zm9vYmFyYmF6+abc/def123=", "Zm9vYmFyYmF6+abc/def123="),
+        ("REDIS_PASSWORD=correcthorsebattery", "correcthorsebattery"),
+        ('SECRET_KEY = "django-insecure-9v2xk4qw8z"', "django-insecure-9v2xk4qw8z"),
+        (
+            "aws_secret_access_key = wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY",
+            "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY",
+        ),
+        ("password=aB3dE6gH9jK2", "aB3dE6gH9jK2"),
+        ("api_key: hunter2!brahms", "hunter2!brahms"),
+        ('db_password: "p@ssw0rd!2026"', "p@ssw0rd!2026"),
+        (
+            'url: "postgresql://user:s3cr3t@db-host:5432/app"',
+            "postgresql://user:s3cr3t@db-host:5432/app",
+        ),
+        (
+            'db_password: "postgresql://user:s3cr3t@db-host:5432/app"',
+            "postgresql://user:s3cr3t@db-host:5432/app",
+        ),
+        (
+            'signing_secret_url: "https://example.com/cb?sig=Zx4Kp9Lm2Qr7Ns3Vt"',
+            "https://example.com/cb?sig=Zx4Kp9Lm2Qr7Ns3Vt",
+        ),
+        (
+            'redis_secret_url: "redis://:Zx4Kp9Lm2Qr7Ns3Vt@cache-host:6379/0"',
+            "Zx4Kp9Lm2Qr7Ns3Vt",
+        ),
+        ("password=2026-09-08T17:38:40Zbrahms", "2026-09-08T17:38:40Zbrahms"),
+        (
+            '{"password": "YOUR_API_KEY_HERE", "client_secret": "correcthorsebattery"}',
+            "correcthorsebattery",
+        ),
+        ("docker run -e REDIS_PASSWORD=aB3dE6gH9jK2mN5p \\\n  -e REDIS_PORT=6379 redis", "aB3dE6gH9jK2mN5p"),
+        ("DB_PASSWORD=Zx4Kp9Lm2Qr7Ns3Vt && echo done", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("password = Zx4Kp9Lm2Qr7Ns3Vt  # rotate me", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("my db password: Zx4Kp9Lm2Qr7Ns3Vt.", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("export DB_PASSWORD=Zx4Kp9Lm2Qr7Ns3Vt DB_HOST=db.internal", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("DB_PASSWORD=Zx4Kp9Lm2Qr7Ns3Vt; systemctl restart app", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("DB_PASSWORD=Zx4Kp9Lm2Qr7Ns3Vt | tee creds.txt", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("DB_PASSWORD=Zx4Kp9Lm2Qr7Ns3Vt > setup.log", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("docker run -e DB_PASSWORD=Zx4Kp9Lm2Qr7Ns3Vt --name app postgres", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("password=correcthorsebattery please", "correcthorsebattery"),
+        ("DB_PASSWORD = Zx4Kp9Lm2Qr7Ns3Vt; systemctl restart app", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("DB_PASSWORD = Zx4Kp9Lm2Qr7Ns3Vt \\", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("DB_PASSWORD = Zx4Kp9Lm2Qr7Ns3Vt DB_HOST=db.internal", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("DB_PASSWORD = Zx4Kp9Lm2Qr7Ns3Vt --db-host=db.internal", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("DB_PASSWORD = Zx4Kp9Lm2Qr7Ns3Vt DEBUG=", "Zx4Kp9Lm2Qr7Ns3Vt"),
+    ],
+    ids=[
+        "env-password",
+        "env-secret",
+        "json-field",
+        "yaml-field",
+        "bare-assignment",
+        "client-secret",
+        "camel-case-key",
+        "camel-case-secret",
+        "camel-case-password",
+        "namespaced-env",
+        "underscored-header",
+        "base64-padding",
+        "digit-free-value",
+        "django-secret-key",
+        "slashed-aws-secret",
+        "shortest-accepted-value",
+        "punctuation-bearing-password",
+        "symbol-heavy-password",
+        "connection-string-under-a-url-key",
+        "connection-string-under-a-credential-key",
+        "signed-url-under-a-credential-key",
+        "password-only-url-under-a-credential-key",
+        "timestamp-prefixed-password",
+        "credential-after-a-rejected-placeholder",
+        "docker-flag-with-a-line-continuation",
+        "shell-command-after-the-value",
+        "inline-comment-after-the-value",
+        "sentence-ending-in-the-value",
+        "second-assignment-after-the-value",
+        "semicolon-after-the-value",
+        "pipe-after-the-value",
+        "redirect-after-the-value",
+        "docker-flag-after-the-value",
+        "prose-after-a-shell-assignment",
+        "spaced-assignment-then-a-shell-command",
+        "spaced-assignment-then-a-line-continuation",
+        "spaced-assignment-then-a-second-assignment",
+        "spaced-assignment-then-a-dashed-flag",
+        "spaced-assignment-then-an-empty-assignment",
+    ],
+)
+def test_scan_message_redacts_credentials_assigned_to_credential_keys(content, secret):
+    guardrail = _guardrail()
+
+    assert secret not in guardrail.redact_text(content)
+
+
+def test_scan_message_redacts_only_the_first_token_of_a_shell_assignment():
+    guardrail = _guardrail()
+    content = "docker run -e REDIS_PASSWORD=aB3dE6gH9jK2mN5p \\\n  -e REDIS_PORT=6379 redis && echo done"
+
+    assert (
+        guardrail.redact_text(content)
+        == "docker run -e REDIS_PASSWORD=[REDACTED] \\\n  -e REDIS_PORT=6379 redis && echo done"
+    )
+
+
+@pytest.mark.parametrize("operator", [";", "&&", "|"])
+def test_scan_message_keeps_a_shell_operator_glued_to_the_value(operator):
+    guardrail = _guardrail()
+
+    assert (
+        guardrail.redact_text(f"DB_PASSWORD=Zx4Kp9Lm2Qr7Ns3Vt{operator} systemctl restart app")
+        == f"DB_PASSWORD=[REDACTED]{operator} systemctl restart app"
+    )
+
+
+def test_scan_message_closes_a_yaml_block_at_the_next_unindented_line():
+    guardrail = _guardrail()
+    content = "api_key: >\n  aB3dE6gH9jK2mN5p\nSteps\n  Rotate-Before-Friday please"
+
+    assert guardrail.redact_text(content) == "api_key: >\n  [REDACTED]\nSteps\n  Rotate-Before-Friday please"
+
+
+def test_scan_message_redacts_every_credential_on_one_line():
+    guardrail = _guardrail()
+    content = '{"db_password": "Tq8Zm2XpLv9KdNbRcYw3", "client_secret": "correcthorsebattery"}'
+
+    assert guardrail.redact_text(content) == '{"db_password": "[REDACTED]", "client_secret": "[REDACTED]"}'
+
+
+@pytest.mark.parametrize(
+    "content",
+    [
+        "The user forgot their password and asked for a reset link",
+        "Rotate the client secret every 90 days",
+        "The secret: keep it quiet",
+        "My password: correct horse battery staple",
+        "secretary: Maria Gonzalez",
+        "password_reset_email: Please click the link below to reset",
+        'config = {"api_key": "YOUR_API_KEY_HERE"}',
+        "api_key: <your-key-here>",
+        '{"max_tokens": 4096, "model": "gpt-4o-mini"}',
+        'def get_api_key():\n    return os.environ["OPENAI_API_KEY"]',
+        '    valid_token = UserAPIKeyAuth(user_id="u1")',
+        'password = get_password(user, "prod")',
+        "monkey=aB3dE6gH9jK2mN5p",
+        "idempotency_key: req_2026090712000000",
+        'cache_key = "u1_user_api_key_user_id"',
+        "the key: 2026-09-07T12:00:00Z",
+        "api_key: os.environ/E2B_API_KEY",
+        "langfuse_secret: os.environ/LANGFUSE_PROJECT1_SECRET",
+        "api_key = OPENAI_API_KEY",
+        "password = pwd12345678",
+        "model_key: gpt-4o-mini-2024-07-18",
+        "openrouter/anthropic/claude-3-5-sonnet-20240620",
+        '{"content-type": "application/json"}',
+        "passwordless_login: enabled-for-all-users",
+        'password: "I forgot mine, can you reset it"',
+        "secret_sauce: tomatoes-basil-garlic-oregano",
+        "user_secret_question: what-was-your-first-pet",
+        "password_reset_url: example.com/reset-password/flow",
+        "private_key_path: keys/prod/server-cert.pem",
+        "litellm.completion(model=model, api_key=openai_api_key)",
+        "params['aws_secret_access_key'] = aws_secret_access_key",
+        'api_key = "OPENAI_API_KEY"',
+        "model_list:\n  - litellm_params:\n      api_key: 'PERPLEXITY_API_KEY'",
+        'config = build(_provider("ve_missing", api_key_env="VE_MISSING_KEY"))',
+        "api_key = get_api_key_from_env()",
+        "api_key = get_secret_str(MISTRAL_OCR_API_KEY_ENV_VAR)",
+        "secret_manager = MagicMock(spec=BaseSecretManager)",
+        "api_key = self.resolve_server_api_key(",
+        "api_key = sys.argv[1]",
+        "password = credentials[environment]",
+        'api_key_created_at: "2026-09-08T17:38:40Z"',
+        'api_key_expires_at: "2026-09-08T17:38:40.123456+05:30"',
+        'password_reset_url: "https://example.com/reset-password/flow"',
+        'secret_docs_url: "https://example.com/reset-password/flow#step-2"',
+        '{"api_key_created_at": "2026-09-08T17:38:40Z", "password_reset_url": "https://example.com/reset/flow"}',
+        "secret_sauce: tomatoes-basil-garlic-oregano.",
+        "secret_docs_url: https://example.com/docs/keys, then rotate",
+        "api_key_created_at: 2026-09-08T17:38:40Z; api_key_env: OPENAI_API_KEY!",
+        "api_key: $OPENAI_API_KEY",
+        'api_key: "${OPENAI_API_KEY}"',
+        "private_key_path: /keys/prod/server-cert.pem",
+        "password_hint: your usual one followed by Ticket-LIT7049-Suffix",
+        "Translate this recipe note into French:\nsecret_sauce: Worcestershire sauce",
+        "api_key = Massachusetts (the state, not a key)",
+        "secret_sauce:Worcestershire sauce",
+        "password: correctHorseBattery != anotherValue",
+    ],
+    ids=[
+        "prose-password",
+        "prose-secret",
+        "colon-prose-secret",
+        "colon-prose-password",
+        "secretary",
+        "sentence-after-keyword",
+        "uppercase-placeholder",
+        "templated-placeholder",
+        "max-tokens",
+        "code-paste",
+        "constructor-call",
+        "indirect-reference",
+        "word-ending-in-key",
+        "idempotency-key",
+        "cache-key",
+        "timestamp-after-key",
+        "env-reference",
+        "env-reference-nested",
+        "env-variable-name",
+        "below-minimum-length",
+        "model-name",
+        "namespaced-model-name",
+        "media-type",
+        "hyphenated-english",
+        "quoted-sentence-under-a-credential-key",
+        "hyphenated-phrase",
+        "hyphenated-question",
+        "url-under-credential-key",
+        "path-under-credential-key",
+        "snake-case-argument",
+        "snake-case-assignment",
+        "quoted-env-variable-name",
+        "quoted-env-name-in-a-config",
+        "quoted-env-name-in-a-code-paste",
+        "bare-call",
+        "call-with-an-argument",
+        "keyword-argument-call",
+        "unclosed-call",
+        "positional-subscript",
+        "keyed-subscript",
+        "timestamp-under-a-credential-key",
+        "offset-timestamp-under-a-credential-key",
+        "url-under-a-credential-key",
+        "fragment-url-under-a-credential-key",
+        "metadata-object-under-credential-keys",
+        "hyphenated-english-ending-a-sentence",
+        "url-followed-by-a-clause",
+        "timestamp-and-env-name-with-trailing-punctuation",
+        "shell-variable-reference",
+        "quoted-braced-shell-variable-reference",
+        "absolute-path-under-a-credential-key",
+        "sentence-holding-a-later-mixed-case-token",
+        "capitalized-word-starting-a-phrase",
+        "capitalized-word-before-a-parenthetical",
+        "yaml-scalar-without-a-space-after-the-colon",
+        "comparison-operator-after-the-value",
+    ],
+)
+def test_scan_message_keeps_benign_values(content):
+    guardrail = _guardrail()
+
+    assert guardrail.scan_message_for_secrets(content) == []
+    assert guardrail.redact_text(content) == content
+
+
+@pytest.mark.parametrize(
+    "value,redacted",
+    [("aB3dE6gH9jK2", True), ("aB3dE6gH9jK", False)],
+    ids=["at-minimum-length", "below-minimum-length"],
+)
+def test_credential_keyword_detector_honours_its_minimum_length(value, redacted):
+    guardrail = _guardrail()
+
+    assert (value not in guardrail.redact_text(f"password={value}")) is redacted
+
+
+@pytest.mark.parametrize(
+    "value,redacted",
+    [("aB3dE6gH9jK2", True), ("aB3dE6gH9jK", False)],
+    ids=["at-default-minimum-length", "below-default-minimum-length"],
+)
+def test_credential_keyword_detector_defaults_its_minimum_length(value, redacted):
+    guardrail = _ENTERPRISE_SecretDetection(
+        guardrail_name="hide-secrets",
+        event_hook="pre_call",
+        default_on=True,
+        detect_secrets_config={
+            "plugins_used": [
+                {key: setting for key, setting in plugin.items() if key != "minimum_length"}
+                for plugin in _default_detect_secrets_config["plugins_used"]
+            ]
+        },
+    )
+
+    assert (value not in guardrail.redact_text(f"password={value}")) is redacted
+
+
+def test_credential_keyword_detector_honours_keyword_exclude():
+    guardrail = _ENTERPRISE_SecretDetection(
+        guardrail_name="hide-secrets",
+        event_hook="pre_call",
+        default_on=True,
+        detect_secrets_config={
+            "plugins_used": [
+                {**plugin, "keyword_exclude": "fixture_"} if plugin["name"] == "CredentialKeywordDetector" else plugin
+                for plugin in _default_detect_secrets_config["plugins_used"]
+            ]
+        },
+    )
+    content = "fixture_password=aB3dE6gH9jK2mN5p\npassword=Kp7Nq2Wz9Bt4Xr6Vm1Ls"
+
+    assert guardrail.redact_text(content) == "fixture_password=aB3dE6gH9jK2mN5p\npassword=[REDACTED]"
+
+
+@pytest.mark.parametrize("minimum_length", ["12", 0, -1, 1.5], ids=["string", "zero", "negative", "float"])
+def test_credential_keyword_detector_rejects_an_unusable_minimum_length(minimum_length):
+    guardrail = _ENTERPRISE_SecretDetection(
+        guardrail_name="hide-secrets",
+        event_hook="pre_call",
+        default_on=True,
+        detect_secrets_config={
+            "plugins_used": [
+                {**plugin, "minimum_length": minimum_length}
+                if plugin["name"] == "CredentialKeywordDetector"
+                else plugin
+                for plugin in _default_detect_secrets_config["plugins_used"]
+            ]
+        },
+    )
+
+    with pytest.raises(ValueError, match="minimum_length"):
+        guardrail.scan_message_for_secrets("password=aB3dE6gH9jK2mN5p")
+
+
+@pytest.mark.parametrize(
+    "content",
+    [
+        "[db\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+        "[\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+        "[note] have a look\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+        "]\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+        "[]\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+    ],
+    ids=["unclosed", "bare-bracket", "bracketed-prose", "stray-close", "empty-header"],
+)
+def test_scan_message_reads_a_config_with_a_broken_section_header(content):
+    guardrail = _guardrail()
+
+    assert "Zx4Kp9Lm2Qr7Ns3Vt" not in guardrail.redact_text(content)
+
+
+@pytest.mark.parametrize(
+    "content",
+    [
+        "=orphan\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+        "  indented before any key\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+        "greeting = %(name)s\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+        "token = a\x00b\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n",
+    ],
+    ids=["empty-key", "leading-continuation", "interpolation", "nul-byte"],
+)
+def test_scan_message_reads_lines_that_a_stock_ini_parser_rejects(content):
+    guardrail = _guardrail()
+
+    assert "Zx4Kp9Lm2Qr7Ns3Vt" not in guardrail.redact_text(content)
+
+
+def test_scan_message_reads_a_config_that_repeats_a_section():
+    guardrail = _guardrail()
+    content = "[db]\nhost = localhost\n[db]\npassword = Zx4Kp9Lm2Qr7Ns3Vt\n"
+
+    assert "Zx4Kp9Lm2Qr7Ns3Vt" not in guardrail.redact_text(content)
+
+
+def test_scan_message_keeps_every_value_when_a_config_repeats_a_key():
+    guardrail = _guardrail()
+    content = (
+        "model_list:\n"
+        "  - model_name: gpt-4o\n    litellm_params:\n      api_key: aB3dE6gH9jK2mN5p\n"
+        "  - model_name: claude\n    litellm_params:\n      api_key: Kp7Nq2Wz9Bt4Xr6Vm1Ls\n"
+    )
+
+    redacted = guardrail.redact_text(content)
+
+    assert "aB3dE6gH9jK2mN5p" not in redacted
+    assert "Kp7Nq2Wz9Bt4Xr6Vm1Ls" not in redacted
+
+
+@pytest.mark.parametrize(
+    "content,secret",
+    [
+        (
+            f"api_key: {OPENAI_KEY}\nREDIS_PASSWORD=aB3dE6gH9jK2mN5p",
+            "aB3dE6gH9jK2mN5p",
+        ),
+        (
+            f"OPENAI_API_KEY={OPENAI_KEY}\nDB_PASSWORD=Kp7Nq2Wz9Bt4Xr6Vm1Ls",
+            "Kp7Nq2Wz9Bt4Xr6Vm1Ls",
+        ),
+        (
+            f"api_key: {OPENAI_KEY}\npassword =\n    Zx4Kp9Lm2Qr7Ns3Vt",
+            "Zx4Kp9Lm2Qr7Ns3Vt",
+        ),
+        (
+            "Here is my config, can you review it?\nREDIS_PASSWORD=aB3dE6gH9jK2mN5p",
+            "aB3dE6gH9jK2mN5p",
+        ),
+        (
+            "REDIS_PASSWORD=aB3dE6gH9jK2mN5p\nCan you tell me what is wrong with it?",
+            "aB3dE6gH9jK2mN5p",
+        ),
+        (
+            "Hi team\nplease rotate this before Friday\ndb_password=Zx4Kp9Lm2Qr7Ns3Vt\nthanks!",
+            "Zx4Kp9Lm2Qr7Ns3Vt",
+        ),
+        (
+            "model_list:\n  - model_name: gpt-4o\n    litellm_params:\n      api_key: aB3dE6gH9jK2mN5p\n",
+            "aB3dE6gH9jK2mN5p",
+        ),
+        ("api_key: >\n  aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+        ("api_key: |-\n  aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+        ("secret= \\\n    aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+        ("password =\n# rotate me\n    Zx4Kp9Lm2Qr7Ns3Vt", "Zx4Kp9Lm2Qr7Ns3Vt"),
+        ("api_key =\n; rotate me\n    aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+        ("  # pasted from the vault\napi_key=aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+        ("  [db]\napi_key=aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+        ("    pasted with a leading indent\napi_key=aB3dE6gH9jK2mN5p", "aB3dE6gH9jK2mN5p"),
+    ],
+    ids=[
+        "flat-assignment",
+        "env-file",
+        "continuation-line",
+        "prose-before",
+        "prose-after",
+        "prose-both-sides",
+        "indented-config",
+        "yaml-folded-block",
+        "yaml-literal-block",
+        "backslash-continuation",
+        "comment-inside-a-value",
+        "semicolon-comment-inside-a-value",
+        "indented-comment-above",
+        "indented-section-header-above",
+        "indented-prose-above",
+    ],
+)
+def test_scan_message_still_sees_assignments_sharing_a_message_with_a_vendor_key(content, secret):
+    guardrail = _guardrail()
+
+    redacted = guardrail.redact_text(content)
+    assert secret not in redacted
+    assert OPENAI_KEY not in redacted
+
+
+def test_environment_reference_filter_only_drops_the_whole_value():
+    guardrail = _guardrail()
+
+    for reference in ("os.environ/OPENAI_API_KEY", "os.environ/e2b_api_key"):
+        assert guardrail.redact_text(f"password={reference}") == f"password={reference}"
+    assert guardrail.redact_text("password=notos.environ/OPENAI_API_KEY") == ("password=[REDACTED]")
+
+
+def test_environment_variable_names_are_dropped_only_for_the_keyword_plugin():
+    guardrail = _guardrail()
+
+    assert guardrail.redact_text("password=REDIS_PASSWORD") == "password=REDIS_PASSWORD"
+    assert guardrail.scan_message_for_secrets('k = "ABCD1234_EFGH5678_IJKLMN"') == [
+        {"type": "Base64 High Entropy String", "value": "ABCD1234_EFGH5678_IJKLMN"}
+    ]
+
+
+def test_masked_entity_count_keeps_the_vendor_type_beside_the_entropy_type():
+    guardrail = _guardrail()
+    _masked_entity_count.set({})
+
+    guardrail.redact_text('k = "ghp_abcdefghijklmnopqrstuvwxyzABCDEF1234"')
+
+    assert _masked_entity_count.get() == {
+        "Base64 High Entropy String": 1,
+        "GitHub Token": 1,
+    }
+
+
+@pytest.mark.parametrize(
+    "content",
+    [
+        f"api_key: '{OPENAI_KEY}'\n"
+        + "a: &a ["
+        + ", ".join(['"x"'] * 9)
+        + "]\n"
+        + "".join(f"{chr(98 + i)}: &{chr(98 + i)} [" + ", ".join([f"*{chr(97 + i)}"] * 9) + "]\n" for i in range(7)),
+        f"api_key: '{OPENAI_KEY}'\ndeep: " + "[" * 400 + "]" * 400,
+        f"api_key: '{OPENAI_KEY}'\nbroken: [unclosed",
+    ],
+    ids=["anchor-expansion", "deep-nesting", "unparseable"],
+)
+def test_scan_message_contains_hostile_config_text(content, monkeypatch, tmp_path):
+    guardrail = _guardrail()
+    monkeypatch.setenv("TMPDIR", str(tmp_path))
+    monkeypatch.setattr(tempfile, "tempdir", None)
+
+    started = time.perf_counter()
+    found = guardrail.scan_message_for_secrets(content)
+
+    assert time.perf_counter() - started < 10.0
+    assert OPENAI_KEY in [secret["value"] for secret in found]
+    assert list(tmp_path.iterdir()) == []
+
+
+@pytest.mark.parametrize(
+    "content",
+    [
+        f"api_key = '{OPENAI_KEY}'\nbase = abcdefghijkl\npassword = x\n    %(base)sZZZZQQQQ\n",
+        "base = abcdefghijkl\npassword = x\n    %(base)sZZZZQQQQ\n",
+        f"api_key = '{OPENAI_KEY}'\nbase = Kp7Nq2Wz9Bt4\npassword = x\n"
+        "    %(base)s-primary\nnote = Kp7Nq2Wz9Bt4-primary is the hostname\n",
+        'base = "abcdefghijkl"\npassword = "%(base)sZZZZQQQQ"\n',
+    ],
+    ids=[
+        "vendor-key-present",
+        "no-vendor-key",
+        "value-echoed-elsewhere",
+        "quoted-interpolation",
+    ],
+)
+def test_scan_message_never_reports_a_value_the_message_does_not_hold(content):
+    guardrail = _guardrail()
+
+    for secret in guardrail.scan_message_for_secrets(content):
+        assert secret["value"] in content
+
+
+def test_scan_message_leaves_unrelated_text_alone_when_a_value_is_echoed():
+    guardrail = _guardrail()
+    content = (
+        f"api_key = '{OPENAI_KEY}'\nbase = Kp7Nq2Wz9Bt4\npassword = x\n"
+        "    %(base)s-primary\nnote = Kp7Nq2Wz9Bt4-primary is the hostname\n"
+    )
+
+    assert "note = Kp7Nq2Wz9Bt4-primary is the hostname" in guardrail.redact_text(content)
+
+
+def test_masked_entity_count_counts_each_secret_once():
+    guardrail = _guardrail()
+    _masked_entity_count.set({})
+
+    guardrail.redact_text(f"first {OPENAI_KEY} second {OPENAI_KEY}")
+
+    assert _masked_entity_count.get() == {"Strict OpenAI API Key": 1}
+
+
 def test_scan_message_redacts_every_openai_key_occurrence():
     guardrail = _guardrail()
     content = f"first {OPENAI_KEY}, second {OPENAI_KEY}"
@@ -81,9 +646,7 @@ def test_scan_message_requires_ascii_digits_for_openai_like_values():
 def test_scan_message_redacts_openai_key_after_separator():
     guardrail = _guardrail()
 
-    assert guardrail.redact_text(f"openai_{OPENAI_KEY} key-{OPENAI_KEY}") == (
-        "openai_[REDACTED] key-[REDACTED]"
-    )
+    assert guardrail.redact_text(f"openai_{OPENAI_KEY} key-{OPENAI_KEY}") == ("openai_[REDACTED] key-[REDACTED]")
     assert guardrail.redact_text(URL_ENCODED_KEY) == "Bearer%20[REDACTED]"
 
 
@@ -102,6 +665,31 @@ def test_scan_message_stays_linear_on_repeated_sk_separators():
     assert time.perf_counter() - started < 2.0
 
 
+@pytest.mark.parametrize(
+    "content",
+    [
+        f"api_key: '{OPENAI_KEY}'\npassword=" + "a-" * 10_000 + "!",
+        f"api_key: '{OPENAI_KEY}'\npassword:" + '"' * 20_000,
+        f"api_key: '{OPENAI_KEY}'\n" + "api_key:" * 10_000,
+        f"api_key: '{OPENAI_KEY}'\nsecret=" + "aB3dE6gH9jK2mN5p " * 2_000,
+        f"api_key: '{OPENAI_KEY}'\n" + "\n".join(f"password{i}=aB3dE6gH9jK2mN5p{i}" for i in range(3_000)),
+    ],
+    ids=[
+        "value-run",
+        "quote-run",
+        "keyword-run",
+        "value-repeat",
+        "assignment-flood",
+    ],
+)
+def test_scan_message_stays_linear_on_adversarial_credential_lines(content):
+    guardrail = _guardrail()
+
+    started = time.perf_counter()
+    guardrail.redact_text(content)
+    assert time.perf_counter() - started < 10.0
+
+
 def test_scan_message_redacts_whole_stripe_live_key():
     guardrail = _guardrail()
 
@@ -119,8 +707,8 @@ def test_scan_message_replaces_longest_overlapping_match_first():
     guardrail = _guardrail()
     content = f'token = "{OPENAI_KEY}/extra"'
 
-    detected = guardrail.scan_message_for_secrets(content)
-    assert [secret["value"] for secret in detected] == [f"{OPENAI_KEY}/extra", OPENAI_KEY]
+    values = [secret["value"] for secret in guardrail.scan_message_for_secrets(content)]
+    assert values == [f"{OPENAI_KEY}/extra", OPENAI_KEY]
     assert guardrail.redact_text(content) == 'token = "[REDACTED]"'
 
 
diff --git a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
index 713330a8280..f72316f5d5e 100644
--- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
+++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
@@ -1704,8 +1704,9 @@ async def test_empty_http_event_stream_uses_the_existing_request_deadline() -> N
         "initialize_not_found",
     ),
 )
+@pytest.mark.parametrize("raise_on_error", (False, True))
 async def test_optional_discovery_capabilities_and_errors(
-    method: str, outcome: str, caplog: pytest.LogCaptureFixture
+    method: str, outcome: str, caplog: pytest.LogCaptureFixture, raise_on_error: bool
 ) -> None:
     import logging
     from unittest.mock import Mock
@@ -1783,7 +1784,11 @@ async def test_optional_discovery_capabilities_and_errors(
             "resources/list": client.list_resources,
             "resources/templates/list": client.list_resource_templates,
         }[method]
-        result: Final = await operation()
+        if raise_on_error and outcome in ("internal_error", "unauthorized", "timeout", "initialize_not_found"):
+            with pytest.raises((McpError, httpx.HTTPError)):
+                await operation(raise_on_error=True)
+            return
+        result: Final = await operation(raise_on_error=raise_on_error)
 
     requests: Final = tuple(
         JSONRPCMessage.model_validate_json(call.args[0].content).root
@@ -1895,3 +1900,37 @@ async def test_optional_discovery_preserves_cancellation(method: str) -> None:
             task.cancel()
             with pytest.raises(asyncio.CancelledError):
                 await asyncio.wait_for(task, timeout=3)
+
+
+
+def test_client_import_before_proxy_credentials_succeeds_in_fresh_process():
+    import subprocess
+
+    result = subprocess.run(
+        [sys.executable, "-c", "import litellm.experimental_mcp_client.client; from litellm.proxy._experimental.mcp_server.mcp_server_manager import MCPServerManager; print(MCPServerManager.__name__)"],
+        capture_output=True, text=True, timeout=60, check=False,
+    )
+    assert result.returncode == 0, result.stderr
+    assert result.stdout.strip() == "MCPServerManager"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("resolved", (False, True))
+async def test_discovery_auth_fingerprint_tracks_effective_credentials(resolved: bool) -> None:
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import StaticHeaderAuth
+
+    def client(token: str) -> MCPClient:
+        return MCPClient(
+            server_url="https://example.com/mcp",
+            auth_type=MCPAuth.api_key,
+            auth_value=None if resolved else token,
+            resolved_auth=StaticHeaderAuth(token) if resolved else None,
+        )
+
+    original: Final = await client("private-original-credential").discovery_auth_fingerprint()
+    repeated: Final = await client("private-original-credential").discovery_auth_fingerprint()
+    replaced: Final = await client("private-replaced-credential").discovery_auth_fingerprint()
+    assert original == repeated
+    assert original != replaced
+    assert len(original) == 64
+    assert "private-original-credential" not in original
diff --git a/tests/test_litellm/integrations/SlackAlerting/test_slack_alerting.py b/tests/test_litellm/integrations/SlackAlerting/test_slack_alerting.py
index 55e2dcdc270..44dda57dd27 100644
--- a/tests/test_litellm/integrations/SlackAlerting/test_slack_alerting.py
+++ b/tests/test_litellm/integrations/SlackAlerting/test_slack_alerting.py
@@ -45,6 +45,21 @@ class TestSlackAlerting(unittest.TestCase):
         result = self.slack_alerting._get_percent_of_max_budget_left(user_info)
         self.assertEqual(result, -0.2)
 
+    def test_get_user_info_str_omits_absent_token_for_user_alert(self):
+        user_info = CallInfo(
+            spend=85.0,
+            max_budget=100.0,
+            user_id="user-1",
+            user_email="person@example.com",
+            event_group=Litellm_EntityType.USER,
+        )
+
+        result = self.slack_alerting._get_user_info_str(user_info)
+
+        self.assertIn("*user_id:* `user-1`", result)
+        self.assertIn("*user_email:* `person@example.com`", result)
+        self.assertNotIn("*token:*", result)
+
     def test_get_event_and_event_message_max_budget(self):
         # Initial setup with no event
         event = None
diff --git a/tests/test_litellm/integrations/datadog/test_datadog_llm_obs.py b/tests/test_litellm/integrations/datadog/test_datadog_llm_obs.py
index 0555447e34f..a2f81091893 100644
--- a/tests/test_litellm/integrations/datadog/test_datadog_llm_obs.py
+++ b/tests/test_litellm/integrations/datadog/test_datadog_llm_obs.py
@@ -541,24 +541,166 @@ def _span_json(logger_under_test: DataDogLLMObsLogger, payload: dict[str, Any])
     return json.loads(safe_dumps(span))
 
 
+SECRET_TOOL_RESULT: Final = '{"city": "Paris", "temp_c": 18, "account_secret": "SECRET-7545"}'
+TOOL_CONVERSATION: Final[list[dict[str, Any]]] = [
+    {"role": "user", "content": "secret prompt"},
+    {"role": "assistant", "content": None, "tool_calls": [ASSISTANT_TOOL_CALL]},
+    {"role": "tool", "tool_call_id": "call_abc123", "content": SECRET_TOOL_RESULT},
+]
+
+
+def _redacted_span_as_the_proxy_builds_it(payload: dict[str, Any]) -> dict[str, Any]:
+    logger_under_test = _redacting_logger(turn_off_message_logging=True)
+    return _span_json(
+        logger_under_test, logger_under_test.redact_standard_logging_payload_from_model_call_details(payload)
+    )
+
+
 def test_redaction_keeps_the_conversation_shape_without_its_content() -> None:
-    """Roles and message count survive so the trace stays legible; contents and tool payloads do not."""
-    result = _span_json(
-        _redacting_logger(turn_off_message_logging=True),
+    result = _redacted_span_as_the_proxy_builds_it(
+        build_payload(
+            messages=TOOL_CONVERSATION,
+            response_message={"role": "assistant", "content": "secret response", "tool_calls": [ASSISTANT_TOOL_CALL]},
+        )
+    )
+
+    redacted_call = {
+        "name": "get_weather",
+        "arguments": "redacted-by-litellm",
+        "tool_id": "call_abc123",
+        "type": "function",
+    }
+    assert result["meta"]["input"]["messages"] == [
+        {"role": "user", "content": "redacted-by-litellm"},
+        {"role": "assistant", "content": "redacted-by-litellm", "tool_calls": [redacted_call]},
+        {
+            "role": "tool",
+            "content": "redacted-by-litellm",
+            "tool_results": [
+                {"name": "get_weather", "result": "redacted-by-litellm", "tool_id": "call_abc123", "type": "function"}
+            ],
+        },
+    ]
+    assert result["meta"]["output"]["messages"] == [
+        {"role": "assistant", "content": "redacted-by-litellm", "tool_calls": [redacted_call]}
+    ]
+    serialized = safe_dumps(result)
+    assert "SECRET-7545" not in serialized
+    assert "Paris" not in serialized
+    assert "secret" not in serialized
+
+
+def test_redaction_counts_tool_result_tokens_before_replacing_them() -> None:
+    payload = build_payload(messages=TOOL_CONVERSATION)
+    payload["standard_logging_object"]["model"] = "claude-sonnet-5"
+
+    result = _redacted_span_as_the_proxy_builds_it(payload)
+
+    expected_tokens = litellm.token_counter(model="claude-sonnet-5", text=SECRET_TOOL_RESULT)
+    assert expected_tokens > 0
+    assert result["metrics"]["tool_output_tokens"] == float(expected_tokens)
+    assert result["metrics"]["input_tokens"] == 4447.0
+
+
+def test_tool_output_tokens_sum_every_result_in_the_request(logger: DataDogLLMObsLogger) -> None:
+    payload = build(
+        logger,
+        messages=[
+            {"role": "tool", "tool_call_id": "call_1", "content": "one two three"},
+            {"role": "tool", "tool_call_id": "call_2", "content": "four five six seven"},
+        ],
+    )
+
+    assert payload["metrics"]["tool_output_tokens"] == float(
+        litellm.token_counter(text="one two three") + litellm.token_counter(text="four five six seven")
+    )
+
+
+def test_a_request_without_tool_results_reports_no_tool_output_tokens(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, messages=[{"role": "user", "content": "hi"}])
+
+    assert "tool_output_tokens" not in payload["metrics"]
+    assert "tool_output_tokens" not in _redacted_span_as_the_proxy_builds_it(build_payload())["metrics"]
+
+
+def test_a_tool_that_returned_nothing_still_counts_as_zero_tool_output_tokens(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, messages=[{"role": "tool", "tool_call_id": "call_1", "content": ""}])
+
+    assert payload["metrics"]["tool_output_tokens"] == 0.0
+
+
+def test_redaction_keeps_anthropic_tool_blocks_as_structure_only() -> None:
+    result = _redacted_span_as_the_proxy_builds_it(
         build_payload(
             messages=[
-                {"role": "user", "content": "secret prompt"},
-                {"role": "assistant", "content": None, "tool_calls": [ASSISTANT_TOOL_CALL]},
-            ],
-            response_message={"role": "assistant", "content": "secret response"},
-        ),
+                {
+                    "role": "assistant",
+                    "content": [
+                        {"type": "tool_use", "id": "toolu_1", "name": "get_weather", "input": {"city": "Paris"}}
+                    ],
+                },
+                {
+                    "role": "user",
+                    "content": [{"type": "tool_result", "tool_use_id": "toolu_1", "content": SECRET_TOOL_RESULT}],
+                },
+            ]
+        )
     )
 
     assert result["meta"]["input"]["messages"] == [
-        {"role": "user", "content": "redacted-by-litellm"},
-        {"role": "assistant", "content": "redacted-by-litellm"},
+        {
+            "role": "assistant",
+            "content": "redacted-by-litellm",
+            "tool_calls": [
+                {"name": "get_weather", "arguments": "redacted-by-litellm", "tool_id": "toolu_1", "type": "tool_use"}
+            ],
+        },
+        {
+            "role": "user",
+            "content": "redacted-by-litellm",
+            "tool_results": [
+                {"name": "get_weather", "result": "redacted-by-litellm", "tool_id": "toolu_1", "type": "function"}
+            ],
+        },
     ]
-    assert result["meta"]["output"]["messages"] == [{"role": "assistant", "content": "redacted-by-litellm"}]
+    assert "Paris" not in safe_dumps(result)
+
+
+def test_redaction_blanks_tool_identifiers_that_are_not_strings() -> None:
+    result = _redacted_span_as_the_proxy_builds_it(
+        build_payload(
+            messages=[
+                {
+                    "role": "assistant",
+                    "content": None,
+                    "tool_calls": [
+                        {"id": {"leak": "SECRET-7545"}, "type": ["SECRET-7545"], "function": {"name": ["SECRET-7545"]}}
+                    ],
+                }
+            ]
+        )
+    )
+
+    assert result["meta"]["input"]["messages"][0]["tool_calls"] == [
+        {"name": "", "arguments": "redacted-by-litellm", "tool_id": "", "type": ""}
+    ]
+    assert "SECRET-7545" not in safe_dumps(result)
+
+
+def test_the_shared_hook_still_strips_what_redaction_governs_besides_messages() -> None:
+    payload = build_payload(messages=TOOL_CONVERSATION)
+    payload["standard_logging_object"]["classifier_input"] = {"system": "SECRET-7545"}
+    logger_under_test = _redacting_logger(turn_off_message_logging=True)
+
+    with patch.object(  # test-quality-ok: the hook reads this module global with no injection seam
+        litellm, "standard_logging_payload_excluded_fields", ["response"]
+    ):
+        redacted = logger_under_test.redact_standard_logging_payload_from_model_call_details(payload)
+
+    assert "classifier_input" not in redacted["standard_logging_object"]
+    assert "response" not in redacted["standard_logging_object"]
+    assert redacted["standard_logging_object"]["messages"] == TOOL_CONVERSATION
+    assert payload["standard_logging_object"]["classifier_input"] == {"system": "SECRET-7545"}
 
 
 def test_redaction_drops_unrecognized_and_malformed_message_roles() -> None:
diff --git a/tests/test_litellm/integrations/gcs_bucket/test_gcs_bucket_base.py b/tests/test_litellm/integrations/gcs_bucket/test_gcs_bucket_base.py
index 8d662311da1..a458752bed0 100644
--- a/tests/test_litellm/integrations/gcs_bucket/test_gcs_bucket_base.py
+++ b/tests/test_litellm/integrations/gcs_bucket/test_gcs_bucket_base.py
@@ -128,3 +128,20 @@ class TestGCSBucketBase:
         assert object_name.endswith("-target_uploadType_media")
         assert ".." not in object_name
         assert "?" not in object_name
+
+
+class TestGCSBucketLoggerBucketName:
+    @pytest.mark.asyncio
+    async def test_the_bucket_name_it_is_constructed_with_survives(self, monkeypatch):
+        """Reading config.yaml out of a GCS bucket asks for that bucket, not the logging one (LIT-6982)."""
+        monkeypatch.setenv("GCS_BUCKET_NAME", "logging-bucket")
+        monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+
+        assert GCSBucketLogger(bucket_name="config-bucket").BUCKET_NAME == "config-bucket"
+
+    @pytest.mark.asyncio
+    async def test_no_bucket_name_still_falls_back_to_the_environment(self, monkeypatch):
+        monkeypatch.setenv("GCS_BUCKET_NAME", "logging-bucket")
+        monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+
+        assert GCSBucketLogger().BUCKET_NAME == "logging-bucket"
diff --git a/tests/test_litellm/integrations/otel/test_langfuse_logger.py b/tests/test_litellm/integrations/otel/test_langfuse_logger.py
index 8f93a9a564f..8db84b090a0 100644
--- a/tests/test_litellm/integrations/otel/test_langfuse_logger.py
+++ b/tests/test_litellm/integrations/otel/test_langfuse_logger.py
@@ -1,9 +1,9 @@
-"""Tests for ``LangfuseOpenTelemetryV2``: the root observation's input and output are stamped from the
-request-task hooks, while the root span is still recording, so Langfuse can show them on the trace."""
+"""Tests for the Langfuse OTel v2 loggers: the trace name and the root observation's input and output are
+stamped from the request task while the root span is still recording, so Langfuse can show them on the trace."""
 
 import asyncio
 import json
-from collections.abc import AsyncIterator, Sequence
+from collections.abc import AsyncIterator, Mapping, Sequence
 from typing import Final
 
 import pytest
@@ -14,7 +14,7 @@ from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanE
 
 import litellm  # noqa: E402
 from litellm.caching.dual_cache import DualCache  # noqa: E402
-from litellm.integrations.otel.logger import build_otel_v2_logger  # noqa: E402
+from litellm.integrations.otel.logger import OpenTelemetryV2, build_otel_v2_logger  # noqa: E402
 from litellm.integrations.otel.model.config import OpenTelemetryV2Config, is_otel_v2_enabled  # noqa: E402
 from litellm.integrations.otel.model.spans import LITELLM_PROXY_REQUEST_SPAN_NAME, SpanRole  # noqa: E402
 from litellm.integrations.otel.plumbing import context as otel_context  # noqa: E402
@@ -41,6 +41,7 @@ from litellm.types.utils import (  # noqa: E402
 
 INPUT_ATTR: Final = "langfuse.observation.input"
 OUTPUT_ATTR: Final = "langfuse.observation.output"
+TRACE_NAME_ATTR: Final = "langfuse.trace.name"
 CHAT_DATA: Final = {"model": "gpt-5.4-mini", "messages": [{"role": "user", "content": "ping"}]}
 
 
@@ -306,6 +307,73 @@ def test_unrenderable_output_never_raises_into_the_request():
     assert INPUT_ATTR not in attrs and OUTPUT_ATTR not in attrs
 
 
+def _run_named_request(
+    logger: OpenTelemetryV2, exporter: InMemorySpanExporter, litellm_params: Mapping[str, object]
+) -> tuple[Mapping[str, object], Mapping[str, object]]:
+    response: Final = ModelResponse(choices=[Choices(message=Message(role="assistant", content="pong"))])
+    root: Final = _start_root(logger)
+    logger.log_pre_api_call(
+        model="gpt-5.4-mini", messages=[], kwargs={"litellm_call_id": "call_1", "litellm_params": litellm_params}
+    )
+    root.end()
+    payload: Final = {
+        "call_type": "acompletion",
+        "custom_llm_provider": "openai",
+        "model": "gpt-5.4-mini",
+        "messages": CHAT_DATA["messages"],
+        "response": response.model_dump(),
+        "status": "success",
+        "litellm_call_id": "call_1",
+        "metadata": {},
+        "hidden_params": {},
+    }
+    asyncio.run(
+        logger.async_log_success_event(
+            {"standard_logging_object": payload, "litellm_params": litellm_params}, response, None, None
+        )
+    )
+    generation: Final = next(
+        span for span in exporter.get_finished_spans() if span.name != LITELLM_PROXY_REQUEST_SPAN_NAME
+    )
+    return _root_attrs(exporter), dict(generation.attributes or {})
+
+
+@pytest.mark.parametrize("capture", ["span_only", "no_content"])
+def test_langfuse_trace_name_header_names_the_root_and_the_generation_over_body_metadata(capture):
+    logger, exporter = _logger(capture=capture)
+
+    root_attrs, generation_attrs = _run_named_request(
+        logger,
+        exporter,
+        {
+            "metadata": {"trace_name": "from-body"},
+            "proxy_server_request": {"headers": {"langfuse_trace_name": "from-header"}},
+        },
+    )
+
+    assert root_attrs[TRACE_NAME_ATTR] == "from-header"
+    assert generation_attrs[TRACE_NAME_ATTR] == "from-header"
+
+
+def test_body_metadata_trace_name_names_the_root_and_the_generation():
+    logger, exporter = _logger()
+
+    root_attrs, generation_attrs = _run_named_request(
+        logger, exporter, {"metadata": {"trace_name": "from-body"}, "proxy_server_request": {"headers": {}}}
+    )
+
+    assert root_attrs[TRACE_NAME_ATTR] == "from-body"
+    assert generation_attrs[TRACE_NAME_ATTR] == "from-body"
+
+
+def test_unnamed_request_leaves_the_trace_name_off_both_spans():
+    logger, exporter = _logger()
+
+    root_attrs, generation_attrs = _run_named_request(logger, exporter, {"proxy_server_request": {"headers": {}}})
+
+    assert TRACE_NAME_ATTR not in root_attrs and TRACE_NAME_ATTR not in generation_attrs
+
+
 @pytest.mark.parametrize(
     ("capture", "mappers"),
     [("no_content", ("genai", "langfuse")), ("span_only", ("genai",))],
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
index addadf8e598..8baf9310538 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
@@ -28,6 +28,7 @@ from litellm.integrations.otel import (
 )
 from litellm.integrations.otel.mappers.genai import GenAIMapper
 from litellm.integrations.otel.model import spans as spans_mod
+from litellm.integrations.otel.model.metadata import LLMCallEvent, caller_trace_name
 from litellm.integrations.otel.model.payloads import (
     LLMCallSpanData,
     RequestIdentity,
@@ -722,6 +723,37 @@ def test_request_identity_falls_back_to_legacy_team_keys():
     assert ident.team_alias == "legacy"
 
 
+@pytest.mark.parametrize(
+    ("request_data", "expected"),
+    [
+        ({"proxy_server_request": {"headers": {"langfuse_trace_name": "from-header"}}}, "from-header"),
+        ({"metadata": {"trace_name": "from-body"}}, "from-body"),
+        ({"litellm_metadata": {"trace_name": "from-anthropic-body"}}, "from-anthropic-body"),
+        (
+            {
+                "proxy_server_request": {"headers": {"langfuse_trace_name": "from-header"}},
+                "metadata": {"trace_name": "from-body"},
+            },
+            "from-header",
+        ),
+        ({"proxy_server_request": {"headers": {"langfuse_trace_name": ""}}, "metadata": {"trace_name": "body"}}, "body"),
+        ({"proxy_server_request": {"headers": {}}, "metadata": {"user_api_key_team_id": "t1"}}, None),
+        ({}, None),
+    ],
+    ids=["header", "body", "anthropic-body", "header-beats-body", "blank-header-falls-through", "neither", "empty"],
+)
+def test_caller_trace_name_prefers_the_langfuse_header_over_body_metadata(request_data, expected):
+    assert caller_trace_name({"litellm_params": request_data}) == expected
+    assert LLMCallEvent.from_dict({"litellm_params": request_data}).trace_name == expected
+
+
+def test_llm_span_data_carries_the_caller_trace_name():
+    data: Final = LLMCallSpanData.from_standard_logging_payload(_sample_payload(), trace_name="nightly-eval")
+
+    assert data.trace_name == "nightly-eval"
+    assert LLMCallSpanData.from_standard_logging_payload(_sample_payload()).trace_name is None
+
+
 def test_llm_span_carries_proxy_request_route():
     """The LLM span records the proxy route the request arrived on, so it can be
     filtered by endpoint (``/v1/responses`` vs ``/v1/chat/completions``) without
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
index 94cb79f53b8..bcdda93383a 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_vendor_mappers.py
@@ -134,6 +134,11 @@ def test_langfuse_mapper_observation_attrs():
     assert attrs["langfuse.trace.metadata.team_id"] == "t1"
 
 
+def test_langfuse_mapper_names_the_trace_from_the_caller():
+    assert LangfuseMapper().map(_llm_call(trace_name="nightly-eval"))["langfuse.trace.name"] == "nightly-eval"
+    assert "langfuse.trace.name" not in LangfuseMapper().map(_llm_call(trace_name=None))
+
+
 def test_langfuse_mapper_skips_when_no_messages():
     data = _llm_call(messages_in=(), choices_out=())
     attrs = LangfuseMapper().map(data)
diff --git a/tests/test_litellm/integrations/test_custom_guardrail.py b/tests/test_litellm/integrations/test_custom_guardrail.py
index ddc8439a83a..2fd5fa76d8e 100644
--- a/tests/test_litellm/integrations/test_custom_guardrail.py
+++ b/tests/test_litellm/integrations/test_custom_guardrail.py
@@ -1,4 +1,5 @@
 import asyncio
+import datetime as dt
 from typing import TYPE_CHECKING, ClassVar, Final, Literal, Optional
 from unittest.mock import AsyncMock
 
@@ -9,9 +10,16 @@ from litellm.integrations.custom_guardrail import (
     CustomGuardrail,
     log_guardrail_information,
 )
+from litellm.litellm_core_utils.litellm_logging import Logging
 from litellm.proxy._types import CallTypes, UserAPIKeyAuth
 from litellm.types.guardrails import GuardrailEventHooks, Mode
-from litellm.types.utils import GenericGuardrailAPIInputs, GuardrailTracingDetail
+from litellm.types.utils import (
+    Choices,
+    GenericGuardrailAPIInputs,
+    GuardrailTracingDetail,
+    Message,
+    ModelResponse,
+)
 
 if TYPE_CHECKING:
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
@@ -2345,6 +2353,57 @@ class TestUndecoratedApplyGuardrailIsLogged:
 
         assert _Labelled.seen_label == "docs-style"
 
+    @pytest.mark.asyncio
+    async def test_post_call_recorded_outside_decorator_reaches_standard_logging_object(self):
+        """LIT-7608 regression: the auto-wrapped pre_call apply_guardrail copies the request bucket
+        into logging_obj.litellm_params["metadata"]. A post_call entry recorded later without the
+        decorator (the Bedrock streaming hook) must not be shadowed by that stale copy."""
+        messages: Final = [{"role": "user", "content": "hello there"}]
+        litellm_metadata: Final[dict] = {"user_api_key_user_id": "u1"}
+        logging_obj: Final = Logging(
+            model="bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0",
+            messages=messages,
+            stream=True,
+            call_type=CallTypes.acompletion.value,
+            start_time=dt.datetime.now(),
+            litellm_call_id="call-1",
+            function_id="fn-1",
+        )
+        logging_obj.update_environment_variables(
+            litellm_params={"litellm_metadata": litellm_metadata},
+            optional_params={},
+            model="bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0",
+            custom_llm_provider="bedrock",
+        )
+        request_data: Final = {
+            "model": "bedrock-haiku",
+            "messages": messages,
+            "litellm_metadata": litellm_metadata,
+            "litellm_logging_obj": logging_obj,
+        }
+        guardrail: Final = _UndecoratedGuardrail(guardrail_name="bedrock-pre", event_hook=GuardrailEventHooks.pre_call)
+
+        await guardrail.apply_guardrail(
+            inputs=GenericGuardrailAPIInputs(texts=["hello there"]),
+            request_data=request_data,
+            input_type="request",
+            logging_obj=logging_obj,
+        )
+        guardrail.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response={"action": "NONE"},
+            request_data=request_data,
+            guardrail_status="success",
+            event_type=GuardrailEventHooks.post_call,
+        )
+        await logging_obj.async_success_handler(
+            result=ModelResponse(choices=[Choices(message=Message(role="assistant", content="general kenobi"))]),
+            start_time=dt.datetime.now(),
+            end_time=dt.datetime.now(),
+        )
+
+        entries: Final = logging_obj.model_call_details["standard_logging_object"]["guardrail_information"]
+        assert [e["guardrail_mode"] for e in entries] == ["pre_call", "post_call"]
+
 
 class _ApplyOnlyObserver(CustomGuardrail):
     """Overrides only apply_guardrail, like panw_prisma_airs; inherits async_logging_hook."""
@@ -2829,3 +2888,190 @@ class TestCustomGuardrailPostCallSuccessDeploymentHook:
         assert response.choices[0].message.content == "filtered response"
         assert "guardrail_to_apply" not in request_data
         assert len(_guardrail_entries(request_data)) == 1
+
+
+class TestPreCallHookResponseIsNotLoggedVerbatim:
+    """Regression for LIT-6935: a pre_call hook returning the request payload leaked the prompt
+    into ``guardrail_response`` and from there onto OTEL guardrail spans."""
+
+    @staticmethod
+    def _logged_response(request_data: dict[str, object]) -> object:
+        metadata = request_data["litellm_metadata"]
+        assert isinstance(metadata, dict)
+        entries = metadata["standard_logging_guardrail_information"]
+        assert len(entries) == 1
+        return entries[0]["guardrail_response"]
+
+    @staticmethod
+    def _request() -> dict[str, object]:
+        return {
+            "model": "gpt-4.1-mini",
+            "input": "SECRET_PROMPT",
+            "messages": [{"role": "user", "content": "SECRET_PROMPT"}],
+            "litellm_metadata": {},
+        }
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_returning_request_logs_allow(self):
+        class PassthroughGuardrail(CustomGuardrail):
+            @log_guardrail_information
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: object,
+                data: dict[str, object],
+                call_type: str,
+            ) -> dict[str, object]:
+                return data
+
+        data = self._request()
+        await PassthroughGuardrail(guardrail_name="g").async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(), cache=None, data=data, call_type="aresponses"
+        )
+
+        assert self._logged_response(data) == "allow"
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_returning_modified_copy_logs_mask(self):
+        class MaskingGuardrail(CustomGuardrail):
+            @log_guardrail_information
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: object,
+                data: dict[str, object],
+                call_type: str,
+            ) -> dict[str, object]:
+                return {**data, "input": "[MASKED]"}
+
+        data = self._request()
+        await MaskingGuardrail(guardrail_name="g").async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(), cache=None, data=data, call_type="aresponses"
+        )
+
+        assert self._logged_response(data) == "mask"
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_mutating_request_in_place_logs_mask(self):
+        class InPlaceMaskingGuardrail(CustomGuardrail):
+            @log_guardrail_information
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: object,
+                data: dict[str, object],
+                call_type: str,
+            ) -> dict[str, object]:
+                messages = data["messages"]
+                assert isinstance(messages, list)
+                messages[0]["content"] = "[MASKED]"
+                return data
+
+        data = self._request()
+        await InPlaceMaskingGuardrail(guardrail_name="g").async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(), cache=None, data=data, call_type="acompletion"
+        )
+
+        assert self._logged_response(data) == "mask"
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_returning_rejection_string_logs_that_string(self):
+        class RejectingGuardrail(CustomGuardrail):
+            @log_guardrail_information
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: object,
+                data: dict[str, object],
+                call_type: str,
+            ) -> str:
+                return "Blocked by policy"
+
+        data = self._request()
+        result = await RejectingGuardrail(guardrail_name="g").async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(), cache=None, data=data, call_type="acompletion"
+        )
+
+        assert result == "Blocked by policy"
+        assert self._logged_response(data) == "Blocked by policy"
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_removing_legacy_functions_in_place_logs_mask(self):
+        class FunctionStrippingGuardrail(CustomGuardrail):
+            @log_guardrail_information
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: object,
+                data: dict[str, object],
+                call_type: str,
+            ) -> dict[str, object]:
+                data["functions"] = []
+                data["function_call"] = "none"
+                return data
+
+        data = {**self._request(), "functions": [{"name": "delete_db"}], "function_call": "auto"}
+        await FunctionStrippingGuardrail(guardrail_name="g").async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(), cache=None, data=data, call_type="acompletion"
+        )
+
+        assert self._logged_response(data) == "mask"
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_adding_tools_logs_mask(self):
+        class ToolInjectingGuardrail(CustomGuardrail):
+            @log_guardrail_information
+            async def async_pre_call_hook(
+                self,
+                user_api_key_dict: UserAPIKeyAuth,
+                cache: object,
+                data: dict[str, object],
+                call_type: str,
+            ) -> dict[str, object]:
+                return {**data, "tools": [{"type": "function", "function": {"name": "guardrail_injected_tool"}}]}
+
+        data = self._request()
+        await ToolInjectingGuardrail(guardrail_name="g").async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(), cache=None, data=data, call_type="acompletion"
+        )
+
+        assert self._logged_response(data) == "mask"
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_adding_tools_logs_mask(self):
+        class ToolInjectingGuardrail(CustomGuardrail):
+            async def apply_guardrail(
+                self,
+                inputs: GenericGuardrailAPIInputs,
+                request_data: dict[str, object],
+                input_type: Literal["request", "response"],
+                logging_obj: Optional["LiteLLMLoggingObj"] = None,
+            ) -> GenericGuardrailAPIInputs:
+                return {**inputs, "tools": [{"type": "function", "function": {"name": "guardrail_injected_tool"}}]}
+
+        data = self._request()
+        await ToolInjectingGuardrail(guardrail_name="g").apply_guardrail(
+            inputs={"texts": ["SECRET_PROMPT"]}, request_data=data, input_type="request"
+        )
+
+        assert self._logged_response(data) == "mask"
+
+    @pytest.mark.asyncio
+    async def test_apply_guardrail_masking_inputs_in_place_logs_mask(self):
+        class InPlaceMaskingGuardrail(CustomGuardrail):
+            async def apply_guardrail(
+                self,
+                inputs: GenericGuardrailAPIInputs,
+                request_data: dict[str, object],
+                input_type: Literal["request", "response"],
+                logging_obj: Optional["LiteLLMLoggingObj"] = None,
+            ) -> GenericGuardrailAPIInputs:
+                inputs["texts"] = ["<REDACTED>"]
+                return inputs
+
+        data = self._request()
+        await InPlaceMaskingGuardrail(guardrail_name="g").apply_guardrail(
+            inputs={"texts": ["SECRET_PROMPT"]}, request_data=data, input_type="request"
+        )
+
+        assert self._logged_response(data) == "mask"
diff --git a/tests/test_litellm/integrations/test_langsmith_init.py b/tests/test_litellm/integrations/test_langsmith_init.py
index 025aa86466c..0bc9e279fbf 100644
--- a/tests/test_litellm/integrations/test_langsmith_init.py
+++ b/tests/test_litellm/integrations/test_langsmith_init.py
@@ -1,5 +1,6 @@
+import asyncio
 import os
-from unittest.mock import MagicMock, patch
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 
@@ -154,24 +155,22 @@ class TestLangsmithLoggerInit:
         assert logger._start_periodic_flush_task() is None
         mock_get_running_loop.assert_called_once()
 
-    @patch("asyncio.get_running_loop")
-    def test_langsmith_init_starts_periodic_flush_with_running_loop(
-        self, mock_get_running_loop
-    ):
+    @pytest.mark.asyncio
+    async def test_langsmith_init_starts_periodic_flush_with_running_loop(self):
         """Test that init schedules periodic flush when a running loop exists."""
-        mock_loop = MagicMock()
-        mock_task = MagicMock()
-        mock_loop.create_task.return_value = mock_task
-        mock_get_running_loop.return_value = mock_loop
-
         logger = LangsmithLogger(
-            langsmith_api_key="test-key", langsmith_project="test-project"
+            langsmith_api_key="test-key", langsmith_project="test-project", flush_interval=0.01
         )
+        batch_sent = asyncio.Event()
+        logger.async_send_batch = AsyncMock(side_effect=batch_sent.set)
+        logger.log_queue.append({"id": "run-id"})
 
-        assert logger._flush_task == mock_task
-        mock_loop.create_task.assert_called_once()
-        scheduled_coro = mock_loop.create_task.call_args.args[0]
-        scheduled_coro.close()
+        flush_task = logger._flush_task
+        assert isinstance(flush_task, asyncio.Task)
+        await asyncio.wait_for(batch_sent.wait(), timeout=5)
+        flush_task.cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await flush_task
 
     @pytest.mark.asyncio
     async def test_async_log_success_event_lazily_starts_periodic_flush(self):
diff --git a/tests/test_litellm/integrations/test_prometheus_carried_budget_state.py b/tests/test_litellm/integrations/test_prometheus_carried_budget_state.py
new file mode 100644
index 00000000000..e49e6baa8b0
--- /dev/null
+++ b/tests/test_litellm/integrations/test_prometheus_carried_budget_state.py
@@ -0,0 +1,289 @@
+"""
+Post-request budget gauges read the key/team/user/org state auth already resolved
+from request metadata. get_*_object only runs when that state is missing (custom
+auth, SDK callers, failure paths)
+"""
+
+from datetime import datetime, timezone
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+from prometheus_client import REGISTRY
+
+from litellm.integrations.prometheus import PrometheusLogger
+from litellm.proxy._types import (
+    LiteLLM_BudgetTable,
+    LiteLLM_OrganizationTable,
+    LiteLLM_TeamTable,
+    LiteLLM_UserTable,
+    UserAPIKeyAuth,
+)
+from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
+from litellm.proxy.spend_tracking.carried_budget_state import (
+    carried_budget_metadata,
+    carry_organization_budget_state,
+    carry_team_and_user_budget_state,
+)
+from litellm.types.proxy.carried_budget_state import (
+    KeyBudgetSnapshot,
+    TeamBudgetSnapshot,
+    UserBudgetSnapshot,
+)
+
+TEAM_RESET_AT = datetime(2026, 10, 1, tzinfo=timezone.utc)
+USER_RESET_AT = datetime(2026, 11, 1, tzinfo=timezone.utc)
+KEY_RESET_AT = datetime(2026, 12, 1, tzinfo=timezone.utc)
+
+
+@pytest.fixture(autouse=True)
+def cleanup_prometheus_registry():
+    for collector in list(REGISTRY._collector_to_names.keys()):
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+    yield
+    for collector in list(REGISTRY._collector_to_names.keys()):
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+
+
+@pytest.fixture
+def prometheus_logger():
+    return PrometheusLogger()
+
+
+@pytest.fixture
+def getters():
+    """Every response-path object getter, patched where prometheus imports them from."""
+    mocks = {
+        "get_key_object": AsyncMock(return_value=UserAPIKeyAuth(token="hashed", budget_reset_at=KEY_RESET_AT)),
+        "get_team_object": AsyncMock(
+            return_value=LiteLLM_TeamTable(team_id="t1", budget_reset_at=TEAM_RESET_AT, max_budget=300.0)
+        ),
+        "get_user_object": AsyncMock(
+            return_value=LiteLLM_UserTable(
+                user_id="u1",
+                budget_reset_at=USER_RESET_AT,
+                user_email="alice@example.com",
+                user_alias="Alice",
+                max_budget=50.0,
+            )
+        ),
+        "get_org_object": AsyncMock(
+            return_value=LiteLLM_OrganizationTable(
+                organization_id="o1",
+                organization_alias="platform-org",
+                budget_id="b1",
+                created_by="admin",
+                updated_by="admin",
+                spend=40.0,
+                litellm_budget_table=LiteLLM_BudgetTable(max_budget=500.0),
+            )
+        ),
+    }
+    with (
+        patch.multiple(  # test-quality-ok: prometheus reads these proxy_server globals at call time, no injection seam
+            "litellm.proxy.proxy_server", prisma_client=MagicMock(), user_api_key_cache=MagicMock()
+        ),
+        patch.multiple(  # test-quality-ok: the getters are the DB boundary this test counts calls to
+            "litellm.proxy.auth.auth_checks", **mocks
+        ),
+    ):
+        yield mocks
+
+
+def _authed_token() -> UserAPIKeyAuth:
+    token = UserAPIKeyAuth(
+        token="hashed",
+        key_alias="key-alias",
+        team_id="t1",
+        team_alias="team-alias",
+        user_id="u1",
+        user_email="alice@example.com",
+        org_id="o1",
+        spend=1.0,
+        max_budget=10.0,
+        team_spend=20.0,
+        team_max_budget=300.0,
+        user_spend=5.0,
+        user_max_budget=50.0,
+        budget_reset_at=KEY_RESET_AT,
+    )
+    carry_team_and_user_budget_state(
+        valid_token=token,
+        team_object=LiteLLM_TeamTable(team_id="t1", budget_reset_at=TEAM_RESET_AT, max_budget=300.0),
+        user_object=LiteLLM_UserTable(user_id="u1", budget_reset_at=USER_RESET_AT, user_alias="Alice", max_budget=50.0),
+    )
+    carry_organization_budget_state(
+        valid_token=token,
+        org_table=LiteLLM_OrganizationTable(
+            organization_id="o1",
+            organization_alias="platform-org",
+            budget_id="b1",
+            created_by="admin",
+            updated_by="admin",
+            spend=40.0,
+            litellm_budget_table=LiteLLM_BudgetTable(max_budget=500.0),
+        ),
+    )
+    return token
+
+
+def _request_metadata(token: UserAPIKeyAuth) -> dict:
+    """What add_user_api_key_auth_to_request_metadata leaves in litellm_params["metadata"]."""
+    return {
+        **LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(token),
+        **carried_budget_metadata(token),
+    }
+
+
+def _stub_gauges(prometheus_logger: PrometheusLogger) -> None:
+    for name in (
+        "litellm_remaining_api_key_budget_metric",
+        "litellm_api_key_max_budget_metric",
+        "litellm_api_key_budget_remaining_hours_metric",
+        "litellm_remaining_team_budget_metric",
+        "litellm_team_max_budget_metric",
+        "litellm_team_budget_remaining_hours_metric",
+        "litellm_remaining_user_budget_metric",
+        "litellm_user_max_budget_metric",
+        "litellm_user_budget_remaining_hours_metric",
+        "litellm_remaining_org_budget_metric",
+        "litellm_org_max_budget_metric",
+        "litellm_org_budget_remaining_hours_metric",
+    ):
+        setattr(prometheus_logger, name, MagicMock())
+
+
+async def _emit(prometheus_logger: PrometheusLogger, metadata: dict) -> None:
+    await prometheus_logger._increment_remaining_budget_metrics(
+        user_api_team="t1",
+        user_api_team_alias="team-alias",
+        user_api_key="hashed",
+        user_api_key_alias="key-alias",
+        litellm_params={"metadata": metadata},
+        response_cost=2.0,
+        user_id="u1",
+        user_api_key_org_id="o1",
+    )
+
+
+@pytest.mark.asyncio
+async def test_authed_request_sets_every_gauge_without_any_object_getter(prometheus_logger, getters):
+    _stub_gauges(prometheus_logger)
+
+    await _emit(prometheus_logger, _request_metadata(_authed_token()))
+
+    assert all(getter.await_count == 0 for getter in getters.values()), {
+        name: getter.await_count for name, getter in getters.items()
+    }
+    remaining = {
+        "key": prometheus_logger.litellm_remaining_api_key_budget_metric.labels().set.call_args[0][0],
+        "team": prometheus_logger.litellm_remaining_team_budget_metric.labels().set.call_args[0][0],
+        "user": prometheus_logger.litellm_remaining_user_budget_metric.labels().set.call_args[0][0],
+        "org": prometheus_logger.litellm_remaining_org_budget_metric.labels().set.call_args[0][0],
+    }
+    assert remaining == {
+        "key": pytest.approx(7.0),
+        "team": pytest.approx(278.0),
+        "user": pytest.approx(43.0),
+        "org": 458.0,
+    }
+    prometheus_logger.litellm_org_max_budget_metric.labels().set.assert_called_once_with(500.0)
+    prometheus_logger.litellm_api_key_budget_remaining_hours_metric.labels().set.assert_called_once()
+    prometheus_logger.litellm_team_budget_remaining_hours_metric.labels().set.assert_called_once()
+    prometheus_logger.litellm_user_budget_remaining_hours_metric.labels().set.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_metadata_without_carried_state_still_fetches_each_object_once(prometheus_logger, getters):
+    _stub_gauges(prometheus_logger)
+
+    await _emit(prometheus_logger, {"user_api_key_team_spend": 20.0, "user_api_key_team_max_budget": 300.0})
+
+    assert {name: getter.await_count for name, getter in getters.items()} == {
+        "get_key_object": 1,
+        "get_team_object": 1,
+        "get_user_object": 1,
+        "get_org_object": 1,
+    }
+    prometheus_logger.litellm_remaining_org_budget_metric.labels().set.assert_called_once_with(458.0)
+    prometheus_logger.litellm_team_budget_remaining_hours_metric.labels().set.assert_called_once()
+
+
+@pytest.mark.asyncio
+async def test_partial_carried_state_only_skips_the_carried_objects(prometheus_logger, getters):
+    _stub_gauges(prometheus_logger)
+    token = UserAPIKeyAuth(token="hashed", team_id="t1", user_id="u1", org_id="o1")
+    carry_team_and_user_budget_state(
+        valid_token=token,
+        team_object=LiteLLM_TeamTable(team_id="t1", budget_reset_at=TEAM_RESET_AT),
+        user_object=None,
+    )
+
+    await _emit(prometheus_logger, dict(carried_budget_metadata(token)))
+
+    assert {name: getter.await_count for name, getter in getters.items()} == {
+        "get_key_object": 1,
+        "get_team_object": 0,
+        "get_user_object": 1,
+        "get_org_object": 1,
+    }
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("metadata_max_budget", [300.0, None], ids=["metadata has max_budget", "filled from object"])
+async def test_carried_objects_match_what_the_getters_would_have_produced(
+    prometheus_logger, getters, metadata_max_budget
+):
+    metadata = _request_metadata(_authed_token())
+    user_max_budget = 50.0 if metadata_max_budget is not None else None
+
+    carried_team = await prometheus_logger._assemble_team_object(
+        team_id="t1",
+        team_alias="team-alias",
+        spend=20.0,
+        max_budget=metadata_max_budget,
+        response_cost=2.0,
+        carried=TeamBudgetSnapshot.from_metadata(metadata),
+    )
+    fetched_team = await prometheus_logger._assemble_team_object(
+        team_id="t1", team_alias="team-alias", spend=20.0, max_budget=metadata_max_budget, response_cost=2.0
+    )
+    carried_user = await prometheus_logger._assemble_user_object(
+        user_id="u1",
+        spend=5.0,
+        max_budget=user_max_budget,
+        response_cost=2.0,
+        carried=UserBudgetSnapshot.from_metadata(metadata),
+        user_email="alice@example.com",
+    )
+    fetched_user = await prometheus_logger._assemble_user_object(
+        user_id="u1", spend=5.0, max_budget=user_max_budget, response_cost=2.0
+    )
+    carried_key = await prometheus_logger._assemble_key_object(
+        user_api_key="hashed",
+        user_api_key_alias="key-alias",
+        key_max_budget=10.0,
+        key_spend=1.0,
+        response_cost=2.0,
+        carried=KeyBudgetSnapshot.from_metadata(metadata),
+    )
+    fetched_key = await prometheus_logger._assemble_key_object(
+        user_api_key="hashed", user_api_key_alias="key-alias", key_max_budget=10.0, key_spend=1.0, response_cost=2.0
+    )
+
+    assert carried_team == fetched_team
+    assert carried_team.max_budget == 300.0
+    assert carried_user == fetched_user
+    assert carried_user.max_budget == 50.0
+    assert carried_key == fetched_key
+    assert {name: getter.await_count for name, getter in getters.items()} == {
+        "get_key_object": 1,
+        "get_team_object": 1,
+        "get_user_object": 1,
+        "get_org_object": 0,
+    }
diff --git a/tests/test_litellm/integrations/test_shadow_eval_logger.py b/tests/test_litellm/integrations/test_shadow_eval_logger.py
index eecd876219e..76efe9c8576 100644
--- a/tests/test_litellm/integrations/test_shadow_eval_logger.py
+++ b/tests/test_litellm/integrations/test_shadow_eval_logger.py
@@ -2,6 +2,7 @@
 the detached pipeline's single attempt-row write, and the cache-first job lookup."""
 
 import asyncio
+from collections.abc import Mapping
 from datetime import datetime, timedelta, timezone
 from typing import Final
 from unittest.mock import AsyncMock, MagicMock
@@ -421,6 +422,183 @@ class TestSurfaceNormalization:
         assert "previous_response_id" not in shadow_call
         assert "instructions" not in shadow_call
 
+    @pytest.mark.parametrize(
+        "call_type,search_params,model",
+        [
+            ("completion", {"web_search_options": {}}, "anthropic/claude-fable-5"),
+            (
+                "acompletion",
+                {"web_search_options": {"search_context_size": "high"}},
+                "anthropic/claude-fable-5",
+            ),
+            (
+                "acompletion",
+                {"tools": [{"type": "web_search_20260209", "name": "web_search"}]},
+                "anthropic/claude-fable-5",
+            ),
+            (
+                "anthropic_messages",
+                {"tools": [{"type": "web_search_20250305", "name": "web_search"}]},
+                "anthropic/claude-fable-5",
+            ),
+            (
+                "anthropic_messages",
+                {"tools": [{"type": "web_search_20260209", "name": "web_search"}]},
+                "anthropic/claude-fable-5",
+            ),
+            (
+                "anthropic_messages",
+                {"tools": [{"name": "web_search"}]},
+                "anthropic/claude-fable-5",
+            ),
+            ("aresponses", {"tools": [{"type": "web_search"}]}, "anthropic/claude-fable-5"),
+            ("responses", {"tools": [{"type": "web_search_preview"}]}, "anthropic/claude-fable-5"),
+            ("aresponses", {"tools": [{"type": "web_search_2025_08_26"}]}, "anthropic/claude-fable-5"),
+            (
+                "responses",
+                {"tools": [{"type": "web_search_preview_2025_03_11"}]},
+                "anthropic/claude-fable-5",
+            ),
+            ("aresponses", {"tools": [{"type": "web_search"}]}, "bedrock/us.anthropic.claude-fable-5"),
+            (
+                "responses",
+                {"tools": [{"type": "web_search_preview"}]},
+                "bedrock/us.anthropic.claude-fable-5",
+            ),
+            (
+                "acompletion",
+                {
+                    "tools": [
+                        {"type": "function", "function": {"name": "WebSearch", "parameters": {"type": "object"}}},
+                        {"type": "web_search_20260209", "name": "web_search"},
+                    ]
+                },
+                "anthropic/claude-fable-5",
+            ),
+        ],
+        ids=[
+            "chat-empty-options",
+            "chat-configured-options",
+            "chat-provider-transformed-tools",
+            "messages-native-search",
+            "messages-dated-search",
+            "messages-legacy-search-normalized",
+            "responses-search",
+            "responses-preview",
+            "responses-dated-search",
+            "responses-dated-preview",
+            "responses-bedrock-erases-search",
+            "responses-bedrock-erases-preview",
+            "chat-mixed-client-and-hosted-tools",
+        ],
+    )
+    async def test_hosted_web_search_skips_shadow_calls_and_spend(
+        self, call_type: str, search_params: Mapping[str, object], model: str
+    ) -> None:
+        base_kwargs: Final = _success_kwargs(call_type=call_type, model=model)
+        is_chat: Final = call_type in ("completion", "acompletion")
+        is_responses: Final = call_type in ("responses", "aresponses")
+        hook_kwargs: Final = {
+            **base_kwargs,
+            "model": model,
+            "messages": "what is new" if is_responses else base_kwargs["messages"],
+            "standard_logging_object": {
+                **base_kwargs["standard_logging_object"],
+                "model_parameters": search_params if is_chat else {},
+            },
+            "litellm_params": {
+                **base_kwargs["litellm_params"],
+                "proxy_server_request": {"body": {} if is_chat else search_params},
+            },
+        }
+        prisma: Final = _prisma()
+        router: Final = _router()
+        counter: Final = {"spend:shadow_eval:job-1": 0.1, "spend:shadow_eval:job-2": 0.1}
+        logger: Final = _logger(
+            router=router,
+            prisma=prisma,
+            jobs=(_job(max_budget=0.2), _job(id="job-2", max_budget=0.2)),
+            counter_store=counter,
+        )
+
+        await logger.async_log_success_event(
+            hook_kwargs, RESPONSES_API_RESPONSE if is_responses else RESPONSE, None, None
+        )
+        await _drain(logger)
+
+        router.acompletion.assert_not_called()
+        prisma.db.litellm_shadowevalattempt.create.assert_not_called()
+        assert logger._test_funnel == [("job-1", "unjudgeable"), ("job-2", "unjudgeable")]
+        assert logger._job_starts == {}
+        assert logger._test_counter == {"spend:shadow_eval:job-1": 0.1, "spend:shadow_eval:job-2": 0.1}
+
+    @pytest.mark.parametrize(
+        "call_type,tool_name",
+        [
+            (call_type, tool_name)
+            for call_type in ("completion", "acompletion", "anthropic_messages", "responses", "aresponses")
+            for tool_name in ("WebSearch", "litellm_web_search", "web_search")
+        ],
+    )
+    async def test_client_web_search_tools_remain_sampled(self, call_type: str, tool_name: str) -> None:
+        is_chat: Final = call_type in ("completion", "acompletion")
+        is_responses: Final = call_type in ("responses", "aresponses")
+        tool: Final = (
+            {"type": "function", "function": {"name": tool_name, "parameters": {"type": "object"}}}
+            if is_chat
+            else {"type": "function", "name": tool_name, "parameters": {"type": "object"}}
+            if is_responses
+            else {"name": tool_name, "input_schema": {"type": "object", "properties": {}}}
+        )
+        source: Final = {"tools": [tool], "web_search_options": None}
+        base_kwargs: Final = _success_kwargs(call_type=call_type)
+        hook_kwargs: Final = {
+            **base_kwargs,
+            "messages": "search for current news" if is_responses else base_kwargs["messages"],
+            "standard_logging_object": {
+                **base_kwargs["standard_logging_object"],
+                "model_parameters": source if is_chat else {},
+            },
+            "litellm_params": {
+                **base_kwargs["litellm_params"],
+                "proxy_server_request": {"body": {} if is_chat else source},
+            },
+        }
+
+        prisma, router = await self._drive(hook_kwargs, RESPONSES_API_RESPONSE if is_responses else RESPONSE)
+
+        assert router.acompletion.call_count == 2
+        shadow_call: Final = router.acompletion.call_args_list[0].kwargs
+        assert shadow_call["tools"][0]["function"]["name"] == tool_name
+        assert "web_search_options" not in shadow_call
+        prisma.db.litellm_shadowevalattempt.create.assert_called_once()
+
+    @pytest.mark.parametrize("call_type", ["completion", "acompletion"])
+    async def test_chat_search_removed_by_guardrail_still_samples(self, call_type: str) -> None:
+        base_kwargs: Final = _success_kwargs(
+            call_type=call_type,
+            request_metadata={
+                "standard_logging_guardrail_information": [{"guardrail_name": "g", "guardrail_mode": "pre_call"}]
+            },
+        )
+        hook_kwargs: Final = {
+            **base_kwargs,
+            "litellm_params": {
+                **base_kwargs["litellm_params"],
+                "proxy_server_request": {
+                    "body": {"web_search_options": {}, "tools": [{"type": "web_search_20260209"}]}
+                },
+            },
+        }
+
+        prisma, router = await self._drive(hook_kwargs, RESPONSE)
+
+        shadow_call: Final = router.acompletion.call_args_list[0].kwargs
+        assert "web_search_options" not in shadow_call
+        assert "tools" not in shadow_call
+        assert router.acompletion.call_count == 2
+        prisma.db.litellm_shadowevalattempt.create.assert_called_once()
+
     @pytest.mark.parametrize("payload_shape", ["typed", "dict"])
     @pytest.mark.parametrize("call_type", ["aresponses", "responses"])
     async def test_responses_arms_normalize_bare_string_input_and_instructions(self, call_type, payload_shape):
diff --git a/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py b/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
index ae5cffd8ab0..f1f9f7c3f3f 100644
--- a/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
+++ b/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
@@ -11,7 +11,16 @@ from litellm.integrations.vector_store_integrations.vector_store_pre_call_hook i
     ProxyServerRuntime,
     VectorStorePreCallHook,
 )
-from litellm.types.llms.openai import AllMessageValues
+from litellm.types.llms.openai import AllMessageValues, ResponsesAPIResponse
+from litellm.types.utils import (
+    CallTypes,
+    Choices,
+    Delta,
+    Message,
+    ModelResponse,
+    ModelResponseStream,
+    StreamingChoices,
+)
 from litellm.types.vector_stores import (
     VectorStoreResultContent,
     VectorStoreSearchResponse,
@@ -36,6 +45,18 @@ def _search_response(text: str) -> VectorStoreSearchResponse:
     )
 
 
+def _first_message(response: ModelResponse) -> Message:
+    choice = response.choices[0]
+    assert isinstance(choice, Choices)
+    return choice.message
+
+
+@dataclass(frozen=True)
+class ExplodingRegistry:
+    async def pop_vector_stores_to_run_with_db_fallback(self, **kwargs: object) -> list[LiteLLM_ManagedVectorStore]:
+        raise RuntimeError("the registry blew up")
+
+
 @dataclass
 class RecordingRouter:
     failing_vector_store_ids: frozenset[str] = frozenset()
@@ -285,3 +306,264 @@ def test_the_default_runtime_follows_the_proxy_globals(monkeypatch: pytest.Monke
 
     assert runtime.llm_router() is router
     assert runtime.prisma_client() is prisma
+
+
+@pytest.mark.asyncio
+async def test_a_failing_vector_store_is_reported_back_to_the_caller(
+    registry_with: RegisterStores,
+) -> None:
+    """Regression (LIT-6809): a silently dropped store left the caller with an un-augmented answer and no signal."""
+    registry_with("vs-broken", "vs-healthy")
+    logging_obj = FakeLoggingObj({})
+
+    await _run_hook(
+        VectorStorePreCallHook(
+            proxy_runtime=FakeProxyRuntime(router=RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"})))
+        ),
+        ["vs-broken", "vs-healthy"],
+        logging_obj,
+    )
+
+    response = ModelResponse(choices=[Choices(message=Message(content="an answer"))])
+    await VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=None)).async_post_call_success_deployment_hook(
+        request_data={"litellm_logging_obj": logging_obj},
+        response=response,
+        call_type=CallTypes.acompletion,
+    )
+
+    provider_specific_fields = _first_message(response).provider_specific_fields or {}
+    assert provider_specific_fields["vector_store_search_failures"] == (
+        {
+            "vector_store_id": "vs-broken",
+            "custom_llm_provider": "bedrock",
+            "error": "litellm.BadRequestError: no healthy deployments for vs-broken",
+        },
+    )
+    assert len(provider_specific_fields["search_results"]) == 1
+
+
+@pytest.mark.asyncio
+async def test_a_healthy_vector_store_alone_reports_no_failures(registry_with: RegisterStores) -> None:
+    registry_with("vs-healthy")
+    logging_obj = FakeLoggingObj({})
+
+    await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=RecordingRouter())),
+        ["vs-healthy"],
+        logging_obj,
+    )
+
+    response = ModelResponse(choices=[Choices(message=Message(content="an answer"))])
+    await VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=None)).async_post_call_success_deployment_hook(
+        request_data={"litellm_logging_obj": logging_obj},
+        response=response,
+        call_type=CallTypes.acompletion,
+    )
+
+    assert "vector_store_search_failures" not in (_first_message(response).provider_specific_fields or {})
+
+
+@pytest.mark.asyncio
+async def test_a_failing_vector_store_is_reported_on_the_responses_api_response(
+    registry_with: RegisterStores,
+) -> None:
+    """Regression (LIT-6809): /v1/responses answered 200 with no sign the knowledge base was missing."""
+    registry_with("vs-broken")
+    logging_obj = FakeLoggingObj({})
+
+    await _run_hook(
+        VectorStorePreCallHook(
+            proxy_runtime=FakeProxyRuntime(router=RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"})))
+        ),
+        ["vs-broken"],
+        logging_obj,
+    )
+
+    response = ResponsesAPIResponse(id="resp-lit6809", created_at=0, output=[])
+    await VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=None)).async_post_call_success_deployment_hook(
+        request_data={"litellm_logging_obj": logging_obj},
+        response=response,
+        call_type=CallTypes.aresponses,
+    )
+
+    assert response.model_dump()["vector_store_search_failures"] == [
+        {
+            "vector_store_id": "vs-broken",
+            "custom_llm_provider": "bedrock",
+            "error": "litellm.BadRequestError: no healthy deployments for vs-broken",
+        }
+    ]
+
+
+@pytest.mark.asyncio
+async def test_a_healthy_vector_store_leaves_the_responses_api_response_alone(registry_with: RegisterStores) -> None:
+    registry_with("vs-healthy")
+    logging_obj = FakeLoggingObj({})
+
+    await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=RecordingRouter())),
+        ["vs-healthy"],
+        logging_obj,
+    )
+
+    response = ResponsesAPIResponse(id="resp-lit6809", created_at=0, output=[])
+    await VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=None)).async_post_call_success_deployment_hook(
+        request_data={"litellm_logging_obj": logging_obj},
+        response=response,
+        call_type=CallTypes.aresponses,
+    )
+
+    assert "vector_store_search_failures" not in response.model_dump()
+
+
+@pytest.mark.asyncio
+async def test_a_failing_vector_store_is_reported_on_the_streaming_chunk(registry_with: RegisterStores) -> None:
+    registry_with("vs-broken")
+    logging_obj = FakeLoggingObj({})
+
+    await _run_hook(
+        VectorStorePreCallHook(
+            proxy_runtime=FakeProxyRuntime(router=RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"})))
+        ),
+        ["vs-broken"],
+        logging_obj,
+    )
+
+    chunk = ModelResponseStream(choices=[StreamingChoices(delta=Delta(content="an answer"))])
+    await VectorStorePreCallHook(
+        proxy_runtime=FakeProxyRuntime(router=None)
+    ).async_post_call_streaming_deployment_hook(
+        request_data=logging_obj.model_call_details,
+        response_chunk=chunk,
+        call_type=CallTypes.acompletion,
+    )
+
+    assert (chunk.choices[0].delta.provider_specific_fields or {})["vector_store_search_failures"] == (
+        {
+            "vector_store_id": "vs-broken",
+            "custom_llm_provider": "bedrock",
+            "error": "litellm.BadRequestError: no healthy deployments for vs-broken",
+        },
+    )
+
+
+@pytest.mark.asyncio
+async def test_error_mode_fails_the_request_instead_of_answering_without_the_knowledge_base(
+    registry_with: RegisterStores,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Regression (LIT-6809): opting in must turn an ungrounded answer into a 400 the caller can act on."""
+    registry_with("vs-broken", "vs-healthy")
+    monkeypatch.setattr(litellm, "vector_store_search_failure_mode", "error")
+
+    with pytest.raises(litellm.VectorStoreSearchError) as raised:
+        await _run_hook(
+            VectorStorePreCallHook(
+                proxy_runtime=FakeProxyRuntime(
+                    router=RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"}))
+                )
+            ),
+            ["vs-broken", "vs-healthy"],
+            FakeLoggingObj({}),
+        )
+
+    assert raised.value.status_code == 400
+    assert raised.value.failures == (
+        {
+            "vector_store_id": "vs-broken",
+            "custom_llm_provider": "bedrock",
+            "error": "litellm.BadRequestError: no healthy deployments for vs-broken",
+        },
+    )
+    assert "vs-broken: litellm.BadRequestError: no healthy deployments for vs-broken" in raised.value.message
+
+
+@pytest.mark.asyncio
+async def test_a_misspelled_failure_mode_annotates_instead_of_erroring_the_request(
+    registry_with: RegisterStores,
+    monkeypatch: pytest.MonkeyPatch,
+    warnings: list[logging.LogRecord],
+) -> None:
+    """Regression (LIT-6809): litellm_settings takes any value, so a typo must not become a 500."""
+    registry_with("vs-broken")
+    monkeypatch.setattr(litellm, "vector_store_search_failure_mode", "erorr")
+
+    logging_obj = FakeLoggingObj({})
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(
+            proxy_runtime=FakeProxyRuntime(router=RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"})))
+        ),
+        ["vs-broken"],
+        logging_obj,
+    )
+
+    assert messages[0]["content"] == "what is litellm?"
+    assert logging_obj.model_call_details["vector_store_search_failures"] == (
+        {
+            "vector_store_id": "vs-broken",
+            "custom_llm_provider": "bedrock",
+            "error": "litellm.BadRequestError: no healthy deployments for vs-broken",
+        },
+    )
+    assert any("erorr" in record.getMessage() for record in warnings)
+
+
+@pytest.mark.asyncio
+async def test_error_mode_leaves_a_fully_healthy_request_alone(
+    registry_with: RegisterStores,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    registry_with("vs-healthy")
+    monkeypatch.setattr(litellm, "vector_store_search_failure_mode", "error")
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=RecordingRouter())),
+        ["vs-healthy"],
+        FakeLoggingObj({}),
+    )
+
+    assert messages[0]["content"] == "Context:\n\ncontext from vs-healthy\n\n"
+
+
+@pytest.mark.asyncio
+async def test_error_mode_does_not_swallow_the_raise_in_the_hooks_own_catch_all(
+    registry_with: RegisterStores,
+    monkeypatch: pytest.MonkeyPatch,
+    warnings: list[logging.LogRecord],
+) -> None:
+    """Regression (LIT-6809): the catch-all around the hook must not turn the opted-in failure back into a 200."""
+    registry_with("vs-broken")
+    monkeypatch.setattr(litellm, "vector_store_search_failure_mode", "error")
+
+    with pytest.raises(litellm.VectorStoreSearchError):
+        await _run_hook(
+            VectorStorePreCallHook(
+                proxy_runtime=FakeProxyRuntime(
+                    router=RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"}))
+                )
+            ),
+            ["vs-broken"],
+            FakeLoggingObj({}),
+        )
+
+    assert [record.levelname for record in warnings] == ["WARNING"]
+
+
+@pytest.mark.asyncio
+async def test_a_crash_outside_the_search_names_the_requested_vector_stores(
+    monkeypatch: pytest.MonkeyPatch,
+    warnings: list[logging.LogRecord],
+) -> None:
+    """Regression (LIT-6809): the catch-all logged no store id, so an operator could not tell which store broke."""
+    monkeypatch.setattr(litellm, "vector_store_registry", ExplodingRegistry())
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=None)),
+        ["vs-one", "vs-two"],
+        FakeLoggingObj({}),
+    )
+
+    assert messages == [{"role": "user", "content": "what is litellm?"}]
+    assert [record.getMessage() for record in warnings] == [
+        "Error in VectorStorePreCallHook for vector_store_ids=('vs-one', 'vs-two'): the registry blew up"
+    ]
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index fbb9d178390..cbe6fe198c9 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -1715,7 +1715,7 @@ def test_generic_cost_per_token_gpt55(_local_model_cost_map):
 
 
 def test_generic_cost_per_token_gpt55_pro(_local_model_cost_map):
-    """gpt-5.5-pro: responses-only model — $30/1M input, $180/1M output, $3/1M cached input."""
+    """gpt-5.5-pro: responses-only model, $30/1M input, $180/1M output, no cached input rate published."""
     model = "gpt-5.5-pro"
     custom_llm_provider = "openai"
 
@@ -1724,7 +1724,7 @@ def test_generic_cost_per_token_gpt55_pro(_local_model_cost_map):
     # Sanity-check the map values match OpenAI's published pricing.
     assert model_cost_map["input_cost_per_token"] == 3e-5
     assert model_cost_map["output_cost_per_token"] == 1.8e-4
-    assert model_cost_map["cache_read_input_token_cost"] == 3e-6
+    assert "cache_read_input_token_cost" not in model_cost_map
     assert model_cost_map["litellm_provider"] == "openai"
     # gpt-5.5-pro is a responses-only model (no /v1/chat/completions endpoint).
     assert model_cost_map["mode"] == "responses"
diff --git a/tests/test_litellm/litellm_core_utils/test_private_json.py b/tests/test_litellm/litellm_core_utils/test_private_json.py
index cedff61959f..3c9f49607f9 100644
--- a/tests/test_litellm/litellm_core_utils/test_private_json.py
+++ b/tests/test_litellm/litellm_core_utils/test_private_json.py
@@ -4,7 +4,11 @@ import stat
 
 import pytest
 
-from litellm.litellm_core_utils.private_json import overwrite_private_json, write_private_json
+from litellm.litellm_core_utils.private_json import (
+    overwrite_private_json,
+    write_private_bytes,
+    write_private_json,
+)
 
 
 class TestOverwritePrivateJson:
@@ -35,3 +39,32 @@ class TestOverwritePrivateJson:
         overwrite_private_json(str(path), {"user_id": "u-1"})
 
         assert stat.S_IMODE(path.stat().st_mode) == 0o600
+
+
+class TestWritePrivateBytes:
+    def test_replaces_the_file_in_one_step_so_a_reader_holding_the_old_one_keeps_it_whole(self, tmp_path):
+        path = tmp_path / "script.py"
+        write_private_bytes(str(path), b"print('one')\n" * 200)
+        before = path.stat().st_ino
+
+        with path.open("rb") as reader:
+            write_private_bytes(str(path), b"print('two')\n")
+            assert reader.read() == b"print('one')\n" * 200
+
+        assert path.read_bytes() == b"print('two')\n"
+        assert path.stat().st_ino != before
+        assert [child.name for child in tmp_path.iterdir()] == ["script.py"]
+
+    @pytest.mark.skipif(os.geteuid() == 0, reason="root ignores file permissions")
+    def test_lands_owner_only_and_a_refused_stage_leaves_the_previous_file_untouched(self, tmp_path):
+        path = tmp_path / "script.py"
+        write_private_bytes(str(path), b"first")
+        assert stat.S_IMODE(path.stat().st_mode) == 0o600
+
+        tmp_path.chmod(0o500)
+        try:
+            with pytest.raises(PermissionError):
+                write_private_bytes(str(path), b"second")
+        finally:
+            tmp_path.chmod(0o700)
+        assert path.read_bytes() == b"first"
diff --git a/tests/test_litellm/litellm_core_utils/test_redact_messages.py b/tests/test_litellm/litellm_core_utils/test_redact_messages.py
index 76092e96307..584a3ac471c 100644
--- a/tests/test_litellm/litellm_core_utils/test_redact_messages.py
+++ b/tests/test_litellm/litellm_core_utils/test_redact_messages.py
@@ -926,3 +926,38 @@ def test_classifier_callback_redaction_preserves_exclusions(monkeypatch: pytest.
     assert failure_payload["response"]["choices"][0]["message"]["content"] == "redacted-by-litellm"
     assert payload["classifier_input"] == {"system": "private rubric"}
     assert payload["response"]["choices"][0]["message"]["content"] == "private answer"
+
+
+class _SelfRedactingLogger(CustomLogger):
+    def redacts_messages_itself(self) -> bool:
+        return True
+
+
+@pytest.mark.parametrize("logger", [CustomLogger(), _SelfRedactingLogger()], ids=["default", "redacts_itself"])
+def test_field_exclusion_alone_leaves_messages_and_responses_intact(monkeypatch: pytest.MonkeyPatch, logger: CustomLogger) -> None:
+    monkeypatch.setattr(litellm, "standard_logging_payload_excluded_fields", ["model"])
+    payload: Final = {
+        "messages": [{"role": "user", "content": "private prompt"}],
+        "response": {"choices": [{"message": {"content": "private answer"}}]},
+        "model": "classifier",
+    }
+    stored: Final = logger.redact_standard_logging_payload_from_model_call_details({"standard_logging_object": payload})[
+        "standard_logging_object"
+    ]
+    assert stored == {"messages": payload["messages"], "response": payload["response"]}
+
+
+def test_a_callback_that_redacts_itself_keeps_its_messages_but_not_the_classifier_audit() -> None:
+    payload: Final = {
+        "classifier_input": {"system": "private rubric"},
+        "messages": [{"role": "user", "content": "private prompt"}],
+        "response": {"choices": [{"message": {"content": "private answer"}}]},
+    }
+    logger: Final = _SelfRedactingLogger()
+    logger.turn_off_message_logging = True
+    stored: Final = logger.redact_standard_logging_payload_from_model_call_details({"standard_logging_object": payload})[
+        "standard_logging_object"
+    ]
+    assert "classifier_input" not in stored
+    assert stored["messages"] == payload["messages"]
+    assert stored["response"] == payload["response"]
diff --git a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
index 18309595414..83201aef143 100644
--- a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
+++ b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
@@ -1382,6 +1382,52 @@ def test_current_content_block_type_tracking():
     assert iterator.current_content_block_type is None
 
 
+def test_web_search_calls_are_cumulative_through_incomplete_search():
+    iterator = ModelResponseIterator(None, sync_stream=True)
+    first_start = iterator.chunk_parser(
+        {
+            "type": "content_block_start",
+            "index": 0,
+            "content_block": {
+                "type": "server_tool_use",
+                "id": "srvtoolu_A",
+                "name": "web_search",
+                "input": {"query": "a"},
+            },
+        }
+    )
+    first_result = iterator.chunk_parser(
+        {
+            "type": "content_block_start",
+            "index": 1,
+            "content_block": {
+                "type": "web_search_tool_result",
+                "tool_use_id": "srvtoolu_A",
+                "content": [],
+            },
+        }
+    )
+    second_start = iterator.chunk_parser(
+        {
+            "type": "content_block_start",
+            "index": 2,
+            "content_block": {
+                "type": "server_tool_use",
+                "id": "srvtoolu_B",
+                "name": "web_search",
+                "input": {"query": "b"},
+            },
+        }
+    )
+
+    assert list(first_start.choices[0].delta.provider_specific_fields["web_search_calls"]) == ["srvtoolu_A"]
+    assert first_result.choices[0].delta.provider_specific_fields["web_search_calls"]["srvtoolu_A"].status == "completed"
+    calls = second_start.choices[0].delta.provider_specific_fields["web_search_calls"]
+    assert list(calls) == ["srvtoolu_A", "srvtoolu_B"]
+    assert calls["srvtoolu_A"].status == "completed"
+    assert calls["srvtoolu_B"].status == "in_progress"
+
+
 def test_web_search_tool_result_captured_in_provider_specific_fields():
     """
     Test that web_search_tool_result content is captured in provider_specific_fields.
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py
index f6ee1cd71c0..03b9840b1c3 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py
@@ -3358,6 +3358,27 @@ def test_is_web_search_tool():
     assert adapter._is_web_search_tool(regular_tool) is False
 
 
+@pytest.mark.parametrize("schema", [{}, {"type": "object", "properties": {"query": {"type": "string"}}}])
+def test_translate_anthropic_client_web_search_preserves_schema_and_choice(schema: dict[str, object]) -> None:
+    from litellm.types.llms.anthropic import AnthropicMessagesRequest
+
+    request: Final = AnthropicMessagesRequest(
+        model="gpt-5.4-mini",
+        max_tokens=128,
+        messages=[{"role": "user", "content": "Search for current news"}],
+        tools=[{"name": "web_search", "input_schema": schema}],
+        tool_choice={"type": "tool", "name": "web_search"},
+    )
+
+    translated, _ = LiteLLMAnthropicMessagesAdapter().translate_anthropic_to_openai(request)
+
+    assert "web_search_options" not in translated
+    assert translated["tools"] == [
+        {"type": "function", "function": {"name": "web_search", "parameters": schema}}
+    ]
+    assert translated["tool_choice"] == {"type": "function", "function": {"name": "web_search"}}
+
+
 def test_translate_anthropic_to_openai_with_web_search_tool():
     """
     Test that Anthropic web search tools are converted to web_search_options parameter.
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
index be33b2ee3b1..8043496f299 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
@@ -1,6 +1,7 @@
 import asyncio
 import json
 from datetime import datetime
+from unittest.mock import patch
 
 import pytest
 
@@ -824,6 +825,174 @@ async def test_async_sse_wrapper_bills_partial_when_detached_drains_disabled(mon
     assert len(streaming_iterator_module._DETACHED_STREAM_DRAINS) == 0
 
 
+class _SuccessRecorder(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.success_kwargs: list = []
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        self.success_kwargs.append(kwargs)
+
+
+def _make_priced_logging_obj(call_id: str, recorder: _SuccessRecorder, model: str) -> LiteLLMLoggingObj:
+    logging_obj = LiteLLMLoggingObj(
+        model=model,
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="anthropic_messages",
+        start_time=datetime.now(),
+        litellm_call_id=call_id,
+        function_id=call_id,
+        dynamic_async_success_callbacks=[recorder],
+    )
+    logging_obj.update_environment_variables(
+        model=model,
+        user="",
+        optional_params={},
+        litellm_params={"custom_llm_provider": "anthropic"},
+        custom_llm_provider="anthropic",
+    )
+    return logging_obj
+
+
+class _UpstreamClosedOnDetach:
+    """Upstream that yields its events and then, like a socket read, waits until it is closed."""
+
+    def __init__(self, events: tuple[dict, ...]):
+        self._events = iter(events)
+        self._closed = asyncio.Event()
+
+    def __aiter__(self):
+        return self
+
+    async def __anext__(self) -> dict:
+        if self._closed.is_set():
+            raise StopAsyncIteration
+        try:
+            return next(self._events)
+        except StopIteration:
+            await self._closed.wait()
+            raise StopAsyncIteration
+
+    async def aclose(self) -> None:
+        self._closed.set()
+
+
+@pytest.mark.asyncio
+async def test_client_disconnect_partial_billing_prices_recovered_tokens(monkeypatch):
+    """
+    Regression (LIT-6872): a client disconnect that lands on partial billing
+    re-tokenizes the buffered text into completion_tokens, but the logged cost
+    stayed priced at the message_start placeholder (1 output token). The success
+    row's response_cost must match its recovered completion_tokens.
+    """
+    import litellm
+    from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
+
+    monkeypatch.setattr(streaming_iterator_module, "ANTHROPIC_MESSAGES_MAX_DETACHED_STREAM_DRAINS", 0)
+    monkeypatch.setattr(streaming_iterator_module, "ANTHROPIC_MESSAGES_STREAM_RELAY_QUEUE_MAXSIZE", 4)
+    model = "claude-sonnet-5"
+    recorder = _SuccessRecorder()
+    iterator = BaseAnthropicMessagesStreamingIterator(
+        litellm_logging_obj=_make_priced_logging_obj("disconnect_partial_cost", recorder, model),
+        request_body={"model": model, "stream": True},
+    )
+    sentence = "The history of computing spans centuries of mechanical and electronic invention. "
+
+    async def _stream():
+        yield {"type": "message_start", "message": {"id": "msg_1", "usage": {"input_tokens": 29, "output_tokens": 1}}}
+        yield {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}}
+        for _ in range(100):
+            yield {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": sentence}}
+        yield {"type": "message_delta", "delta": {"stop_reason": "end_turn"}, "usage": {"output_tokens": 1500}}
+        yield {"type": "message_stop"}
+
+    enqueued: list = []
+
+    def _capture(async_coroutine):
+        enqueued.append(async_coroutine)
+
+    with patch.object(  # test-quality-ok: GLOBAL_LOGGING_WORKER is a process-global singleton with no injection seam
+        GLOBAL_LOGGING_WORKER, "ensure_initialized_and_enqueue", side_effect=_capture
+    ):
+        gen = iterator.async_sse_wrapper(_stream())
+        for _ in range(4):
+            await gen.__anext__()
+        await gen.aclose()
+        for _ in range(500):
+            if enqueued:
+                break
+            await asyncio.sleep(0.01)
+
+    assert len(enqueued) == 1, "client disconnect never reached partial billing"
+    await enqueued[0]
+
+    assert len(recorder.success_kwargs) == 1
+    logged = recorder.success_kwargs[0]["standard_logging_object"]
+    assert 1 < logged["completion_tokens"] < 1500
+    prompt_cost, completion_cost = litellm.cost_per_token(
+        model=model, prompt_tokens=29, completion_tokens=logged["completion_tokens"]
+    )
+    assert logged["response_cost"] == pytest.approx(prompt_cost + completion_cost)
+
+
+@pytest.mark.asyncio
+async def test_proxy_disconnect_closing_upstream_prices_recovered_tokens():
+    """
+    Regression (LIT-6872), proxy path: after a client disconnect the proxy's
+    shielded cleanup closes the upstream stream while the pump is still reading
+    it, so the pump bills the chunks collected so far without ever seeing
+    message_delta. That row's response_cost must be priced from its recovered
+    completion_tokens, not from the message_start placeholder.
+    """
+    import litellm
+    from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
+
+    model = "claude-sonnet-5"
+    recorder = _SuccessRecorder()
+    iterator = BaseAnthropicMessagesStreamingIterator(
+        litellm_logging_obj=_make_priced_logging_obj("disconnect_upstream_closed", recorder, model),
+        request_body={"model": model, "stream": True},
+    )
+    sentence = "The history of computing spans centuries of mechanical and electronic invention. "
+    upstream = _UpstreamClosedOnDetach(
+        (
+            {"type": "message_start", "message": {"id": "msg_1", "usage": {"input_tokens": 29, "output_tokens": 1}}},
+            {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}},
+            *({"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": sentence}} for _ in range(6)),
+        )
+    )
+    enqueued: list = []
+
+    def _capture(async_coroutine):
+        enqueued.append(async_coroutine)
+
+    with patch.object(  # test-quality-ok: GLOBAL_LOGGING_WORKER is a process-global singleton with no injection seam
+        GLOBAL_LOGGING_WORKER, "ensure_initialized_and_enqueue", side_effect=_capture
+    ):
+        gen = iterator.async_sse_wrapper(upstream)
+        for _ in range(4):
+            await gen.__anext__()
+        await gen.aclose()
+        assert not enqueued, "billing must wait for the upstream read to end, not the client detach"
+        await upstream.aclose()
+        for _ in range(500):
+            if enqueued:
+                break
+            await asyncio.sleep(0.01)
+
+    assert len(enqueued) == 1, "closing the upstream never reached partial billing"
+    await enqueued[0]
+
+    assert len(recorder.success_kwargs) == 1
+    logged = recorder.success_kwargs[0]["standard_logging_object"]
+    assert logged["completion_tokens"] > 1
+    prompt_cost, completion_cost = litellm.cost_per_token(
+        model=model, prompt_tokens=29, completion_tokens=logged["completion_tokens"]
+    )
+    assert logged["response_cost"] == pytest.approx(prompt_cost + completion_cost)
+
+
 @pytest.mark.asyncio
 async def test_async_sse_wrapper_aborts_upstream_when_detached_drain_cap_reached(monkeypatch):
     """
diff --git a/tests/test_litellm/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py b/tests/test_litellm/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py
index 3f98e9b6a2d..2f457fcb25b 100644
--- a/tests/test_litellm/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py
+++ b/tests/test_litellm/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py
@@ -1,9 +1,5 @@
-import base64
-import json
-
 import pytest
 
-import litellm
 from litellm.llms.azure_ai.ocr.cohere_parse_transformation import AzureAICohereParseConfig
 from litellm.llms.azure_ai.ocr.common_utils import get_azure_ai_ocr_config
 from litellm.llms.azure_ai.ocr.document_intelligence.transformation import AzureDocumentIntelligenceOCRConfig
@@ -12,27 +8,6 @@ from litellm.llms.azure_ai.ocr.transformation import AzureAIOCRConfig
 MODEL = "azure_ai/Cohere-parse-v5"
 API_BASE = "https://resource.services.ai.azure.com"
 PARSE_URL = f"{API_BASE}/providers/cohere/v2/parse"
-IMAGE_URL = "https://example.com/receipt.png"
-PNG_BYTES = base64.b64decode(
-    "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNkYPhfDwAChwGA60e6kgAAAABJRU5ErkJggg=="
-)
-PNG_DATA_URI = f"data:image/png;base64,{base64.b64encode(PNG_BYTES).decode()}"
-
-
-def _parse_response() -> dict:
-    return {
-        "id": "882bf973-9dfa-4d02-9d30-709247008efd",
-        "pages": [{"index": 0, "type": "markdown", "markdown": {"content": "# Receipt\n\nTotal Due: $4.00"}}],
-        "meta": {"api_version": {"version": "2"}, "billed_units": {"pages": 1}},
-    }
-
-
-@pytest.fixture()
-def disable_aiohttp_transport(monkeypatch):
-    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
-    litellm.in_memory_llm_clients_cache.flush_cache()
-    yield
-    litellm.in_memory_llm_clients_cache.flush_cache()
 
 
 @pytest.mark.parametrize(
@@ -95,90 +70,3 @@ def test_validate_environment_requires_api_base(monkeypatch) -> None:
 
     with pytest.raises(ValueError, match="AZURE_AI_API_BASE"):
         AzureAICohereParseConfig().validate_environment(headers={}, model="Cohere-parse-v5", api_key="key")
-
-
-@pytest.mark.asyncio
-async def test_aocr_inlines_remote_image_and_posts_to_foundry(disable_aiohttp_transport, respx_mock):
-    respx_mock.get(IMAGE_URL).respond(content=PNG_BYTES, headers={"Content-Type": "image/png"})
-    route = respx_mock.post(PARSE_URL).respond(json=_parse_response())
-
-    response = await litellm.aocr(
-        model=MODEL,
-        document={"type": "image_url", "image_url": IMAGE_URL},
-        api_base=API_BASE,
-        api_key="azure-key",
-    )
-
-    request = route.calls.last.request
-    assert request.headers["Authorization"] == "Bearer azure-key"
-    assert json.loads(request.content) == {
-        "model": "Cohere-parse-v5",
-        "document": {"type": "image_url", "image_url": PNG_DATA_URI},
-        "output_format": "markdown",
-    }
-    assert response.pages[0].markdown == "# Receipt\n\nTotal Due: $4.00"
-    assert response.usage_info.pages_processed == 1
-
-
-@pytest.mark.asyncio
-async def test_aocr_passes_data_uri_through_without_fetching(disable_aiohttp_transport, respx_mock):
-    route = respx_mock.post(PARSE_URL).respond(json=_parse_response())
-
-    await litellm.aocr(
-        model=MODEL,
-        document={"type": "image_url", "image_url": PNG_DATA_URI},
-        api_base=API_BASE,
-        api_key="azure-key",
-        output_format="blocks",
-    )
-
-    body = json.loads(route.calls.last.request.content)
-    assert body["document"]["image_url"] == PNG_DATA_URI
-    assert body["output_format"] == "blocks"
-
-
-def test_ocr_sync_inlines_remote_image(respx_mock):
-    respx_mock.get(IMAGE_URL).respond(content=PNG_BYTES, headers={"Content-Type": "image/png"})
-    route = respx_mock.post(PARSE_URL).respond(json=_parse_response())
-
-    response = litellm.ocr(
-        model=MODEL,
-        document={"type": "image_url", "image_url": IMAGE_URL},
-        api_base=API_BASE,
-        api_key="azure-key",
-    )
-
-    assert json.loads(route.calls.last.request.content)["document"]["image_url"] == PNG_DATA_URI
-    assert response.pages[0].markdown == "# Receipt\n\nTotal Due: $4.00"
-
-
-@pytest.mark.asyncio
-async def test_aocr_rejects_pdf_before_calling_foundry(disable_aiohttp_transport, respx_mock):
-    route = respx_mock.post(PARSE_URL).respond(json=_parse_response())
-
-    with pytest.raises(litellm.BadRequestError, match="only accepts `image_url` documents") as exc_info:
-        await litellm.aocr(
-            model=MODEL,
-            document={"type": "document_url", "document_url": "https://example.com/doc.pdf"},
-            api_base=API_BASE,
-            api_key="azure-key",
-        )
-
-    assert exc_info.value.llm_provider == "azure_ai"
-    assert not route.called
-
-
-@pytest.mark.asyncio
-async def test_ahealth_check_ocr_sends_an_image_to_the_foundry_cohere_parse_deployment(
-    disable_aiohttp_transport, respx_mock
-):
-    route = respx_mock.post(PARSE_URL).respond(json=_parse_response())
-
-    result = await litellm.ahealth_check(
-        model_params={"model": MODEL, "api_base": API_BASE, "api_key": "test-key"}, mode="ocr"
-    )
-
-    document = json.loads(route.calls.last.request.content)["document"]
-    assert document["type"] == "image_url"
-    assert document["image_url"].startswith("data:image/png;base64,")
-    assert "error" not in result
diff --git a/tests/test_litellm/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py b/tests/test_litellm/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
index c8007acf70f..f00698a6624 100644
--- a/tests/test_litellm/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
+++ b/tests/test_litellm/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
@@ -608,9 +608,11 @@ async def test_streaming_responses_relay_flush_reaches_the_success_callbacks_wit
     )
     stream = "event: response.completed\ndata: " + json.dumps(RESPONSES_COMPLETED_EVENT) + "\n\n"
 
-    await logging_obj.async_flush_passthrough_collected_chunks(
-        raw_bytes=[stream.encode()], provider_config=AzureAIPassthroughConfig()
+    collector = AzureAIPassthroughConfig().create_stream_collector(
+        model="gpt-5.4-mini", custom_llm_provider="azure_ai", endpoint="gpt/openai/responses"
     )
+    collector.add(stream.encode())
+    await logging_obj.async_flush_passthrough_collected_chunks(collector=collector)
     info = litellm.get_model_info("azure_ai/gpt-5.4-mini")
 
     assert probe.logged_call_type == "allm_passthrough_route"
diff --git a/tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py b/tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py
index ef4c78553f1..be0dfb5724e 100644
--- a/tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py
+++ b/tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py
@@ -1,4 +1,5 @@
 from unittest.mock import MagicMock
+from typing import Final
 
 import httpx
 import pytest
@@ -371,3 +372,35 @@ def test_validate_environment_falls_back_to_entra_token(monkeypatch):
 
     assert headers["Authorization"] == "Bearer entra-token"
     assert "Ocp-Apim-Subscription-Key" not in headers
+
+
+@pytest.mark.parametrize(
+    ("request_headers", "expected_poll_headers"),
+    (
+        (
+            {"Ocp-Apim-Subscription-Key": "subscription-key"},
+            {"Ocp-Apim-Subscription-Key": "subscription-key"},
+        ),
+        (
+            {"Authorization": "Bearer entra-token"},
+            {"Authorization": "Bearer entra-token"},
+        ),
+    ),
+)
+def test_get_polling_target_preserves_request_authentication(
+    request_headers: dict[str, str], expected_poll_headers: dict[str, str]
+) -> None:
+    response: Final = httpx.Response(
+        status_code=202,
+        headers={"Operation-Location": "https://example.cognitiveservices.azure.com/operations/123"},
+        request=httpx.Request(
+            "POST",
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze",
+            headers=request_headers,
+        ),
+    )
+
+    operation_url, poll_headers = AzureDocumentIntelligenceOCRConfig()._get_polling_target(response)
+
+    assert operation_url == "https://example.cognitiveservices.azure.com/operations/123"
+    assert poll_headers == expected_poll_headers
diff --git a/tests/test_litellm/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py b/tests/test_litellm/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
index b005d77ac8b..f2a9af11af7 100644
--- a/tests/test_litellm/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
+++ b/tests/test_litellm/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
@@ -1,7 +1,19 @@
+import base64
+import json
+import struct
+import tracemalloc
+from binascii import crc32
+from datetime import datetime
 from unittest.mock import patch
 
-
+from litellm.litellm_core_utils.litellm_logging import Logging
+from litellm.llms.base_llm.passthrough.transformation import PassthroughStreamCollector
 from litellm.llms.bedrock.passthrough.transformation import BedrockPassthroughConfig
+from litellm.types.utils import ModelResponse
+
+CONVERSE_MODEL = "anthropic.claude-sonnet-4-5-20250929-v1:0"
+CONVERSE_STREAM_ENDPOINT = f"/model/{CONVERSE_MODEL}/converse-stream"
+INVOKE_STREAM_ENDPOINT = f"/model/{CONVERSE_MODEL}/invoke-with-response-stream"
 
 
 def test_bedrock_passthrough_get_complete_url_default_endpoint():
@@ -500,3 +512,186 @@ def test_bedrock_passthrough_model_id_without_arn():
             f"https://bedrock-runtime.us-east-1.amazonaws.com/model/{model_id}/converse"
         )
         assert url_str == expected_url
+
+
+def _event_frame(event_type: str, payload: dict) -> bytes:
+    def header(name: str, value: str) -> bytes:
+        name_b, value_b = name.encode(), value.encode()
+        return struct.pack("!B", len(name_b)) + name_b + struct.pack("!B", 7) + struct.pack("!H", len(value_b)) + value_b
+
+    payload_b = json.dumps(payload, separators=(",", ":")).encode()
+    headers_b = (
+        header(":event-type", event_type)
+        + header(":content-type", "application/json")
+        + header(":message-type", "event")
+    )
+    prelude = struct.pack("!II", 12 + len(headers_b) + len(payload_b) + 4, len(headers_b))
+    prelude_crc = crc32(prelude) & 0xFFFFFFFF
+    message = struct.pack("!I", prelude_crc) + headers_b + payload_b
+    return prelude + message + struct.pack("!I", crc32(message, prelude_crc) & 0xFFFFFFFF)
+
+
+def _text_block(index: int, texts: list[str]) -> bytes:
+    return (
+        _event_frame("contentBlockStart", {"contentBlockIndex": index, "start": {}})
+        + b"".join(
+            _event_frame("contentBlockDelta", {"contentBlockIndex": index, "delta": {"text": text}}) for text in texts
+        )
+        + _event_frame("contentBlockStop", {"contentBlockIndex": index})
+    )
+
+
+def _stream_tail(stop_reason: str, output_tokens: int) -> bytes:
+    return _event_frame("messageStop", {"stopReason": stop_reason}) + _event_frame(
+        "metadata",
+        {
+            "metrics": {"latencyMs": 1234},
+            "usage": {"inputTokens": 25, "outputTokens": output_tokens, "totalTokens": 25 + output_tokens},
+        },
+    )
+
+
+def _invoke_chunk(payload: dict) -> bytes:
+    return _event_frame("chunk", {"bytes": base64.b64encode(json.dumps(payload).encode()).decode()})
+
+
+def _stream_logging_obj(endpoint: str) -> Logging:
+    logging_obj = Logging(
+        model=CONVERSE_MODEL,
+        messages=[],
+        stream=True,
+        call_type="pass_through_endpoint",
+        start_time=datetime.now(),
+        litellm_call_id="call-1",
+        function_id="fn-1",
+    )
+    logging_obj.model_call_details["custom_llm_provider"] = "bedrock"
+    logging_obj.model_call_details["endpoint"] = endpoint
+    return logging_obj
+
+
+def _converse_stream_logging_obj() -> Logging:
+    return _stream_logging_obj(CONVERSE_STREAM_ENDPOINT)
+
+
+def _stream_collector(endpoint: str) -> PassthroughStreamCollector:
+    return BedrockPassthroughConfig().create_stream_collector(
+        model=CONVERSE_MODEL, custom_llm_provider="bedrock", endpoint=endpoint
+    )
+
+
+def _converse_stream_collector() -> PassthroughStreamCollector:
+    return _stream_collector(CONVERSE_STREAM_ENDPOINT)
+
+
+def _feed(collector: PassthroughStreamCollector, stream: bytes, chunk_size: int = 16384) -> None:
+    for offset in range(0, len(stream), chunk_size):
+        collector.add(stream[offset : offset + chunk_size])
+
+
+def test_converse_stream_collector_keeps_usage_without_retaining_the_stream():
+    texts = [f"tok{i} " for i in range(4000)]
+    stream = _event_frame("messageStart", {"role": "assistant"}) + _text_block(0, texts) + _stream_tail("end_turn", 4000)
+    _feed(_converse_stream_collector(), stream)
+
+    tracemalloc.start()
+    try:
+        base = tracemalloc.get_traced_memory()[0]
+        collector = _converse_stream_collector()
+        _feed(collector, stream)
+        retained = tracemalloc.get_traced_memory()[0] - base
+    finally:
+        tracemalloc.stop()
+
+    assert retained < len(stream) // 4
+
+    response = collector.build_logged_response(_converse_stream_logging_obj())
+    assert isinstance(response, ModelResponse)
+    assert response.choices[0].message.content == "".join(texts)
+    assert response.choices[0].finish_reason == "stop"
+    assert (response.usage.prompt_tokens, response.usage.completion_tokens) == (25, 4000)
+
+
+def test_converse_stream_collector_keeps_tool_calls_between_text_runs():
+    stream = (
+        _event_frame("messageStart", {"role": "assistant"})
+        + _text_block(0, ["Let me ", "check."])
+        + _event_frame(
+            "contentBlockStart",
+            {"contentBlockIndex": 1, "start": {"toolUse": {"toolUseId": "tool-1", "name": "get_weather"}}},
+        )
+        + _event_frame("contentBlockDelta", {"contentBlockIndex": 1, "delta": {"toolUse": {"input": '{"city": '}}})
+        + _event_frame("contentBlockDelta", {"contentBlockIndex": 1, "delta": {"toolUse": {"input": '"Paris"}'}}})
+        + _event_frame("contentBlockStop", {"contentBlockIndex": 1})
+        + _text_block(2, ["Done", "."])
+        + _stream_tail("tool_use", 12)
+    )
+    collector = _converse_stream_collector()
+    _feed(collector, stream, chunk_size=7)
+
+    response = collector.build_logged_response(_converse_stream_logging_obj())
+    assert isinstance(response, ModelResponse)
+    message = response.choices[0].message
+    assert message.content == "Let me check.Done."
+    assert [(call.function.name, call.function.arguments) for call in message.tool_calls] == [
+        ("get_weather", '{"city": "Paris"}')
+    ]
+    assert response.choices[0].finish_reason == "tool_calls"
+    assert (response.usage.prompt_tokens, response.usage.completion_tokens) == (25, 12)
+
+
+def test_invoke_stream_collector_keeps_usage_without_retaining_the_stream():
+    texts = [f"tok{i} " for i in range(4000)]
+    stream = (
+        _invoke_chunk(
+            {
+                "type": "message_start",
+                "message": {
+                    "id": "msg-1",
+                    "type": "message",
+                    "role": "assistant",
+                    "model": CONVERSE_MODEL,
+                    "content": [],
+                    "stop_reason": None,
+                    "usage": {"input_tokens": 25, "output_tokens": 1},
+                },
+            }
+        )
+        + _invoke_chunk({"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}})
+        + b"".join(
+            _invoke_chunk({"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": text}})
+            for text in texts
+        )
+        + _invoke_chunk({"type": "content_block_stop", "index": 0})
+        + _invoke_chunk(
+            {"type": "message_delta", "delta": {"stop_reason": "end_turn"}, "usage": {"output_tokens": 4000}}
+        )
+        + _invoke_chunk({"type": "message_stop"})
+    )
+    _feed(_stream_collector(INVOKE_STREAM_ENDPOINT), stream)
+
+    tracemalloc.start()
+    try:
+        base = tracemalloc.get_traced_memory()[0]
+        collector = _stream_collector(INVOKE_STREAM_ENDPOINT)
+        _feed(collector, stream)
+        retained = tracemalloc.get_traced_memory()[0] - base
+    finally:
+        tracemalloc.stop()
+
+    assert retained < len(stream) // 4
+
+    response = collector.build_logged_response(_stream_logging_obj(INVOKE_STREAM_ENDPOINT))
+    assert isinstance(response, ModelResponse)
+    assert response.choices[0].message.content == "".join(texts)
+    assert response.choices[0].finish_reason == "stop"
+    assert (response.usage.prompt_tokens, response.usage.completion_tokens) == (25, 4000)
+
+
+def test_stream_collector_logs_nothing_for_an_unrecognized_endpoint():
+    collector = BedrockPassthroughConfig().create_stream_collector(
+        model=CONVERSE_MODEL, custom_llm_provider="bedrock", endpoint=f"/model/{CONVERSE_MODEL}/rerank"
+    )
+    collector.add(_event_frame("messageStart", {"role": "assistant"}))
+
+    assert collector.build_logged_response(_converse_stream_logging_obj()) is None
diff --git a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py
index 9457d5faaff..40566261c84 100644
--- a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py
+++ b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py
@@ -539,6 +539,90 @@ class TestBedrockMantleServiceTier:
         assert "priority" in str(mock_warning.call_args)
 
 
+class TestBedrockMantleReasoningSummary:
+    @pytest.mark.parametrize("summary", ["concise", "detailed"])
+    def test_unsupported_reasoning_summary_dropped_when_drop_params_true(self, summary):
+        cfg = BedrockMantleResponsesAPIConfig()
+        params = cfg.map_openai_params(
+            response_api_optional_params={"reasoning": {"effort": "medium", "summary": summary}},
+            model="openai.gpt-5.6-sol",
+            drop_params=True,
+        )
+        assert params["reasoning"] == {"effort": "medium"}
+
+    def test_reasoning_summary_only_field_drops_reasoning(self):
+        cfg = BedrockMantleResponsesAPIConfig()
+        params = cfg.map_openai_params(
+            response_api_optional_params={"reasoning": {"summary": "detailed"}},
+            model="openai.gpt-5.6-sol",
+            drop_params=True,
+        )
+        assert "reasoning" not in params
+
+    @pytest.mark.parametrize("summary", ["concise", "detailed"])
+    def test_unsupported_reasoning_summary_raises_when_drop_params_false(self, summary):
+        cfg = BedrockMantleResponsesAPIConfig()
+        with pytest.raises(litellm.UnsupportedParamsError) as excinfo:
+            cfg.map_openai_params(
+                response_api_optional_params={"reasoning": {"effort": "medium", "summary": summary}},
+                model="openai.gpt-5.6-sol",
+                drop_params=False,
+            )
+        assert summary in str(excinfo.value)
+        assert "reasoning.summary" in str(excinfo.value)
+        assert "drop_params" in str(excinfo.value)
+
+    def test_unhashable_reasoning_summary_raises_unsupported_params_error(self):
+        cfg = BedrockMantleResponsesAPIConfig()
+        with pytest.raises(litellm.UnsupportedParamsError) as excinfo:
+            cfg.map_openai_params(
+                response_api_optional_params={"reasoning": {"summary": ["detailed"]}},
+                model="openai.gpt-5.6-sol",
+                drop_params=False,
+            )
+        assert "reasoning.summary" in str(excinfo.value)
+
+    @pytest.mark.parametrize("drop_params", [True, False])
+    def test_supported_reasoning_summary_kept(self, drop_params):
+        cfg = BedrockMantleResponsesAPIConfig()
+        params = cfg.map_openai_params(
+            response_api_optional_params={"reasoning": {"effort": "medium", "summary": "auto"}},
+            model="openai.gpt-5.6-sol",
+            drop_params=drop_params,
+        )
+        assert params["reasoning"] == {"effort": "medium", "summary": "auto"}
+
+    def test_reasoning_summary_kept_on_standard_path(self):
+        cfg = BedrockMantleResponsesAPIConfig(use_openai_path=False)
+        params = cfg.map_openai_params(
+            response_api_optional_params={"reasoning": {"effort": "medium", "summary": "detailed"}},
+            model="openai.gpt-oss-120b",
+            drop_params=False,
+        )
+        assert params["reasoning"] == {"effort": "medium", "summary": "detailed"}
+
+    def test_absent_reasoning_untouched(self):
+        cfg = BedrockMantleResponsesAPIConfig()
+        params = cfg.map_openai_params(
+            response_api_optional_params={"stream": True},
+            model="openai.gpt-5.6-sol",
+            drop_params=False,
+        )
+        assert params == {"stream": True}
+
+    def test_drop_logged_at_warning_level(self, caplog):
+        cfg = BedrockMantleResponsesAPIConfig()
+        with caplog.at_level(logging.WARNING, logger="LiteLLM"):
+            cfg.map_openai_params(
+                response_api_optional_params={"reasoning": {"effort": "medium", "summary": "detailed"}},
+                model="openai.gpt-5.6-sol",
+                drop_params=True,
+            )
+        warnings = [record for record in caplog.records if "dropping unsupported reasoning.summary" in record.getMessage()]
+        assert len(warnings) == 1
+        assert "detailed" in warnings[0].getMessage()
+
+
 class TestBedrockMantleCodexRequestEndToEnd:
     def test_codex_priority_tier_request_becomes_mantle_acceptable(self):
         cfg = BedrockMantleResponsesAPIConfig()
diff --git a/tests/test_litellm/llms/cerebras/test_cerebras_chat_transformation.py b/tests/test_litellm/llms/cerebras/test_cerebras_chat_transformation.py
index 09718b1e6e0..a47180e9511 100644
--- a/tests/test_litellm/llms/cerebras/test_cerebras_chat_transformation.py
+++ b/tests/test_litellm/llms/cerebras/test_cerebras_chat_transformation.py
@@ -1,3 +1,6 @@
+import pytest
+
+import litellm
 from litellm.llms.cerebras.chat import CerebrasConfig
 
 
@@ -59,3 +62,23 @@ def test_map_openai_params_preserves_max_retries_zero_falsy() -> None:
     assert "max_retries" in result and result["max_retries"] == 0, (
         f"max_retries=0 (falsy) must not be silently omitted; got: {result!r}"
     )
+
+
+def test_qwen_3_8_27b_cost_and_tokens(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    model = "cerebras/qwen-3.8-27b"
+    prompt_cost, completion_cost = litellm.cost_per_token(
+        model=model,
+        prompt_tokens=1000,
+        completion_tokens=1000,
+    )
+    assert abs(prompt_cost - 0.00099) < 1e-9
+    assert abs(completion_cost - 0.00149) < 1e-9
+
+    model_info = litellm.get_model_info(model)
+    assert model_info["max_input_tokens"] == 65536
+    assert model_info["max_output_tokens"] == 32768
+    assert model_info["supports_vision"] is True
+    assert model_info["supports_reasoning"] is True
+    assert model_info["supports_parallel_function_calling"] is True
diff --git a/tests/test_litellm/llms/cohere/ocr/test_cohere_parse_transformation.py b/tests/test_litellm/llms/cohere/ocr/test_cohere_parse_transformation.py
index cb9af56f5e0..1f120be6ffa 100644
--- a/tests/test_litellm/llms/cohere/ocr/test_cohere_parse_transformation.py
+++ b/tests/test_litellm/llms/cohere/ocr/test_cohere_parse_transformation.py
@@ -1,8 +1,11 @@
-import json
+from typing import Final
+from unittest.mock import Mock
 
+import httpx
 import pytest
 
 import litellm
+from litellm.llms.cohere.ocr.transformation import CohereParseConfig
 
 PARSE_URL = "https://api.cohere.com/v2/parse"
 MODEL = "cohere/parse-v5.0"
@@ -57,173 +60,38 @@ def _blocks_response() -> dict:
     }
 
 
-@pytest.fixture()
-def disable_aiohttp_transport(monkeypatch):
-    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
-    litellm.in_memory_llm_clients_cache.flush_cache()
-    yield
-    litellm.in_memory_llm_clients_cache.flush_cache()
-
-
-@pytest.mark.asyncio
-async def test_aocr_sends_markdown_parse_request_and_normalizes_pages(disable_aiohttp_transport, respx_mock):
-    route = respx_mock.post(PARSE_URL).respond(json=_markdown_response())
-
-    response = await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key")
-
-    request = route.calls.last.request
-    assert request.headers["Authorization"] == "Bearer test-key"
-    assert json.loads(request.content) == {
-        "model": "parse-v5.0",
-        "document": IMAGE_DOCUMENT,
-        "output_format": "markdown",
-    }
-    assert response.object == "ocr"
-    assert [page.index for page in response.pages] == [0, 1]
-    assert response.pages[0].markdown == "# Receipt\n\nTotal Due: $4.00"
-    assert response.pages[1].markdown == "Page two"
-    assert response.pages[1].images is None
-    image = response.pages[0].images[0]
-    assert image.bbox == BOUNDING_BOX
-    assert image.model_extra["description"] == "A parking receipt"
-    assert image.model_extra["bounding_box_normalized"]["bottom_right_x"] == 1
-    assert response.usage_info.pages_processed == 2
-    assert response.get_provider_native_response() is None
-
-
-@pytest.mark.asyncio
-async def test_aocr_usage_prefers_billed_units_over_page_count(disable_aiohttp_transport, respx_mock):
-    respx_mock.post(PARSE_URL).respond(json=_markdown_response(billed_pages=3))
-
-    response = await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key")
-
-    assert response.usage_info.pages_processed == 3
-
-
-@pytest.mark.asyncio
-async def test_aocr_usage_falls_back_to_page_count_without_meta(disable_aiohttp_transport, respx_mock):
-    respx_mock.post(PARSE_URL).respond(json=_markdown_response(billed_pages=None))
-
-    response = await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key")
-
-    assert response.usage_info.pages_processed == 2
-
-
-@pytest.mark.asyncio
-async def test_aocr_blocks_output_format_forwards_param_and_keeps_blocks(disable_aiohttp_transport, respx_mock):
-    route = respx_mock.post(PARSE_URL).respond(json=_blocks_response())
-
-    response = await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key", output_format="blocks")
-
-    assert json.loads(route.calls.last.request.content)["output_format"] == "blocks"
-    assert response.pages[0].markdown == ""
-    assert response.pages[0].model_extra["blocks"] == [{"type": "text", "text": "Total Due: $4.00"}]
-    assert response.usage_info.pages_processed == 1
-
-
-@pytest.mark.asyncio
-async def test_aocr_native_format_carries_provider_payload(disable_aiohttp_transport, respx_mock):
-    payload = _markdown_response()
-    route = respx_mock.post(PARSE_URL).respond(json=payload)
-
-    response = await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key", req_format="native")
-
-    assert "req_format" not in json.loads(route.calls.last.request.content)
-    assert response.get_provider_native_response() == payload
-    assert response.pages[0].markdown == "# Receipt\n\nTotal Due: $4.00"
-
-
-@pytest.mark.asyncio
-async def test_aocr_rejects_unknown_output_format_before_calling_provider(disable_aiohttp_transport, respx_mock):
-    route = respx_mock.post(PARSE_URL).respond(json=_markdown_response())
-
-    with pytest.raises(litellm.BadRequestError, match="Invalid `output_format`: 'html'") as exc_info:
-        await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key", output_format="html")
-
-    assert exc_info.value.status_code == 400
-    assert not route.called
-
-
-@pytest.mark.asyncio
-@pytest.mark.parametrize(
-    "document",
-    [
-        {"type": "document_url", "document_url": "https://example.com/doc.pdf"},
-        {"type": "image_url", "image_url": "data:application/pdf;base64,JVBERi0="},
-        {"type": "image_url", "image_url": ""},
-    ],
-)
-async def test_aocr_rejects_non_image_documents_before_calling_provider(
-    disable_aiohttp_transport, respx_mock, document
-):
-    route = respx_mock.post(PARSE_URL).respond(json=_markdown_response())
-
-    with pytest.raises(litellm.BadRequestError, match="only accepts `image_url` documents") as exc_info:
-        await litellm.aocr(model=MODEL, document=document, api_key="test-key")
-
-    assert exc_info.value.status_code == 400
-    assert not route.called
-
-
-@pytest.mark.asyncio
-@pytest.mark.parametrize(
-    "api_base, expected_url",
-    [
-        ("https://gateway.example.com", "https://gateway.example.com/v2/parse"),
-        ("https://gateway.example.com/cohere/", "https://gateway.example.com/cohere/v2/parse"),
-        ("https://gateway.example.com/v2", "https://gateway.example.com/v2/parse"),
-        ("https://gateway.example.com/v2/parse", "https://gateway.example.com/v2/parse"),
-    ],
-)
-async def test_aocr_posts_to_api_base_variants(disable_aiohttp_transport, respx_mock, api_base, expected_url):
-    route = respx_mock.post(expected_url).respond(json=_markdown_response())
-
-    await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key", api_base=api_base)
-
-    assert route.called
-
-
-@pytest.mark.asyncio
-async def test_aocr_surfaces_provider_error_with_its_status_and_message(disable_aiohttp_transport, respx_mock):
-    respx_mock.post(PARSE_URL).respond(
-        status_code=400, json={"id": "83b0d95e", "message": "output_format must be `blocks` or `markdown`"}
+@pytest.mark.parametrize("output_format", ["markdown", "blocks"])
+def test_transform_cohere_request_filters_options(output_format: str) -> None:
+    config: Final = CohereParseConfig()
+    params: Final = config.map_ocr_params(
+        {"output_format": output_format, "req_format": "native", "unknown": True}, {}, "parse-v5.0"
     )
-
-    with pytest.raises(litellm.BadRequestError, match="output_format must be") as exc_info:
-        await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT, api_key="test-key")
-
-    assert exc_info.value.status_code == 400
+    request: Final = config.transform_ocr_request("parse-v5.0", IMAGE_DOCUMENT, params, {})
+    assert request.data == {"model": "parse-v5.0", "document": IMAGE_DOCUMENT, "output_format": output_format}
 
 
-@pytest.mark.asyncio
-async def test_aocr_reads_api_key_from_environment(disable_aiohttp_transport, respx_mock, monkeypatch):
-    monkeypatch.setenv("COHERE_API_KEY", "env-key")
-    route = respx_mock.post(PARSE_URL).respond(json=_markdown_response())
-
-    await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT)
-
-    assert route.calls.last.request.headers["Authorization"] == "Bearer env-key"
+@pytest.mark.parametrize("native", [False, True])
+def test_transform_cohere_response_keeps_images_and_native_payload(native: bool) -> None:
+    payload: Final = _markdown_response(3)
+    response: Final = CohereParseConfig().transform_ocr_response(
+        "parse-v5.0", httpx.Response(200, json=payload), Mock(), {"req_format": "native" if native else "litellm"}
+    )
+    assert response.pages[0].markdown == "# Receipt\n\nTotal Due: $4.00"
+    assert response.pages[0].images[0].bbox == BOUNDING_BOX
+    assert response.pages[0].images[0].model_extra["description"] == "A parking receipt"
+    assert response.pages[1].images is None
+    assert response.usage_info.pages_processed == 3
+    assert response.get_provider_native_response() == (payload if native else None)
 
 
-@pytest.mark.asyncio
-async def test_aocr_without_api_key_names_the_env_var(disable_aiohttp_transport, respx_mock, monkeypatch):
-    monkeypatch.delenv("COHERE_API_KEY", raising=False)
-    monkeypatch.setattr(litellm, "cohere_key", None)
-    route = respx_mock.post(PARSE_URL).respond(json=_markdown_response())
-
-    with pytest.raises(Exception, match="Missing COHERE_API_KEY"):
-        await litellm.aocr(model=MODEL, document=IMAGE_DOCUMENT)
-
-    assert not route.called
+def test_transform_cohere_blocks() -> None:
+    response: Final = CohereParseConfig().transform_ocr_response(
+        "parse-v5.0", httpx.Response(200, json=_blocks_response()), Mock()
+    )
+    assert response.pages[0].model_extra["blocks"] == [{"type": "text", "text": "Total Due: $4.00"}]
+    assert response.pages[0].markdown == ""
 
 
-@pytest.mark.asyncio
-async def test_ahealth_check_ocr_sends_an_image_cohere_parse_accepts(disable_aiohttp_transport, respx_mock):
-    route = respx_mock.post(PARSE_URL).respond(json=_markdown_response())
-
-    result = await litellm.ahealth_check(model_params={"model": MODEL, "api_key": "test-key"}, mode="ocr")
-
-    document = json.loads(route.calls.last.request.content)["document"]
-    assert document["type"] == "image_url"
-    assert document["image_url"].startswith("data:image/png;base64,")
-    assert "error" not in result
+def test_transform_cohere_rejects_unsupported_output_format() -> None:
+    with pytest.raises(litellm.UnsupportedParamsError, match="output_format"):
+        CohereParseConfig().map_ocr_params({"output_format": "html"}, {}, "parse-v5.0")
diff --git a/tests/test_litellm/llms/custom_httpx/test_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_http_handler.py
index 3d4ba264c1c..f8868cfaf83 100644
--- a/tests/test_litellm/llms/custom_httpx/test_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_http_handler.py
@@ -1612,3 +1612,66 @@ async def test_a_retried_put_stays_a_put_and_still_refuses_redirects():
         assert attempts == [("PUT", "/first"), ("PUT", "/first")]
     finally:
         await handler.client.aclose()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("target", ["https://example.com/final.json?next=1", "https://other.example/final.json?next=1"])
+async def test_bounded_get_preserves_sdk_redirect_auth_and_query_handling(respx_mock, monkeypatch, target):
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    respx_mock.get("https://example.com/spec.json?original=1").respond(302, headers={"location": target})
+    destination = respx_mock.get(target).respond(200, json={"paths": {}})
+    handler = AsyncHTTPHandler()
+    try:
+        response = await handler.get(
+            "https://example.com/spec.json?original=1", max_response_bytes=100, follow_redirects=True,
+            headers={"Authorization": "Bearer sentinel", "Accept-Encoding": "gzip"}, timeout=2.0,
+        )
+    finally:
+        await handler.close()
+    assert response.json() == {"paths": {}}
+    request = destination.calls[0].request
+    assert request.headers.get("authorization") == (None if "other.example" in target else "Bearer sentinel")
+    assert request.headers["accept-encoding"] == "identity"
+    assert str(request.url) == target
+    assert request.extensions["timeout"]["read"] == 2.0
+
+
+@pytest.mark.asyncio
+async def test_bounded_get_stops_redirect_loops(respx_mock, monkeypatch):
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    route = respx_mock.get("https://example.com/spec.json").respond(302, headers={"location": "/spec.json"})
+    handler = AsyncHTTPHandler()
+    try:
+        with pytest.raises(ValueError, match="Too many redirects"):
+            await handler.get("https://example.com/spec.json", max_response_bytes=100, follow_redirects=True)
+    finally:
+        await handler.close()
+    assert route.call_count == 11
+
+
+@pytest.mark.asyncio
+async def test_bounded_get_closes_stream_on_cancellation(respx_mock, monkeypatch):
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    started = asyncio.Event()
+    closed = asyncio.Event()
+
+    class SlowStream(httpx.AsyncByteStream):
+        async def __aiter__(self):
+            yield b"x"
+            started.set()
+            await asyncio.Event().wait()
+
+        async def aclose(self):
+            closed.set()
+
+    respx_mock.get("https://example.com/slow.json").respond(200, stream=SlowStream())
+    handler = AsyncHTTPHandler()
+    try:
+        task = asyncio.create_task(handler.get("https://example.com/slow.json", max_response_bytes=100))
+        await asyncio.wait_for(started.wait(), timeout=1)
+        task.cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await task
+    finally:
+        await handler.close()
+    assert closed.is_set()
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index cea2d439198..c39779972c0 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -3,6 +3,7 @@ import json
 import logging
 import threading
 import time
+from typing import Final
 from unittest.mock import AsyncMock, Mock, patch
 
 import httpx
@@ -20,7 +21,9 @@ from litellm.llms.base_llm.audio_transcription.transformation import (
     BaseAudioTranscriptionConfig,
 )
 from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMException
+from litellm.llms.base_llm.search.transformation import BaseSearchConfig, SearchResponse
 from litellm.llms.bedrock.base_aws_llm import SignsRequestsWithAWS
+from litellm.llms.brave.search.transformation import BraveSearchConfig
 from litellm.llms.base_llm.image_edit.transformation import BaseImageEditConfig
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.custom_httpx.llm_http_handler import (
@@ -36,6 +39,7 @@ from litellm.llms.bedrock.messages.invoke_transformations.anthropic_claude3_tran
 )
 from litellm.llms.mistral.ocr.transformation import MistralOCRConfig
 from litellm.llms.openai.videos.transformation import OpenAIVideoConfig
+from litellm.llms.tinyfish.search.transformation import TinyfishSearchConfig
 from litellm.types.llms.openai import ResponsesAPIResponse
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.utils import ImageObject, ImageResponse, ModelResponse, TranscriptionResponse
@@ -44,6 +48,95 @@ from tests.test_litellm.llms.bedrock.event_loop_probe import EventLoopProbe
 _ACTIVE_KEY = "_code_interpreter_interception_active"
 _SANDBOX_KEY = "_code_interpreter_interception_sandbox_key"
 
+
+async def _get_search_with_client(
+    client: HTTPHandler | AsyncHTTPHandler, provider_config: BaseSearchConfig | None = None
+) -> SearchResponse:
+    result: Final = BaseLLMHTTPHandler().search(
+        query="test",
+        optional_params={},
+        timeout=5,
+        logging_obj=Mock(),
+        api_key="test-key",
+        api_base="https://search.example.test/",
+        custom_llm_provider="tinyfish" if isinstance(provider_config, TinyfishSearchConfig) else "brave",
+        client=client,
+        asearch=isinstance(client, AsyncHTTPHandler),
+        provider_config=provider_config or BraveSearchConfig(),
+    )
+    return await result if asyncio.iscoroutine(result) else result
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("is_async", (False, True))
+@pytest.mark.parametrize("status_code", (400, 401, 403, 422, 429, 500))
+async def test_get_search_raises_provider_http_errors(is_async: bool, status_code: int) -> None:
+    upstream_response: Final = httpx.Response(
+        status_code, json={"error": "rejected request"}, headers={"retry-after": "7"}
+    )
+    transport: Final = httpx.MockTransport(lambda request: upstream_response)
+    async with httpx.AsyncClient(transport=transport) as async_client:
+        with httpx.Client(transport=transport) as sync_client:
+            client: Final = AsyncHTTPHandler() if is_async else HTTPHandler(client=sync_client)
+            if isinstance(client, AsyncHTTPHandler):
+                await client.close()
+                client.client = async_client
+            with pytest.raises(BaseLLMException) as error:
+                await _get_search_with_client(client)
+            assert error.value.status_code == status_code
+            assert "rejected request" in error.value.message
+            assert error.value.headers is not None
+            assert error.value.headers["retry-after"] == "7"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("is_async", (False, True))
+@pytest.mark.parametrize("has_results", (False, True))
+async def test_get_search_preserves_successful_results(is_async: bool, has_results: bool) -> None:
+    results: Final = (
+        [{"title": "Example", "url": "https://example.com", "description": "Example snippet"}] if has_results else []
+    )
+    transport: Final = httpx.MockTransport(lambda request: httpx.Response(200, json={"web": {"results": results}}))
+    async with httpx.AsyncClient(transport=transport) as async_client:
+        with httpx.Client(transport=transport) as sync_client:
+            client: Final = AsyncHTTPHandler() if is_async else HTTPHandler(client=sync_client)
+            if isinstance(client, AsyncHTTPHandler):
+                await client.close()
+                client.client = async_client
+            response: Final = await _get_search_with_client(client)
+            assert response.object == "search"
+            assert len(response.results) == int(has_results)
+            if has_results:
+                assert response.results[0].title == "Example"
+                assert response.results[0].url == "https://example.com"
+                assert response.results[0].snippet == "Example snippet"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("is_async", (False, True))
+async def test_get_search_preserves_tinyfish_http_error_formatting(is_async: bool) -> None:
+    upstream_response: Final = httpx.Response(
+        429,
+        json={"error": {"code": "RATE_LIMIT_EXCEEDED", "message": "rate limit exceeded"}},
+        headers={"retry-after": "7"},
+    )
+    transport: Final = httpx.MockTransport(lambda request: upstream_response)
+    async with httpx.AsyncClient(transport=transport) as async_client:
+        with httpx.Client(transport=transport) as sync_client:
+            client: Final = AsyncHTTPHandler() if is_async else HTTPHandler(client=sync_client)
+            if isinstance(client, AsyncHTTPHandler):
+                await client.close()
+                client.client = async_client
+            with pytest.raises(BaseLLMException) as error:
+                await _get_search_with_client(client, TinyfishSearchConfig())
+            assert error.value.status_code == 429
+            assert error.value.message == (
+                "TinyFish Search: rate limit exceeded. See https://docs.tinyfish.ai/search-api for details."
+            )
+            assert error.value.headers is not None
+            assert error.value.headers["retry-after"] == "7"
+
+
 OCR_RESPONSE = {
     "pages": [{"index": 0, "markdown": "OCR output", "images": []}],
     "model": "mistral-ocr-latest",
diff --git a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
index d4ef4282b27..8479397efa7 100644
--- a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
+++ b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
@@ -501,8 +501,8 @@ def test_unmapped_model_fallback_function_calling():
     assert info["supports_function_calling"] is True
 
 
-def test_transform_messages_helper_strips_thinking_blocks():
-    """thinking_blocks must not be forwarded to Fireworks chat completions."""
+def test_transform_messages_helper_strips_thinking_blocks_but_keeps_reasoning_content():
+    """Fireworks rejects thinking_blocks but requires reasoning_content to be replayed for reasoning_history."""
     config = FireworksAIConfig()
     messages = [
         {"role": "user", "content": "Translate a poem."},
@@ -519,7 +519,7 @@ def test_transform_messages_helper_strips_thinking_blocks():
         messages, model="accounts/fireworks/models/glm-5p1", litellm_params={}
     )
     assert "thinking_blocks" not in out[1]
-    assert "reasoning_content" not in out[1]
+    assert out[1]["reasoning_content"] == "internal"
     assert out[1]["content"] == "I can help."
 
 
diff --git a/tests/test_litellm/llms/inception/test_inception_chat_transformation.py b/tests/test_litellm/llms/inception/test_inception_chat_transformation.py
index 4c0f5969249..04813143fae 100644
--- a/tests/test_litellm/llms/inception/test_inception_chat_transformation.py
+++ b/tests/test_litellm/llms/inception/test_inception_chat_transformation.py
@@ -7,6 +7,7 @@ import os
 from unittest import mock
 
 import httpx
+import pytest
 
 import litellm
 from litellm.llms.inception.chat.transformation import InceptionChatConfig
@@ -238,6 +239,7 @@ def test_inception_model_list_populated(monkeypatch):
     litellm.add_known_models()
 
     assert "inception/mercury-2" in litellm.inception_models
+    assert "inception/mercury-2.5" in litellm.inception_models
     for model in litellm.inception_models:
         assert model.startswith("inception/")
 
@@ -304,3 +306,24 @@ def test_inception_completion_targets_inception_endpoint():
     assert captured["body"]["model"] == "mercury-2"
     assert captured["body"]["tool_choice"] == "auto"
     assert response.choices[0].message.content == "hi"
+
+
+def test_inception_mercury_2_5_cost_and_tokens(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    model = "inception/mercury-2.5"
+    prompt_cost, completion_cost = litellm.cost_per_token(
+        model=model,
+        prompt_tokens=1000,
+        completion_tokens=500,
+    )
+    assert abs(prompt_cost - 0.0002) < 1e-9
+    assert abs(completion_cost - 0.000375) < 1e-9
+
+    model_info = litellm.get_model_info(model)
+    assert model_info["max_input_tokens"] == 260000
+    assert model_info["max_output_tokens"] == 65536
+    assert model_info["litellm_provider"] == "inception"
+    assert model_info["mode"] == "chat"
+    assert model_info["supports_function_calling"] is True
+    assert model_info["supports_response_schema"] is True
diff --git a/tests/test_litellm/llms/oci/chat/test_oci_chat_transformation.py b/tests/test_litellm/llms/oci/chat/test_oci_chat_transformation.py
index 86c534c73c2..4c9bd29b337 100644
--- a/tests/test_litellm/llms/oci/chat/test_oci_chat_transformation.py
+++ b/tests/test_litellm/llms/oci/chat/test_oci_chat_transformation.py
@@ -1900,3 +1900,198 @@ class TestOCIImageUrlTransformation:
             adapt_messages_to_generic_oci_standard(messages)
 
         assert "image_url" in str(exc_info.value)
+
+
+import itertools
+from unittest.mock import patch
+
+from litellm.llms.oci.chat.transformation import OCIStreamWrapper, _iter_sse_events
+
+_STREAM_GENERIC_MODEL = "xai.grok-4"
+_STREAM_COHERE_MODEL = "cohere.command-latest"
+
+_GENERIC_TEXT_EVENT = (
+    'data: {{"index":0,"message":{{"role":"ASSISTANT","content":[{{"type":"TEXT","text":"{text}"}}]}},"pad":"aaa"}}'
+)
+_GENERIC_TERMINAL_EVENT = (
+    'data: {"message":{"role":"ASSISTANT","content":[{"type":"TEXT","text":""}]},"finishReason":"stop","pad":"a"}'
+)
+_COHERE_TEXT_EVENT = 'data: {{"apiFormat":"COHERE","text":"{text}","pad":"aaaaaa"}}'
+_COHERE_TERMINAL_EVENT = (
+    'data: {"apiFormat":"COHERE","text":"123","finishReason":"COMPLETE",'
+    '"chatHistory":[{"role":"USER","message":"count"},{"role":"CHATBOT","message":"123"}]}'
+)
+
+
+def _make_stream_wrapper(model: str) -> OCIStreamWrapper:
+    logging_obj = MagicMock()
+    logging_obj.model_call_details = {"custom_llm_provider": "oci", "litellm_params": {}}
+    return OCIStreamWrapper(
+        completion_stream=iter([]),
+        model=model,
+        custom_llm_provider="oci",
+        logging_obj=logging_obj,
+    )
+
+
+def _ticking_clock():
+    """A ``time.time`` stand-in that advances a full second on every call.
+
+    Without it the whole test runs inside one wall-clock second, so a per-chunk
+    ``created`` would coincidentally match and the drift would go unnoticed.
+    """
+    return itertools.count(1_700_000_000.0)
+
+
+class TestOCIStreamWrapperIdentityPinning:
+    """One OCI streaming completion must present one id, one created and the
+    wrapper's model on every chunk, the way every other provider does."""
+
+    def test_generic_stream_shares_one_id_created_and_model(self):
+        wrapper = _make_stream_wrapper(_STREAM_GENERIC_MODEL)
+        events = [
+            _GENERIC_TEXT_EVENT.format(text="1"),
+            _GENERIC_TEXT_EVENT.format(text="2"),
+            _GENERIC_TEXT_EVENT.format(text="3"),
+            _GENERIC_TERMINAL_EVENT,
+        ]
+
+        with patch("time.time", side_effect=_ticking_clock()):
+            chunks = [wrapper.chunk_creator(event) for event in events]
+
+        assert len(chunks) == 4
+        assert len({chunk.id for chunk in chunks}) == 1
+        assert chunks[0].id.startswith("chatcmpl-")
+        assert len({chunk.created for chunk in chunks}) == 1
+        assert {chunk.model for chunk in chunks} == {_STREAM_GENERIC_MODEL}
+        assert [chunk.choices[0].delta.content for chunk in chunks[:3]] == ["1", "2", "3"]
+        assert chunks[-1].choices[0].finish_reason == "stop"
+        assert all(chunk._hidden_params["custom_llm_provider"] == "oci" for chunk in chunks)
+
+    def test_cohere_stream_shares_one_id_created_and_model(self):
+        """Rebuilding each chunk through the shared creator must not disturb the
+        Cohere bookkeeping that suppresses the terminal event's repeated text."""
+        wrapper = _make_stream_wrapper(_STREAM_COHERE_MODEL)
+        events = [
+            _COHERE_TEXT_EVENT.format(text="1"),
+            _COHERE_TEXT_EVENT.format(text="2"),
+            _COHERE_TEXT_EVENT.format(text="3"),
+            _COHERE_TERMINAL_EVENT,
+        ]
+
+        with patch("time.time", side_effect=_ticking_clock()):
+            chunks = [wrapper.chunk_creator(event) for event in events]
+
+        assert len(chunks) == 4
+        assert len({chunk.id for chunk in chunks}) == 1
+        assert len({chunk.created for chunk in chunks}) == 1
+        assert {chunk.model for chunk in chunks} == {_STREAM_COHERE_MODEL}
+        assert [chunk.choices[0].delta.content for chunk in chunks[:3]] == ["1", "2", "3"]
+        assert chunks[-1].choices[0].finish_reason == "stop"
+        assert chunks[-1].choices[0].delta.content is None
+        assert wrapper._cohere_text_emitted is True
+
+    def test_id_is_pinned_to_the_wrapper_response_id(self):
+        wrapper = _make_stream_wrapper(_STREAM_GENERIC_MODEL)
+
+        first = wrapper.chunk_creator(_GENERIC_TEXT_EVENT.format(text="1"))
+
+        assert wrapper.response_id == first.id
+        assert wrapper.created == first.created
+
+
+class TestOCIStreamWrapperDoneSentinel:
+    """OCI's GENERIC apiFormat closes the stream with a literal `[DONE]` line;
+    parsing it as JSON turned every streaming completion into a 500."""
+
+    @pytest.mark.parametrize("done_event", ["data: [DONE]", "data:[DONE]", "data: [DONE] "])
+    def test_done_sentinel_returns_none(self, done_event):
+        wrapper = _make_stream_wrapper(_STREAM_GENERIC_MODEL)
+        assert wrapper.chunk_creator(done_event) is None
+
+    def test_done_sentinel_off_the_sse_splitter_is_skipped(self):
+        wrapper = _make_stream_wrapper(_STREAM_GENERIC_MODEL)
+        wire = (
+            f"{_GENERIC_TEXT_EVENT.format(text='1')}\n\n"
+            f"{_GENERIC_TEXT_EVENT.format(text='2')}\n\n"
+            f"{_GENERIC_TERMINAL_EVENT}\n\n"
+            "data: [DONE]\n\n"
+        )
+
+        events = list(_iter_sse_events(iter([wire])))
+        assert events[-1] == "data: [DONE]"
+
+        chunks = [wrapper.chunk_creator(event) for event in events]
+        assert chunks[-1] is None
+
+        emitted = [chunk for chunk in chunks if chunk is not None]
+        assert len(emitted) == 3
+        assert len({chunk.id for chunk in emitted}) == 1
+
+    def test_unparseable_payload_still_raises_oci_error(self):
+        from litellm.llms.oci.common_utils import OCIError
+
+        wrapper = _make_stream_wrapper(_STREAM_GENERIC_MODEL)
+        with pytest.raises(OCIError, match="Chunk cannot be parsed as JSON"):
+            wrapper.chunk_creator("data: not-json-at-all")
+
+    def test_done_lookalike_payload_still_raises_oci_error(self):
+        from litellm.llms.oci.common_utils import OCIError
+
+        wrapper = _make_stream_wrapper(_STREAM_GENERIC_MODEL)
+        with pytest.raises(OCIError, match="Chunk cannot be parsed as JSON"):
+            wrapper.chunk_creator("data: [DONE] trailing garbage")
+
+
+_GENERIC_TOOL_CALL_EVENT = (
+    'data: {"index":0,"message":{"role":"ASSISTANT","content":[],'
+    '"toolCalls":[{"type":"FUNCTION","id":"call_1","name":"get_weather","arguments":"{}"}]}}'
+)
+_GENERIC_TOOL_TERMINAL_EVENT = (
+    'data: {"index":0,"message":{"role":"ASSISTANT","content":[]},"finishReason":"TOOL_CALLS"}'
+)
+
+
+def _drain_stream(model: str, events: list[str]) -> list:
+    logging_obj = MagicMock()
+    logging_obj.model_call_details = {"custom_llm_provider": "oci", "litellm_params": {}}
+    wrapper = OCIStreamWrapper(
+        completion_stream=iter(events),
+        model=model,
+        custom_llm_provider="oci",
+        logging_obj=logging_obj,
+    )
+    return list(wrapper)
+
+
+class TestOCIStreamWrapperTerminalChunk:
+    """OCI's ``chunk_creator`` override bypasses the shared handler's
+    finish-reason bookkeeping, so the shared end-of-stream finalizer used to
+    append a synthetic ``stop`` chunk after OCI's own terminal chunk, silently
+    downgrading a ``tool_calls`` completion for any client that reads the
+    finish reason off the last chunk."""
+
+    def test_generic_tool_call_stream_ends_on_tool_calls(self):
+        chunks = _drain_stream(
+            _STREAM_GENERIC_MODEL,
+            [_GENERIC_TOOL_CALL_EVENT, _GENERIC_TOOL_TERMINAL_EVENT, "data: [DONE]"],
+        )
+
+        assert [chunk.choices[0].finish_reason for chunk in chunks] == [None, "tool_calls"]
+        assert len({chunk.id for chunk in chunks}) == 1
+
+    def test_generic_text_stream_emits_exactly_one_finish_reason(self):
+        chunks = _drain_stream(
+            _STREAM_GENERIC_MODEL,
+            [_GENERIC_TEXT_EVENT.format(text="1"), _GENERIC_TERMINAL_EVENT, "data: [DONE]"],
+        )
+
+        assert [chunk.choices[0].finish_reason for chunk in chunks] == [None, "stop"]
+
+    def test_cohere_stream_emits_exactly_one_finish_reason(self):
+        chunks = _drain_stream(
+            _STREAM_COHERE_MODEL,
+            [_COHERE_TEXT_EVENT.format(text="123"), _COHERE_TERMINAL_EVENT],
+        )
+
+        assert [chunk.choices[0].finish_reason for chunk in chunks] == [None, "stop"]
diff --git a/tests/test_litellm/llms/reducto/conftest.py b/tests/test_litellm/llms/reducto/conftest.py
new file mode 100644
index 00000000000..4ff3ab43006
--- /dev/null
+++ b/tests/test_litellm/llms/reducto/conftest.py
@@ -0,0 +1,11 @@
+from collections.abc import Generator
+
+import pytest
+
+from tests.test_litellm_rust.support.recording_server import RecordingServer, recording_service
+
+
+@pytest.fixture
+def reducto_server() -> Generator[RecordingServer]:
+    with recording_service() as server:
+        yield server
diff --git a/tests/test_litellm/llms/reducto/test_parse_legacy.py b/tests/test_litellm/llms/reducto/test_parse_legacy.py
index db19460baa3..252369cbd3d 100644
--- a/tests/test_litellm/llms/reducto/test_parse_legacy.py
+++ b/tests/test_litellm/llms/reducto/test_parse_legacy.py
@@ -1,7 +1,7 @@
-import json
+import pytest
 
 import litellm
-import pytest
+from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
 
 
 @pytest.fixture()
@@ -17,24 +17,28 @@ def disable_aiohttp_transport():
 
 
 @pytest.mark.asyncio
-async def test_parse_legacy_wraps_enhance_under_options(
-    disable_aiohttp_transport, respx_mock
-):
-    upload_route = respx_mock.post("https://platform.reducto.ai/upload").respond(
-        json={"file_id": "reducto://legacy.pdf"}
-    )
-    parse_route = respx_mock.post("https://platform.reducto.ai/parse").respond(
-        json={
-            "usage": {"num_pages": 1, "credits": 1},
-            "result": {
-                "chunks": [
-                    {
-                        "content": "Legacy parse",
-                        "blocks": [{"content": "Legacy parse", "bbox": {"page": 1}}],
-                    }
-                ]
-            },
-        }
+async def test_parse_legacy_wraps_enhance_under_options(disable_aiohttp_transport, reducto_server: RecordingServer):
+    reducto_server.expected_requests = 2
+    reducto_server.enqueue(ResponseSpec(body={"file_id": "reducto://legacy.pdf"}))
+    reducto_server.enqueue(
+        ResponseSpec(
+            body={
+                "usage": {"num_pages": 1, "credits": 1},
+                "result": {
+                    "chunks": [
+                        {
+                            "content": "Legacy parse",
+                            "blocks": [
+                                {
+                                    "content": "Legacy parse",
+                                    "bbox": {"page": 1},
+                                }
+                            ],
+                        }
+                    ]
+                },
+            }
+        )
     )
 
     response = await litellm.aocr(
@@ -45,13 +49,15 @@ async def test_parse_legacy_wraps_enhance_under_options(
             "mime_type": "application/pdf",
         },
         api_key="legacy-key",
-        api_base="https://platform.reducto.ai",
+        api_base=reducto_server.base_url,
         enhance={"agentic": [{"type": "table"}]},
     )
 
-    assert upload_route.called
-    assert parse_route.called
-    request_body = json.loads(parse_route.calls[0].request.read())
+    upload_request, parse_request = reducto_server.requests
+    assert upload_request.path == "/upload"
+    assert parse_request.path == "/parse"
+    assert isinstance(parse_request.body, dict)
+    request_body = parse_request.body
     assert request_body == {
         "document_url": "reducto://legacy.pdf",
         "options": {"enhance": {"agentic": [{"type": "table"}]}},
diff --git a/tests/test_litellm/llms/reducto/test_parse_v3.py b/tests/test_litellm/llms/reducto/test_parse_v3.py
index 140b9737dc0..0ebc0d926c4 100644
--- a/tests/test_litellm/llms/reducto/test_parse_v3.py
+++ b/tests/test_litellm/llms/reducto/test_parse_v3.py
@@ -1,7 +1,7 @@
-import json
+import pytest
 
 import litellm
-import pytest
+from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
 
 
 def _reducto_parse_response() -> dict:
@@ -68,15 +68,11 @@ def disable_aiohttp_transport():
 
 
 @pytest.mark.asyncio
-async def test_parse_v3_file_upload_and_response_mapping(
-    disable_aiohttp_transport, respx_mock
-):
-    upload_route = respx_mock.post("https://platform.reducto.ai/upload").respond(
-        json={"file_id": "reducto://uploaded.pdf"}
-    )
-    parse_route = respx_mock.post("https://platform.reducto.ai/parse").respond(
-        json=_reducto_parse_response()
-    )
+async def test_parse_v3_file_upload_and_response_mapping(disable_aiohttp_transport, reducto_server: RecordingServer):
+    reducto_server.expected_requests = 2
+    provider_response = _reducto_parse_response()
+    reducto_server.enqueue(ResponseSpec(body={"file_id": "reducto://uploaded.pdf"}))
+    reducto_server.enqueue(ResponseSpec(body=provider_response))
 
     response = await litellm.aocr(
         model="reducto/parse-v3",
@@ -86,25 +82,24 @@ async def test_parse_v3_file_upload_and_response_mapping(
             "mime_type": "application/pdf",
         },
         api_key="test-key",
-        api_base="https://platform.reducto.ai",
+        api_base=reducto_server.base_url,
         formatting={"table_output_format": "html"},
         retrieval={"chunk_mode": "section"},
         settings={"ocr_system": "standard"},
+        req_format="native",
     )
 
-    assert upload_route.called
-    assert parse_route.called
-    assert len(upload_route.calls) == 1
-    assert len(parse_route.calls) == 1
-
-    upload_request = upload_route.calls[0].request
+    upload_request, parse_request = reducto_server.requests
+    assert upload_request.path == "/upload"
+    assert parse_request.path == "/parse"
     assert upload_request.headers["authorization"] == "Bearer test-key"
     assert "application/json" not in upload_request.headers["content-type"]
-    upload_body = upload_request.read()
+    upload_body = upload_request.raw_body
     assert b'filename="document"' in upload_body
     assert b"application/pdf" in upload_body
 
-    parse_request_body = json.loads(parse_route.calls[0].request.read())
+    assert isinstance(parse_request.body, dict)
+    parse_request_body = parse_request.body
     assert parse_request_body["input"] == "reducto://uploaded.pdf"
     assert parse_request_body["formatting"] == {"table_output_format": "html"}
     assert parse_request_body["retrieval"] == {"chunk_mode": "section"}
@@ -119,19 +114,12 @@ async def test_parse_v3_file_upload_and_response_mapping(
     assert getattr(response.pages[0], "blocks")[0]["bbox"]["page"] == 1
     assert response.pages[1].markdown == "Page 2 block A"
     assert response.pages[2].markdown == "Page 3 block A"
-    assert response._hidden_params["reducto_raw"]["usage"]["credits"] == 3
+    assert response.get_provider_native_response() == provider_response
 
 
 @pytest.mark.asyncio
-async def test_parse_v3_reducto_id_passthrough_skips_upload(
-    disable_aiohttp_transport, respx_mock
-):
-    upload_route = respx_mock.post("https://platform.reducto.ai/upload").respond(
-        json={"file_id": "reducto://should-not-upload.pdf"}
-    )
-    parse_route = respx_mock.post("https://platform.reducto.ai/parse").respond(
-        json=_reducto_parse_response()
-    )
+async def test_parse_v3_reducto_id_passthrough_skips_upload(disable_aiohttp_transport, reducto_server: RecordingServer):
+    reducto_server.enqueue(ResponseSpec(body=_reducto_parse_response()))
 
     response = await litellm.aocr(
         model="reducto/parse-v3",
@@ -140,13 +128,36 @@ async def test_parse_v3_reducto_id_passthrough_skips_upload(
             "document_url": "reducto://already-uploaded.pdf",
         },
         api_key="test-key",
-        api_base="https://platform.reducto.ai",
+        api_base=reducto_server.base_url,
         retrieval={"chunk_mode": "section"},
     )
 
-    assert not upload_route.called
-    assert parse_route.called
-    parse_request_body = json.loads(parse_route.calls[0].request.read())
+    assert len(reducto_server.requests) == 1
+    parse_request = reducto_server.requests[0]
+    assert parse_request.path == "/parse"
+    assert isinstance(parse_request.body, dict)
+    parse_request_body = parse_request.body
     assert parse_request_body["input"] == "reducto://already-uploaded.pdf"
     assert parse_request_body["retrieval"]["chunk_mode"] == "section"
     assert response.pages[0].markdown.startswith("Page 1 block A")
+
+
+@pytest.mark.asyncio
+async def test_unknown_model_uses_current_protocol_without_local_rejection(
+    disable_aiohttp_transport, reducto_server: RecordingServer
+):
+    reducto_server.enqueue(ResponseSpec(body=_reducto_parse_response()))
+
+    response = await litellm.aocr(
+        model="reducto/future-parse-model",
+        document={
+            "type": "document_url",
+            "document_url": "reducto://already-uploaded.pdf",
+        },
+        api_key="test-key",
+        api_base=reducto_server.base_url,
+    )
+
+    assert reducto_server.requests[0].path == "/parse"
+    assert reducto_server.requests[0].body == {"input": "reducto://already-uploaded.pdf"}
+    assert response.model == "future-parse-model"
diff --git a/tests/test_litellm/llms/reducto/test_upload.py b/tests/test_litellm/llms/reducto/test_upload.py
index 4fae90436bb..adfc2663fb0 100644
--- a/tests/test_litellm/llms/reducto/test_upload.py
+++ b/tests/test_litellm/llms/reducto/test_upload.py
@@ -1,16 +1,16 @@
-import json
 import os
 from unittest.mock import AsyncMock, Mock
 
 import httpx
-import litellm
 import pytest
 
+import litellm
 from litellm.llms.reducto.common import (
     extract_file_id_or_bytes,
     upload_bytes_async,
     upload_bytes_sync,
 )
+from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
 
 
 @pytest.fixture()
@@ -28,7 +28,8 @@ def disable_aiohttp_transport(monkeypatch):
 
 
 @pytest.mark.asyncio
-async def test_parse_v3_rejects_plain_http_urls(disable_aiohttp_transport):
+async def test_parse_v3_rejects_plain_http_urls(disable_aiohttp_transport, reducto_server: RecordingServer):
+    reducto_server.expected_requests = 0
     with pytest.raises(litellm.BadRequestError, match="upload the file first"):
         await litellm.aocr(
             model="reducto/parse-v3",
@@ -37,29 +38,30 @@ async def test_parse_v3_rejects_plain_http_urls(disable_aiohttp_transport):
                 "document_url": "https://example.com/document.pdf",
             },
             api_key="test-key",
-            api_base="https://platform.reducto.ai",
+            api_base=reducto_server.base_url,
         )
 
 
 @pytest.mark.asyncio
 async def test_parse_v3_image_data_uri_upload_uses_image_mime(
-    disable_aiohttp_transport, respx_mock
+    disable_aiohttp_transport, reducto_server: RecordingServer
 ):
-    upload_route = respx_mock.post("https://custom.reducto.test/upload").respond(
-        json={"file_id": "reducto://uploaded-image.png"}
-    )
-    parse_route = respx_mock.post("https://custom.reducto.test/parse").respond(
-        json={
-            "usage": {"num_pages": 1, "credits": 1},
-            "result": {
-                "chunks": [
-                    {
-                        "content": "Image OCR",
-                        "blocks": [{"content": "Image OCR", "bbox": {"page": 1}}],
-                    }
-                ]
-            },
-        }
+    reducto_server.expected_requests = 2
+    reducto_server.enqueue(ResponseSpec(body={"file_id": "reducto://uploaded-image.png"}))
+    reducto_server.enqueue(
+        ResponseSpec(
+            body={
+                "usage": {"num_pages": 1, "credits": 1},
+                "result": {
+                    "chunks": [
+                        {
+                            "content": "Image OCR",
+                            "blocks": [{"content": "Image OCR", "bbox": {"page": 1}}],
+                        }
+                    ]
+                },
+            }
+        )
     )
 
     response = await litellm.aocr(
@@ -70,41 +72,43 @@ async def test_parse_v3_image_data_uri_upload_uses_image_mime(
             "mime_type": "image/png",
         },
         api_key="programmatic-key",
-        api_base="https://custom.reducto.test/",
+        api_base=f"{reducto_server.base_url}/",
     )
 
-    assert upload_route.called
-    assert parse_route.called
-    upload_request = upload_route.calls[0].request
+    upload_request, parse_request = reducto_server.requests
+    assert upload_request.path == "/upload"
+    assert parse_request.path == "/parse"
     assert upload_request.headers["authorization"] == "Bearer programmatic-key"
-    assert b"image/png" in upload_request.read()
+    assert b"image/png" in upload_request.raw_body
 
-    parse_request_body = json.loads(parse_route.calls[0].request.read())
-    assert parse_request_body["input"] == "reducto://uploaded-image.png"
+    assert isinstance(parse_request.body, dict)
+    assert parse_request.body["input"] == "reducto://uploaded-image.png"
     assert response.pages[0].markdown == "Image OCR"
 
 
 @pytest.mark.asyncio
-async def test_parse_v3_uses_programmatic_api_key_over_env(
-    disable_aiohttp_transport, respx_mock
-):
-    upload_route = respx_mock.post("https://platform.reducto.ai/upload").respond(
-        json={"file_id": "reducto://uploaded.pdf"}
-    )
-    parse_route = respx_mock.post("https://platform.reducto.ai/parse").respond(
-        json={
-            "usage": {"num_pages": 1, "credits": 1},
-            "result": {
-                "chunks": [
-                    {
-                        "content": "Programmatic auth",
-                        "blocks": [
-                            {"content": "Programmatic auth", "bbox": {"page": 1}}
-                        ],
-                    }
-                ]
-            },
-        }
+async def test_parse_v3_uses_programmatic_api_key_over_env(disable_aiohttp_transport, reducto_server: RecordingServer):
+    reducto_server.expected_requests = 2
+    reducto_server.enqueue(ResponseSpec(body={"file_id": "reducto://uploaded.pdf"}))
+    reducto_server.enqueue(
+        ResponseSpec(
+            body={
+                "usage": {"num_pages": 1, "credits": 1},
+                "result": {
+                    "chunks": [
+                        {
+                            "content": "Programmatic auth",
+                            "blocks": [
+                                {
+                                    "content": "Programmatic auth",
+                                    "bbox": {"page": 1},
+                                }
+                            ],
+                        }
+                    ]
+                },
+            }
+        )
     )
 
     await litellm.aocr(
@@ -115,11 +119,11 @@ async def test_parse_v3_uses_programmatic_api_key_over_env(
             "mime_type": "application/pdf",
         },
         api_key="passed-key",
-        api_base="https://platform.reducto.ai",
+        api_base=reducto_server.base_url,
     )
 
-    assert upload_route.calls[0].request.headers["authorization"] == "Bearer passed-key"
-    assert parse_route.calls[0].request.headers["authorization"] == "Bearer passed-key"
+    assert reducto_server.requests[0].headers["authorization"] == "Bearer passed-key"
+    assert reducto_server.requests[1].headers["authorization"] == "Bearer passed-key"
 
 
 def test_upload_bytes_sync_uses_shared_client(monkeypatch):
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index d2788408e09..101f6e6fa5d 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -5769,3 +5769,70 @@ def test_calculate_web_search_requests_counts_unique_queries():
 
     assert VertexGeminiConfig._calculate_web_search_requests([]) is None
     assert VertexGeminiConfig._calculate_web_search_requests([{"webSearchQueries": ["", ""]}]) is None
+
+
+@pytest.mark.parametrize("custom_llm_provider", ["gemini", "vertex_ai"])
+@pytest.mark.parametrize(
+    "model",
+    ["gemini-2.5-flash", "gemini-3-pro-preview"],
+    ids=["thinking_budget_mapper", "thinking_level_mapper"],
+)
+@pytest.mark.parametrize("reasoning_effort", ["banana", "xhigh"])
+def test_invalid_reasoning_effort_is_a_400_not_a_500(custom_llm_provider, model, reasoning_effort):
+    """Regression for #40474.
+
+    Both reasoning_effort mappers used to end their if/elif chain in a bare `ValueError`, which
+    `exception_type()` has no branch for, so it fell through to `APIConnectionError` and the proxy
+    answered a malformed client request with a retryable HTTP 500. `xhigh` is covered alongside the
+    nonsense value because it is a member of litellm's own `REASONING_EFFORT` literal, so callers
+    bridging from OpenAI-shaped code reach it without typing anything wrong.
+    """
+    from litellm.utils import get_optional_params
+
+    with pytest.raises(litellm.BadRequestError) as exc_info:
+        get_optional_params(
+            model=model,
+            custom_llm_provider=custom_llm_provider,
+            reasoning_effort=reasoning_effort,
+            drop_params=True,
+        )
+
+    assert exc_info.value.status_code == 400
+    message: Final = str(exc_info.value)
+    assert reasoning_effort in message
+    for supported in ("minimal", "low", "medium", "high", "none", "disable"):
+        assert supported in message
+
+
+@pytest.mark.parametrize("custom_llm_provider", ["gemini", "vertex_ai"])
+def test_invalid_reasoning_effort_surfaces_as_400_through_completion(custom_llm_provider):
+    """The same request through `completion()` must not come back as a retryable 500.
+
+    Needs no provider credentials: param mapping runs before any network call.
+    """
+    with pytest.raises(litellm.BadRequestError) as exc_info:
+        completion(
+            model=f"{custom_llm_provider}/gemini-3-pro-preview",
+            messages=[{"role": "user", "content": "hi"}],
+            reasoning_effort="banana",
+        )
+
+    assert exc_info.value.status_code == 400
+    assert not isinstance(exc_info.value, litellm.APIConnectionError)
+
+
+@pytest.mark.parametrize("model", ["gemini-2.5-flash", "gemini-3-pro-preview"])
+def test_supported_reasoning_efforts_still_map(model):
+    """Guards the fix against over-rejecting: every advertised value must still produce a config."""
+    from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+        SUPPORTED_REASONING_EFFORTS,
+    )
+
+    for effort in SUPPORTED_REASONING_EFFORTS:
+        result: Final = VertexGeminiConfig().map_openai_params(
+            non_default_params={"reasoning_effort": effort},
+            optional_params={},
+            model=model,
+            drop_params=False,
+        )
+        assert "thinkingConfig" in result
diff --git a/tests/test_litellm/models/test_models.py b/tests/test_litellm/models/test_models.py
index 9ae9b732066..aa6449c98dd 100644
--- a/tests/test_litellm/models/test_models.py
+++ b/tests/test_litellm/models/test_models.py
@@ -8,6 +8,7 @@ import pytest
 from pydantic import BaseModel, TypeAdapter
 
 from litellm.models.access_group import LiteLLM_AccessGroupTable
+from litellm.models.autorouter_session import LiteLLM_AutoRouterSession
 from litellm.models.budget import (
     LiteLLM_BudgetTable,
     LiteLLM_BudgetTableFull,
@@ -588,3 +589,35 @@ class TestManagedTables:
         )
         assert table.vector_store_id == "vs1"
         assert table.custom_llm_provider == "openai"
+
+
+class TestAutoRouterSession:
+    @staticmethod
+    def _row(baseline_models: dict) -> LiteLLM_AutoRouterSession:
+        return LiteLLM_AutoRouterSession(
+            api_key="k",
+            session_id="s",
+            router_name="auto",
+            router_type="complexity",
+            first_turn_at=datetime(2026, 9, 1, 12, 0, 0),
+            last_turn_at=datetime(2026, 9, 1, 12, 5, 0),
+            last_model="anthropic/claude-sonnet-5",
+            turns=3,
+            spend=0.14,
+            saved_spend=0.24,
+            classifier_cost=0.0,
+            tier_turns={},
+            baseline_models=baseline_models,
+        )
+
+    def test_the_baseline_label_is_the_one_most_turns_were_priced_against(self):
+        assert self._row({"anthropic/claude-opus-5": 2, "anthropic/claude-sonnet-5": 1}).baseline_model == (
+            "anthropic/claude-opus-5"
+        )
+
+    def test_a_tie_between_baselines_is_broken_deterministically(self):
+        assert self._row({"b-model": 1, "a-model": 1}).baseline_model == "b-model"
+        assert self._row({"a-model": 1, "b-model": 1}).baseline_model == "b-model"
+
+    def test_a_row_whose_turns_recorded_no_baseline_has_no_label(self):
+        assert self._row({}).baseline_model is None
diff --git a/tests/test_litellm/ocr/test_legacy.py b/tests/test_litellm/ocr/test_legacy.py
new file mode 100644
index 00000000000..4b0b78f5a0f
--- /dev/null
+++ b/tests/test_litellm/ocr/test_legacy.py
@@ -0,0 +1,259 @@
+import importlib
+from collections.abc import AsyncGenerator
+from datetime import datetime
+from io import BytesIO
+from typing import Final
+from unittest.mock import Mock
+
+import httpx
+import orjson
+import pytest
+
+import litellm
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.litellm_logging import Logging, use_custom_pricing_for_model
+from litellm.llms.base_llm.ocr.transformation import OCRPage, OCRResponse, OCRUsageInfo
+from litellm.llms.custom_httpx import llm_http_handler
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+from litellm.ocr.legacy import _prepare_ocr_request
+from litellm.rust_bridge import bindings, configuration
+from litellm.rust_bridge.ocr_lifecycle import NATIVE_OCR_LIFECYCLE
+
+
+@pytest.fixture
+async def provider(monkeypatch: pytest.MonkeyPatch) -> AsyncGenerator[Mock]:
+    configuration.reset_rust_configuration()
+    monkeypatch.setenv("LITELLM_RUST", "0")
+    monkeypatch.setattr(bindings, "get_native_bridge", Mock(side_effect=AssertionError("Rust must not load")))
+    handler: Final = Mock(
+        return_value=httpx.Response(
+            200,
+            json={
+                "pages": [{"index": 0, "markdown": "parsed document"}],
+                "model": "mistral-ocr-latest",
+                "usage_info": {"pages_processed": 1},
+            },
+        )
+    )
+    transport: Final = httpx.MockTransport(handler)
+    with httpx.Client(transport=transport) as sync_client:
+        async with httpx.AsyncClient(transport=transport) as async_client:
+            sync_handler: Final = HTTPHandler(client=sync_client)
+            async_handler: Final = AsyncHTTPHandler()
+            await async_handler.client.aclose()
+            async_handler.client = async_client
+            monkeypatch.setattr(llm_http_handler, "_get_httpx_client", lambda: sync_handler)
+            monkeypatch.setattr(llm_http_handler, "get_async_httpx_client", lambda llm_provider: async_handler)
+            yield handler
+    NATIVE_OCR_LIFECYCLE.reset()
+    configuration.reset_rust_configuration()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ["sync", "async", "sync_async"])
+@pytest.mark.parametrize("dispatch", ["disabled", "declined", "unavailable"])
+async def test_python_request_response_and_callbacks(
+    provider: Mock, monkeypatch: pytest.MonkeyPatch, mode: str, dispatch: str
+) -> None:
+    class Declined(Exception):
+        pass
+
+    if dispatch != "disabled":
+        monkeypatch.setenv("LITELLM_RUST", "1")
+        NATIVE_OCR_LIFECYCLE.override(Mock(side_effect=Declined()) if dispatch == "declined" else None)
+        main: Final = importlib.import_module("litellm.ocr.main")
+        monkeypatch.setattr(main, "native_exception_types", lambda: (Declined, RuntimeError))
+    logger: Final = Mock(spec=CustomLogger)
+    monkeypatch.setattr(litellm, "input_callback", [logger])
+    arguments: Final = {
+        "model": "mistral/mistral-ocr-latest",
+        "document": {"type": "file", "file": BytesIO(b"pdf"), "mime_type": "application/pdf"},
+        "api_key": "test-key",
+        "api_base": "https://ocr.test/v1",
+        "timeout": 7.0,
+        "pages": [0, 2],
+        "include_image_base64": True,
+        "extra_headers": {"x-test-header": "preserved"},
+    }
+
+    async def call() -> OCRResponse:
+        if mode == "async":
+            return await litellm.aocr(**arguments)
+        if mode == "sync_async":
+            from litellm.litellm_core_utils.litellm_logging import Logging
+
+            logging_obj: Final = Logging(
+                model=arguments["model"],
+                messages=[],
+                stream=False,
+                call_type="aocr",
+                start_time=datetime.now(),
+                litellm_call_id="test-call",
+                function_id="test-function",
+            )
+            return await litellm.ocr(**arguments, aocr=True, litellm_logging_obj=logging_obj)
+        return litellm.ocr(**arguments)
+
+    response: Final = await call()
+    assert response.pages[0].markdown == "parsed document"
+    assert response.usage_info.pages_processed == 1
+    assert provider.call_count == 1
+    request: Final = provider.call_args.args[0]
+    assert str(request.url) == "https://ocr.test/v1/ocr"
+    assert request.headers["authorization"] == "Bearer test-key"
+    assert request.headers["x-test-header"] == "preserved"
+    assert request.extensions["timeout"] == {"connect": 7.0, "read": 7.0, "write": 7.0, "pool": 7.0}
+    assert orjson.loads(request.content) == {
+        "model": "mistral-ocr-latest",
+        "document": {"type": "document_url", "document_url": "data:application/pdf;base64,cGRm"},
+        "pages": [0, 2],
+        "include_image_base64": True,
+    }
+    assert logger.log_pre_api_call.call_count == 1
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+async def test_python_provider_errors_keep_public_exception(provider: Mock, asynchronous: bool) -> None:
+    provider.return_value = httpx.Response(429, json={"error": "rate limited"})
+    arguments: Final = {
+        "model": "mistral/mistral-ocr-latest",
+        "document": {"type": "document_url", "document_url": "https://example.com/file.pdf"},
+        "api_key": "test-key",
+        "api_base": "https://ocr.test/v1",
+        "num_retries": 0,
+    }
+
+    async def call() -> object:
+        if asynchronous:
+            return await litellm.aocr(**arguments)
+        return litellm.ocr(**arguments)
+
+    with pytest.raises(litellm.RateLimitError) as error:
+        await call()
+    assert error.value.status_code == 429
+    assert error.value.model == "mistral-ocr-latest"
+    assert error.value.llm_provider == "mistral"
+    assert provider.call_count == 1
+
+
+def test_document_intelligence_environment_key_is_not_replaced_by_generic_azure_key(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    monkeypatch.setenv("AZURE_AI_API_KEY", "generic-key")
+    monkeypatch.setenv("AZURE_DOCUMENT_INTELLIGENCE_API_KEY", "document-key")
+    monkeypatch.setenv("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT", "https://document.example.com")
+    prepared: Final = _prepare_ocr_request(
+        model="azure_ai/doc-intelligence/prebuilt-layout",
+        document={"type": "document_url", "document_url": "https://example.com/file.pdf"},
+        api_key=None,
+        api_base=None,
+        timeout=None,
+        custom_llm_provider=None,
+        extra_headers=None,
+        kwargs={"litellm_logging_obj": Mock()},
+    )
+
+    assert prepared.api_key is None
+    headers: Final = prepared.provider_config.validate_environment(
+        headers={},
+        model=prepared.model,
+        api_key=prepared.api_key,
+        api_base=prepared.api_base,
+        litellm_params=prepared.litellm_params,
+    )
+    assert headers["Ocp-Apim-Subscription-Key"] == "document-key"
+
+
+def test_document_intelligence_explicit_connection_is_preserved(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("AZURE_AI_API_KEY", "generic-key")
+    monkeypatch.setenv("AZURE_AI_API_BASE", "https://generic.example.com")
+    prepared: Final = _prepare_ocr_request(
+        model="azure_ai/doc-intelligence/prebuilt-layout",
+        document={"type": "document_url", "document_url": "https://example.com/file.pdf"},
+        api_key="explicit-key",
+        api_base="https://document.example.com",
+        timeout=None,
+        custom_llm_provider=None,
+        extra_headers=None,
+        kwargs={"litellm_logging_obj": Mock()},
+    )
+
+    assert prepared.api_key == "explicit-key"
+    assert prepared.api_base == "https://document.example.com"
+
+
+def test_generic_azure_connection_still_applies_to_foundry_ocr(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("AZURE_AI_API_KEY", "generic-key")
+    monkeypatch.setenv("AZURE_AI_API_BASE", "https://generic.example.com")
+    prepared: Final = _prepare_ocr_request(
+        model="azure_ai/mistral-document-ai-2505",
+        document={"type": "document_url", "document_url": "https://example.com/file.pdf"},
+        api_key=None,
+        api_base=None,
+        timeout=None,
+        custom_llm_provider=None,
+        extra_headers=None,
+        kwargs={"litellm_logging_obj": Mock()},
+    )
+
+    assert prepared.api_key == "generic-key"
+    assert prepared.api_base == "https://generic.example.com"
+
+
+PRICING_OCR_MODEL: Final = "mistral/some-unmapped-ocr-model-for-testing"
+PRICING_DOCUMENT: Final = {"type": "document_url", "document_url": "https://example.com/doc.pdf"}
+
+
+def _pricing_logging_obj() -> Logging:
+    return Logging(
+        model=PRICING_OCR_MODEL,
+        messages=[],
+        stream=False,
+        call_type="ocr",
+        start_time=None,
+        litellm_call_id="test-ocr-request-pricing",
+        function_id="1234",
+    )
+
+
+def _prepare_with_pricing(kwargs: dict[str, object]) -> Logging:
+    logging_obj: Final = _pricing_logging_obj()
+    _prepare_ocr_request(
+        model=PRICING_OCR_MODEL,
+        document=dict(PRICING_DOCUMENT),
+        api_key="test-key",
+        api_base=None,
+        timeout=None,
+        custom_llm_provider=None,
+        extra_headers=None,
+        kwargs={"litellm_logging_obj": logging_obj, **kwargs},
+    )
+    return logging_obj
+
+
+def test_prepare_ocr_request_forwards_custom_pricing_to_logging_params() -> None:
+    logging_obj: Final = _prepare_with_pricing({"ocr_cost_per_page": 0.05, "ocr_cost_per_credit": 0.5})
+
+    assert logging_obj.litellm_params["ocr_cost_per_page"] == 0.05
+    assert logging_obj.litellm_params["ocr_cost_per_credit"] == 0.5
+    assert use_custom_pricing_for_model(logging_obj.litellm_params) is True
+
+
+def test_prepare_ocr_request_without_custom_pricing_leaves_logging_params_unpriced() -> None:
+    logging_obj: Final = _prepare_with_pricing({})
+
+    assert "ocr_cost_per_page" not in logging_obj.litellm_params
+    assert use_custom_pricing_for_model(logging_obj.litellm_params) is False
+
+
+def test_direct_ocr_call_bills_request_level_per_page_pricing() -> None:
+    assert PRICING_OCR_MODEL not in litellm.model_cost
+    logging_obj: Final = _prepare_with_pricing({"ocr_cost_per_page": 0.05})
+    response: Final = OCRResponse(
+        pages=[OCRPage(index=index, markdown=f"page {index}") for index in range(3)],
+        model=PRICING_OCR_MODEL,
+        usage_info=OCRUsageInfo(pages_processed=3),
+    )
+
+    assert logging_obj._response_cost_calculator(result=response) == pytest.approx(0.05 * 3)
diff --git a/tests/test_litellm/ocr/test_main.py b/tests/test_litellm/ocr/test_main.py
deleted file mode 100644
index de4b28dafdd..00000000000
--- a/tests/test_litellm/ocr/test_main.py
+++ /dev/null
@@ -1,65 +0,0 @@
-from typing import Final
-
-import pytest
-
-import litellm
-from litellm.litellm_core_utils.litellm_logging import Logging, use_custom_pricing_for_model
-from litellm.llms.base_llm.ocr.transformation import OCRPage, OCRResponse, OCRUsageInfo
-from litellm.ocr.main import _prepare_ocr_request
-
-OCR_MODEL: Final = "mistral/some-unmapped-ocr-model-for-testing"
-DOCUMENT: Final = {"type": "document_url", "document_url": "https://example.com/doc.pdf"}
-
-
-def _logging_obj() -> Logging:
-    return Logging(
-        model=OCR_MODEL,
-        messages=[],
-        stream=False,
-        call_type="ocr",
-        start_time=None,
-        litellm_call_id="test-ocr-request-pricing",
-        function_id="1234",
-    )
-
-
-def _prepare(kwargs: dict[str, object]) -> Logging:
-    logging_obj: Final = _logging_obj()
-    _prepare_ocr_request(
-        model=OCR_MODEL,
-        document=dict(DOCUMENT),
-        api_key="test-key",
-        api_base=None,
-        timeout=None,
-        custom_llm_provider=None,
-        extra_headers=None,
-        kwargs={"litellm_logging_obj": logging_obj, **kwargs},
-    )
-    return logging_obj
-
-
-def test_prepare_ocr_request_forwards_custom_pricing_to_logging_params() -> None:
-    logging_obj: Final = _prepare({"ocr_cost_per_page": 0.05, "ocr_cost_per_credit": 0.5})
-
-    assert logging_obj.litellm_params["ocr_cost_per_page"] == 0.05
-    assert logging_obj.litellm_params["ocr_cost_per_credit"] == 0.5
-    assert use_custom_pricing_for_model(logging_obj.litellm_params) is True
-
-
-def test_prepare_ocr_request_without_custom_pricing_leaves_logging_params_unpriced() -> None:
-    logging_obj: Final = _prepare({})
-
-    assert "ocr_cost_per_page" not in logging_obj.litellm_params
-    assert use_custom_pricing_for_model(logging_obj.litellm_params) is False
-
-
-def test_direct_ocr_call_bills_request_level_per_page_pricing() -> None:
-    assert OCR_MODEL not in litellm.model_cost
-    logging_obj: Final = _prepare({"ocr_cost_per_page": 0.05})
-    response: Final = OCRResponse(
-        pages=[OCRPage(index=index, markdown=f"page {index}") for index in range(3)],
-        model=OCR_MODEL,
-        usage_info=OCRUsageInfo(pages_processed=3),
-    )
-
-    assert logging_obj._response_cost_calculator(result=response) == pytest.approx(0.05 * 3)
diff --git a/tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py b/tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py
deleted file mode 100644
index 0c8b1cc2836..00000000000
--- a/tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py
+++ /dev/null
@@ -1,85 +0,0 @@
-"""
-Regression tests for Azure Document Intelligence api_base resolution in OCR.
-
-`azure_ai` exposes two OCR services on one provider; the `doc-intelligence`
-sub-route must resolve to `AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT`, not to the
-generic `AZURE_AI_API_BASE` fallback that `get_llm_provider` injects. These tests
-pin that routing and guard the backwards-compatibility contract that an explicitly
-supplied api_base is always honoured.
-"""
-
-from litellm.llms.azure_ai.ocr.common_utils import (
-    is_azure_document_intelligence_model,
-)
-from litellm.ocr.main import _prepare_ocr_request, _rust_bridge_api_base
-
-_DOC = {"type": "document_url", "document_url": "https://example.com/doc.pdf"}
-_DOC_INTELLIGENCE_ENDPOINT = "https://di.cognitiveservices.azure.com"
-_AZURE_AI_API_BASE = "https://generic-azure-ai.example.com"
-
-
-class _FakeLogging:
-    def update_from_kwargs(self, **kwargs: object) -> None:
-        return None
-
-
-def _resolve_secret(name: str) -> str | None:
-    return {
-        "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": _DOC_INTELLIGENCE_ENDPOINT,
-        "AZURE_AI_API_BASE": _AZURE_AI_API_BASE,
-    }.get(name)
-
-
-def _prepare(model: str, api_base: str | None):
-    return _prepare_ocr_request(
-        model=model,
-        document=dict(_DOC),
-        api_key="test-key",
-        api_base=api_base,
-        timeout=None,
-        custom_llm_provider=None,
-        extra_headers=None,
-        kwargs={"litellm_logging_obj": _FakeLogging()},
-    )
-
-
-class TestIsAzureDocumentIntelligenceModel:
-    def test_matches_doc_intelligence_route(self):
-        assert is_azure_document_intelligence_model("doc-intelligence/prebuilt-layout")
-
-    def test_matches_documentintelligence_and_is_case_insensitive(self):
-        assert is_azure_document_intelligence_model("azure_ai/DocumentIntelligence/x")
-
-    def test_does_not_match_mistral_route(self):
-        assert not is_azure_document_intelligence_model("mistral-document-ai-2505")
-
-
-class TestDocIntelligenceApiBaseResolution:
-    def test_generic_azure_ai_base_does_not_hijack_doc_intelligence(self, monkeypatch):
-        """Without an explicit api_base, the AZURE_AI_API_BASE fallback must not
-        overwrite the endpoint, so it resolves to the Document Intelligence one."""
-        monkeypatch.setenv("AZURE_AI_API_BASE", _AZURE_AI_API_BASE)
-        monkeypatch.delenv("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT", raising=False)
-
-        prepared = _prepare("azure_ai/doc-intelligence/prebuilt-layout", None)
-
-        assert prepared.api_base is None
-        assert _rust_bridge_api_base(prepared, _resolve_secret) == _DOC_INTELLIGENCE_ENDPOINT
-
-    def test_explicit_api_base_is_honoured_for_doc_intelligence(self, monkeypatch):
-        """A caller-supplied api_base must always win, even for doc-intelligence."""
-        monkeypatch.setenv("AZURE_AI_API_BASE", _AZURE_AI_API_BASE)
-
-        custom = "https://my-di.cognitiveservices.azure.com"
-        prepared = _prepare("azure_ai/doc-intelligence/prebuilt-layout", custom)
-
-        assert prepared.api_base == custom
-        assert _rust_bridge_api_base(prepared, _resolve_secret) == custom
-
-    def test_generic_azure_ai_base_still_applies_to_mistral_ocr(self, monkeypatch):
-        """Non doc-intelligence azure_ai models keep using AZURE_AI_API_BASE."""
-        monkeypatch.setenv("AZURE_AI_API_BASE", _AZURE_AI_API_BASE)
-
-        prepared = _prepare("azure_ai/mistral-document-ai-2505", None)
-
-        assert prepared.api_base == _AZURE_AI_API_BASE
diff --git a/tests/test_litellm/ocr/test_ocr_file_input.py b/tests/test_litellm/ocr/test_ocr_file_input.py
index feb98d14c03..3526d8c00d6 100644
--- a/tests/test_litellm/ocr/test_ocr_file_input.py
+++ b/tests/test_litellm/ocr/test_ocr_file_input.py
@@ -12,15 +12,32 @@ Tests that:
 import base64
 import os
 import tempfile
+from collections.abc import Generator
 from io import BytesIO
 from pathlib import Path
-from unittest.mock import AsyncMock, MagicMock
+from typing import Final
+from unittest.mock import AsyncMock, MagicMock, Mock
 
 import orjson
 import pytest
 from starlette.datastructures import FormData
 
-from litellm.ocr.main import convert_file_document_to_url_document, get_mime_type
+from litellm.ocr.input import convert_file_document_to_url_document, get_mime_type
+
+
+@pytest.fixture(autouse=True, params=["native", "disabled", "unavailable"])
+def document_runtime(request: pytest.FixtureRequest, monkeypatch: pytest.MonkeyPatch) -> Generator[None]:
+    from litellm.rust_bridge import bindings, configuration
+
+    configuration.reset_rust_configuration()
+    monkeypatch.delenv("LITELLM_RUST", raising=False)
+    if request.param == "disabled":
+        monkeypatch.setenv("LITELLM_RUST", "0")
+        monkeypatch.setattr(bindings, "get_native_bridge", Mock(side_effect=AssertionError("Rust is disabled")))
+    elif request.param == "unavailable":
+        monkeypatch.setattr(bindings, "get_native_bridge", lambda: None)
+    yield
+    configuration.reset_rust_configuration()
 
 
 class TestGetMimeType:
@@ -480,3 +497,37 @@ class TestProxySecurityGuard:
             "data:application/pdf;base64,"
         )
         assert result["model"] == "mistral/mistral-ocr-latest"
+
+
+@pytest.mark.asyncio
+async def test_proxy_upload_stops_reading_at_size_limit() -> None:
+    from starlette.datastructures import UploadFile
+
+    from litellm.ocr.input import get_max_file_bytes
+    from litellm.proxy.ocr_endpoints.endpoints import _parse_multipart_form
+
+    limit: Final = get_max_file_bytes()
+    with tempfile.TemporaryFile() as stream:
+        stream.truncate(limit * 2)
+        upload: Final = UploadFile(file=stream, filename="large.pdf")
+        request: Final = MagicMock(form=AsyncMock(return_value=FormData({"file": upload})))
+        with pytest.raises(ValueError, match="exceeds the size limit"):
+            await _parse_multipart_form(request)
+        assert stream.tell() == limit + 1
+
+
+@pytest.mark.asyncio
+async def test_proxy_upload_filename_is_only_metadata(tmp_path: Path) -> None:
+    from starlette.datastructures import UploadFile
+
+    from litellm.proxy.ocr_endpoints.endpoints import _parse_multipart_form
+
+    secret: Final = tmp_path / "secret.pdf"
+    secret.write_bytes(b"server secret")
+    upload: Final = UploadFile(file=BytesIO(b"uploaded bytes"), filename=str(secret))
+    request: Final = MagicMock(form=AsyncMock(return_value=FormData({"file": upload})))
+    result: Final = await _parse_multipart_form(request)
+    assert result["document"] == {
+        "type": "document_url",
+        "document_url": "data:application/pdf;base64,dXBsb2FkZWQgYnl0ZXM=",
+    }
diff --git a/tests/test_litellm/ocr/test_ocr_native_format.py b/tests/test_litellm/ocr/test_ocr_native_format.py
index 249fbda713e..4ad556f6941 100644
--- a/tests/test_litellm/ocr/test_ocr_native_format.py
+++ b/tests/test_litellm/ocr/test_ocr_native_format.py
@@ -1,75 +1,22 @@
 """
-Tests for the OCR `req_format` option in the SDK request path:
-providers that don't support a native response must reject it, and the Rust
-bridge (which only returns the normalized shape) must not serve native requests.
+Tests for the OCR `req_format` option in the SDK request path.
 """
 
-import dataclasses
-from unittest.mock import MagicMock
-
-import pytest
-
-import litellm
-from litellm.llms.azure_ai.ocr.cohere_parse_transformation import AzureAICohereParseConfig
-from litellm.llms.cohere.ocr.transformation import CohereParseConfig
-from litellm.ocr.main import _PreparedOCRRequest, _rust_ocr_supported
-
-DOCUMENT = {"type": "document_url", "document_url": "https://example.com/doc.pdf"}
+from litellm.rust_bridge import ocr as rust_ocr_bridge
 
 
-def _prepared(optional_params: dict[str, object]) -> _PreparedOCRRequest:
-    return _PreparedOCRRequest(
-        model="doc-intelligence/prebuilt-layout",
-        document=dict(DOCUMENT),
-        api_key="fake-key",
-        api_base="https://example.cognitiveservices.azure.com",
-        custom_llm_provider="azure_ai",
-        extra_headers=None,
-        provider_config=MagicMock(),
-        optional_params=optional_params,
-        litellm_params={},
-        effective_timeout=60.0,
-        litellm_logging_obj=MagicMock(),
+def test_rust_ocr_response_retains_provider_native_response():
+    provider_response = {"status": "succeeded", "analyzeResult": {"content": "native"}}
+    response = rust_ocr_bridge._response(
+        {
+            "pages": [],
+            "model": "prebuilt-layout",
+            "document_annotation": None,
+            "usage_info": {"pages_processed": 0},
+            "object": "ocr",
+            "provider_native_response": provider_response,
+        }
     )
 
-
-@pytest.mark.parametrize("optional_params", [{}, {"req_format": "litellm"}])
-def test_rust_ocr_serves_default_format(optional_params):
-    assert _rust_ocr_supported(_prepared(optional_params)) is True
-
-
-def test_rust_ocr_skipped_for_native_format():
-    assert _rust_ocr_supported(_prepared({"req_format": "native"})) is False
-
-
-@pytest.mark.parametrize("provider_config", [CohereParseConfig(), AzureAICohereParseConfig()])
-def test_rust_ocr_skipped_for_configs_without_bridge_support(provider_config):
-    prepared = dataclasses.replace(_prepared({}), provider_config=provider_config)
-
-    assert _rust_ocr_supported(prepared) is False
-
-
-@pytest.mark.asyncio
-async def test_native_format_rejected_for_provider_without_support_as_bad_request():
-    with pytest.raises(litellm.BadRequestError, match="not supported for provider") as exc_info:
-        await litellm.aocr(
-            model="mistral/mistral-ocr-latest",
-            document=DOCUMENT,
-            api_key="fake-key",
-            req_format="native",
-        )
-
-    assert exc_info.value.status_code == 400
-
-
-@pytest.mark.asyncio
-async def test_unknown_format_rejected_for_provider_without_support_as_bad_request():
-    with pytest.raises(litellm.BadRequestError, match="Invalid `req_format`") as exc_info:
-        await litellm.aocr(
-            model="mistral/mistral-ocr-latest",
-            document=DOCUMENT,
-            api_key="fake-key",
-            req_format="raw",
-        )
-
-    assert exc_info.value.status_code == 400
+    assert response.get_provider_native_response() == provider_response
+    assert response.model_dump().get("provider_native_response") is None
diff --git a/tests/test_litellm/ocr/test_rust_bridge.py b/tests/test_litellm/ocr/test_rust_bridge.py
deleted file mode 100644
index c34833221cc..00000000000
--- a/tests/test_litellm/ocr/test_rust_bridge.py
+++ /dev/null
@@ -1,866 +0,0 @@
-"""Tests for the optional Rust-backed OCR path."""
-
-import builtins
-import importlib
-import types
-from typing import Any
-
-import httpx
-import pytest
-
-import litellm
-from litellm.llms.base_llm.chat.transformation import BaseLLMException
-from litellm.llms.base_llm.ocr.transformation import OCRResponse
-from litellm.rust_bridge import configuration
-
-# `litellm/__init__.py` does `from .ocr.main import *`, which binds the `ocr`
-# function onto `litellm.ocr` and shadows the submodule, so import the modules
-# explicitly via importlib rather than attribute traversal.
-ocr_main = importlib.import_module("litellm.ocr.main")
-rust_bridge = importlib.import_module("litellm.rust_bridge.ocr")
-rust_bridge_bindings = importlib.import_module("litellm.rust_bridge.bindings")
-rust_bridge_loader = importlib.import_module("litellm.rust_bridge.loader")
-
-MODEL = "mistral/mistral-ocr-latest"
-DOCUMENT: dict[str, object] = {
-    "type": "document_url",
-    "document_url": "https://example.com/doc.pdf",
-}
-
-FAKE_OCR_RESPONSE: dict[str, object] = {
-    "pages": [{"index": 0, "markdown": "hello world"}],
-    "model": "mistral-ocr-2505-completion",
-    "document_annotation": None,
-    "usage_info": {"pages_processed": 1},
-    "object": "ocr",
-}
-
-
-class CapturedException(Exception):
-    pass
-
-
-class RustUpstreamError(Exception):
-    pass
-
-
-class RecordingBridge:
-    """A fake ``RustOcr`` callable that records the args it was handed."""
-
-    def __init__(self) -> None:
-        self.calls: list[dict[str, object]] = []
-
-    def __call__(
-        self,
-        model: str,
-        document: dict[str, object],
-        api_key: str | None,
-        api_base: str | None,
-        custom_llm_provider: str | None,
-        extra_headers: dict[str, object] | None,
-        optional_params: dict[str, object],
-        timeout_seconds: float | None,
-    ) -> dict[str, object]:
-        self.calls.append(
-            {
-                "model": model,
-                "document": document,
-                "api_key": api_key,
-                "api_base": api_base,
-                "custom_llm_provider": custom_llm_provider,
-                "extra_headers": extra_headers,
-                "optional_params": optional_params,
-                "timeout_seconds": timeout_seconds,
-            }
-        )
-        return dict(FAKE_OCR_RESPONSE)
-
-
-class RecordingAsyncBridge:
-    """A fake async ``RustAocr`` callable that records the args it was handed."""
-
-    def __init__(self) -> None:
-        self.calls: list[dict[str, object]] = []
-
-    async def __call__(
-        self,
-        model: str,
-        document: dict[str, object],
-        api_key: str | None,
-        api_base: str | None,
-        custom_llm_provider: str | None,
-        extra_headers: dict[str, object] | None,
-        optional_params: dict[str, object],
-        timeout_seconds: float | None,
-    ) -> dict[str, object]:
-        self.calls.append(
-            {
-                "model": model,
-                "document": document,
-                "api_key": api_key,
-                "api_base": api_base,
-                "custom_llm_provider": custom_llm_provider,
-                "extra_headers": extra_headers,
-                "optional_params": optional_params,
-                "timeout_seconds": timeout_seconds,
-            }
-        )
-        return dict(FAKE_OCR_RESPONSE)
-
-
-class RaisingBridge:
-    def __call__(
-        self,
-        model: str,
-        document: dict[str, object],
-        api_key: str | None,
-        api_base: str | None,
-        custom_llm_provider: str | None,
-        extra_headers: dict[str, object] | None,
-        optional_params: dict[str, object],
-        timeout_seconds: float | None,
-    ) -> dict[str, object]:
-        raise RuntimeError("bridge failed")
-
-
-class RaisingAsyncBridge:
-    async def __call__(
-        self,
-        model: str,
-        document: dict[str, object],
-        api_key: str | None,
-        api_base: str | None,
-        custom_llm_provider: str | None,
-        extra_headers: dict[str, object] | None,
-        optional_params: dict[str, object],
-        timeout_seconds: float | None,
-    ) -> dict[str, object]:
-        raise RuntimeError("bridge failed")
-
-
-class RecordingLogging:
-    """A spy standing in for ``LiteLLMLoggingObj`` to capture ``pre_call``."""
-
-    def __init__(self) -> None:
-        self.pre_call_kwargs: dict[str, object] | None = None
-
-    def pre_call(
-        self,
-        *,
-        input: str,
-        api_key: str | None,
-        additional_args: dict[str, object],
-    ) -> None:
-        self.pre_call_kwargs = {
-            "input": input,
-            "api_key": api_key,
-            "additional_args": additional_args,
-        }
-
-
-class FakeOCRConfig:
-    """A stand-in ``BaseOCRConfig`` that echoes the request it would build."""
-
-    def __init__(self, api_key_env_var: str = "MISTRAL_API_KEY") -> None:
-        self.api_key_env_var = api_key_env_var
-
-    def get_api_key_env_var(self) -> str:
-        return self.api_key_env_var
-
-    def validate_environment(
-        self,
-        *,
-        headers: dict[str, object],
-        model: str,
-        api_key: str | None,
-        api_base: str | None,
-        litellm_params: dict[str, object],
-    ) -> dict[str, object]:
-        return {"Authorization": f"Bearer {api_key}", **headers}
-
-    def get_complete_url(
-        self,
-        *,
-        api_base: str | None,
-        model: str,
-        optional_params: dict[str, object],
-        litellm_params: dict[str, object],
-    ) -> str:
-        return f"{api_base or 'https://api.mistral.ai/v1'}/ocr"
-
-    def get_error_class(self, error_message: str, status_code: int, headers: dict[str, str]) -> BaseLLMException:
-        return BaseLLMException(status_code=status_code, message=error_message, headers=headers)
-
-
-def build_prepared_request(
-    *,
-    logging_obj: RecordingLogging | None = None,
-    provider_config: FakeOCRConfig | None = None,
-    model: str = "mistral-ocr-latest",
-    document: dict[str, object] = DOCUMENT,
-    api_key: str | None = "sk-test",
-    api_base: str | None = None,
-    custom_llm_provider: str = "mistral",
-    extra_headers: dict[str, object] | None = None,
-    optional_params: dict[str, object] | None = None,
-    litellm_params: dict[str, object] | None = None,
-    timeout: float | httpx.Timeout | None = 12.5,
-) -> Any:
-    return ocr_main._PreparedOCRRequest(
-        model=model,
-        document=document,
-        api_key=api_key,
-        api_base=api_base,
-        custom_llm_provider=custom_llm_provider,
-        extra_headers=extra_headers,
-        provider_config=provider_config or FakeOCRConfig(),
-        optional_params=optional_params or {},
-        litellm_params=litellm_params or {},
-        effective_timeout=timeout,
-        litellm_logging_obj=logging_obj or RecordingLogging(),
-    )
-
-
-@pytest.fixture(autouse=True)
-def _reset_rust_flag():
-    """Keep the global toggle isolated between tests."""
-    rust_bridge._OCR.reset()
-    rust_bridge._AOCR.reset()
-    configuration.reset_rust_configuration()
-    rust_bridge_loader._cached_bridge = rust_bridge_loader._BRIDGE_SENTINEL
-    yield
-    rust_bridge._OCR.reset()
-    rust_bridge._AOCR.reset()
-    configuration.reset_rust_configuration()
-    rust_bridge_loader._cached_bridge = rust_bridge_loader._BRIDGE_SENTINEL
-
-
-@pytest.fixture
-def fake_bridge():
-    """Enable the Rust path with an injected recording bridge (no native wheel)."""
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-    return bridge
-
-
-@pytest.fixture
-def fake_async_bridge():
-    """Enable the async Rust path with an injected recording bridge."""
-    bridge = RecordingAsyncBridge()
-    litellm.rust(True)
-    rust_bridge._AOCR.override(bridge)
-    return bridge
-
-
-def test_load_rust_ocr_returns_injected_impl():
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-    assert rust_bridge.load_rust_ocr() is bridge
-
-
-def test_native_bridge_loader_returns_none_when_extension_absent(monkeypatch):
-    real_import = builtins.__import__
-
-    def fake_import(name, globals=None, locals=None, fromlist=(), level=0):
-        if name == "litellm.rust_bridge" and "_native" in fromlist:
-            raise ImportError
-        return real_import(name, globals, locals, fromlist, level)
-
-    monkeypatch.setattr(builtins, "__import__", fake_import)
-
-    assert rust_bridge_loader.get_native_bridge() is None
-
-
-def test_native_bridge_loader_caches_absent_extension(monkeypatch):
-    real_import = builtins.__import__
-    attempts = 0
-
-    def fake_import(name, globals=None, locals=None, fromlist=(), level=0):
-        nonlocal attempts
-        if name == "litellm.rust_bridge" and "_native" in fromlist:
-            attempts += 1
-            raise ImportError
-        return real_import(name, globals, locals, fromlist, level)
-
-    monkeypatch.setattr(builtins, "__import__", fake_import)
-
-    assert rust_bridge_loader.get_native_bridge() is None
-    assert rust_bridge_loader.get_native_bridge() is None
-    assert attempts == 1
-
-
-def test_native_bridge_loader_reset_forces_relookup(monkeypatch):
-    real_import = builtins.__import__
-    attempts = 0
-
-    def fake_import(name, globals=None, locals=None, fromlist=(), level=0):
-        nonlocal attempts
-        if name == "litellm.rust_bridge" and "_native" in fromlist:
-            attempts += 1
-            raise ImportError
-        return real_import(name, globals, locals, fromlist, level)
-
-    monkeypatch.setattr(builtins, "__import__", fake_import)
-
-    assert rust_bridge_loader.get_native_bridge() is None
-    rust_bridge_loader.reset_native_bridge_cache()
-    assert rust_bridge_loader.get_native_bridge() is None
-    assert attempts == 2
-
-
-def test_native_bridge_available_reflects_loader(monkeypatch):
-    fake_module = types.ModuleType("litellm.rust_bridge._native")
-    monkeypatch.setattr(rust_bridge_loader, "get_native_bridge", lambda: fake_module)
-
-    assert rust_bridge_loader.native_bridge_available() is True
-
-
-def test_load_rust_aocr_returns_injected_impl():
-    bridge = RecordingAsyncBridge()
-    litellm.rust(True)
-    rust_bridge._AOCR.override(bridge)
-    assert rust_bridge.load_rust_aocr() is bridge
-
-
-def test_toggle_without_ocr_arg_preserves_injected_impl():
-    """The public flag must not clobber an internal test binding."""
-    bridge = RecordingBridge()
-    async_bridge = RecordingAsyncBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-    rust_bridge._AOCR.override(async_bridge)
-
-    litellm.rust(False)
-    assert rust_bridge.load_rust_ocr() is bridge
-    assert rust_bridge.load_rust_aocr() is async_bridge
-    litellm.rust(True)
-    assert rust_bridge.load_rust_ocr() is bridge
-    assert rust_bridge.load_rust_aocr() is async_bridge
-
-
-def test_explicit_ocr_none_clears_injected_impl(monkeypatch):
-    monkeypatch.setattr(
-        rust_bridge_bindings,
-        "get_native_bridge",
-        lambda: None,
-    )
-    bridge = RecordingBridge()
-    async_bridge = RecordingAsyncBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-    rust_bridge._AOCR.override(async_bridge)
-
-    rust_bridge._OCR.override(None)
-    rust_bridge._AOCR.override(None)
-    assert rust_bridge.load_rust_ocr() is None
-    assert rust_bridge.load_rust_aocr() is None
-
-
-def test_load_rust_ocr_none_when_extension_absent(monkeypatch):
-    """With no injected impl and no compiled wheel, the loader returns None so the
-    caller degrades to the Python path instead of raising ImportError."""
-    monkeypatch.setattr(
-        rust_bridge_bindings,
-        "get_native_bridge",
-        lambda: None,
-    )
-    litellm.rust(True)  # no impl injected; extension isn't built in CI
-    assert rust_bridge.load_rust_ocr() is None
-    assert rust_bridge.load_rust_aocr() is None
-
-
-def test_load_rust_ocr_uses_compiled_extension(monkeypatch):
-    """With no injected impl but a packaged ``litellm.rust_bridge._native`` importable,
-    the loader returns the extension's ``ocr`` callable. The native wheel isn't
-    built in CI, so stand in a fake module via the bridge loader."""
-    fake_module = types.ModuleType("litellm.rust_bridge._native")
-    fake_module.ocr = lambda **kwargs: dict(FAKE_OCR_RESPONSE)  # type: ignore[attr-defined]
-    fake_module.aocr = lambda **kwargs: dict(FAKE_OCR_RESPONSE)  # type: ignore[attr-defined]
-    monkeypatch.setattr(
-        rust_bridge_bindings,
-        "get_native_bridge",
-        lambda: fake_module,
-    )
-
-    litellm.rust(True)  # enabled, no impl injected -> import the extension
-    assert rust_bridge.load_rust_ocr() is fake_module.ocr
-    assert rust_bridge.load_rust_aocr() is fake_module.aocr
-
-
-def test_timeout_to_seconds_handles_float_timeout_and_none():
-    assert rust_bridge._timeout_to_seconds(12.5) == 12.5
-    assert rust_bridge._timeout_to_seconds(None) is None
-    assert rust_bridge._timeout_to_seconds(httpx.Timeout(30.0, read=42.0)) == 42.0
-
-
-def test_bridge_wrapper_forwards_prepared_args_and_wraps_response():
-    bridge = RecordingBridge()
-
-    litellm.rust(True)
-
-    rust_bridge._OCR.override(bridge)
-    response = rust_bridge.ocr(
-        model="mistral-ocr-latest",
-        document=DOCUMENT,
-        api_key="sk-test",
-        api_base="https://proxy.internal",
-        custom_llm_provider="mistral",
-        extra_headers={"Authorization": "Bearer sk-test", "x-trace-id": "trace-1"},
-        optional_params={"include_image_base64": True, "pages": [0]},
-        timeout=12.5,
-    )
-
-    assert response == FAKE_OCR_RESPONSE
-    call = bridge.calls[0]
-    assert call == {
-        "model": "mistral-ocr-latest",
-        "document": DOCUMENT,
-        "api_key": "sk-test",
-        "api_base": "https://proxy.internal",
-        "custom_llm_provider": "mistral",
-        "extra_headers": {
-            "Authorization": "Bearer sk-test",
-            "x-trace-id": "trace-1",
-        },
-        "optional_params": {"include_image_base64": True, "pages": [0]},
-        "timeout_seconds": 12.5,
-    }
-
-
-@pytest.mark.asyncio
-async def test_bridge_wrapper_forwards_prepared_async_args_and_wraps_response():
-    bridge = RecordingAsyncBridge()
-
-    litellm.rust(True)
-
-    rust_bridge._AOCR.override(bridge)
-    response = await rust_bridge.aocr(
-        model="mistral-ocr-maas",
-        document=DOCUMENT,
-        api_key=None,
-        api_base=None,
-        custom_llm_provider="vertex_ai",
-        extra_headers=None,
-        optional_params={"vertex_project": "project-1"},
-        timeout=httpx.Timeout(30.0, read=42.0),
-    )
-
-    assert response == FAKE_OCR_RESPONSE
-    assert bridge.calls[0] == {
-        "model": "mistral-ocr-maas",
-        "document": DOCUMENT,
-        "api_key": None,
-        "api_base": None,
-        "custom_llm_provider": "vertex_ai",
-        "extra_headers": None,
-        "optional_params": {"vertex_project": "project-1"},
-        "timeout_seconds": 42.0,
-    }
-
-
-def test_run_rust_ocr_prepares_request_and_wraps_response():
-    bridge = RecordingBridge()
-    logging_obj = RecordingLogging()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    response = ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            logging_obj=logging_obj,
-            api_base="https://proxy.internal",
-            extra_headers={"x-trace-id": "trace-1"},
-            optional_params={"include_image_base64": True},
-            timeout=12.5,
-        ),
-        resolve_api_key=lambda _name: None,
-    )
-
-    assert isinstance(response, OCRResponse)
-    assert response.pages[0].markdown == "hello world"
-    assert bridge.calls[0] == {
-        "model": "mistral-ocr-latest",
-        "document": DOCUMENT,
-        "api_key": "sk-test",
-        "api_base": "https://proxy.internal",
-        "custom_llm_provider": "mistral",
-        "extra_headers": {
-            "Authorization": "Bearer sk-test",
-            "x-trace-id": "trace-1",
-        },
-        "optional_params": {"include_image_base64": True},
-        "timeout_seconds": 12.5,
-    }
-
-
-def test_rust_upstream_error_uses_ocr_provider_error_mapping():
-    error = RustUpstreamError(400, '{"message":"invalid model"}')
-
-    mapped = ocr_main._map_rust_ocr_error(
-        error,
-        build_prepared_request(),
-        (RuntimeError, RustUpstreamError),
-    )
-
-    assert isinstance(mapped, BaseLLMException)
-    assert mapped.status_code == 400
-    assert mapped.message == '{"message":"invalid model"}'
-
-
-def test_run_rust_ocr_resolves_key_via_secret_manager_when_missing():
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(api_key=None, timeout=None),
-        resolve_api_key=lambda name: "sk-from-vault" if name == "MISTRAL_API_KEY" else None,
-    )
-
-    assert bridge.calls[0]["api_key"] == "sk-from-vault"
-
-
-def test_run_rust_ocr_prefers_explicit_key_over_resolver():
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    def _resolver(name: str) -> str | None:
-        raise AssertionError(f"resolver should not be called for {name}")
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            api_key="sk-explicit",
-            timeout=None,
-        ),
-        resolve_api_key=_resolver,
-    )
-
-    assert bridge.calls[0]["api_key"] == "sk-explicit"
-
-
-def test_run_rust_ocr_uses_provider_api_key_env_var():
-    bridge = RecordingBridge()
-    resolver_calls = []
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    def _resolver(name):
-        resolver_calls.append(name)
-        return "sk-provider-env"
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            provider_config=FakeOCRConfig(api_key_env_var="PROVIDER_OCR_API_KEY"),
-            model="provider-ocr-model",
-            api_key=None,
-            timeout=None,
-        ),
-        resolve_api_key=_resolver,
-    )
-
-    assert resolver_calls == ["PROVIDER_OCR_API_KEY"]
-    assert bridge.calls[0]["api_key"] == "sk-provider-env"
-
-
-def test_prepare_rust_ocr_call_forwards_vertex_routing_metadata():
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            custom_llm_provider="vertex_ai",
-            model="mistral-ocr-maas",
-            litellm_params={
-                "vertex_project": "project-1",
-                "vertex_location": "us-central1",
-                "vertex_credentials": "redacted",
-            },
-            optional_params={"include_image_base64": True},
-            timeout=None,
-        ),
-        resolve_api_key=lambda _name: None,
-    )
-
-    assert bridge.calls[0]["optional_params"] == {
-        "include_image_base64": True,
-        "vertex_project": "project-1",
-        "vertex_location": "us-central1",
-    }
-
-
-def test_prepare_rust_ocr_call_resolves_vertex_routing_metadata_from_secret_manager():
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    def _resolver(name: str) -> str | None:
-        return {
-            "VERTEXAI_PROJECT": "project-from-secret",
-            "VERTEXAI_LOCATION": "us-east5",
-        }.get(name)
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            custom_llm_provider="vertex_ai",
-            model="mistral-ocr-maas",
-            timeout=None,
-        ),
-        resolve_api_key=_resolver,
-    )
-
-    assert bridge.calls[0]["optional_params"]["vertex_project"] == "project-from-secret"
-    assert bridge.calls[0]["optional_params"]["vertex_location"] == "us-east5"
-
-
-def test_prepare_rust_ocr_call_resolves_azure_ai_api_base_from_secret_manager():
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            custom_llm_provider="azure_ai",
-            model="pixtral-12b-2409",
-            api_base=None,
-            timeout=None,
-        ),
-        resolve_api_key=lambda name: "https://azure.example.com" if name == "AZURE_AI_API_BASE" else None,
-    )
-
-    assert bridge.calls[0]["api_base"] == "https://azure.example.com"
-
-
-def test_prepare_rust_ocr_call_resolves_document_intelligence_endpoint():
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            custom_llm_provider="azure_ai",
-            model="doc-intelligence/prebuilt-layout",
-            api_base=None,
-            timeout=None,
-        ),
-        resolve_api_key=lambda name: (
-            "https://document-intelligence.example.com" if name == "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT" else None
-        ),
-    )
-
-    assert bridge.calls[0]["api_base"] == "https://document-intelligence.example.com"
-
-
-def test_run_rust_ocr_runs_pre_call_logging():
-    logging_obj = RecordingLogging()
-    bridge = RecordingBridge()
-    litellm.rust(True)
-    rust_bridge._OCR.override(bridge)
-
-    ocr_main._run_rust_ocr(
-        prepared_request=build_prepared_request(
-            logging_obj=logging_obj,
-            api_base="https://api.mistral.ai/v1",
-            extra_headers={"x-trace-id": "trace-1"},
-            optional_params={"include_image_base64": True},
-            timeout=None,
-        ),
-        resolve_api_key=lambda _name: None,
-    )
-
-    assert logging_obj.pre_call_kwargs is not None
-    assert logging_obj.pre_call_kwargs["input"] == "OCR document processing"
-    additional_args = logging_obj.pre_call_kwargs["additional_args"]
-    complete_input = additional_args["complete_input_dict"]
-    assert complete_input["document"] == DOCUMENT
-    assert complete_input["include_image_base64"] is True
-    assert additional_args["api_base"] == "https://api.mistral.ai/v1/ocr"
-    assert additional_args["headers"] == {
-        "Authorization": "Bearer sk-test",
-        "x-trace-id": "trace-1",
-    }
-
-
-def test_ocr_routes_to_rust_when_enabled(fake_bridge):
-    response = litellm.ocr(
-        model=MODEL,
-        document=DOCUMENT,
-        api_key="sk-test",
-        extra_headers={"x-trace-id": "trace-1"},
-        include_image_base64=True,
-    )
-
-    assert isinstance(response, OCRResponse)
-    assert response.pages[0].markdown == "hello world"
-    assert len(fake_bridge.calls) == 1
-    call = fake_bridge.calls[0]
-    assert call["model"] == "mistral-ocr-latest"
-    assert call["document"] == DOCUMENT
-    assert call["api_key"] == "sk-test"
-    assert call["custom_llm_provider"] == "mistral"
-    assert call["extra_headers"] == {
-        "Authorization": "Bearer sk-test",
-        "x-trace-id": "trace-1",
-    }
-    assert call["optional_params"].get("include_image_base64") is True
-
-
-def test_ocr_routes_azure_ai_to_rust_when_enabled(fake_bridge):
-    response = litellm.ocr(
-        model="azure_ai/pixtral-12b-2409",
-        document=DOCUMENT,
-        api_key="sk-test",
-        api_base="https://example.services.ai.azure.com",
-    )
-
-    assert isinstance(response, OCRResponse)
-    assert len(fake_bridge.calls) == 1
-    assert fake_bridge.calls[0]["model"] == "pixtral-12b-2409"
-    assert fake_bridge.calls[0]["custom_llm_provider"] == "azure_ai"
-
-
-def test_ocr_rust_path_converts_file_document_before_bridge(fake_bridge):
-    response = litellm.ocr(
-        model=MODEL,
-        document={"type": "file", "file": b"%PDF-1.4", "mime_type": "application/pdf"},
-        api_key="sk-test",
-    )
-
-    assert isinstance(response, OCRResponse)
-    document = fake_bridge.calls[0]["document"]
-    assert document["type"] == "document_url"
-    assert document["document_url"].startswith("data:application/pdf;base64,")
-
-
-def test_ocr_exception_type_uses_resolved_provider_context(
-    monkeypatch: pytest.MonkeyPatch,
-):
-    captured: dict[str, object] = {}
-
-    def fake_exception_type(**kwargs: object) -> CapturedException:
-        captured.update(kwargs)
-        return CapturedException("wrapped")
-
-    monkeypatch.setattr(ocr_main.litellm, "exception_type", fake_exception_type)
-    litellm.rust(True)
-    rust_bridge._OCR.override(RaisingBridge())
-
-    with pytest.raises(CapturedException):
-        litellm.ocr(model=MODEL, document=DOCUMENT, api_key="sk-test")
-
-    assert captured["model"] == "mistral-ocr-latest"
-    assert captured["custom_llm_provider"] == "mistral"
-
-
-@pytest.mark.asyncio
-async def test_aocr_routes_to_async_rust_when_enabled(fake_async_bridge):
-    response = await litellm.aocr(
-        model=MODEL,
-        document=DOCUMENT,
-        api_key="sk-test",
-        extra_headers={"x-trace-id": "trace-1"},
-        include_image_base64=True,
-    )
-
-    assert isinstance(response, OCRResponse)
-    assert response.pages[0].markdown == "hello world"
-    assert len(fake_async_bridge.calls) == 1
-    call = fake_async_bridge.calls[0]
-    assert call["model"] == "mistral-ocr-latest"
-    assert call["document"] == DOCUMENT
-    assert call["api_key"] == "sk-test"
-    assert call["custom_llm_provider"] == "mistral"
-    assert call["extra_headers"] == {
-        "Authorization": "Bearer sk-test",
-        "x-trace-id": "trace-1",
-    }
-    assert call["optional_params"].get("include_image_base64") is True
-
-
-@pytest.mark.asyncio
-async def test_aocr_exception_type_uses_resolved_provider_context(
-    monkeypatch: pytest.MonkeyPatch,
-):
-    captured: dict[str, object] = {}
-
-    def fake_exception_type(**kwargs: object) -> CapturedException:
-        captured.update(kwargs)
-        return CapturedException("wrapped")
-
-    monkeypatch.setattr(ocr_main.litellm, "exception_type", fake_exception_type)
-    litellm.rust(True)
-    rust_bridge._AOCR.override(RaisingAsyncBridge())
-
-    with pytest.raises(CapturedException):
-        await litellm.aocr(model=MODEL, document=DOCUMENT, api_key="sk-test")
-
-    assert captured["model"] == "mistral-ocr-latest"
-    assert captured["custom_llm_provider"] == "mistral"
-
-
-def test_ocr_forwards_timeout_to_rust(fake_bridge):
-    """Caller-supplied timeout must flow into the Rust bridge so the fixed 600s
-    client ceiling doesn't silently override shorter deadlines."""
-    litellm.ocr(model=MODEL, document=DOCUMENT, api_key="sk-test", timeout=12.5)
-
-    assert fake_bridge.calls[0]["timeout_seconds"] == 12.5
-
-
-def test_ocr_passes_default_request_timeout_to_rust(fake_bridge):
-    litellm.ocr(model=MODEL, document=DOCUMENT, api_key="sk-test")
-
-    from litellm.constants import request_timeout
-
-    assert fake_bridge.calls[0]["timeout_seconds"] == float(request_timeout)
-
-
-def test_ocr_does_not_route_to_rust_when_disabled():
-    """With the flag off, the bridge must not be consulted even if an impl exists."""
-    bridge = RecordingBridge()
-    litellm.rust(False)
-    rust_bridge._OCR.override(bridge)
-    # The impl stays available for injection, but the disabled flag gates usage,
-    # so ocr() never reaches the Rust path (asserted via the enabled-path test).
-    assert bridge.calls == []
-
-
-def test_ocr_falls_back_to_python_when_bridge_unavailable(monkeypatch):
-    """Rust enabled but no bridge available (no injected impl, no compiled wheel):
-    ocr() must degrade to the Python HTTP handler instead of raising."""
-    monkeypatch.setattr(rust_bridge, "load_rust_ocr", lambda: None)
-    litellm.rust(True)  # enabled, but load_rust_ocr() returns None in CI
-
-    captured = {}
-
-    def fake_handler_ocr(**kwargs):
-        captured["called"] = True
-        return OCRResponse(pages=[], model="mistral-ocr-latest", object="ocr")
-
-    monkeypatch.setattr(ocr_main.base_llm_http_handler, "ocr", fake_handler_ocr)
-
-    response = litellm.ocr(model=MODEL, document=DOCUMENT, api_key="sk-test")
-
-    assert captured.get("called") is True  # Python path was used
-    assert isinstance(response, OCRResponse)
-
-
-def test_ocr_provider_configs_expose_api_key_env_vars():
-    from litellm.llms.azure_ai.ocr.document_intelligence.transformation import (
-        AzureDocumentIntelligenceOCRConfig,
-    )
-    from litellm.llms.azure_ai.ocr.transformation import AzureAIOCRConfig
-    from litellm.llms.base_llm.ocr.transformation import BaseOCRConfig
-    from litellm.llms.mistral.ocr.transformation import MistralOCRConfig
-    from litellm.llms.vertex_ai.ocr.deepseek_transformation import (
-        VertexAIDeepSeekOCRConfig,
-    )
-    from litellm.llms.vertex_ai.ocr.transformation import VertexAIOCRConfig
-
-    assert BaseOCRConfig().get_api_key_env_var() is None
-    assert MistralOCRConfig().get_api_key_env_var() == "MISTRAL_API_KEY"
-    assert AzureAIOCRConfig().get_api_key_env_var() == "AZURE_AI_API_KEY"
-    assert AzureDocumentIntelligenceOCRConfig().get_api_key_env_var() == "AZURE_DOCUMENT_INTELLIGENCE_API_KEY"
-    assert VertexAIOCRConfig().get_api_key_env_var() == "VERTEX_AI_API_KEY"
-    assert VertexAIDeepSeekOCRConfig().get_api_key_env_var() == "VERTEX_AI_API_KEY"
diff --git a/tests/test_litellm/passthrough/test_streaming_interrupt_spend_tracking.py b/tests/test_litellm/passthrough/test_streaming_interrupt_spend_tracking.py
index a88b0ef0c4b..5e13db9439b 100644
--- a/tests/test_litellm/passthrough/test_streaming_interrupt_spend_tracking.py
+++ b/tests/test_litellm/passthrough/test_streaming_interrupt_spend_tracking.py
@@ -34,6 +34,34 @@ class _ImmediateExecutor:
         fn(*args, **kwargs)
 
 
+class _RecordingCollector:
+    def __init__(self) -> None:
+        self.chunks: List[bytes] = []
+
+    def add(self, chunk: bytes) -> None:
+        self.chunks.append(chunk)
+
+    def build_logged_response(self, litellm_logging_obj: MagicMock) -> bytes:
+        return b"".join(self.chunks)
+
+
+class _FailingCollector(_RecordingCollector):
+    def add(self, chunk: bytes) -> None:
+        raise ValueError("bad frame")
+
+
+def _provider_config(collector: _RecordingCollector) -> MagicMock:
+    provider_config = MagicMock()
+    provider_config.create_stream_collector.return_value = collector
+    return provider_config
+
+
+def _spend_payload(flush_mock: MagicMock) -> bytes:
+    flush_mock.assert_called_once()
+    collector = flush_mock.call_args.kwargs["collector"]
+    return collector.build_logged_response(litellm_logging_obj=MagicMock())
+
+
 @pytest.mark.asyncio
 async def test_asyncpassthroughstreamingresponse_flushes_on_normal_completion():
     from litellm.passthrough.main import AsyncPassthroughStreamingResponse
@@ -48,13 +76,12 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_normal_completion():
         return mock_response
 
     mock_logging_obj = _make_logging_obj()
-    provider_config = MagicMock()
 
     received = []
     received_response = AsyncPassthroughStreamingResponse(
         response=response_coro(),
         litellm_logging_obj=mock_logging_obj,
-        provider_config=provider_config,
+        provider_config=_provider_config(_RecordingCollector()),
     )
 
     async for chunk in received_response:
@@ -67,12 +94,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_normal_completion():
 
     await asyncio.sleep(0)
 
-    mock_logging_obj.async_flush_passthrough_collected_chunks.assert_called_once()
-    call_kwargs = (
-        mock_logging_obj.async_flush_passthrough_collected_chunks.call_args.kwargs
-    )
-    assert call_kwargs["raw_bytes"] == chunks
-    assert call_kwargs["provider_config"] is provider_config
+    assert _spend_payload(mock_logging_obj.async_flush_passthrough_collected_chunks) == b"".join(chunks)
 
 
 @pytest.mark.asyncio
@@ -93,12 +115,11 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_client_disconnect():
         return mock_response
 
     mock_logging_obj = _make_logging_obj()
-    provider_config = MagicMock()
 
     gen = AsyncPassthroughStreamingResponse(
         response=response_coro(),
         litellm_logging_obj=mock_logging_obj,
-        provider_config=provider_config,
+        provider_config=_provider_config(_RecordingCollector()),
     )
 
     received = [await gen.__anext__()]
@@ -108,11 +129,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_client_disconnect():
 
     await asyncio.sleep(0)
 
-    mock_logging_obj.async_flush_passthrough_collected_chunks.assert_called_once()
-    call_kwargs = (
-        mock_logging_obj.async_flush_passthrough_collected_chunks.call_args.kwargs
-    )
-    assert call_kwargs["raw_bytes"] == [chunks[0]]
+    assert _spend_payload(mock_logging_obj.async_flush_passthrough_collected_chunks) == chunks[0]
 
 
 @pytest.mark.asyncio
@@ -178,14 +195,13 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_upstream_exception_w
         return mock_response
 
     mock_logging_obj = _make_logging_obj()
-    provider_config = MagicMock()
 
     received = []
     async def _drain():
         async for chunk in AsyncPassthroughStreamingResponse(
             response=response_coro(),
             litellm_logging_obj=mock_logging_obj,
-            provider_config=provider_config,
+            provider_config=_provider_config(_RecordingCollector()),
         ):
             received.append(chunk)
 
@@ -196,11 +212,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_upstream_exception_w
 
     await asyncio.sleep(0)
 
-    mock_logging_obj.async_flush_passthrough_collected_chunks.assert_called_once()
-    call_kwargs = (
-        mock_logging_obj.async_flush_passthrough_collected_chunks.call_args.kwargs
-    )
-    assert call_kwargs["raw_bytes"] == partial_chunks
+    assert _spend_payload(mock_logging_obj.async_flush_passthrough_collected_chunks) == b"".join(partial_chunks)
 
 
 def test_passthroughstreamingresponse_flushes_on_normal_completion():
@@ -221,12 +233,11 @@ def test_passthroughstreamingresponse_flushes_on_normal_completion():
 
     mock_logging_obj = MagicMock()
     mock_logging_obj.flush_passthrough_collected_chunks = MagicMock()
-    provider_config = MagicMock()
 
     received_responce = PassthroughStreamingResponse(
         response=mock_response,
         litellm_logging_obj=mock_logging_obj,
-        provider_config=provider_config,
+        provider_config=_provider_config(_RecordingCollector()),
     )
 
     with patch("litellm.utils.executor", _ImmediateExecutor()):
@@ -237,7 +248,7 @@ def test_passthroughstreamingresponse_flushes_on_normal_completion():
     assert received_responce.headers["content-type"] == "application/octet-stream"
     assert received_responce.headers["x-request-id"] == "req-123"
 
-    mock_logging_obj.flush_passthrough_collected_chunks.assert_called_once()
+    assert _spend_payload(mock_logging_obj.flush_passthrough_collected_chunks) == b"".join(chunks)
 
 
 def test_passthroughstreamingresponse_flushes_on_early_close():
@@ -258,19 +269,66 @@ def test_passthroughstreamingresponse_flushes_on_early_close():
 
     mock_logging_obj = MagicMock()
     mock_logging_obj.flush_passthrough_collected_chunks = MagicMock()
-    provider_config = MagicMock()
 
     with patch("litellm.utils.executor", _ImmediateExecutor()):
         gen = PassthroughStreamingResponse(
             response=mock_response,
             litellm_logging_obj=mock_logging_obj,
-            provider_config=provider_config,
+            provider_config=_provider_config(_RecordingCollector()),
         )
 
         first = next(gen)
         gen.close()
 
     assert first == chunks[0]
-    mock_logging_obj.flush_passthrough_collected_chunks.assert_called_once()
-    call_kwargs = mock_logging_obj.flush_passthrough_collected_chunks.call_args.kwargs
-    assert call_kwargs["raw_bytes"] == [chunks[0]]
+    assert _spend_payload(mock_logging_obj.flush_passthrough_collected_chunks) == chunks[0]
+
+
+@pytest.mark.asyncio
+async def test_asyncpassthroughstreamingresponse_relays_the_stream_when_spend_parsing_fails():
+    from litellm.passthrough.main import AsyncPassthroughStreamingResponse
+
+    chunks = [b"chunk-1", b"chunk-2", b"chunk-3"]
+    mock_response = _make_streaming_response(chunks)
+
+    async def response_coro():
+        return mock_response
+
+    mock_logging_obj = _make_logging_obj()
+
+    received = [
+        chunk
+        async for chunk in AsyncPassthroughStreamingResponse(
+            response=response_coro(),
+            litellm_logging_obj=mock_logging_obj,
+            provider_config=_provider_config(_FailingCollector()),
+        )
+    ]
+    await asyncio.sleep(0)
+
+    assert received == chunks
+    mock_logging_obj.async_flush_passthrough_collected_chunks.assert_not_called()
+
+
+def test_passthroughstreamingresponse_relays_the_stream_when_spend_parsing_fails():
+    from litellm.passthrough.main import PassthroughStreamingResponse
+
+    chunks = [b"a", b"b", b"c"]
+    mock_response = MagicMock(spec=httpx.Response)
+    mock_response.status_code = 200
+    mock_response.headers = httpx.Headers({"content-type": "application/octet-stream"})
+    mock_response.iter_bytes = lambda: iter(chunks)
+
+    mock_logging_obj = MagicMock()
+    mock_logging_obj.flush_passthrough_collected_chunks = MagicMock()
+
+    received = list(
+        PassthroughStreamingResponse(
+            response=mock_response,
+            litellm_logging_obj=mock_logging_obj,
+            provider_config=_provider_config(_FailingCollector()),
+        )
+    )
+
+    assert received == chunks
+    mock_logging_obj.flush_passthrough_collected_chunks.assert_not_called()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index e6c8d4ee039..c2f4f7163a0 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -9266,17 +9266,24 @@ def _agent_prisma(object_permission_id=None, side_effect=None):
 
 
 @contextlib.contextmanager
-def _entitlement_fault_globals(prisma_client=None):
+def _entitlement_fault_globals(prisma_client=None, user_api_key_cache=None):
     from litellm.caching.dual_cache import DualCache
 
     with (
         patch("litellm.proxy.proxy_server.prisma_client", prisma_client or MagicMock()),
-        patch("litellm.proxy.proxy_server.user_api_key_cache", DualCache()),
-        patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock()),
+        patch("litellm.proxy.proxy_server.user_api_key_cache", user_api_key_cache or DualCache()),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj", _proxy_logging_with_awaitable_hooks()),
     ):
         yield
 
 
+def _proxy_logging_with_awaitable_hooks():
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.service_logging_obj.async_service_success_hook = AsyncMock()
+    proxy_logging_obj.service_logging_obj.async_service_failure_hook = AsyncMock()
+    return proxy_logging_obj
+
+
 @pytest.mark.asyncio
 class TestEntitlementFaultSemantics:
     """Each entitlement level distinguishes two fault classes for a KEY-authenticated caller.
@@ -9412,6 +9419,71 @@ class TestEntitlementFaultSemantics:
         assert set(allowed) == {"srv1"}
 
 
+async def _cache_with_end_user(end_user_id, *, mcp_tool_permissions=None, object_permission_id=None):
+    """A real DualCache already holding the end user row, so ``get_end_user_object`` answers from
+    cache and no ``litellm.`` internal has to be patched. ``object_permission_id`` without a
+    permission body models a row that NAMES an entitlement the DB then fails to serve."""
+    from litellm.caching.dual_cache import DualCache
+    from litellm.models.end_user import LiteLLM_EndUserTable
+    from litellm.proxy.common_utils.user_api_key_cache import end_user_cache_key
+
+    cache = DualCache()
+    await cache.async_set_cache(
+        key=end_user_cache_key(end_user_id),
+        value=LiteLLM_EndUserTable(
+            user_id=end_user_id,
+            blocked=False,
+            object_permission_id=object_permission_id or ("op-eu" if mcp_tool_permissions else None),
+            object_permission=LiteLLM_ObjectPermissionTable(
+                object_permission_id="op-eu", mcp_tool_permissions=mcp_tool_permissions
+            )
+            if mcp_tool_permissions
+            else None,
+        ),
+    )
+    return cache
+
+
+@pytest.mark.asyncio
+class TestEndUserToolCeiling:
+    """The end user (customer) level narrows the TOOLS axis exactly as it narrows the servers axis,
+    so `object_permission.mcp_tool_permissions` on `/customer/new` is enforced, not just stored."""
+
+    async def test_end_user_tool_permissions_intersect_key_tools(self):
+        auth = _key_auth_reaching("srv1", tools=["tool_a", "tool_b"], end_user_id="eu-1")
+        cache = await _cache_with_end_user("eu-1", mcp_tool_permissions={"srv1": ["tool_a"]})
+        with _entitlement_fault_globals(user_api_key_cache=cache):
+            tools = await MCPRequestHandler.get_allowed_tools_for_server("srv1", auth)
+        assert tools == ["tool_a"]
+
+    async def test_end_user_tool_permissions_become_allowlist_when_key_is_unrestricted(self):
+        auth = _key_auth_reaching("srv1", end_user_id="eu-1")
+        cache = await _cache_with_end_user("eu-1", mcp_tool_permissions={"srv1": ["tool_a"]})
+        with _entitlement_fault_globals(user_api_key_cache=cache):
+            tools = await MCPRequestHandler.get_allowed_tools_for_server("srv1", auth)
+        assert tools == ["tool_a"]
+
+    async def test_end_user_tool_permissions_on_another_server_place_no_ceiling(self):
+        auth = _key_auth_reaching("srv1", tools=["tool_a", "tool_b"], end_user_id="eu-1")
+        cache = await _cache_with_end_user("eu-1", mcp_tool_permissions={"srv2": ["tool_z"]})
+        with _entitlement_fault_globals(user_api_key_cache=cache):
+            tools = await MCPRequestHandler.get_allowed_tools_for_server("srv1", auth)
+        assert sorted(tools) == ["tool_a", "tool_b"]
+
+    async def test_end_user_named_but_unloadable_permission_denies_tools(self):
+        auth = _key_auth_reaching("srv1", tools=["tool_a"], end_user_id="eu-1")
+        cache = await _cache_with_end_user("eu-1", object_permission_id="op-eu")
+        with _entitlement_fault_globals(user_api_key_cache=cache):
+            tools = await MCPRequestHandler.get_allowed_tools_for_server("srv1", auth)
+        assert tools == [], "an end-user entitlement we know exists but cannot read must deny its tools"
+
+    async def test_no_end_user_row_places_no_tool_ceiling(self):
+        auth = _key_auth_reaching("srv1", tools=["tool_a"], end_user_id="eu-1")
+        with _entitlement_fault_globals(user_api_key_cache=await _cache_with_end_user("someone-else")):
+            tools = await MCPRequestHandler.get_allowed_tools_for_server("srv1", auth)
+        assert tools == ["tool_a"]
+
+
 @pytest.mark.asyncio
 class TestScopedSessionAdmission:
     """LIT-4917: a session bearer sealed to one server (RFC 8707 resource at authorize)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_classify.py b/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_classify.py
index dc20d664a53..30107db4055 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_classify.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_classify.py
@@ -1,6 +1,9 @@
 """Classification matrix for upstream OAuth/DCR rejections: who is blamed depends only on the §5.2
 code and whose credentials the gateway presented, never on the upstream's HTTP status."""
 
+from typing import Final
+
+import pytest
 import httpx
 
 from litellm.proxy._experimental.mcp_server.faults.classify import (
@@ -12,6 +15,7 @@ from litellm.proxy._experimental.mcp_server.faults.types import (
     GatewayRejected,
     UpstreamProtocolFault,
     UpstreamReportedFault,
+    UpstreamRegistrationRefused,
 )
 
 
@@ -145,3 +149,28 @@ def test_dcr_server_error_code_is_not_blamed_on_caller():
         log_context="srv",
     )
     assert isinstance(fault, UpstreamReportedFault)
+
+
+@pytest.mark.parametrize("status_code", [401, 403])
+@pytest.mark.parametrize("body", ["Forbidden", '<html>private upstream details</html>', '{"error": ""}', '{"error": 12}'])
+def test_dcr_access_refusal_without_oauth_error(status_code: int, body: str) -> None:
+    fault: Final = classify_upstream_dcr_rejection(_response(status_code, text_body=body), log_context="srv")
+    assert isinstance(fault, UpstreamRegistrationRefused)
+    assert fault.status_code == status_code
+
+
+@pytest.mark.parametrize("status_code", [401, 403])
+def test_dcr_access_refusal_preserves_oauth_error(status_code: int) -> None:
+    fault: Final = classify_upstream_dcr_rejection(
+        _response(status_code, json_body={"error": "invalid_redirect_uri", "error_description": "not allowed"}),
+        log_context="srv",
+    )
+    assert fault == CallerRejected(code="invalid_redirect_uri", description="not allowed")
+
+
+@pytest.mark.parametrize("status_code", [401, 403])
+def test_token_access_refusal_remains_protocol_fault(status_code: int) -> None:
+    fault: Final = classify_upstream_token_rejection(
+        _response(status_code, text_body="Forbidden"), credential_source="gateway_stored", log_context="srv"
+    )
+    assert isinstance(fault, UpstreamProtocolFault)
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_render_oauth.py b/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_render_oauth.py
index 78513e315a7..a6807ae1454 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_render_oauth.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/faults/test_render_oauth.py
@@ -2,6 +2,9 @@
 code can never ship on a server-fault status and gateway-side faults never carry provider prose."""
 
 import json
+from typing import Final, Literal
+
+import pytest
 
 from litellm.proxy._experimental.mcp_server.faults.render_oauth import (
     dcr_fault_detail,
@@ -12,6 +15,7 @@ from litellm.proxy._experimental.mcp_server.faults.types import (
     GatewayRejected,
     UpstreamProtocolFault,
     UpstreamReportedFault,
+    UpstreamRegistrationRefused,
 )
 
 
@@ -94,3 +98,17 @@ def test_dcr_upstream_reported_fault_maps_to_5xx():
     status_code, detail = dcr_fault_detail(UpstreamReportedFault(code="server_error"))
     assert status_code == 502
     assert "internal error" in detail
+
+
+@pytest.mark.parametrize("upstream_status", [401, 403])
+def test_registration_refusal_gives_configuration_guidance(upstream_status: Literal[401, 403]) -> None:
+    fault: Final = UpstreamRegistrationRefused(status_code=upstream_status)
+    status, detail = dcr_fault_detail(fault)
+    assert status == 403
+    assert f"HTTP {upstream_status}" in detail
+    assert "may require a pre-registered OAuth client" in detail
+    assert "client_id" in detail and "client_secret" in detail
+    response: Final = render_token_fault(fault)
+    assert response.status_code == 400
+    assert json.loads(response.body) == {"error": "unauthorized_client", "error_description": detail}
+    assert response.headers["cache-control"] == "no-store"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_client_credentials.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_client_credentials.py
index 010e7e14d39..774cd022703 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_client_credentials.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_client_credentials.py
@@ -478,3 +478,47 @@ async def test_bearer_auth_advertises_the_header_it_will_occupy():
     assert ClientCredentialsBearerAuth("t", refetch, ClientCredentialsConfig()).header_name == "Authorization"
     default_carrier = ClientCredentialsConfig(header_name="esb-oauth")
     assert ClientCredentialsBearerAuth("t", refetch, default_carrier).header_name == "esb-oauth"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ["denied", "invalid", "missing", "success", "timeout", "connect", "cancel"])
+async def test_token_exchange_failure_diagnostics(mode, monkeypatch, caplog):
+    import asyncio
+    import logging
+    from litellm.llms.custom_httpx import http_handler
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.client_credentials import post_client_credentials_grant
+
+    class Poster:
+        async def post(self, url, headers, data):
+            request = httpx.Request("POST", url, headers=headers, data=data)
+            if mode == "timeout":
+                raise httpx.ReadTimeout("private-transport-message", request=request)
+            if mode == "connect":
+                raise httpx.ConnectError("private-transport-message", request=request)
+            if mode == "cancel":
+                raise asyncio.CancelledError
+            response = httpx.Response(401 if mode == "denied" else 200, request=request,
+                content=b"not-json-private" if mode == "invalid" else None,
+                json=None if mode == "invalid" else {"error": "invalid_client", "client_secret":"first second", **({"access_token":"private-token"} if mode == "success" else {})})
+            response.raise_for_status()
+            return response
+
+    monkeypatch.setattr(http_handler, "get_async_httpx_client", lambda **kwargs: Poster())
+    with caplog.at_level(logging.WARNING, logger="LiteLLM"):
+        if mode == "cancel":
+            with pytest.raises(asyncio.CancelledError):
+                await post_client_credentials_grant("https://idp/token", {}, {})
+            assert not caplog.text
+            return
+        result = await post_client_credentials_grant("https://idp/token?key=query-secret", {"client_secret":"first second"}, {"X-Custom":"header-secret"})
+    for secret in ("first", "second", "query-secret", "header-secret", "private-token", "not-json-private", "private-transport-message"):
+        assert secret not in caplog.text
+    if mode == "success":
+        assert isinstance(result, TokenEndpointSuccess) and result.body["access_token"] == "private-token"
+        assert not caplog.text
+    elif mode in {"timeout", "connect"}:
+        assert isinstance(result, TokenEndpointUnreachable)
+        assert "POST https://idp/ failed" in caplog.text
+    else:
+        assert "POST https://idp/ -> HTTP" in caplog.text
+        assert {"denied":"denied", "invalid":"invalid response", "missing":"no access token"}[mode] in caplog.text
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py
index 9f2feddb0e3..55accfb169d 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py
@@ -97,6 +97,88 @@ def unauthenticated_client():
 # ---------------------------------------------------------------------------
 
 
+@pytest.mark.parametrize("byok_first", [True, False])
+def test_byok_challenge_discovers_api_key_flow(monkeypatch, byok_first):
+    from litellm.proxy._experimental.mcp_server import byok_oauth_endpoints, discoverable_endpoints
+    from litellm.proxy._experimental.mcp_server.oauth_utils import get_byok_www_authenticate
+
+    monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+    monkeypatch.delenv("SERVER_ROOT_PATH", raising=False)
+    app = FastAPI()
+    routers = (byok_oauth_endpoints.router, discoverable_endpoints.router)
+    for item in routers if byok_first else reversed(routers):
+        app.include_router(item)
+    with TestClient(app) as session:
+        challenge = get_byok_www_authenticate()
+        assert challenge == 'Bearer resource_metadata="/v1/mcp/oauth/protected-resource"'
+        response = session.get(challenge.split('"')[1])
+        assert response.status_code == 200
+        assert response.json() == {
+            "resource": "http://testserver",
+            "authorization_servers": ["http://testserver/v1/mcp/oauth"],
+        }
+        authorization = session.get("/.well-known/oauth-authorization-server/v1/mcp/oauth")
+        assert authorization.status_code == 200
+        metadata = authorization.json()
+        assert metadata["issuer"] == response.json()["authorization_servers"][0]
+        assert metadata["authorization_endpoint"] == "http://testserver/v1/mcp/oauth/authorize"
+        assert metadata["token_endpoint"] == "http://testserver/v1/mcp/oauth/token"
+        assert metadata["code_challenge_methods_supported"] == ["S256"]
+
+
+@pytest.mark.parametrize(
+    ("base_url", "root_path", "expected"),
+    [
+        ("", "", "/v1/mcp/oauth/protected-resource"),
+        ("", "/proxy", "/proxy/v1/mcp/oauth/protected-resource"),
+        ("https://gateway.example.com/proxy", "/proxy", "https://gateway.example.com/proxy/v1/mcp/oauth/protected-resource"),
+    ],
+)
+def test_byok_challenge_preserves_external_base(monkeypatch, base_url, root_path, expected):
+    from litellm.proxy._experimental.mcp_server.oauth_utils import get_byok_www_authenticate
+
+    monkeypatch.setenv("PROXY_BASE_URL", base_url)
+    monkeypatch.setenv("SERVER_ROOT_PATH", root_path)
+    assert get_byok_www_authenticate() == f'Bearer resource_metadata="{expected}"'
+
+
+def test_byok_discovery_preserves_per_request_prefixes(monkeypatch):
+    from fastapi import FastAPI
+
+    from litellm.proxy._experimental.mcp_server.server import _check_byok_credential
+    from litellm.proxy.middleware.per_request_root_path_middleware import PerRequestRootPathMiddleware
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+    monkeypatch.delenv("SERVER_ROOT_PATH", raising=False)
+    monkeypatch.setenv("SERVER_ROOT_PATHS", "/tenant-a,/tenant-b")
+    app = FastAPI()
+    app.include_router(router)
+    app.add_middleware(PerRequestRootPathMiddleware, root_paths=("/tenant-a", "/tenant-b"))
+    server = MCPServer(server_id="byok-prefix", name="byok-prefix", transport=MCPTransport.http, is_byok=True)
+
+    @app.get("/challenge")
+    async def challenge():
+        await _check_byok_credential(server, None)
+
+    with TestClient(app) as client:
+        for prefix in ("/tenant-a", "/tenant-b", ""):
+            challenge_response = client.get(f"{prefix}/challenge")
+            assert challenge_response.status_code == 401
+            metadata_path = f"{prefix}/v1/mcp/oauth/protected-resource"
+            assert challenge_response.headers["www-authenticate"] == f'Bearer resource_metadata="{metadata_path}"'
+            prm = client.get(metadata_path)
+            assert prm.status_code == 200
+            issuer = f"http://testserver{prefix}/v1/mcp/oauth"
+            assert prm.json()["authorization_servers"] == [issuer]
+            asm = client.get(f"/.well-known/oauth-authorization-server{prefix}/v1/mcp/oauth")
+            assert asm.status_code == 200
+            assert asm.json()["issuer"] == issuer
+            assert asm.json()["authorization_endpoint"] == f"{issuer}/authorize"
+            assert asm.json()["token_endpoint"] == f"{issuer}/token"
+        assert client.get("/.well-known/oauth-authorization-server/unknown/v1/mcp/oauth").status_code == 404
+
+
 def test_oauth_authorization_server_metadata(client):
     resp = client.get("/.well-known/oauth-authorization-server")
     assert resp.status_code == 200
@@ -107,15 +189,6 @@ def test_oauth_authorization_server_metadata(client):
     assert "S256" in data["code_challenge_methods_supported"]
 
 
-def test_oauth_protected_resource_metadata(client):
-    resp = client.get("/.well-known/oauth-protected-resource")
-    assert resp.status_code == 200
-    data = resp.json()
-    assert "resource" in data
-    assert "authorization_servers" in data
-    assert len(data["authorization_servers"]) == 1
-
-
 # ---------------------------------------------------------------------------
 # Authorization GET endpoint
 # ---------------------------------------------------------------------------
@@ -501,7 +574,7 @@ async def test_check_byok_credential_no_user_id():
 
 
 @pytest.mark.asyncio
-async def test_check_byok_credential_missing_credential():
+async def test_check_byok_credential_missing_credential(monkeypatch):
     """BYOK server with a known user but no stored credential → 401."""
     from litellm.proxy._experimental.mcp_server.server import _check_byok_credential
     from litellm.proxy._types import UserAPIKeyAuth
@@ -515,6 +588,11 @@ async def test_check_byok_credential_missing_credential():
     )
     user_auth = UserAPIKeyAuth(user_id="user-99", api_key="sk-test")
 
+    from litellm.proxy._experimental.mcp_server import server as server_module
+
+    monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+    monkeypatch.delenv("SERVER_ROOT_PATH", raising=False)
+    monkeypatch.setattr(server_module, "_byok_cred_cache", {})
     mock_prisma = MagicMock()
 
     with (
@@ -526,6 +604,10 @@ async def test_check_byok_credential_missing_credential():
     ):
         with pytest.raises(HTTPException) as exc_info:
             await _check_byok_credential(server, user_auth)
+        with pytest.raises(HTTPException) as cached_exc:
+            await _check_byok_credential(server, user_auth)
+        assert cached_exc.value.status_code == 401
+        assert cached_exc.value.headers == exc_info.value.headers
 
     assert exc_info.value.status_code == 401
     detail: Any = exc_info.value.detail
@@ -533,7 +615,38 @@ async def test_check_byok_credential_missing_credential():
     assert detail["server_id"] == "byok-2"
     headers = exc_info.value.headers or {}
     assert "WWW-Authenticate" in headers  # type: ignore[operator]
-    assert "oauth-protected-resource" in headers["WWW-Authenticate"]  # type: ignore[index]
+    assert headers["WWW-Authenticate"] == 'Bearer resource_metadata="/v1/mcp/oauth/protected-resource"'
+
+
+@pytest.mark.asyncio
+async def test_execute_byok_tool_missing_credential_advertises_api_key_flow(monkeypatch):
+    from datetime import datetime, timezone
+
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+    from litellm.proxy import proxy_server
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    monkeypatch.setenv("PROXY_BASE_URL", "https://gateway.example.com/proxy")
+    monkeypatch.setattr(mcp_module, "_byok_cred_cache", {})
+    server = MCPServer(server_id="byok-discovery", name="byok-discovery", transport=MCPTransport.http, is_byok=True)
+    prisma = MagicMock()
+    prisma.db.litellm_mcpusercredentials.find_unique = AsyncMock(return_value=None)
+    monkeypatch.setattr(proxy_server, "prisma_client", prisma)
+    with pytest.raises(HTTPException) as exc_info:
+        await mcp_module.execute_mcp_tool(
+            name="list_regions",
+            arguments={},
+            allowed_mcp_servers=[server],
+            requested_server_id=server.server_id,
+            start_time=datetime.now(timezone.utc),
+            user_api_key_auth=UserAPIKeyAuth(user_id="byok-discovery-user"),
+        )
+    assert exc_info.value.status_code == 401
+    assert exc_info.value.detail["server_id"] == server.server_id
+    assert exc_info.value.headers == {
+        "WWW-Authenticate": 'Bearer resource_metadata="https://gateway.example.com/proxy/v1/mcp/oauth/protected-resource"'
+    }
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 5a99139a67f..9ea870d3210 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -3433,51 +3433,84 @@ async def test_oauth_protected_resource_gateway_managed_oauth2_advertises_gatewa
         global_mcp_server_manager.registry.clear()
 
 
+@pytest.mark.parametrize("server_count", [0, 1, 2])
+@pytest.mark.parametrize("byok_first", [True, False])
+@pytest.mark.parametrize(
+    ("base_url", "origin"),
+    [
+        ("https://gateway.example.com", "https://gateway.example.com"),
+        ("https://gateway.example.com/proxy", "https://gateway.example.com"),
+        ("http://[::1]:4000/proxy", "http://[::1]:4000"),
+    ],
+)
+def test_root_protected_resource_discovers_gateway(monkeypatch, server_count, byok_first, base_url, origin):
+    from fastapi import FastAPI
+    from fastapi.testclient import TestClient
+
+    from litellm.proxy._experimental.mcp_server import byok_oauth_endpoints, discoverable_endpoints
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager
+    from litellm.proxy._types import MCPTransport
+    from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+    monkeypatch.setenv("PROXY_BASE_URL", base_url)
+    monkeypatch.setattr(
+        global_mcp_server_manager,
+        "registry",
+        {
+            f"oauth_{index}": MCPServer(
+                server_id=f"oauth_{index}",
+                name=f"oauth_{index}",
+                server_name=f"oauth_{index}",
+                transport=MCPTransport.http,
+                auth_type=MCPAuth.oauth2,
+                authorization_url="https://idp.example.com/authorize",
+                token_url="https://idp.example.com/token",
+            )
+            for index in range(server_count)
+        },
+    )
+    app = FastAPI()
+    routers = (byok_oauth_endpoints.router, discoverable_endpoints.router)
+    for router in routers if byok_first else reversed(routers):
+        app.include_router(router)
+    with TestClient(app) as client:
+        response = client.get("/.well-known/oauth-protected-resource", params={"mcp_server_name": "oauth_0"})
+        assert response.status_code == 200
+        assert response.json() == {
+            "resource": origin,
+            "authorization_servers": [f"{base_url}/mcp"],
+            "scopes_supported": [],
+        }
+        authorization = client.get("/.well-known/oauth-authorization-server/mcp")
+        assert authorization.status_code == 200
+        metadata = authorization.json()
+        assert metadata["issuer"] == response.json()["authorization_servers"][0]
+        assert metadata["authorization_endpoint"] == f"{base_url}/authorize/mcp-session"
+        assert metadata["token_endpoint"] == f"{base_url}/token"
+        assert metadata["registration_endpoint"] == f"{base_url}/register"
+        aggregate = client.get("/.well-known/oauth-protected-resource/mcp")
+        assert aggregate.status_code == 200
+        assert aggregate.json()["resource"] == f"{base_url}/mcp"
+
+
 @pytest.mark.asyncio
-async def test_oauth_protected_resource_root_resolved_single_server_keeps_relay_as():
-    """The unnamed (bare-root) legacy shape resolves the single configured oauth2 server and
-    must keep advertising the per-server relay authorization server: only an EXPLICITLY
-    named request opts into the gateway-as-AS flow (LIT-4864), so pre-existing single-server
-    deployments discovering through the root document are byte-identical."""
-    try:
-        from fastapi import Request
+async def test_unnamed_protected_resource_builder_uses_gateway_origin(monkeypatch):
+    from fastapi import Request
 
-        from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
-            _build_oauth_protected_resource_response,
-        )
-        from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-            global_mcp_server_manager,
-        )
-        from litellm.proxy._types import MCPTransport
-        from litellm.types.mcp import MCPAuth
-        from litellm.types.mcp_server.mcp_server_manager import MCPServer
-    except ImportError:
-        pytest.skip("MCP discoverable endpoints not available")
-
-    only_server = MCPServer(
-        server_id="solo_mcp",
-        name="solo_mcp",
-        server_name="solo_mcp",
-        alias="solo_mcp",
-        transport=MCPTransport.http,
-        auth_type=MCPAuth.oauth2,
-        authorization_url="https://idp.example.com/authorize",
-        token_url="https://idp.example.com/oauth/token",
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        _build_oauth_protected_resource_response,
     )
 
-    mock_request = MagicMock(spec=Request)
-    mock_request.base_url = "https://litellm.example.com/"
-    mock_request.headers = {}
-
-    global_mcp_server_manager.registry.clear()
-    try:
-        global_mcp_server_manager.registry[only_server.server_id] = only_server
-        response = await _build_oauth_protected_resource_response(
-            request=mock_request, mcp_server_name=None, use_standard_pattern=False
-        )
-        assert response["authorization_servers"] == ["https://litellm.example.com/solo_mcp"]
-    finally:
-        global_mcp_server_manager.registry.clear()
+    monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+    request = Request(
+        {"type": "http", "scheme": "https", "server": ("gateway.example.com", 443), "path": "/", "headers": []}
+    )
+    response = await _build_oauth_protected_resource_response(request, None, False)
+    assert response == {
+        "resource": "https://gateway.example.com",
+        "authorization_servers": ("https://gateway.example.com/mcp",),
+        "scopes_supported": (),
+    }
 
 
 @pytest.mark.asyncio
@@ -4137,8 +4170,9 @@ async def test_discovery_root_does_not_expose_private_server_for_external_client
         assert "/test_oauth/" not in authorization_response["authorization_endpoint"]
         assert "/test_oauth/" not in authorization_response["token_endpoint"]
         assert authorization_response["scopes_supported"] == []
-        assert resource_response["authorization_servers"] == ["https://llm.example.com"]
-        assert resource_response["scopes_supported"] == []
+        assert tuple(resource_response["authorization_servers"]) == ("https://llm.example.com/mcp",)
+        assert resource_response["resource"] == "https://llm.example.com"
+        assert not resource_response["scopes_supported"]
     finally:
         global_mcp_server_manager.registry.clear()
 
@@ -7150,7 +7184,7 @@ async def test_extract_user_id_rehydrates_cross_replica_dict_cache(proxy_globals
 
     key = "sk-alice-key"
     cache = UserApiKeyCache()
-    cache.in_memory_cache.set_cache(hash_token(key), {"token": hash_token(key), "user_id": "alice"})
+    cache.set_cache(hash_token(key), {"token": hash_token(key), "user_id": "alice"})
     proxy_globals.user_api_key_cache = cache
     proxy_globals.prisma_client = object()
 
@@ -9014,7 +9048,7 @@ def test_aggregate_wellknown_routes_serve_gateway_metadata():
 
     assert asm.status_code == 200
     assert asm.json()["issuer"] == "http://testserver/mcp"
-    assert asm.json()["authorization_endpoint"] == "http://testserver/authorize"
+    assert asm.json()["authorization_endpoint"] == "http://testserver/authorize/mcp-session"
     assert "none" in asm.json()["token_endpoint_auth_methods_supported"]
 
 
@@ -9077,11 +9111,7 @@ def test_well_known_root_suffix_reflects_server_root_path():
 
 
 @pytest.mark.asyncio
-async def test_bare_origin_discovery_resolves_single_server_not_aggregate():
-    """The always-on aggregate front door must not change bare-origin discovery: with one
-    oauth2 server configured, the no-suffix /.well-known/oauth-{authorization-server,
-    protected-resource} still resolves THAT server, so an existing single-server deployment's
-    discovery is unchanged. The aggregate document lives only at the /mcp-suffixed routes."""
+async def test_root_resource_uses_gateway_without_changing_authorization_relay():
     from fastapi import Request
 
     from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
@@ -9105,10 +9135,10 @@ async def test_bare_origin_discovery_resolves_single_server_not_aggregate():
         resource_response = await _build_oauth_protected_resource_response(
             request=mock_request, mcp_server_name=None, use_standard_pattern=True
         )
-        # per-server, not aggregate: the single server's name is in the endpoints
         assert "/test_oauth/authorize" in authorization_response["authorization_endpoint"]
         assert authorization_response["issuer"] == "https://llm.example.com"
-        assert resource_response["authorization_servers"] == ["https://llm.example.com/test_oauth"]
+        assert tuple(resource_response["authorization_servers"]) == ("https://llm.example.com/mcp",)
+        assert resource_response["resource"] == "https://llm.example.com"
     finally:
         global_mcp_server_manager.registry.clear()
 
@@ -10640,7 +10670,7 @@ class TestPerRequestRootPathDiscovery:
 
         assert asm.status_code == 200
         assert asm.json()["issuer"] == "http://testserver/tenant-a/mcp"
-        assert asm.json()["authorization_endpoint"] == "http://testserver/tenant-a/authorize"
+        assert asm.json()["authorization_endpoint"] == "http://testserver/tenant-a/authorize/mcp-session"
 
         # The prefixed authorize URL routes to the real handler (not 404):
         # under per-request root_path the whole app is reachable per-prefix,
@@ -10799,6 +10829,68 @@ def _consent_flow_handle(page: str) -> str:
     return match.group(1)
 
 
+@pytest.mark.parametrize("redirect_uri", ["http://127.0.0.1:51234/callback", "https://client.example.com/callback"])
+@pytest.mark.parametrize("signed_in", [True, False])
+def test_root_discovery_origin_authorizes_mcp_session(monkeypatch, redirect_uri, signed_in):
+    from urllib.parse import parse_qs, urlparse
+
+    client, session_cookie, minted = _native_client_app(monkeypatch)
+    root = client.get("/.well-known/oauth-protected-resource")
+    assert root.status_code == 200
+    assert root.json()["resource"] == "http://testserver"
+    authorization = client.get("/.well-known/oauth-authorization-server/mcp")
+    assert authorization.status_code == 200
+    metadata = authorization.json()
+    registered = client.post(metadata["registration_endpoint"], json={"redirect_uris": [redirect_uri]})
+    assert registered.status_code == 201
+    if signed_in:
+        client.cookies.set("token", session_cookie)
+    response = client.get(
+        metadata["authorization_endpoint"],
+        params={
+            "response_type": "code",
+            "client_id": registered.json()["client_id"],
+            "redirect_uri": redirect_uri,
+            "state": "mcp-state",
+            "code_challenge": _s256("v" * 43),
+            "code_challenge_method": "S256",
+            "resource": root.json()["resource"],
+        },
+        follow_redirects=False,
+    )
+    assert response.status_code == 303
+    target = urlparse(response.headers["location"])
+    assert target.path == ("/ui/connect" if signed_in else "/sso/key/generate")
+    if signed_in:
+        flow = parse_qs(target.query)["connect_flow"][0]
+        described = client.get("/authorize/flow", params={"flow": flow})
+        assert described.status_code == 200
+        assert described.json()["state"] == "unscoped"
+    assert minted == []
+
+
+@pytest.mark.parametrize("valid_client", [True, False])
+def test_mcp_session_authorize_rejects_invalid_registration_or_pkce(monkeypatch, valid_client):
+    client, session_cookie, minted = _native_client_app(monkeypatch)
+    redirect_uri = "https://client.example.com/callback"
+    registered = client.post("/register", json={"redirect_uris": [redirect_uri]})
+    assert registered.status_code == 201
+    client.cookies.set("token", session_cookie)
+    response = client.get(
+        "/authorize/mcp-session",
+        params={
+            "client_id": registered.json()["client_id"] if valid_client else "unknown-client",
+            "redirect_uri": redirect_uri,
+            "response_type": "code",
+        },
+        follow_redirects=False,
+    )
+    assert response.status_code == 400
+    assert response.json()["error"] == ("invalid_request" if valid_client else "invalid_client")
+    assert "location" not in response.headers
+    assert minted == []
+
+
 def test_native_client_login_walks_discovery_consent_token_refresh_and_revoke(monkeypatch):
     """The whole ``lite login --pkce`` server side over the real router: a Go CLI reads the versioned
     discovery document, registers a loopback public client, the signed-in user consents to a team,
@@ -11141,3 +11233,144 @@ async def test_enforced_login_warms_verified_token_readable_without_database_loo
     assert token.identity_binding_proof == proof
     assert token.refresh_token is None
     read.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("upstream_status", [401, 403])
+@pytest.mark.parametrize("auth_type", [MCPAuth.true_passthrough, MCPAuth.oauth_delegate])
+@pytest.mark.parametrize("dcr_bridge", [False, True])
+@pytest.mark.parametrize("flow", ["register", "mint"])
+async def test_dcr_refusal_is_actionable_without_upstream_body(
+    upstream_status: int, auth_type: MCPAuth, dcr_bridge: bool, flow: str, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    import httpx
+    from typing import Final
+
+    from litellm.proxy._experimental.mcp_server.discoverable_endpoints import (
+        mint_ephemeral_dcr_client,
+        register_client_with_server,
+    )
+
+    server: Final = _bridge_server(
+        auth_type=auth_type, dcr_bridge=dcr_bridge, server_id=f"refused-{auth_type}-{dcr_bridge}-{flow}-{upstream_status}",
+        client_id=None,
+    )
+    import respx
+
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    with respx.mock as upstream:
+        registration: Final = upstream.post(server.registration_url).mock(
+            return_value=httpx.Response(upstream_status, text="Forbidden private upstream details")
+        )
+        operation: Final = (
+            mint_ephemeral_dcr_client(_bridge_mock_request(), server)
+            if flow == "mint"
+            else register_client_with_server(
+                request=_bridge_mock_request(), mcp_server=server, client_name="Test client",
+                grant_types=None, response_types=None, token_endpoint_auth_method=None,
+                client_redirect_uris=["http://localhost:9999/callback"],
+            )
+        )
+        with pytest.raises(HTTPException) as exc:
+            await operation
+        assert registration.call_count == 1
+    assert exc.value.status_code == 403
+    assert f"HTTP {upstream_status}" in str(exc.value.detail)
+    assert "pre-registered OAuth client" in str(exc.value.detail)
+    assert "private upstream details" not in str(exc.value.detail)
+
+
+@pytest.mark.parametrize("prefix", ["", "/tenant-a", "/tenant-b"])
+@pytest.mark.parametrize(
+    ("server_name", "pattern"),
+    [
+        ("issuer_test", "mcp/{server}"),
+        ("issuer_test", "{server}/mcp"),
+        ("issuer_test", "{server}"),
+        ("mcp", "mcp/{server}"),
+        ("mcp", "{server}/mcp"),
+    ],
+)
+def test_per_server_authorization_metadata_issuer_matches_discovery_path(
+    _no_proxy_base_url, _isolated_mcp_registry, prefix, server_name, pattern
+):
+    server = _create_oauth2_server(server_id=server_name, name=server_name, server_name=server_name, alias=server_name)
+    _isolated_mcp_registry[server.server_id] = server
+    client = _prefixed_discovery_client(["/tenant-a", "/tenant-b"])
+    path = pattern.format(server=server_name)
+    response = client.get(f"{prefix}/.well-known/oauth-authorization-server/{path}")
+    assert response.status_code == 200
+    metadata = response.json()
+    assert metadata["issuer"] == f"http://testserver{prefix}/{path}"
+    assert metadata["authorization_endpoint"] == f"http://testserver{prefix}/{server_name}/authorize"
+    assert metadata["token_endpoint"] == f"http://testserver{prefix}/{server_name}/token"
+    assert metadata["registration_endpoint"] == f"http://testserver{prefix}/{server_name}/register"
+
+
+@pytest.mark.parametrize("prefix", ["", "/tenant-a"])
+@pytest.mark.parametrize("relay", [False, True])
+@pytest.mark.parametrize("pattern", ["mcp/{server}", "{server}/mcp"])
+def test_named_resource_discovery_follows_matching_authorization_issuer(
+    _no_proxy_base_url, _isolated_mcp_registry, prefix, relay, pattern
+):
+    server = _create_oauth2_server().model_copy(update={"per_server_oauth_discovery": relay})
+    _isolated_mcp_registry[server.server_id] = server
+    client = _prefixed_discovery_client(["/tenant-a"])
+    path = pattern.format(server=server.server_name)
+    response = client.get(f"{prefix}/.well-known/oauth-protected-resource/{path}")
+    assert response.status_code == 200
+    resource = response.json()
+    issuer_path = server.server_name if relay else "mcp"
+    assert resource["resource"] == f"http://testserver{prefix}/{path}"
+    assert resource["authorization_servers"] == [f"http://testserver{prefix}/{issuer_path}"]
+    authorization = client.get(f"{prefix}/.well-known/oauth-authorization-server/{issuer_path}")
+    assert authorization.status_code == 200
+    assert authorization.json()["issuer"] == resource["authorization_servers"][0]
+
+
+def test_static_root_path_authorization_discovery_preserves_issuer(monkeypatch, tmp_path):
+    import subprocess
+    import sys
+
+    monkeypatch.setenv("SERVER_ROOT_PATH", "/gateway")
+    monkeypatch.setenv("PROXY_BASE_URL", "http://testserver/gateway")
+    monkeypatch.setenv("LITELLM_UI_PATH", str(tmp_path / "ui"))
+    result = subprocess.run(
+        [
+            sys.executable,
+            "-c",
+            """
+import json
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
+from litellm.proxy._experimental.mcp_server.discoverable_endpoints import router
+from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager
+from litellm.types.mcp import MCPAuth, MCPTransport
+from litellm.types.mcp_server.mcp_server_manager import MCPServer
+
+global_mcp_server_manager.registry['example'] = MCPServer(
+    server_id='example', name='example', server_name='example', alias='example',
+    transport=MCPTransport.http, auth_type=MCPAuth.oauth2,
+    authorization_url='https://idp.example.com/authorize', token_url='https://idp.example.com/token',
+)
+app = FastAPI(root_path='/gateway')
+app.include_router(router)
+with TestClient(app) as client:
+    responses = {
+        path: client.get('/.well-known/oauth-authorization-server/gateway/' + path)
+        for path in ('mcp/example', 'example/mcp', 'example', 'mcp')
+    }
+    print(json.dumps({path: {'status': response.status_code, 'body': response.json()}
+                      for path, response in responses.items()}))
+""",
+        ],
+        capture_output=True,
+        text=True,
+        check=True,
+        timeout=60,
+    )
+    responses = json.loads(result.stdout)
+    for path in ("mcp/example", "example/mcp", "example", "mcp"):
+        assert responses[path]["status"] == 200, responses[path]
+        assert responses[path]["body"]["issuer"] == f"http://testserver/gateway/{path}"
+    assert responses["example/mcp"]["body"]["token_endpoint"] == "http://testserver/gateway/example/token"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py
index 8aa4cfc5619..7c80ee77cd7 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py
@@ -6,6 +6,7 @@ import re
 from base64 import urlsafe_b64encode
 from datetime import datetime, timedelta, timezone
 from http.cookies import SimpleCookie
+from typing import Final
 from urllib.parse import parse_qs, urlparse
 
 import pytest
@@ -18,6 +19,7 @@ from litellm.proxy._experimental.mcp_server.gateway_dcr_flow import (
     GATEWAY_AUTH_CODE_PREFIX,
     GATEWAY_AUTH_CODE_TTL_SECONDS,
     MANUAL_DELIVERY_AUTH_CODE_TTL_SECONDS,
+    MAX_CLIENT_ID_LENGTH,
     ConsentTeam,
     MintedProxyCredential,
     _GatewayAuthCode,
@@ -53,6 +55,13 @@ from litellm.proxy._experimental.mcp_server.outbound_credentials.session_token i
 
 MASTER_KEY = "sk-gateway-dcr-flow-tests"
 REDIRECT_URI = "https://claude.ai/api/mcp/auth_callback"
+VSCODE_REDIRECT_URIS: Final = (
+    "https://insiders.vscode.dev/redirect",
+    "https://vscode.dev/redirect",
+    "http://127.0.0.1/",
+    "http://127.0.0.1:33418/",
+)
+MAX_LENGTH_REDIRECT_URIS: Final = tuple(f"https://client.example/{index}/".ljust(256, "a") for index in range(4))
 CODE_VERIFIER = "verifier-" + "v" * 43
 CODE_CHALLENGE = urlsafe_b64encode(hashlib.sha256(CODE_VERIFIER.encode("ascii")).digest()).rstrip(b"=").decode("ascii")
 
@@ -104,6 +113,58 @@ async def test_register_mints_stateless_public_client():
     assert record.redirect_uris == (REDIRECT_URI,)
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("redirect_uris", [VSCODE_REDIRECT_URIS, MAX_LENGTH_REDIRECT_URIS])
+async def test_register_four_callbacks_preserves_metadata(redirect_uris: tuple[str, ...]) -> None:
+    response: Final = await register_aggregate_client(
+        request=_request(path="/register", method="POST"),
+        request_body={
+            "client_name": "Visual Studio Code",
+            "client_uri": "https://code.visualstudio.com",
+            "grant_types": ["authorization_code", "refresh_token"],
+            "response_types": ["code"],
+            "redirect_uris": list(redirect_uris),
+            "token_endpoint_auth_method": "none",
+            "application_type": "native",
+        },
+    )
+    assert response.status_code == 201
+    body: Final = json.loads(response.body)
+    assert body["redirect_uris"] == list(redirect_uris)
+    assert body["token_endpoint_auth_method"] == "none"
+    assert "client_secret" not in body
+    assert len(body["client_id"]) <= MAX_CLIENT_ID_LENGTH
+    record: Final = open_gateway_dcr_client(body["client_id"])
+    assert record is not None
+    assert record.redirect_uris == redirect_uris
+
+
+@pytest.mark.asyncio
+async def test_register_rejects_five_valid_callbacks() -> None:
+    response: Final = await register_aggregate_client(
+        request=_request(path="/register", method="POST"),
+        request_body={"redirect_uris": [*VSCODE_REDIRECT_URIS, "http://127.0.0.1:33419/"]},
+    )
+    assert response.status_code == 400
+    assert json.loads(response.body) == {
+        "error": "invalid_redirect_uri",
+        "error_description": "redirect_uris must be a list of 1 to 4 URIs",
+    }
+
+
+@pytest.mark.asyncio
+async def test_register_four_callbacks_preserves_encoded_size_guard() -> None:
+    response: Final = await register_aggregate_client(
+        request=_request(path="/register", method="POST"),
+        request_body={"redirect_uris": [f"https://client.example/{index}/".ljust(256, "é") for index in range(4)]},
+    )
+    assert response.status_code == 400
+    assert json.loads(response.body) == {
+        "error": "invalid_client_metadata",
+        "error_description": "registered metadata is too large",
+    }
+
+
 @pytest.mark.asyncio
 async def test_register_allows_loopback_http_for_dev_clients():
     body = await _register(["http://localhost:6274/oauth/callback"])
@@ -162,7 +223,6 @@ async def test_register_rejects_userinfo_spoofed_origin():
         ["https://claude.ai/cb#fragment"],
         ["ftp://claude.ai/cb"],
         ["https://a.example.com/" + "p" * 300],
-        ["https://a.example.com/1", "https://a.example.com/2", "https://a.example.com/3", "https://a.example.com/4"],
         [12345],
     ],
 )
@@ -248,12 +308,14 @@ def _flow_cookie_from(response) -> tuple:
 
 
 @pytest.mark.asyncio
-async def test_full_walk_register_authorize_complete_token_and_replay():
+@pytest.mark.parametrize("redirect_uris", [(REDIRECT_URI,), VSCODE_REDIRECT_URIS, MAX_LENGTH_REDIRECT_URIS])
+async def test_full_walk_register_authorize_complete_token_and_replay(redirect_uris: tuple[str, ...]):
     """The whole front door on one deterministic walk: register -> authorize ->
     complete -> token, then the security edges on the same artifacts (user mismatch,
     PKCE mismatch, single-use replay, refresh rotation, cross-client refresh)."""
-    client_id = (await _register([REDIRECT_URI]))["client_id"]
-    authorize_response = _authorize(client_id, session_user_id="u1")
+    redirect_uri: Final = redirect_uris[-1]
+    client_id = (await _register(list(redirect_uris)))["client_id"]
+    authorize_response = _authorize(client_id, session_user_id="u1", redirect_uri=redirect_uri)
     handle, cookies = _flow_cookie_from(authorize_response)
 
     denied = await complete_connect_flow(
@@ -280,7 +342,7 @@ async def test_full_walk_register_authorize_complete_token_and_replay():
     )
     assert completed.status_code == 303
     redirect = urlparse(completed.headers["location"])
-    assert f"{redirect.scheme}://{redirect.netloc}{redirect.path}" == REDIRECT_URI
+    assert f"{redirect.scheme}://{redirect.netloc}{redirect.path}" == redirect_uri
     params = parse_qs(redirect.query)
     assert params["state"] == ["client-state-123"]
     code = params["code"][0]
@@ -293,7 +355,7 @@ async def test_full_walk_register_authorize_complete_token_and_replay():
             "request": _request("/token", method="POST"),
             "grant_type": "authorization_code",
             "code": code,
-            "redirect_uri": REDIRECT_URI,
+            "redirect_uri": redirect_uri,
             "client_id": client_id,
             "code_verifier": CODE_VERIFIER,
             "refresh_token": None,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_debug.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_debug.py
index 7d46bb0237a..b6535e6326a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_debug.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_debug.py
@@ -10,9 +10,13 @@ from starlette.types import Message
 
 from litellm.proxy._experimental.mcp_server.outbound_credentials.types import AuthResolution
 
+import httpx
+
 from litellm.proxy._experimental.mcp_server.mcp_debug import (
     MCP_DEBUG_REQUEST_HEADER,
     MCPDebug,
+    describe_upstream_http_failure,
+
     MCPAuthDiagnostics,
 )
 
@@ -206,6 +210,206 @@ class TestWrapSendWithDebugHeaders:
         assert captured[0] == body_msg
 
 
+class TestDescribeUpstreamHttpFailure:
+    @staticmethod
+    def _status_error(*, body: bytes, response_body: bytes | None = None) -> httpx.HTTPStatusError:
+        request = httpx.Request(
+            "POST",
+            "https://upstream.example/apis/mcp",
+            headers={"Authorization": "Bearer secret-token-abcdef0123456789", "Content-Type": "application/json" if body.startswith(b"{") else "application/x-www-form-urlencoded"},
+            content=body,
+        )
+        response = (
+            httpx.Response(500, request=request, content=response_body)
+            if response_body is not None
+            else httpx.Response(500, request=request, stream=httpx.ByteStream(b'{"error":"boom"}'))
+        )
+        return httpx.HTTPStatusError("500", request=request, response=response)
+
+    def test_includes_method_url_status_and_request_body(self):
+        exc = self._status_error(
+            body=b'{"method":"initialize","jsonrpc":"2.0","id":0}',
+            response_body=b'{"error":"boom"}',
+        )
+        described = describe_upstream_http_failure(exc)
+        assert described is not None
+        assert "POST https://upstream.example/ -> HTTP 500" in described
+        assert '{"method":"initialize"' in described
+        assert 'response body: {"error":"boom"}' in described
+
+    def test_masks_authorization_header_and_secret_body_fields(self):
+        exc = self._status_error(
+            body=b"grant_type=client_credentials&client_id=abc&client_secret=super-secret-value-1234",
+            response_body=b"{}",
+        )
+        described = describe_upstream_http_failure(exc)
+        assert described is not None
+        assert "secret-token-abcdef0123456789" not in described
+        assert "super-secret-value-1234" not in described
+        assert "client_id=abc" in described
+        assert "client_secret=" in described
+
+    def test_reports_unread_streamed_response_body(self):
+        described = describe_upstream_http_failure(self._status_error(body=b"{}"))
+        assert described is not None
+        assert "response body: (not read)" in described
+
+    def test_finds_response_behind_cause_chain(self):
+        wrapper = RuntimeError("token minting failed")
+        wrapper.__cause__ = self._status_error(body=b"{}", response_body=b'{"error":"invalid_client"}')
+        described = describe_upstream_http_failure(wrapper)
+        assert described is not None
+        assert "invalid_client" in described
+
+    def test_returns_none_without_http_response(self):
+        assert describe_upstream_http_failure(ConnectionError("refused")) is None
+
+
+@pytest.mark.parametrize("body", [
+    b'{"password":"first second","token":"demo-secret"}',
+    b'{"nested":[{"access_token":"first,second"}]}',
+    b'client%5Fsecret=first+second&token=demo-secret',
+])
+def test_failure_log_fully_redacts_structured_secrets(body):
+    request = httpx.Request("POST", "https://upstream/mcp?credential=query-secret",
+        headers={"X-Custom-Credential": "custom-secret"}, content=body)
+    response = httpx.Response(500, request=request, content=body)
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failure", request=request, response=response))
+    assert detail is not None
+    for secret in ("first", "second", "demo-secret", "custom-secret", "query-secret"):
+        assert secret not in detail
+
+
+def test_failure_log_omits_unstructured_body():
+    request = httpx.Request("POST", "https://upstream/mcp", content=b"arbitrary-secret")
+    response = httpx.Response(500, request=request, content=b"<html>arbitrary-secret</html>")
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failure", request=request, response=response))
+    assert detail is not None
+    assert "arbitrary-secret" not in detail
+    assert "omitted" in detail
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ["error", "empty", "large", "timeout", "read_failure", "closed", "success", "cancel"])
+async def test_error_capture_is_bounded_and_preserves_success_and_cancellation(mode):
+    from litellm.proxy._experimental.mcp_server.mcp_debug import capture_upstream_error_response
+
+    class Stream(httpx.AsyncByteStream):
+        def __init__(self):
+            self.reads = 0
+
+        async def __aiter__(self):
+            self.reads += 1
+            if mode == "timeout":
+                await asyncio.sleep(10)
+            if mode == "closed":
+                raise httpx.StreamClosed()
+            if mode == "read_failure":
+                raise httpx.ReadError("private-read-error")
+            if mode == "cancel":
+                raise asyncio.CancelledError
+            yield b"" if mode == "empty" else b'{"error":"missing_scope","password":"first second"}' if mode != "large" else b"x" * 20000
+
+    stream = Stream()
+    request = httpx.Request("POST", "https://upstream/mcp")
+    response = httpx.Response(200 if mode == "success" else 500, request=request, stream=stream)
+    if mode == "cancel":
+        with pytest.raises(asyncio.CancelledError):
+            await capture_upstream_error_response(response)
+        return
+    await capture_upstream_error_response(response)
+    if mode == "success":
+        assert stream.reads == 0
+        assert await response.aread() == b'{"error":"missing_scope","password":"first second"}'
+        return
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failure", request=request, response=response))
+    assert detail is not None
+    assert "first" not in detail and "second" not in detail and "private-read-error" not in detail
+    expected = {"empty": "(empty)", "error": "missing_scope", "large": "capture limit", "timeout": "read failed", "read_failure": "read failed", "closed":"read failed"}
+    assert expected[mode] in detail
+    if mode == "error":
+        assert await response.aread() == b'{"error":"missing_scope","password":"first second"}'
+
+
+@pytest.mark.parametrize("body", [b"", b'"scalar"', b'{"hint":"line1\\nline2"}', b'{"hint":"' + b'x' * 600 + b'"}'])
+def test_failure_preview_handles_empty_scalar_control_and_long_bodies(body):
+    request = httpx.Request("POST", "https://user:secret@upstream/mcp?key=private#private", content=body)
+    response = httpx.Response(500, request=request, content=body)
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failure", request=request, response=response))
+    assert detail is not None
+    assert "private" not in detail and "user:secret" not in detail and "\n" not in detail
+    if not body:
+        assert "(empty)" in detail
+    elif body.startswith(b'"'):
+        assert "omitted" in detail
+    elif len(body) > 512:
+        assert "truncated" in detail and len(detail) < 1300
+    else:
+        assert "line1\\nline2" in detail
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("slow_error", [False, True])
+async def test_error_capture_preserves_httpx_auth_retry(slow_error):
+    from litellm.proxy._experimental.mcp_server.mcp_debug import capture_upstream_error_response
+
+    class RetryAuth(httpx.Auth):
+        def auth_flow(self, request):
+            response = yield request
+            if response.status_code == 401:
+                request.headers["Authorization"] = "Bearer refreshed"
+                yield request
+
+    class SlowStream(httpx.AsyncByteStream):
+        async def __aiter__(self):
+            await asyncio.sleep(10)
+            yield b'{"error":"expired_token"}'
+
+    def upstream(request):
+        if request.headers.get("Authorization"):
+            return httpx.Response(200, json={"ok": True})
+        return httpx.Response(401, stream=SlowStream()) if slow_error else httpx.Response(401, json={"error":"expired_token"})
+
+    async with httpx.AsyncClient(transport=httpx.MockTransport(upstream), auth=RetryAuth(),
+            event_hooks={"response":[capture_upstream_error_response]}) as client:
+        response = await client.get("https://upstream/mcp")
+    assert response.status_code == 200 and response.json() == {"ok":True}
+    if slow_error:
+        assert response.history[0].content == b""
+    else:
+        assert response.history[0].json() == {"error":"expired_token"}
+
+
+def test_failure_diagnostics_without_request_and_with_streamed_request():
+    response = httpx.Response(503)
+    exc = httpx.HTTPStatusError("failed", request=httpx.Request("GET", "https://upstream"), response=response)
+    assert describe_upstream_http_failure(exc) == "HTTP 503 | request unavailable"
+    request = httpx.Request("POST", "https://upstream", content=iter((b"private-body",)))
+    response = httpx.Response(503, request=request)
+    described = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert described is not None and "streamed, not captured" in described and "private-body" not in described
+
+
+
+def test_deep_error_body_is_bounded_without_exposing_nested_values():
+    body = b'{"nested":' * 18 + b'{"password":"hidden-value"}' + b'}' * 18
+    request = httpx.Request("POST", "https://upstream/mcp", content=body)
+    response = httpx.Response(500, request=request, content=body)
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failure", request=request, response=response))
+    assert detail is not None and "hidden-value" not in detail
+    assert "nested" in detail and "REDACTED" in detail
+
+
+@pytest.mark.parametrize("body", [b'client%5Fsecret=first+second&client_id=visible', b'client_secret=first%26second&client_id=visible'])
+def test_encoded_form_credentials_are_decoded_before_redaction(body):
+    request = httpx.Request("POST", "https://upstream/token", content=body,
+        headers={"Content-Type":"application/x-www-form-urlencoded"})
+    response = httpx.Response(400, request=request, content=body,
+        headers={"Content-Type":"application/x-www-form-urlencoded"})
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failure", request=request, response=response))
+    assert detail is not None and "client_id=visible" in detail
+    assert "first" not in detail and "second" not in detail
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize("source", tuple(AuthResolution))
 @pytest.mark.parametrize("method", ("GET", "DELETE", "POST"))
@@ -291,3 +495,99 @@ async def test_concurrent_mcp_messages_record_on_their_own_http_scope() -> None:
     await asyncio.gather(record(first, AuthResolution.stored_user_token), record(second, AuthResolution.per_request_header))
     assert first.resolution() == "stored-user-token"
     assert second.resolution() == "per-request-header"
+
+
+@pytest.mark.parametrize("source", ["header", "bearer", "basic", "cookie", "query", "form", "json"])
+def test_reflected_credentials_are_removed_from_normal_response_fields(source):
+    import base64
+
+    secret = "generic-credential-123"
+    headers = {"X-Custom":secret} if source == "header" else {"Authorization":"Bearer " + secret} if source == "bearer" else {"Authorization":"Basic " + base64.b64encode(("client:" + secret).encode()).decode()} if source == "basic" else {"Cookie":"session=" + secret} if source == "cookie" else {}
+    request = httpx.Request("POST", "https://upstream/token" + ("?credential=" + secret if source == "query" else ""),
+        headers=headers, data={"client_secret":secret} if source == "form" else None,
+        json={"nested":{"client_secret":secret}} if source == "json" else None)
+    response = httpx.Response(401, request=request, json={"error":"invalid_client", "error_description":"Rejected " + secret})
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert detail is not None and "invalid_client" in detail
+    assert secret not in detail and "REDACTED" in detail
+
+
+
+@pytest.mark.parametrize("secret", ['value"with\ncharacters€', "R"])
+def test_reflected_values_are_redacted_before_truncation_without_expanding_replacements(secret):
+    request = httpx.Request("POST", "https://upstream/token", json={"client_secret":secret})
+    response = httpx.Response(401, request=request, json={"error":"invalid_client", "detail":"x" * 460 + secret})
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert detail is not None and "invalid_client" in detail
+    assert "value" not in detail and "characters" not in detail and len(detail) < 1400
+
+
+@pytest.mark.parametrize("headers", [{"Authorization":"Basic !!!"}, {"Cookie":"bad@key=opaque"}])
+def test_malformed_auth_headers_do_not_break_failure_diagnostics(headers):
+    request = httpx.Request("POST", "https://upstream/token", headers=headers)
+    response = httpx.Response(401, request=request, json={"error":"invalid_client"})
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert detail is not None and "invalid_client" in detail
+    assert "!!!" not in detail and "opaque" not in detail
+
+
+def test_oversized_request_omits_potentially_reflected_response_credentials():
+    request = httpx.Request("POST", "https://upstream/token", content=b"x" * 17000)
+    response = httpx.Response(401, request=request, json={"error_description":"unknown-secret"})
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert detail is not None and "capture limit" in detail and "credentials unavailable" in detail
+    assert "unknown-secret" not in detail
+
+
+
+@pytest.mark.asyncio
+async def test_streamed_error_redacts_reflected_credentials_before_capture():
+    import json
+    from litellm.proxy._experimental.mcp_server.mcp_debug import capture_upstream_error_response
+
+    secret = "generic-credential-123"
+    request = httpx.Request("POST", "https://upstream/token", data={"client_secret":secret})
+    raw = json.dumps({"error":"invalid_client", "error_description":"Rejected " + secret}).encode()
+    response = httpx.Response(401, request=request, stream=httpx.ByteStream(raw))
+    await capture_upstream_error_response(response)
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert detail is not None and "invalid_client" in detail and "Rejected" in detail
+    assert secret not in detail and "REDACTED" in detail
+    assert await response.aread() == raw
+
+
+@pytest.mark.parametrize("path", ["/credential-path-value/mcp", "/oauth/credential-path-value/token"])
+def test_failure_diagnostics_omit_credential_bearing_url_paths(path):
+    request = httpx.Request("POST", "https://upstream.example" + path)
+    response = httpx.Response(401, request=request, json={"error": "access_denied"})
+    error = httpx.HTTPStatusError("denied", request=request, response=response)
+    diagnostic = describe_upstream_http_failure(error)
+    assert diagnostic is not None
+    assert "credential-path-value" not in diagnostic
+    assert "POST https://upstream.example/ -> HTTP 401" in diagnostic
+    assert "access_denied" in diagnostic
+
+
+def test_deep_request_omits_response_when_credentials_cannot_be_inspected():
+    from litellm.proxy._experimental.mcp_server.utils import MAX_STRUCTURED_CONTENT_SCAN_DEPTH
+
+    raw = "[" * (MAX_STRUCTURED_CONTENT_SCAN_DEPTH + 1) + '{"client_secret":"nested-credential"}' + "]" * (MAX_STRUCTURED_CONTENT_SCAN_DEPTH + 1)
+    request = httpx.Request("POST", "https://upstream/token", content=raw, headers={"Content-Type": "application/json"})
+    response = httpx.Response(401, request=request, json={"error_description": "Rejected nested-credential"})
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert detail is not None and "HTTP 401" in detail
+    assert "response body: (omitted: request credentials unavailable)" in detail
+    assert "nested-credential" not in detail
+
+
+@pytest.mark.parametrize("field", ["accessToken", "refreshToken", "clientSecret", "apikey", "CLIENTASSERTION", "cost_token"])
+@pytest.mark.parametrize("encoding", ["json", "form"])
+def test_compact_credential_fields_and_reflected_values_are_redacted(field, encoding):
+    secret = "generic-private-value"
+    fields = {field: secret}
+    request = httpx.Request("POST", "https://upstream/token", json=fields if encoding == "json" else None,
+        data=fields if encoding == "form" else None)
+    response = httpx.Response(401, request=request, json={field: secret, "error": "invalid_client", "detail": "Rejected " + secret})
+    detail = describe_upstream_http_failure(httpx.HTTPStatusError("failed", request=request, response=response))
+    assert detail is not None and "invalid_client" in detail
+    assert "REDACTED" in detail and secret not in detail
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
index 56851d31241..67948375403 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_hook_extra_headers.py
@@ -1233,13 +1233,14 @@ class TestResolveByokMcpAuthHeader:
         assert result == "stored-cred"
 
     @pytest.mark.asyncio
-    async def test_byok_server_raises_401_when_no_credential_stored(self):
+    async def test_byok_server_raises_401_when_no_credential_stored(self, monkeypatch):
         from fastapi import HTTPException
 
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             _resolve_byok_mcp_auth_header,
         )
 
+        monkeypatch.setenv("PROXY_BASE_URL", "https://gateway.example.com/proxy")
         server = self._server(is_byok=True)
         user_auth = UserAPIKeyAuth(user_id="user-1", api_key="sk-dashboard")
 
@@ -1252,6 +1253,9 @@ class TestResolveByokMcpAuthHeader:
 
         assert exc_info.value.status_code == 401
         assert exc_info.value.detail["error"] == "byok_auth_required"
+        assert exc_info.value.headers == {
+            "WWW-Authenticate": 'Bearer resource_metadata="https://gateway.example.com/proxy/v1/mcp/oauth/protected-resource"'
+        }
 
     @pytest.mark.asyncio
     async def test_byok_server_checks_credential_and_keeps_caller_header_when_supplied(self):
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py
index 9667224de98..3f5d4ad83ea 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py
@@ -1,5 +1,6 @@
 """Unit tests for MCP OAuth passthrough tool-fetch behavior."""
 
+import logging
 import sys
 from unittest.mock import AsyncMock, MagicMock
 
@@ -11,7 +12,7 @@ if sys.version_info < (3, 11):
     from exceptiongroup import ExceptionGroup
 
 
-from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
+from litellm.proxy._experimental.mcp_server.exceptions import MCPServerListError, MCPUpstreamAuthError
 from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
     MCPServerManager,
     _extract_upstream_auth_failure,
@@ -434,3 +435,43 @@ async def test_aggregate_with_single_accessible_server_still_absorbs():
 
     assert listing.tools == []
     assert listing.outcomes["delegate_docs"].tag == "auth_required"
+
+
+@pytest.mark.asyncio
+async def test_fetch_tools_logs_upstream_request_details_on_500(caplog):
+    manager = MCPServerManager()
+    request = httpx.Request(
+        "POST",
+        "https://upstream/apis/mcp",
+        headers={"Authorization": "Bearer upstream-token-0123456789"},
+        content=b'{"method":"initialize","jsonrpc":"2.0","id":0}',
+    )
+    response = httpx.Response(500, request=request)
+    mock_client = MagicMock()
+    mock_client.list_tools = AsyncMock(
+        side_effect=httpx.HTTPStatusError("500", request=request, response=response)
+    )
+
+    with caplog.at_level(logging.WARNING, logger="LiteLLM"):
+        with pytest.raises(MCPServerListError):
+            await manager._fetch_tools_with_timeout(mock_client, "sample_docs")
+
+    assert "POST https://upstream/ -> HTTP 500" in caplog.text
+    assert '"method":"initialize"' in caplog.text
+    assert "upstream-token-0123456789" not in caplog.text
+
+
+
+@pytest.mark.asyncio
+async def test_client_creation_failure_logs_sanitized_exchange(monkeypatch, caplog):
+    manager = MCPServerManager()
+    server = MCPServer(server_id="sample", name="sample", url="https://upstream/mcp", transport=MCPTransport.http, auth_type=MCPAuth.none)
+    request = httpx.Request("POST", "https://upstream/mcp?credential=query-secret")
+    response = httpx.Response(500, request=request, json={"error":"missing_scope"})
+    error = httpx.HTTPStatusError("query-secret", request=request, response=response)
+    monkeypatch.setattr(manager, "_create_mcp_client", AsyncMock(side_effect=error))
+    with caplog.at_level(logging.WARNING, logger="LiteLLM"):
+        with pytest.raises(MCPServerListError):
+            await manager._get_tools_from_server(server)
+    assert "POST https://upstream/ -> HTTP 500" in caplog.text
+    assert "missing_scope" in caplog.text and "query-secret" not in caplog.text
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index adf985e9a21..d2987c5112e 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -30,7 +30,7 @@ from mcp.types import (
     TextResourceContents,
 )
 from mcp.types import Tool as MCPTool
-from pydantic import AnyUrl
+from pydantic import AnyUrl, TypeAdapter
 
 from litellm.constants import MCP_METADATA_TIMEOUT
 from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
@@ -3708,6 +3708,7 @@ class TestMCPServerManager:
         mock_prompt = Prompt(name="hello", description="Say hi")
         mock_client = AsyncMock()
         mock_client.list_prompts = AsyncMock(return_value=[mock_prompt])
+        mock_client.discovery_auth_fingerprint = AsyncMock(return_value="test-credential-hash")
 
         with patch.object(
             manager,
@@ -3779,6 +3780,7 @@ class TestMCPServerManager:
         mock_client = AsyncMock()
         mock_resources = [Resource(name="file", uri="https://example.com/file")]
         mock_client.list_resources = AsyncMock(return_value=mock_resources)
+        mock_client.discovery_auth_fingerprint = AsyncMock(return_value="test-credential-hash")
         prefixed_resources = [Resource(name="alias-server-file", uri="https://example.com/file")]
 
         with (
@@ -3788,11 +3790,6 @@ class TestMCPServerManager:
                 new_callable=AsyncMock,
                 return_value=mock_client,
             ) as mock_create_client,
-            patch.object(
-                manager,
-                "_create_prefixed_resources",
-                return_value=prefixed_resources,
-            ) as mock_prefix,
         ):
             result = await manager.get_resources_from_server(
                 server=server,
@@ -3808,7 +3805,6 @@ class TestMCPServerManager:
         assert called_kwargs["mcp_auth_header"] == "auth"
         assert called_kwargs["extra_headers"] == {"X-Test": "1", "X-Static": "static"}
         mock_client.list_resources.assert_awaited_once()
-        mock_prefix.assert_called_once_with(mock_resources, server, add_prefix=True)
         assert result == prefixed_resources
 
     @pytest.mark.asyncio
@@ -3832,9 +3828,10 @@ class TestMCPServerManager:
             )
         ]
         mock_client.list_resource_templates = AsyncMock(return_value=mock_templates)
-        prefixed_templates = [
+        mock_client.discovery_auth_fingerprint = AsyncMock(return_value="test-credential-hash")
+        expected_templates = [
             ResourceTemplate(
-                name="alias-server-template",
+                name="template",
                 uriTemplate="https://example.com/{id}",
             )
         ]
@@ -3846,11 +3843,6 @@ class TestMCPServerManager:
                 new_callable=AsyncMock,
                 return_value=mock_client,
             ) as mock_create_client,
-            patch.object(
-                manager,
-                "_create_prefixed_resource_templates",
-                return_value=prefixed_templates,
-            ) as mock_prefix,
         ):
             result = await manager.get_resource_templates_from_server(
                 server=server,
@@ -3866,10 +3858,10 @@ class TestMCPServerManager:
             extra_headers=None,
             stdio_env=None,
             subject_token=None,
+            user_api_key_auth=None,
         )
         mock_client.list_resource_templates.assert_awaited_once()
-        mock_prefix.assert_called_once_with(mock_templates, server, add_prefix=False)
-        assert result == prefixed_templates
+        assert result == expected_templates
 
     @pytest.mark.asyncio
     async def test_read_resource_from_server_success(self):
@@ -4473,6 +4465,116 @@ class TestMCPServerManager:
         assert len(result) == 1
         assert result[0].name == "github_tool_1"
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("auth_type", [MCPAuth.none, MCPAuth.bearer_token, MCPAuth.api_key, MCPAuth.oauth2])
+    @pytest.mark.parametrize("is_byok", [False, True])
+    @pytest.mark.parametrize("scheme", ["http", "https"])
+    async def test_openapi_health_loads_spec_without_mcp_handshake(self, respx_mock, monkeypatch, auth_type, is_byok, scheme):
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="openapi-health",
+            name="openapi-health",
+            transport=MCPTransport.http,
+            url="https://rest.example.com",
+            spec_path=f"{scheme}://93.184.216.34/openapi.json",
+            auth_type=auth_type,
+            is_byok=is_byok,
+            authentication_token=None if is_byok else "shared-secret",
+            static_headers={"Authorization": "Bearer static-secret"},
+        )
+        manager.registry = {server.server_id: server}
+        route = respx_mock.get(server.spec_path).respond(200, json={"openapi": "3.0.0", "paths": {}})
+        result = await manager.health_check_server(server.server_id, mcp_auth_header="caller-secret")
+        assert result.status == "healthy"
+        assert result.health_check_error is None
+        assert result.last_health_check is not None
+        assert result.spec_path == server.spec_path
+        assert route.call_count == 1
+        assert "authorization" not in route.calls[0].request.headers
+        assert "x-api-key" not in route.calls[0].request.headers
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("auth_type", [MCPAuth.none, MCPAuth.bearer_token])
+    @pytest.mark.parametrize("spec_path", ["/config/openapi.json", "relative/openapi.json"])
+    async def test_openapi_local_spec_health_is_unknown(self, respx_mock, auth_type, spec_path):
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="local-openapi-health",
+            name="local-openapi-health",
+            transport=MCPTransport.http,
+            url="https://rest.example.com",
+            spec_path=spec_path,
+            auth_type=auth_type,
+            is_byok=True,
+        )
+        manager.registry = {server.server_id: server}
+        result = await manager.health_check_server(server.server_id)
+        assert result.status == "unknown"
+        assert result.health_check_error == "OpenAPI servers have no protocol-level health probe"
+        assert result.last_health_check is not None
+        assert not respx_mock.calls
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        ("failure", "expected_status", "expected_error"),
+        [
+            (httpx.Response(401, text="secret response content"), "unhealthy", "OpenAPI specification request failed (HTTP 401)"),
+            (httpx.Response(404), "unhealthy", "OpenAPI specification request failed (HTTP 404)"),
+            (httpx.Response(500), "unhealthy", "OpenAPI specification request failed (HTTP 500)"),
+            (httpx.ConnectError("secret network details"), "unhealthy", "OpenAPI specification could not be loaded (ConnectError)"),
+            (httpx.Response(200, text="secret invalid JSON body"), "unhealthy", "OpenAPI specification could not be loaded (JSONDecodeError)"),
+        ],
+    )
+    async def test_openapi_health_reports_safe_failures(self, respx_mock, monkeypatch, failure, expected_status, expected_error):
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="failed-openapi-health",
+            name="failed-openapi-health",
+            transport=MCPTransport.http,
+            url="https://rest.example.com",
+            spec_path="https://93.184.216.34/key-secret?token=query-secret",
+            auth_type=MCPAuth.bearer_token,
+            is_byok=True,
+        )
+        manager.registry = {server.server_id: server}
+        route = respx_mock.get(server.spec_path).mock(side_effect=[failure])
+        result = await manager.health_check_server(server.server_id)
+        assert result.status == expected_status
+        assert result.health_check_error == expected_error
+        assert result.last_health_check is not None
+        assert route.call_count == 1
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("cancel", [False, True])
+    async def test_openapi_health_timeout_and_cancellation_cleanup(self, respx_mock, monkeypatch, cancel):
+        from litellm.proxy._experimental.mcp_server.mcp_server_manager import _openapi_spec_health
+
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        started = asyncio.Event()
+        cancelled = asyncio.Event()
+
+        async def slow_load(request):
+            started.set()
+            try:
+                await asyncio.Event().wait()
+            finally:
+                cancelled.set()
+
+        respx_mock.get("https://93.184.216.34/slow.json").mock(side_effect=slow_load)
+        task = asyncio.create_task(_openapi_spec_health("https://93.184.216.34/slow.json", timeout=0.1))
+        await asyncio.wait_for(started.wait(), timeout=1)
+        if cancel:
+            task.cancel()
+            with pytest.raises(asyncio.CancelledError):
+                await task
+        else:
+            status, error = await task
+            assert status == "unhealthy"
+            assert error == "OpenAPI specification check timed out after 0.1 seconds"
+        assert cancelled.is_set()
+
     @pytest.mark.asyncio
     async def test_health_check_server_healthy(self):
         """Test health check for a healthy server"""
@@ -12676,3 +12778,670 @@ async def test_debug_reports_legacy_signing_and_non_http_transport(transport: Li
             assert "Credential=AKIDEXAMPLE/" in request.headers["Authorization"]
     finally:
         request_ctx.reset(token)
+
+
+@pytest.mark.asyncio
+async def test_temporary_server_discovery_reuses_resolved_metadata_without_publishing() -> None:
+    manager: Final = MCPServerManager()
+    server: Final = MCPServer(
+        server_id="temporary-oauth-discovery", name="temporary", url="https://idp.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.true_passthrough,
+    )
+    manager._set_oauth_discovery_deferred(server.server_id, True)
+    metadata: Final = MCPOAuthMetadata(
+        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
+        registration_url="https://idp.example.com/register",
+    )
+    with patch.object(manager, "_discover_oauth_metadata_for_server", AsyncMock(return_value=metadata)) as discovery:
+        resolved: Final = await manager.ensure_oauth_metadata_discovered(server)
+        repeated: Final = await manager.ensure_oauth_metadata_discovered(server)
+    assert resolved.authorization_url == metadata.authorization_url
+    assert resolved.token_url == metadata.token_url
+    assert resolved.registration_url == metadata.registration_url
+    assert repeated is resolved
+    assert server.server_id not in manager.registry
+    assert server.server_id not in manager.config_mcp_servers
+    discovery.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("auth_type", [MCPAuth.oauth2, MCPAuth.true_passthrough])
+async def test_repeated_stale_oauth_discovery_is_bounded(auth_type: MCPAuth) -> None:
+    manager: Final = MCPServerManager()
+    server: Final = MCPServer(
+        server_id="repeated-stale", name="stale", url="https://idp.example.com/mcp",
+        transport=MCPTransport.http, auth_type=auth_type, oauth2_flow="authorization_code",
+    )
+    manager.registry[server.server_id] = server
+    manager._set_oauth_discovery_deferred(server.server_id, True)
+    metadata: Final = MCPOAuthMetadata(
+        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
+    )
+    with (
+        patch.object(manager, "_discover_oauth_metadata_for_server", AsyncMock(return_value=metadata)) as discovery,
+        patch.object(manager, "_publish_resolved_oauth_server", return_value=None),
+    ):
+        if auth_type == MCPAuth.true_passthrough:
+            assert await manager.ensure_oauth_metadata_discovered(server) is server
+        else:
+            with pytest.raises(HTTPException) as exc:
+                await manager.ensure_oauth_metadata_discovered(server)
+            assert exc.value.status_code == 503
+            assert "changed repeatedly" in str(exc.value.detail)
+    assert discovery.await_count == 2
+
+
+@pytest.mark.asyncio
+async def test_stale_discovery_falls_back_to_resolved_registered_server() -> None:
+    manager: Final = MCPServerManager()
+    original: Final = MCPServer(
+        server_id="resolved-replacement", name="replacement", url="https://old.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code",
+    )
+    replacement: Final = original.model_copy(update={
+        "url": "https://new.example.com/mcp", "authorization_url": "https://new.example.com/authorize",
+        "token_url": "https://new.example.com/token",
+    })
+    manager.registry[original.server_id] = replacement
+    assert await manager._rejoin_oauth_metadata_discovery(original, retry_stale=False) is replacement
+
+
+def test_stale_discovery_cannot_overwrite_new_registered_server() -> None:
+    manager: Final = MCPServerManager()
+    original: Final = MCPServer(
+        server_id="stale-publication", name="publication", url="https://old.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.oauth2,
+    )
+    manager._set_oauth_discovery_deferred(original.server_id, True)
+    original_slot: Final = manager._oauth_discovery_slot(original.server_id)
+    assert original_slot is not None
+    replacement: Final = original.model_copy(update={"url": "https://new.example.com/mcp"})
+    manager.registry[original.server_id] = replacement
+    manager._set_oauth_discovery_deferred(original.server_id, True)
+    assert manager._publish_resolved_oauth_server(original, original_slot.generation) is None
+    assert manager.registry[original.server_id] is replacement
+
+
+@pytest.mark.asyncio
+async def test_temporary_oauth_discovery_expires_without_more_requests() -> None:
+    manager: Final = MCPServerManager()
+    server: Final = MCPServer(
+        server_id="expiring-session", name="temporary", url="https://idp.example.com/mcp",
+        transport=MCPTransport.http, auth_type=MCPAuth.true_passthrough,
+        authorization_url="https://idp.example.com/authorize", token_url="https://idp.example.com/token",
+    )
+    manager._set_oauth_discovery_deferred(server.server_id, True)
+    resolved: Final = await manager.ensure_oauth_metadata_discovered(server)
+    assert manager._oauth_discovery_slot(server.server_id) is not None
+    loop: Final = asyncio.get_running_loop()
+    expired: Final = loop.create_future()
+    with patch.object(loop, "time", return_value=loop.time() + 301):
+        loop.call_later(0, expired.set_result, None)
+        await expired
+    assert resolved.authorization_url == server.authorization_url
+    assert manager._oauth_discovery_slot(server.server_id) is None
+
+
+def test_old_temporary_discovery_expiry_preserves_replacement() -> None:
+    manager: Final = MCPServerManager()
+    manager._set_oauth_discovery_deferred("reused-session", True)
+    old_slot: Final = manager._oauth_discovery_slot("reused-session")
+    assert old_slot is not None
+    manager._set_oauth_discovery_deferred("reused-session", True)
+    replacement: Final = manager._oauth_discovery_slot("reused-session")
+    manager._expire_temporary_oauth_discovery("reused-session", old_slot.generation)
+    assert manager._oauth_discovery_slot("reused-session") is replacement
+    assert replacement is not None
+    manager._expire_temporary_oauth_discovery("reused-session", replacement.generation)
+    assert manager._oauth_discovery_slot("reused-session") is None
+    manager._expire_temporary_oauth_discovery("reused-session", replacement.generation)
+    assert manager._oauth_discovery_slot("reused-session") is None
+
+
+@pytest.mark.asyncio
+async def test_openapi_health_coalesces_concurrent_checks_and_reuses_results(respx_mock, monkeypatch):
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    manager = MCPServerManager()
+    server = MCPServer(
+        server_id="coalesced",
+        name="coalesced",
+        transport=MCPTransport.http,
+        spec_path="https://93.184.216.34/coalesced.json",
+        auth_type=MCPAuth.none,
+    )
+    manager.registry = {server.server_id: server}
+    started = asyncio.Event()
+    release = asyncio.Event()
+
+    async def serve(request):
+        started.set()
+        await release.wait()
+        return httpx.Response(200, json={"paths": {}})
+
+    route = respx_mock.get(server.spec_path).mock(side_effect=serve)
+    tasks = [asyncio.create_task(manager.health_check_server(server.server_id)) for _ in range(4)]
+    await asyncio.wait_for(started.wait(), timeout=1)
+    release.set()
+    results = await asyncio.gather(*tasks)
+    cached = await manager.health_check_server(server.server_id)
+    assert [result.status for result in results] == ["healthy"] * 4
+    assert cached.status == "healthy"
+    assert {result.last_health_check for result in [*results, cached]} == {results[0].last_health_check}
+    assert route.call_count == 1
+
+
+@pytest.mark.asyncio
+async def test_openapi_health_cache_expires_at_thirty_seconds(respx_mock, monkeypatch):
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _OpenAPIHealthProbe
+
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    clock = iter([0.0, 29.0, 30.0, 30.0])
+    probe = _OpenAPIHealthProbe("https://93.184.216.34/expiry.json", clock=clock.__next__)
+    route = respx_mock.get(probe.spec_path).mock(
+        side_effect=[
+            httpx.Response(200, json={"paths": {}}),
+            httpx.Response(503),
+        ]
+    )
+    first = await probe.check()
+    assert first[0] == "healthy"
+    assert await probe.check() == first
+    refreshed = await probe.check()
+    assert refreshed[0] == "unhealthy"
+    assert refreshed[1] == "OpenAPI specification request failed (HTTP 503)"
+    assert refreshed[2] >= first[2]
+    assert route.call_count == 2
+
+
+@pytest.mark.asyncio
+async def test_openapi_health_reports_size_limit_as_unknown_and_caches_failure(respx_mock, monkeypatch):
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    manager = MCPServerManager()
+    server = MCPServer(
+        server_id="oversized",
+        name="oversized",
+        transport=MCPTransport.http,
+        spec_path="https://93.184.216.34/large.json",
+        auth_type=MCPAuth.none,
+    )
+    manager.registry = {server.server_id: server}
+    route = respx_mock.get(server.spec_path).respond(200, headers={"content-length": str(12 * 1024 * 1024)})
+    result = await manager.health_check_server(server.server_id)
+    cached = await manager.health_check_server(server.server_id)
+    assert result.status == "unknown"
+    assert result.health_check_error == "OpenAPI specification probe refused: Response exceeds the configured size limit"
+    assert cached.health_check_error == result.health_check_error
+    assert cached.last_health_check == result.last_health_check
+    assert route.call_count == 1
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("already_waiting", [False, True])
+async def test_openapi_health_cancellation_does_not_poison_cache(respx_mock, monkeypatch, already_waiting):
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    manager = MCPServerManager()
+    server = MCPServer(
+        server_id="cancelled-cache", name="cancelled-cache", transport=MCPTransport.http,
+        spec_path="https://93.184.216.34/cancelled-cache.json", auth_type=MCPAuth.none,
+    )
+    manager.registry = {server.server_id: server}
+    started = asyncio.Event()
+    attempts = []
+
+    async def serve(request):
+        attempts.append(request.url)
+        if not started.is_set():
+            started.set()
+            await asyncio.Event().wait()
+        return httpx.Response(200, json={"paths": {}})
+
+    route = respx_mock.get(server.spec_path).mock(side_effect=serve)
+    leader = asyncio.create_task(manager.health_check_server(server.server_id))
+    await asyncio.wait_for(started.wait(), timeout=1)
+    follower = asyncio.create_task(manager.health_check_server(server.server_id)) if already_waiting else None
+    await asyncio.sleep(0)
+    leader.cancel()
+    cancelled = await leader
+    assert cancelled.status == "unknown"
+    assert cancelled.health_check_error == "OpenAPI specification check was cancelled"
+    recovered = await follower if follower is not None else await manager.health_check_server(server.server_id)
+    assert recovered.status == "healthy"
+    assert recovered.health_check_error is None
+    cached = await manager.health_check_server(server.server_id)
+    assert cached.last_health_check == recovered.last_health_check
+    assert cached.status == "healthy"
+    assert len(attempts) == 2
+    assert route.call_count == 1
+
+
+class _DiscoveryClock:
+    def __init__(self) -> None:
+        self.now = 0.0
+
+    def __call__(self) -> float:
+        return self.now
+
+
+class _DiscoveryUpstream:
+    def __init__(self) -> None:
+        self.requests: tuple[tuple[str, str], ...] = ()
+        self.outcome = "supported"
+        self.entered = asyncio.Event()
+        self.release = asyncio.Event()
+        self.release.set()
+
+    async def respond(self, request: httpx.Request) -> httpx.Response:
+        from mcp.types import JSONRPCMessage, JSONRPCRequest
+
+        if request.method == "DELETE":
+            return httpx.Response(200)
+        payload: Final = JSONRPCMessage.model_validate_json(request.content).root
+        if not isinstance(payload, JSONRPCRequest):
+            return httpx.Response(202)
+        self.requests = (*self.requests, (payload.method, request.headers.get("authorization", "")))
+        if payload.method == "initialize":
+            return httpx.Response(200, json={
+                "jsonrpc": "2.0", "id": payload.id,
+                "result": {"protocolVersion": "2025-03-26", "serverInfo": {"name": "discovery", "version": "1"},
+                           "capabilities": {} if self.outcome == "unsupported" else {"prompts": {}, "resources": {}}},
+            })
+        self.entered.set()
+        await self.release.wait()
+        if self.outcome == "failure":
+            return httpx.Response(503)
+        if self.outcome == "cancelled":
+            raise asyncio.CancelledError()
+        if self.outcome == "rejected":
+            return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload.id,
+                                           "error": {"code": -32601, "message": "Unsupported"}})
+        result: Final = {
+            "prompts/list": {"prompts": [{"name": "example", "description": "original"}]},
+            "resources/list": {"resources": [{"name": "example", "uri": "test://example", "description": "original"}]},
+            "resources/templates/list": {"resourceTemplates": [{"name": "example", "uriTemplate": "test://{name}", "description": "original"}]},
+            "tools/list": {"tools": []},
+        }[payload.method]
+        return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload.id, "result": result})
+
+    @property
+    def initializes(self) -> int:
+        return sum(method == "initialize" for method, _auth in self.requests)
+
+
+def _discovery_server() -> MCPServer:
+    return MCPServer(server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("kind", ("prompts", "resources", "templates"))
+async def test_discovery_cache_reuses_raw_results_and_expires(kind: str) -> None:
+    import respx
+
+    clock: Final = _DiscoveryClock()
+    manager: Final = MCPServerManager(discovery_clock=clock)
+    upstream: Final = _DiscoveryUpstream()
+    operation: Final = {"prompts": manager.get_prompts_from_server, "resources": manager.get_resources_from_server,
+                       "templates": manager.get_resource_templates_from_server}[kind]
+    server: Final = _discovery_server()
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=upstream.respond)
+        first: Final = await operation(server, None)
+        assert len(first) == 1
+        assert first[0].name == "discovery-example"
+        first[0].description = "caller changed it"
+        second: Final = await operation(server, None, add_prefix=False)
+        assert second[0].name == "example"
+        assert second[0].description == "original"
+        assert upstream.initializes == 1
+        clock.now = 59.999
+        assert (await operation(server, None))[0].name == "discovery-example"
+        assert upstream.initializes == 1
+        clock.now = 60.001
+        assert (await operation(server, None))[0].name == "discovery-example"
+        assert upstream.initializes == 2
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("kind", ("prompts", "resources", "templates"))
+@pytest.mark.parametrize("outcome", ("unsupported", "rejected", "failure"))
+async def test_discovery_cache_empty_results_and_failures(kind: str, outcome: str) -> None:
+    import respx
+
+    manager: Final = MCPServerManager()
+    upstream: Final = _DiscoveryUpstream()
+    upstream.outcome = outcome
+    operation: Final = {"prompts": manager.get_prompts_from_server, "resources": manager.get_resources_from_server,
+                       "templates": manager.get_resource_templates_from_server}[kind]
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=upstream.respond)
+        assert await operation(_discovery_server(), None) == []
+        assert await operation(_discovery_server(), None) == []
+        assert upstream.initializes == (2 if outcome == "failure" else 1)
+        if outcome == "failure":
+            upstream.outcome = "supported"
+            assert (await operation(_discovery_server(), None))[0].name == "discovery-example"
+            assert upstream.initializes == 3
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_isolates_forwarded_credentials_and_shares_static_auth() -> None:
+    import respx
+
+    manager: Final = MCPServerManager()
+    upstream: Final = _DiscoveryUpstream()
+    server: Final = _discovery_server()
+    first_user: Final = UserAPIKeyAuth(user_id="first")
+    second_user: Final = UserAPIKeyAuth(user_id="second")
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=upstream.respond)
+        for user in (first_user, second_user):
+            assert len(await manager.get_prompts_from_server(server, user)) == 1
+        assert upstream.initializes == 1
+        for credential in ("first-secret", "second-secret", "first-secret"):
+            assert len(await manager.get_prompts_from_server(server, first_user, extra_headers={"Authorization": credential})) == 1
+        assert upstream.initializes == 3
+        assert {auth for method, auth in upstream.requests if method == "prompts/list"} == {"", "first-secret", "second-secret"}
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_coalesces_and_survives_waiter_cancellation() -> None:
+    import respx
+
+    manager: Final = MCPServerManager()
+    upstream: Final = _DiscoveryUpstream()
+    upstream.release.clear()
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=upstream.respond)
+        tasks: Final = tuple(asyncio.create_task(manager.get_prompts_from_server(_discovery_server(), None)) for _ in range(10))
+        await asyncio.wait_for(upstream.entered.wait(), timeout=5)
+        tasks[0].cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await tasks[0]
+        upstream.release.set()
+        results: Final = await asyncio.wait_for(asyncio.gather(*tasks[1:]), timeout=5)
+        assert all(result[0].name == "discovery-example" for result in results)
+        assert upstream.initializes == 1
+        assert results[0][0] is not results[1][0]
+        assert (await manager.get_prompts_from_server(_discovery_server(), None))[0].name == "discovery-example"
+        assert upstream.initializes == 1
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_invalidation_during_fetch_does_not_repopulate_old_results() -> None:
+    import respx
+
+    manager: Final = MCPServerManager()
+    upstream: Final = _DiscoveryUpstream()
+    upstream.release.clear()
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=upstream.respond)
+        task: Final = asyncio.create_task(manager.get_prompts_from_server(_discovery_server(), None))
+        await asyncio.wait_for(upstream.entered.wait(), timeout=5)
+        manager._invalidate_discovery_lists("discovery")
+        upstream.release.set()
+        assert (await task)[0].name == "discovery-example"
+        assert len(await manager.get_prompts_from_server(_discovery_server(), None)) == 1
+        assert upstream.initializes == 2
+        manager._invalidate_discovery_lists("discovery")
+        assert len(await manager.get_prompts_from_server(_discovery_server(), None)) == 1
+        assert upstream.initializes == 3
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_can_be_disabled(monkeypatch: pytest.MonkeyPatch) -> None:
+    import respx
+
+    monkeypatch.setenv("LITELLM_MCP_DISCOVERY_CACHE_TTL", "0")
+    manager: Final = MCPServerManager()
+    upstream: Final = _DiscoveryUpstream()
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=upstream.respond)
+        assert len(await manager.get_prompts_from_server(_discovery_server(), None)) == 1
+        assert len(await manager.get_prompts_from_server(_discovery_server(), None)) == 1
+        assert upstream.initializes == 2
+
+
+@pytest.mark.parametrize("value,expected", (("invalid", 60.0), ("nan", 60.0), ("inf", 60.0), ("-1", 60.0), ("12.5", 12.5)))
+def test_discovery_cache_ttl_validation(value: str, expected: float, monkeypatch: pytest.MonkeyPatch) -> None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _mcp_discovery_cache_ttl
+
+    monkeypatch.setenv("LITELLM_MCP_DISCOVERY_CACHE_TTL", value)
+    assert _mcp_discovery_cache_ttl() == expected
+
+
+@pytest.mark.parametrize("auth_type", (MCPAuth.oauth2, MCPAuth.oauth2_token_exchange, MCPAuth.oauth2_id_jag))
+def test_discovery_cache_keys_isolate_user_dependent_auth(auth_type: MCPAuth) -> None:
+    manager: Final = MCPServerManager()
+    server: Final = _discovery_server().model_copy(update={"auth_type": auth_type})
+    first: Final = manager._discovery_key(server, UserAPIKeyAuth(user_id="first"), None, None, None, None)
+    second: Final = manager._discovery_key(server, UserAPIKeyAuth(user_id="second"), None, None, None, None)
+    anonymous: Final = manager._discovery_key(server, None, None, None, None, None)
+    assert len({first, second, anonymous}) == 3
+    assert "first" not in str(first)
+    assert "second" not in str(second)
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_retries_cancelled_fetches() -> None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _DiscoveryCache
+
+    cache: Final = _DiscoveryCache[Prompt](60, _DiscoveryClock(), TypeAdapter(tuple[Prompt, ...]))
+
+    async def cancelled() -> list[Prompt]:
+        raise asyncio.CancelledError()
+
+    async def supported() -> list[Prompt]:
+        return [Prompt(name="recovered")]
+
+    with pytest.raises(asyncio.CancelledError):
+        await cache.get(("server", None), cancelled)
+    assert [item.name for item in await cache.get(("server", None), supported)] == ["recovered"]
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_cancels_fetch_when_last_waiter_leaves() -> None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _DiscoveryCache
+
+    cache: Final = _DiscoveryCache[Prompt](60, _DiscoveryClock(), TypeAdapter(tuple[Prompt, ...]))
+    entered: Final = asyncio.Event()
+    stopped: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+
+    async def fetch() -> list[Prompt]:
+        entered.set()
+        try:
+            await release.wait()
+            return [Prompt(name="result")]
+        finally:
+            stopped.set()
+
+    tasks: Final = tuple(asyncio.create_task(cache.get(("server", None), fetch)) for _ in range(3))
+    await asyncio.wait_for(entered.wait(), timeout=5)
+    for task in tasks:
+        task.cancel()
+    outcomes: Final = await asyncio.gather(*tasks, return_exceptions=True)
+    assert all(isinstance(outcome, asyncio.CancelledError) for outcome in outcomes)
+    try:
+        await asyncio.wait_for(stopped.wait(), timeout=1)
+    finally:
+        release.set()
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_bounds_detached_fetches_without_dropping_results() -> None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _DiscoveryCache
+
+    cache: Final = _DiscoveryCache[Prompt](60, _DiscoveryClock(), TypeAdapter(tuple[Prompt, ...]))
+    entered: Final[asyncio.Queue[None]] = asyncio.Queue()
+    release: Final = asyncio.Event()
+
+    async def blocked() -> list[Prompt]:
+        await entered.put(None)
+        await release.wait()
+        return [Prompt(name="blocked")]
+
+    tasks: Final = tuple(asyncio.create_task(cache.get((str(index), None), blocked)) for index in range(1024))
+    try:
+        for _ in tasks:
+            await asyncio.wait_for(entered.get(), timeout=5)
+        active_tasks: Final = frozenset(asyncio.all_tasks())
+
+        async def overflow() -> list[Prompt]:
+            assert frozenset(asyncio.all_tasks()) <= active_tasks
+            return [Prompt(name="overflow")]
+
+        result: Final = await cache.get(("overflow", None), overflow)
+        assert [item.name for item in result] == ["overflow"]
+    finally:
+        release.set()
+        outcomes: Final = await asyncio.gather(*tasks)
+        assert all(result[0].name == "blocked" for result in outcomes)
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_tracks_resolved_credentials_across_workers() -> None:
+    import respx
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import StaticHeaderAuth
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.resolver import UpstreamCredentialProvider
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Error, Ok, Result
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.types import CredError, ServerSpec, Subject
+
+    class CredentialSource(UpstreamCredentialProvider):
+        def __init__(self) -> None:
+            super().__init__()
+            self.token: str | None = "token-a"
+
+        async def resolve_credentials(self, subject: Subject, server: ServerSpec) -> Result[httpx.Auth, CredError]:
+            if self.token is None:
+                return Error(CredError.of_unauthorized("Credential revoked"))
+            return Ok(StaticHeaderAuth("Bearer " + self.token))
+
+    source: Final = CredentialSource()
+    managers: Final = (MCPServerManager(cred_provider=source), MCPServerManager(cred_provider=source))
+    server: Final = MCPServer(
+        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code", client_id="discovery-client",
+        authorization_url="https://discovery.example/authorize", token_url="https://discovery.example/token",
+    )
+    user: Final = UserAPIKeyAuth(user_id="same-user", api_key="same-key")
+    upstream: Final = _DiscoveryUpstream()
+
+    async def respond(request: httpx.Request) -> httpx.Response:
+        response: Final = await upstream.respond(request)
+        if '"prompts/list"' not in request.content.decode():
+            return response
+        from mcp.types import JSONRPCMessage, JSONRPCRequest
+
+        payload: Final = JSONRPCMessage.model_validate_json(request.content).root
+        assert isinstance(payload, JSONRPCRequest)
+        name: Final = {"Bearer token-a": "account-a", "Bearer token-b": "account-b"}[request.headers["authorization"]]
+        return httpx.Response(200, json={"jsonrpc": "2.0", "id": payload.id, "result": {"prompts": [{"name": name}]}})
+
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=respond)
+        for manager in managers:
+            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == ["discovery-account-a"]
+        assert upstream.initializes == 2
+        source.token = "token-b"
+        for manager in managers:
+            assert [item.name for item in await manager.get_prompts_from_server(server, user)] == ["discovery-account-b"]
+        assert upstream.initializes == 4
+        source.token = None
+        for manager in managers:
+            assert await manager.get_prompts_from_server(server, user) == []
+        assert upstream.initializes == 4
+
+
+@pytest.mark.asyncio
+async def test_discovery_resolves_stored_oauth_for_the_requesting_user() -> None:
+    import respx
+    from litellm.proxy._experimental.mcp_server.outbound_credentials.oauth_token_store import OAuthToken
+
+    class TokenStore:
+        def __init__(self) -> None:
+            self.calls: tuple[tuple[str, str], ...] = ()
+
+        async def fetch(self, user_id: str, server_id: str) -> OAuthToken | None:
+            self.calls = (*self.calls, (user_id, server_id))
+            return OAuthToken(access_token="stored-token")
+
+        async def invalidate(self, user_id: str, server_id: str) -> None:
+            return None
+
+    store: Final = TokenStore()
+    manager: Final = MCPServerManager(per_user_oauth_token_store=store)
+    server: Final = MCPServer(
+        server_id="discovery", name="discovery", url="https://discovery.example/mcp", transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2, oauth2_flow="authorization_code", client_id="discovery-client",
+        authorization_url="https://discovery.example/authorize", token_url="https://discovery.example/token",
+    )
+    user: Final = UserAPIKeyAuth(user_id="requesting-user")
+    upstream: Final = _DiscoveryUpstream()
+    with respx.mock(base_url="https://discovery.example") as router:
+        router.route().mock(side_effect=upstream.respond)
+        assert len(await manager.get_prompts_from_server(server, user)) == 1
+        assert len(await manager.get_prompts_from_server(server, user)) == 1
+    assert store.calls == (("requesting-user", "discovery"), ("requesting-user", "discovery"))
+    assert upstream.initializes == 1
+    assert ("prompts/list", "Bearer stored-token") in upstream.requests
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_evicts_results_at_capacity() -> None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _DiscoveryCache
+
+    cache: Final = _DiscoveryCache[Prompt](60, _DiscoveryClock(), TypeAdapter(tuple[Prompt, ...]))
+
+    async def original() -> list[Prompt]:
+        return [Prompt(name="original")]
+
+    async def refetched() -> list[Prompt]:
+        return [Prompt(name="refetched")]
+
+    for index in range(1025):
+        assert (await cache.get((f"server-{index:04}", None), original))[0].name == "original"
+    assert (await cache.get(("server-1024", None), refetched))[0].name == "original"
+    assert (await cache.get(("server-0000", None), refetched))[0].name == "refetched"
+
+
+@pytest.mark.asyncio
+async def test_discovery_cache_invalidation_preserves_other_servers_and_pending_fetches() -> None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _DiscoveryCache
+
+    cache: Final = _DiscoveryCache[Prompt](60, _DiscoveryClock(), TypeAdapter(tuple[Prompt, ...]))
+    entered: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+
+    async def original() -> list[Prompt]:
+        return [Prompt(name="original")]
+
+    async def blocked() -> list[Prompt]:
+        entered.set()
+        await release.wait()
+        return [Prompt(name="pending")]
+
+    async def refetched() -> list[Prompt]:
+        return [Prompt(name="refetched")]
+
+    assert (await cache.get(("server", None), original))[0].name == "original"
+    assert (await cache.get(("server-extra", None), original))[0].name == "original"
+    task: Final = asyncio.create_task(cache.get(("other", None), blocked))
+    await asyncio.wait_for(entered.wait(), timeout=5)
+    cache.invalidate("server")
+    release.set()
+    assert (await asyncio.wait_for(task, timeout=5))[0].name == "pending"
+    assert (await cache.get(("other", None), refetched))[0].name == "pending"
+    assert (await cache.get(("server-extra", None), refetched))[0].name == "original"
+    assert (await cache.get(("server", None), refetched))[0].name == "refetched"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("description", ("x" * 96_000, "é" * 40_000), ids=("ascii", "unicode"))
+async def test_discovery_cache_returns_oversized_results_without_retaining_them(description: str) -> None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import _DiscoveryCache
+
+    cache: Final = _DiscoveryCache[Prompt](60, _DiscoveryClock(), TypeAdapter(tuple[Prompt, ...]))
+    fetch: Final = AsyncMock(return_value=[Prompt(name="large", description=description)])
+    for _ in range(2):
+        result: Final = await cache.get(("server", None), fetch)
+        assert result[0].description == description
+    assert fetch.await_count == 2
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_openapi_to_mcp_generator.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_openapi_to_mcp_generator.py
index e59616e53c1..5fa202224e3 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_openapi_to_mcp_generator.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_openapi_to_mcp_generator.py
@@ -1378,3 +1378,83 @@ class TestUpstreamStatusIsClassified:
         assert exc.value.status_code == status_code
         assert secret_body not in str(exc.value)
         assert str(exc.value) == f"upstream returned HTTP {status_code}"
+
+class TestBoundedOpenAPISpecLoading:
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("max_bytes", [12, 13])
+    async def test_exact_size_and_smaller_specs_load(self, respx_mock, monkeypatch, max_bytes):
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import load_openapi_spec_async
+
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        route = respx_mock.get("https://93.184.216.34/spec.json").respond(200, content=b'{"paths":{}}')
+        assert await load_openapi_spec_async("https://93.184.216.34/spec.json", max_bytes=max_bytes) == {"paths": {}}
+        assert route.calls[0].request.headers["accept-encoding"] == "identity"
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("headers", [{"content-length": "1000000"}, {"content-encoding": "gzip"}])
+    async def test_unsafe_response_headers_reject_before_reading(self, respx_mock, monkeypatch, headers):
+        import httpx
+        from litellm.llms.custom_httpx.http_handler import HTTPResponseLimitError
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import (
+            load_openapi_spec_async,
+        )
+
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        closed = []
+
+        class UnreadableStream(httpx.AsyncByteStream):
+            async def __aiter__(self):
+                pytest.fail("Oversized or compressed response must not be consumed")
+                yield b""
+
+            async def aclose(self):
+                closed.append(True)
+
+        respx_mock.get("https://93.184.216.34/spec.json").respond(200, headers=headers, stream=UnreadableStream())
+        with pytest.raises(HTTPResponseLimitError):
+            await load_openapi_spec_async("https://93.184.216.34/spec.json", max_bytes=12)
+        assert closed == [True]
+
+    @pytest.mark.asyncio
+    async def test_chunked_response_is_bounded_and_closed(self, respx_mock, monkeypatch):
+        import httpx
+        from litellm.llms.custom_httpx.http_handler import HTTPResponseLimitError
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import (
+            load_openapi_spec_async,
+        )
+
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        consumed = []
+        closed = []
+
+        class ChunkedStream(httpx.AsyncByteStream):
+            async def __aiter__(self):
+                for index in range(10):
+                    consumed.append(index)
+                    yield b"x" * 65536
+
+            async def aclose(self):
+                closed.append(True)
+
+        respx_mock.get("https://93.184.216.34/spec.json").respond(200, stream=ChunkedStream())
+        with pytest.raises(HTTPResponseLimitError, match="size limit"):
+            await load_openapi_spec_async("https://93.184.216.34/spec.json", max_bytes=65536)
+        assert consumed == [0, 1]
+        assert closed == [True]
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("target", ["https://93.184.216.35/final.json", "http://127.0.0.1/private.json"])
+    async def test_bounded_spec_redirects_preserve_ssrf_protection(self, respx_mock, monkeypatch, target):
+        from litellm.litellm_core_utils.url_utils import SSRFError
+        from litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator import load_openapi_spec_async
+
+        monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+        respx_mock.get("https://93.184.216.34/spec.json").respond(302, headers={"location": target})
+        destination = respx_mock.get(target).respond(200, json={"paths": {}})
+        if "127.0.0.1" in target:
+            with pytest.raises(SSRFError):
+                await load_openapi_spec_async("https://93.184.216.34/spec.json", max_bytes=100)
+            assert not destination.called
+        else:
+            assert await load_openapi_spec_async("https://93.184.216.34/spec.json", max_bytes=100) == {"paths": {}}
+            assert destination.call_count == 1
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
index 16c6aa128d0..31ccd5c9817 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
@@ -2595,6 +2595,79 @@ class TestCallToolRestAPI:
 
         assert result == masked_result
 
+    async def test_success_logging_start_time_excludes_pre_call_processing(self, monkeypatch):
+        """Pre-call hook latency (guardrails, header resolution) must not inflate the tool call's
+        logged duration on success."""
+        from litellm.proxy import proxy_server
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(*args, **kwargs):
+            return ["server-1"]
+
+        class StubServer:
+            server_id = "server-1"
+            alias = "server-1"
+            server_name = "server-1"
+            name = "stub"
+            allowed_tools = None
+            mcp_info = {"server_name": "stub"}
+            available_on_public_internet = True
+            auth_type = None
+
+        stub_server = StubServer()
+
+        async def fake_add_litellm_data_to_request(**kwargs):
+            return kwargs.get("data", {})
+
+        pre_call_finished_at = {}
+
+        async def slow_pre_call_hook(user_api_key_dict, data, call_type):
+            await asyncio.sleep(0.05)
+            pre_call_finished_at["value"] = datetime.now()
+            return data
+
+        captured = {}
+
+        async def fake_execute_mcp_tool(**kwargs):
+            captured.update(kwargs)
+            return {"result": "ok"}
+
+        fire_logging = AsyncMock(return_value={"result": "ok"})
+        monkeypatch.setattr(rest_endpoints, "build_effective_auth_contexts", fake_contexts, raising=False)
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda server_id: stub_server if server_id == "server-1" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            proxy_server, "add_litellm_data_to_request", fake_add_litellm_data_to_request, raising=False
+        )
+        monkeypatch.setattr(proxy_server, "proxy_config", {}, raising=False)
+        monkeypatch.setattr(proxy_server.proxy_logging_obj, "pre_call_hook", slow_pre_call_hook)
+        monkeypatch.setattr(rest_endpoints, "execute_mcp_tool", fake_execute_mcp_tool, raising=False)
+        monkeypatch.setattr(rest_endpoints, "_fire_mcp_tool_call_logging", fire_logging, raising=False)
+
+        request = _build_request(
+            path="/mcp-rest/tools/call",
+            method="POST",
+            json_body={"server_id": "server-1", "name": "demo-tool", "arguments": {}},
+        )
+
+        await rest_endpoints.call_tool_rest_api(request, user_api_key_dict=UserAPIKeyAuth())
+
+        logged_start_time = fire_logging.await_args.args[2]
+        assert captured["start_time"] >= pre_call_finished_at["value"]
+        assert logged_start_time == captured["start_time"]
+
     async def test_success_logging_guardrail_rejection_propagates(self, monkeypatch):
         """A guardrail rejecting the tool result must not be swallowed as a logging failure,
         otherwise the unguarded result would still be returned to the caller."""
@@ -2765,6 +2838,139 @@ class TestCallToolRestAPI:
         info_messages = [_rendered_log_message(c) for c in mock_logger.info.call_args_list if c.args]
         assert not any("relaying upstream" in m for m in info_messages)
 
+    @pytest.mark.parametrize("raise_site", ["pre_call_hook", "execute_mcp_tool"])
+    async def test_guardrail_block_runs_failure_logging_before_http_translation(self, monkeypatch, raise_site):
+        """A pre_mcp_call guardrail block, whether raised by the pre-call hook or from inside
+        execute_mcp_tool, must reach proxy_logging_obj.post_call_failure_hook (the only path that
+        writes the failure spend-log row) with the logging object's failure payload already built,
+        and the REST caller must still get the same 400 it got before."""
+        from litellm.proxy import proxy_server
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(*args, **kwargs):
+            return ["server-1"]
+
+        class StubServer:
+            server_id = "server-1"
+            alias = "server-1"
+            server_name = "server-1"
+            name = "stub"
+            allowed_tools = None
+            mcp_info = {"server_name": "stub"}
+            available_on_public_internet = True
+            auth_type = None
+
+        async def fake_add_litellm_data_to_request(**kwargs):
+            return kwargs.get("data", {})
+
+        guardrail_error = HTTPException(
+            status_code=400,
+            detail={"error": "Content blocked: keyword 'confidential' detected", "keyword": "confidential"},
+        )
+
+        async def passthrough_pre_call_hook(user_api_key_dict, data, call_type):
+            return data
+
+        async def blocking_pre_call_hook(user_api_key_dict, data, call_type):
+            raise guardrail_error
+
+        async def fake_execute_mcp_tool(**kwargs):
+            raise guardrail_error
+
+        async def passthrough_execute_mcp_tool(**kwargs):
+            return []
+
+        monkeypatch.setattr(rest_endpoints, "build_effective_auth_contexts", fake_contexts, raising=False)
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda server_id: StubServer() if server_id == "server-1" else None,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            proxy_server, "add_litellm_data_to_request", fake_add_litellm_data_to_request, raising=False
+        )
+        monkeypatch.setattr(proxy_server, "proxy_config", {}, raising=False)
+        monkeypatch.setattr(
+            proxy_server.proxy_logging_obj,
+            "pre_call_hook",
+            blocking_pre_call_hook if raise_site == "pre_call_hook" else passthrough_pre_call_hook,
+        )
+        monkeypatch.setattr(
+            rest_endpoints,
+            "execute_mcp_tool",
+            fake_execute_mcp_tool if raise_site == "execute_mcp_tool" else passthrough_execute_mcp_tool,
+            raising=False,
+        )
+        post_call_failure_hook = AsyncMock(return_value=None)
+        monkeypatch.setattr(proxy_server.proxy_logging_obj, "post_call_failure_hook", post_call_failure_hook)
+
+        user_api_key_dict = UserAPIKeyAuth(api_key="hashed-key", request_route="/mcp-rest/tools/call")
+        request = _build_request(
+            headers={"x-mcp-deepwiki-authorization": "Bearer upstream-secret"},
+            path="/mcp-rest/tools/call",
+            method="POST",
+            json_body={"server_id": "server-1", "name": "demo-tool", "arguments": {"q": "confidential"}},
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await rest_endpoints.call_tool_rest_api(request, user_api_key_dict=user_api_key_dict)
+
+        assert exc_info.value is guardrail_error
+
+        post_call_failure_hook.assert_awaited_once()
+        hook_kwargs = post_call_failure_hook.await_args.kwargs
+        assert hook_kwargs["original_exception"] is guardrail_error
+        assert hook_kwargs["user_api_key_dict"] is user_api_key_dict
+        assert hook_kwargs["route"] == "/mcp/call_tool"
+        request_data = hook_kwargs["request_data"]
+        assert "raw_headers" not in request_data
+        assert "mcp_server_auth_headers" not in request_data
+        standard_logging_object = request_data["litellm_logging_obj"].model_call_details["standard_logging_object"]
+        assert standard_logging_object["status"] == "failure"
+        assert standard_logging_object["error_str"] == str(guardrail_error)
+
+    async def test_failure_logging_error_does_not_replace_guardrail_error(self, monkeypatch):
+        from litellm.proxy import proxy_server
+
+        guardrail_error = HTTPException(status_code=400, detail={"error": "Content blocked"})
+
+        async def fake_add_litellm_data_to_request(**kwargs):
+            return kwargs.get("data", {})
+
+        async def blocking_pre_call_hook(user_api_key_dict, data, call_type):
+            raise guardrail_error
+
+        failure_logging = AsyncMock(side_effect=RuntimeError("spend log db down"))
+        monkeypatch.setattr(
+            proxy_server, "add_litellm_data_to_request", fake_add_litellm_data_to_request, raising=False
+        )
+        monkeypatch.setattr(proxy_server, "proxy_config", {}, raising=False)
+        monkeypatch.setattr(proxy_server.proxy_logging_obj, "pre_call_hook", blocking_pre_call_hook)
+        monkeypatch.setattr(rest_endpoints, "fire_mcp_tool_call_failure_logging", failure_logging, raising=False)
+
+        request = _build_request(
+            path="/mcp-rest/tools/call",
+            method="POST",
+            json_body={"server_id": "server-1", "name": "demo-tool", "arguments": {"q": "confidential"}},
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await rest_endpoints.call_tool_rest_api(
+                request, user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key", request_route="/mcp-rest/tools/call")
+            )
+
+        assert exc_info.value is guardrail_error
+        failure_logging.assert_awaited_once()
+
     async def test_success_logging_cancellation_propagates(self, monkeypatch):
         fire_logging = AsyncMock(side_effect=asyncio.CancelledError())
         monkeypatch.setattr(
@@ -2801,7 +3007,7 @@ class TestCallToolRestAPI:
 
         class _FakePreCall:
             def __init__(self, data):
-                pass
+                self.data = data
 
             async def common_processing_pre_call_logic(self, **kwargs):
                 return None, MagicMock()
@@ -2835,6 +3041,58 @@ class TestCallToolRestAPI:
         assert exc_info.value.headers is not None
         assert exc_info.value.headers.get("www-authenticate") == challenge
 
+    async def test_virtual_mcp_tool_call_guardrail_block_runs_failure_logging(self, monkeypatch):
+        """A pre_mcp_call guardrail block on the virtual mcp_tool_call branch must write a failure
+        spend log, same as the direct tool call branch, and still raise the original error."""
+        from litellm.proxy import proxy_server
+        from litellm.proxy._types import LiteLLM_ObjectPermissionTable
+
+        guardrail_error = HTTPException(status_code=400, detail={"error": "Content blocked"})
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_add_litellm_data_to_request(**kwargs):
+            return kwargs.get("data", {})
+
+        async def blocking_pre_call_hook(user_api_key_dict, data, call_type):
+            raise guardrail_error
+
+        failure_logging = AsyncMock()
+        monkeypatch.setattr(rest_endpoints, "build_effective_auth_contexts", fake_contexts, raising=False)
+        monkeypatch.setattr(
+            proxy_server, "add_litellm_data_to_request", fake_add_litellm_data_to_request, raising=False
+        )
+        monkeypatch.setattr(proxy_server, "proxy_config", {}, raising=False)
+        monkeypatch.setattr(proxy_server, "general_settings", {}, raising=False)
+        monkeypatch.setattr(proxy_server.proxy_logging_obj, "pre_call_hook", blocking_pre_call_hook)
+        monkeypatch.setattr(rest_endpoints, "fire_mcp_tool_call_failure_logging", failure_logging, raising=False)
+
+        user_api_key_dict = UserAPIKeyAuth(
+            api_key="hashed-key",
+            request_route="/mcp-rest/tools/call",
+            object_permission=LiteLLM_ObjectPermissionTable(
+                object_permission_id="search-scope",
+                mcp_tool_search_enabled=True,
+            ),
+        )
+        request = _build_request(
+            path="/mcp-rest/tools/call",
+            method="POST",
+            json_body={"name": "mcp_tool_call", "arguments": {"tool_name": "x", "arguments": {"q": "confidential"}}},
+        )
+
+        with pytest.raises(HTTPException) as exc_info:
+            await rest_endpoints.call_tool_rest_api(request, user_api_key_dict=user_api_key_dict)
+
+        assert exc_info.value is guardrail_error
+        failure_logging.assert_awaited_once()
+        logging_obj, exception, _start_time, user_api_key_auth, request_data = failure_logging.await_args.args
+        assert exception is guardrail_error
+        assert user_api_key_auth is user_api_key_dict
+        assert logging_obj is request_data.get("litellm_logging_obj")
+        assert logging_obj is not None
+
 
 class TestGetToolsForSingleServer:
     """Test _get_tools_for_single_server with object_permission filtering"""
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index 8777e24e209..d9a065db3cb 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -1,7 +1,7 @@
 import asyncio
 import json
 from types import SimpleNamespace
-from typing import TYPE_CHECKING, Final, Optional
+from typing import TYPE_CHECKING, Final, Literal, Optional
 from unittest.mock import AsyncMock, MagicMock, patch
 
 if TYPE_CHECKING:
@@ -29,6 +29,7 @@ from litellm.proxy._types import (
     ProxyException,
     SSOUserDefinedValues,
     UserAPIKeyAuth,
+    WebhookEvent,
 )
 from litellm.proxy.auth.auth_checks import (
     ExperimentalUIJWTToken,
@@ -53,6 +54,7 @@ from litellm.proxy.auth.auth_checks import (
 )
 from litellm.caching.in_memory_cache import InMemoryCache
 from litellm.caching.redis_cache import RedisCache
+from litellm.integrations.SlackAlerting.slack_alerting import SlackAlerting
 from litellm.constants import (
     DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL,
     END_USER_RESTRICTED_REGISTRY_MAX_SIZE,
@@ -5431,6 +5433,9 @@ async def test_common_checks_personal_user_budget_blocks_in_gather():
     async def _spend_by_counter(counter_key, fallback_spend, max_budget=None, **kwargs):
         return 999.0 if counter_key == "spend:user:u1" else 0.0
 
+    proxy_logging_obj: Final = MagicMock()
+    proxy_logging_obj.budget_alerts = AsyncMock()
+
     with (
         patch("litellm.proxy.proxy_server.prisma_client", None),
         patch("litellm.proxy.proxy_server.get_current_spend", _spend_by_counter),
@@ -5445,13 +5450,136 @@ async def test_common_checks_personal_user_budget_blocks_in_gather():
                 general_settings={},
                 route="/chat/completions",
                 llm_router=None,
-                proxy_logging_obj=MagicMock(),
+                proxy_logging_obj=proxy_logging_obj,
                 valid_token=token,
                 request=MagicMock(spec=Request),
             )
+        await asyncio.sleep(0)
     assert "User=u1" in str(over.value)
 
 
+async def _run_internal_user_budget_alert(
+    *,
+    spend: float,
+) -> tuple[AsyncMock, litellm.BudgetExceededError | None]:
+    from fastapi import Request
+
+    from litellm.proxy.auth.auth_checks import common_checks
+
+    user: Final = LiteLLM_UserTable(
+        user_id="user-1",
+        user_email="person@example.com",
+        spend=0.0,
+        max_budget=100.0,
+    )
+    token: Final = UserAPIKeyAuth(token="hashed-key-1", user_id="user-1")
+    slack_alerting: Final = SlackAlerting(alerting=["webhook"])
+    send_alert: Final = AsyncMock()
+    alert_finished: Final = asyncio.Event()
+
+    async def _get_spend(
+        counter_key: str,
+        fallback_spend: float,
+        max_budget: float | None = None,
+        **kwargs: object,
+    ) -> float:
+        assert counter_key == "spend:user:user-1"
+        assert fallback_spend == 0.0
+        assert max_budget == 100.0
+        return spend
+
+    async def _budget_alerts(
+        *,
+        type: Literal["user_budget"],
+        user_info: CallInfo,
+    ) -> None:
+        assert type == "user_budget"
+        try:
+            await slack_alerting.budget_alerts(type=type, user_info=user_info)
+        finally:
+            alert_finished.set()
+
+    proxy_logging_obj: Final = MagicMock(budget_alerts=_budget_alerts)
+
+    async def _check() -> bool:
+        return await common_checks(
+            request_body={"messages": [{"role": "user", "content": "hi"}]},
+            team_object=None,
+            user_object=user,
+            end_user_object=None,
+            global_proxy_spend=None,
+            general_settings={},
+            route="/chat/completions",
+            llm_router=None,
+            proxy_logging_obj=proxy_logging_obj,
+            valid_token=token,
+            request=MagicMock(spec=Request),
+        )
+
+    async def _check_for_error() -> litellm.BudgetExceededError | None:
+        if spend < 100.0:
+            assert await _check() is True
+            return None
+
+        with pytest.raises(litellm.BudgetExceededError) as raised:
+            await _check()
+        return raised.value
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", None),  # test-quality-ok: common_checks has no database seam
+        patch("litellm.proxy.proxy_server.get_current_spend", _get_spend),  # test-quality-ok: common_checks imports it locally
+        patch.object(slack_alerting, "send_alert", send_alert),
+    ):
+        error: Final = await _check_for_error()
+        await asyncio.wait_for(alert_finished.wait(), timeout=1.0)
+
+    return send_alert, error
+
+
+@pytest.mark.asyncio
+async def test_common_checks_internal_user_budget_below_threshold_does_not_emit_alert():
+    send_alert, error = await _run_internal_user_budget_alert(spend=84.0)
+
+    assert error is None
+    send_alert.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_common_checks_internal_user_budget_emits_user_threshold_event():
+    send_alert, error = await _run_internal_user_budget_alert(spend=85.0)
+
+    assert error is None
+    send_alert.assert_awaited_once()
+    event: Final = send_alert.await_args.kwargs["user_info"]
+    assert isinstance(event, WebhookEvent)
+    assert event.event == "threshold_crossed"
+    assert event.event_group == Litellm_EntityType.USER
+    assert event.user_id == "user-1"
+    assert event.user_email == "person@example.com"
+    assert event.spend == 85.0
+    assert event.max_budget == 100.0
+    assert event.token is None
+    assert event.key_alias is None
+    assert event.team_id is None
+    assert event.organization_id is None
+
+
+@pytest.mark.asyncio
+async def test_common_checks_internal_user_budget_emits_crossed_event_and_rejects():
+    send_alert, error = await _run_internal_user_budget_alert(spend=100.0)
+
+    assert error is not None
+    assert error.current_cost == 100.0
+    assert error.max_budget == 100.0
+    send_alert.assert_awaited_once()
+    event: Final = send_alert.await_args.kwargs["user_info"]
+    assert isinstance(event, WebhookEvent)
+    assert event.event == "budget_crossed"
+    assert event.event_group == Litellm_EntityType.USER
+    assert event.user_id == "user-1"
+    assert event.user_email == "person@example.com"
+
+
 @pytest.mark.asyncio
 async def test_common_checks_personal_user_budget_skipped_for_team_key():
     """A user's personal max_budget does not apply to a team-scoped key.
@@ -5475,6 +5603,9 @@ async def test_common_checks_personal_user_budget_skipped_for_team_key():
     async def _no_membership(*args, **kwargs):
         return None
 
+    proxy_logging_obj: Final = MagicMock()
+    proxy_logging_obj.budget_alerts = AsyncMock()
+
     with (
         patch("litellm.proxy.proxy_server.prisma_client", None),
         patch("litellm.proxy.proxy_server.get_current_spend", _spend_by_counter),
@@ -5489,11 +5620,12 @@ async def test_common_checks_personal_user_budget_skipped_for_team_key():
             general_settings={},
             route="/chat/completions",
             llm_router=None,
-            proxy_logging_obj=MagicMock(),
+            proxy_logging_obj=proxy_logging_obj,
             valid_token=token,
             request=MagicMock(spec=Request),
         )
     assert result is True
+    proxy_logging_obj.budget_alerts.assert_not_awaited()
 
 
 @pytest.mark.asyncio
@@ -5518,6 +5650,9 @@ async def test_common_checks_personal_user_budget_enforced_on_team_key_when_flag
     async def _no_membership(*args, **kwargs):
         return None
 
+    proxy_logging_obj: Final = MagicMock()
+    proxy_logging_obj.budget_alerts = AsyncMock()
+
     with (
         patch("litellm.proxy.proxy_server.prisma_client", None),
         patch("litellm.proxy.proxy_server.get_current_spend", _spend_by_counter),
@@ -5533,10 +5668,11 @@ async def test_common_checks_personal_user_budget_enforced_on_team_key_when_flag
                 general_settings={"apply_user_budget_to_team_keys": True},
                 route="/chat/completions",
                 llm_router=None,
-                proxy_logging_obj=MagicMock(),
+                proxy_logging_obj=proxy_logging_obj,
                 valid_token=token,
                 request=MagicMock(spec=Request),
             )
+        await asyncio.sleep(0)
     assert "ExceededBudget: User=u1" in str(exc_info.value)
 
 
@@ -5553,6 +5689,9 @@ async def test_common_checks_personal_user_budget_still_enforced_on_personal_key
     async def _spend_by_counter(counter_key, fallback_spend, max_budget=None, **kwargs):
         return 999.0 if counter_key == "spend:user:u1" else 0.0
 
+    proxy_logging_obj: Final = MagicMock()
+    proxy_logging_obj.budget_alerts = AsyncMock()
+
     with (
         patch("litellm.proxy.proxy_server.prisma_client", None),
         patch("litellm.proxy.proxy_server.get_current_spend", _spend_by_counter),
@@ -5567,10 +5706,11 @@ async def test_common_checks_personal_user_budget_still_enforced_on_personal_key
                 general_settings={"apply_user_budget_to_team_keys": True},
                 route="/chat/completions",
                 llm_router=None,
-                proxy_logging_obj=MagicMock(),
+                proxy_logging_obj=proxy_logging_obj,
                 valid_token=token,
                 request=MagicMock(spec=Request),
             )
+        await asyncio.sleep(0)
 
 
 @pytest.mark.parametrize(
@@ -5651,6 +5791,42 @@ async def test_budget_checks_only_run_on_llm_api_routes(scope, route, expect_blo
             assert await _run() is True
 
 
+@pytest.mark.asyncio
+async def test_organization_budget_check_carries_org_state_on_the_token():
+    """The org row auth already fetched is pinned on the token so the response path
+    (Prometheus org budget gauges) reads it from request metadata instead of calling
+    get_org_object again."""
+    from litellm.proxy._types import LiteLLM_OrganizationTable
+    from litellm.proxy.auth.auth_checks import _organization_max_budget_check
+    from litellm.types.proxy.carried_budget_state import OrgBudgetSnapshot
+
+    org_table = LiteLLM_OrganizationTable(
+        organization_id="o1",
+        organization_alias="platform-org",
+        budget_id="b1",
+        created_by="admin",
+        updated_by="admin",
+        spend=12.5,
+        litellm_budget_table=LiteLLM_BudgetTable(max_budget=100.0),
+    )
+    token = UserAPIKeyAuth(token="k1", org_id="o1")
+    user_api_key_cache = UserApiKeyCache()
+    await user_api_key_cache.async_set_cache(
+        key="org_id:o1:with_budget", value=org_table, model_type=LiteLLM_OrganizationTable
+    )
+
+    await _organization_max_budget_check(
+        valid_token=token,
+        team_object=None,
+        prisma_client=MagicMock(),
+        user_api_key_cache=user_api_key_cache,
+        proxy_logging_obj=MagicMock(),
+    )
+
+    assert token.organization_alias == "platform-org"
+    assert token.org_budget_snapshot == OrgBudgetSnapshot(spend=12.5, max_budget=100.0)
+
+
 @pytest.mark.parametrize("route", ["/health", "/health/services", "/health/test_connection"])
 @pytest.mark.asyncio
 async def test_spend_capable_non_llm_routes_still_enforce_budget(route):
diff --git a/tests/test_litellm/proxy/auth/test_auth_object_prefetch.py b/tests/test_litellm/proxy/auth/test_auth_object_prefetch.py
new file mode 100644
index 00000000000..0fd0dda3017
--- /dev/null
+++ b/tests/test_litellm/proxy/auth/test_auth_object_prefetch.py
@@ -0,0 +1,338 @@
+"""Counts the Redis round trips and DB queries auth object reads cost per cache regime, and checks that the
+per-object getters still enforce on their own when the prefetch cannot help."""
+
+import json
+from collections.abc import Sequence
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from fastapi import HTTPException
+
+from litellm.caching.in_memory_cache import InMemoryCache
+from litellm.caching.redis_cache import RedisCache
+from litellm.proxy._types import (
+    LiteLLM_OrganizationTable,
+    LiteLLM_TeamMembership,
+    LiteLLM_TeamTableCachedObj,
+    LiteLLM_UserTable,
+    UserAPIKeyAuth,
+)
+from litellm.proxy.auth.auth_checks import (
+    get_org_object,
+    get_team_membership,
+    get_team_object,
+    get_user_object,
+)
+from litellm.proxy.auth.auth_object_prefetch import AuthObjectRefs, prefetch_auth_objects
+from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+USER_ID = "prefetch-user"
+TEAM_ID = "prefetch-team"
+ORG_ID = "prefetch-org"
+
+USER_ROW = {
+    "user_id": USER_ID,
+    "max_budget": 50.0,
+    "spend": 1.0,
+    "models": ["gpt-5.4-mini"],
+    "organization_memberships": [],
+}
+TEAM_ROW = {
+    "team_id": TEAM_ID,
+    "organization_id": ORG_ID,
+    "max_budget": 500.0,
+    "spend": 2.0,
+    "models": [],
+    "blocked": False,
+    "members_with_roles": {},
+}
+MEMBERSHIP_ROW = {
+    "user_id": USER_ID,
+    "team_id": TEAM_ID,
+    "spend": 3.0,
+    "budget_id": "b1",
+    "litellm_budget_table": {"budget_id": "b1", "max_budget": 20.0},
+}
+ORG_ROW = {
+    "organization_id": ORG_ID,
+    "organization_alias": "org",
+    "budget_id": "b2",
+    "created_by": "admin",
+    "updated_by": "admin",
+    "models": [],
+    "spend": 4.0,
+    "litellm_budget_table": {"budget_id": "b2", "max_budget": 1000.0},
+}
+ALL_ROWS = {
+    "user_row": USER_ROW,
+    "team_row": TEAM_ROW,
+    "membership_row": MEMBERSHIP_ROW,
+    "organization_row": ORG_ROW,
+    "project_row": None,
+}
+
+
+class CountingRedis(RedisCache):
+    """Redis fake that counts commands and round trips (an MGET or a pipeline is one round trip)."""
+
+    def __init__(self, store: dict[str, str] | None = None, fail: bool = False) -> None:
+        self.store: dict[str, str] = dict(store or {})
+        self.fail = fail
+        self.round_trips = 0
+        self.commands: list[str] = []
+
+    def _trip(self, *commands: str) -> None:
+        if self.fail:
+            raise ConnectionError("redis down")
+        self.round_trips += 1
+        self.commands.extend(commands)
+
+    async def async_get_cache(self, key: str, **kwargs: object) -> object:
+        self._trip(f"GET {key}")
+        raw = self.store.get(key)
+        return json.loads(raw) if raw is not None else None
+
+    async def async_batch_get_cache(self, key_list: Sequence[str], **kwargs: object) -> dict[str, object]:
+        self._trip(f"MGET {' '.join(key_list)}")
+        return {key: (json.loads(self.store[key]) if key in self.store else None) for key in key_list}
+
+    async def async_set_cache(self, key: str, value: object, **kwargs: object) -> None:
+        self._trip(f"SET {key}")
+        self.store[key] = json.dumps(value)
+
+    async def async_set_cache_pipeline(self, cache_list: Sequence[tuple[str, object]], **kwargs: object) -> None:
+        self._trip(*(f"SET {key}" for key, _ in cache_list))
+        for key, value in cache_list:
+            self.store[key] = json.dumps(value)
+
+    async def async_set_cache_pipeline_with_ttls(self, cache_list: Sequence[tuple[str, object, float | None]]) -> None:
+        self._trip(*(f"SET {key} ttl={ttl}" for key, _, ttl in cache_list))
+        for key, value, _ in cache_list:
+            self.store[key] = json.dumps(value)
+
+    async def async_delete_cache(self, key: str) -> None:
+        self._trip(f"DEL {key}")
+        self.store.pop(key, None)
+
+
+def _prisma(rows: dict[str, object] | None = ALL_ROWS) -> MagicMock:
+    prisma = MagicMock(name="prisma_client")
+    prisma.db.query_first = AsyncMock(return_value=rows)
+    return prisma
+
+
+def _non_prefetch_db_calls(prisma: MagicMock) -> list[str]:
+    return [str(call) for call in prisma.db.mock_calls if not str(call).startswith("call.query_first(")]
+
+
+def _cache(redis: RedisCache | None) -> UserApiKeyCache:
+    return UserApiKeyCache(in_memory_cache=InMemoryCache(), redis_cache=redis)
+
+
+def _refs() -> AuthObjectRefs:
+    return AuthObjectRefs.from_token(UserAPIKeyAuth(token="t", user_id=USER_ID, team_id=TEAM_ID, org_id=ORG_ID))
+
+
+async def _read_all_through_getters(
+    cache: UserApiKeyCache, prisma: MagicMock
+) -> tuple[
+    LiteLLM_UserTable | None,
+    LiteLLM_TeamTableCachedObj,
+    LiteLLM_TeamMembership | None,
+    LiteLLM_OrganizationTable | None,
+]:
+    return (
+        await get_user_object(user_id=USER_ID, prisma_client=prisma, user_api_key_cache=cache, user_id_upsert=False),
+        await get_team_object(team_id=TEAM_ID, prisma_client=prisma, user_api_key_cache=cache),
+        await get_team_membership(user_id=USER_ID, team_id=TEAM_ID, prisma_client=prisma, user_api_key_cache=cache),
+        await get_org_object(org_id=ORG_ID, prisma_client=prisma, user_api_key_cache=cache, include_budget_table=True),
+    )
+
+
+def test_refs_from_token_only_names_membership_when_both_ids_present():
+    assert AuthObjectRefs.from_token(UserAPIKeyAuth(token="t", team_id=TEAM_ID)).membership_user_id is None
+    assert AuthObjectRefs.from_token(UserAPIKeyAuth(token="t", user_id=USER_ID)).membership_user_id is None
+    assert AuthObjectRefs.from_token(UserAPIKeyAuth(token="t", user_id=USER_ID, team_id=TEAM_ID)) == AuthObjectRefs(
+        user_id=USER_ID, team_id=TEAM_ID, membership_user_id=USER_ID
+    )
+
+
+@pytest.mark.asyncio
+async def test_cold_regime_is_one_mget_one_query_and_the_getters_never_touch_io_again():
+    redis = CountingRedis()
+    prisma = _prisma()
+    cache = _cache(redis)
+
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    assert prisma.db.query_first.await_count == 1
+    assert prisma.db.query_first.await_args.args[1:] == (USER_ID, TEAM_ID, USER_ID, ORG_ID, None)
+    mgets = [c for c in redis.commands if c.startswith("MGET")]
+    assert len(mgets) == 1
+    assert set(mgets[0].split()[1:]) == {
+        USER_ID,
+        f"team_id:{TEAM_ID}",
+        f"{TEAM_ID}_{USER_ID}",
+        f"team_membership:{USER_ID}:{TEAM_ID}",
+        f"org_id:{ORG_ID}",
+        f"org_id:{ORG_ID}:with_budget",
+    }
+    sets = sorted(c for c in redis.commands if c.startswith("SET"))
+    assert sets == sorted(
+        [
+            f"SET {TEAM_ID}_{USER_ID} ttl=5",
+            f"SET org_id:{ORG_ID} ttl=5",
+            f"SET org_id:{ORG_ID}:with_budget ttl=5",
+            f"SET {USER_ID} ttl=60",
+            f"SET team_id:{TEAM_ID} ttl=60",
+            f"SET team_membership:{USER_ID}:{TEAM_ID} ttl=None",
+        ]
+    )
+    assert redis.round_trips == 2, "one MGET, one pipeline"
+
+    before = (redis.round_trips, prisma.db.query_first.await_count)
+    user, team, membership, org = await _read_all_through_getters(cache, prisma)
+    assert (redis.round_trips, prisma.db.query_first.await_count) == before
+    assert _non_prefetch_db_calls(prisma) == []
+
+    assert isinstance(user, LiteLLM_UserTable) and user.max_budget == 50.0
+    assert isinstance(team, LiteLLM_TeamTableCachedObj) and team.organization_id == ORG_ID
+    assert team.last_refreshed_at is not None
+    assert isinstance(membership, LiteLLM_TeamMembership) and membership.litellm_budget_table is not None
+    assert membership.litellm_budget_table.max_budget == 20.0
+    assert isinstance(org, LiteLLM_OrganizationTable) and org.litellm_budget_table is not None
+    assert org.litellm_budget_table.max_budget == 1000.0
+
+
+@pytest.mark.asyncio
+async def test_redis_warm_regime_is_exactly_one_mget_and_zero_queries():
+    seeded = CountingRedis()
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=_cache(seeded), prisma_client=_prisma())
+
+    redis = CountingRedis(store=seeded.store)
+    prisma = _prisma()
+    cache = _cache(redis)
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    assert redis.round_trips == 1
+    assert redis.commands[0].startswith("MGET")
+    assert prisma.db.query_first.await_count == 0
+
+    user, team, membership, org = await _read_all_through_getters(cache, prisma)
+    assert redis.round_trips == 1
+    assert prisma.db.mock_calls == []
+    assert (user.user_id, team.team_id, membership.team_id, org.organization_id) == (USER_ID, TEAM_ID, TEAM_ID, ORG_ID)
+
+
+@pytest.mark.asyncio
+async def test_hot_regime_costs_nothing():
+    redis = CountingRedis()
+    prisma = _prisma()
+    cache = _cache(redis)
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+    redis.round_trips, redis.commands = 0, []
+    prisma.db.reset_mock()
+
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+    await _read_all_through_getters(cache, prisma)
+
+    assert redis.round_trips == 0
+    assert prisma.db.mock_calls == []
+
+
+@pytest.mark.asyncio
+async def test_partial_redis_hit_queries_only_the_missing_objects():
+    seeded = CountingRedis()
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=_cache(seeded), prisma_client=_prisma())
+    for key in (f"team_id:{TEAM_ID}", f"{TEAM_ID}_{USER_ID}", f"team_membership:{USER_ID}:{TEAM_ID}"):
+        del seeded.store[key]
+
+    prisma = _prisma()
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=_cache(seeded), prisma_client=prisma)
+
+    assert prisma.db.query_first.await_count == 1
+    assert prisma.db.query_first.await_args.args[1:] == (None, TEAM_ID, USER_ID, None, None)
+
+    del seeded.store[f"org_id:{ORG_ID}:with_budget"]
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=_cache(seeded), prisma_client=prisma)
+    assert prisma.db.query_first.await_args.args[1:] == (None, None, None, ORG_ID, None)
+
+
+@pytest.mark.asyncio
+async def test_deleted_team_cache_entry_is_refetched_and_the_update_is_visible():
+    redis = CountingRedis()
+    prisma = _prisma()
+    cache = _cache(redis)
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    await cache.async_delete_cache(f"team_id:{TEAM_ID}")
+    prisma.db.query_first.return_value = {**ALL_ROWS, "team_row": {**TEAM_ROW, "blocked": True}}
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    team = await get_team_object(team_id=TEAM_ID, prisma_client=prisma, user_api_key_cache=cache)
+    assert team.blocked is True
+    assert prisma.db.query_first.await_count == 2
+    assert prisma.db.query_first.await_args.args[1:] == (None, TEAM_ID, None, None, None)
+
+
+@pytest.mark.asyncio
+async def test_row_missing_a_required_column_is_not_cached_so_the_getter_still_fails_closed():
+    prisma = _prisma({**ALL_ROWS, "team_row": {"max_budget": 1.0}})
+    prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=None)
+    cache = _cache(CountingRedis())
+
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    with pytest.raises(HTTPException) as exc:
+        await get_team_object(team_id=TEAM_ID, prisma_client=prisma, user_api_key_cache=cache)
+    assert exc.value.status_code == 404
+    assert prisma.db.litellm_teamtable.find_unique.await_count == 1
+    assert cache.in_memory_cache.get_cache(USER_ID) is not None
+
+
+@pytest.mark.asyncio
+async def test_absent_rows_are_not_cached_as_present():
+    redis = CountingRedis()
+    prisma = _prisma({key: None for key in ALL_ROWS})
+    cache = _cache(redis)
+
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    assert [c for c in redis.commands if c.startswith("SET")] == []
+    assert cache.in_memory_cache.get_cache(f"team_id:{TEAM_ID}") is None
+
+
+@pytest.mark.asyncio
+async def test_redis_failure_is_swallowed_and_getters_fall_back_to_their_own_reads():
+    prisma = _prisma()
+    prisma.db.litellm_usertable.find_unique = AsyncMock(return_value=None)
+    cache = _cache(CountingRedis(fail=True))
+
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    assert prisma.db.query_first.await_count == 0
+    assert cache.in_memory_cache.get_cache(USER_ID) is None
+
+
+@pytest.mark.asyncio
+async def test_no_prisma_still_uses_redis_but_never_queries():
+    seeded = CountingRedis()
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=_cache(seeded), prisma_client=_prisma())
+    redis = CountingRedis(store=seeded.store)
+    cache = _cache(redis)
+
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=None)
+
+    assert redis.round_trips == 1
+    assert cache.in_memory_cache.get_cache(f"org_id:{ORG_ID}") is not None
+
+
+@pytest.mark.asyncio
+async def test_no_redis_goes_straight_to_one_query():
+    prisma = _prisma()
+    cache = _cache(None)
+
+    await prefetch_auth_objects(refs=_refs(), user_api_key_cache=cache, prisma_client=prisma)
+
+    assert prisma.db.query_first.await_count == 1
+    assert cache.in_memory_cache.get_cache(f"team_membership:{USER_ID}:{TEAM_ID}") is not None
diff --git a/tests/test_litellm/proxy/auth/test_route_checks.py b/tests/test_litellm/proxy/auth/test_route_checks.py
index 38a0e85c1ea..c8b3d789665 100644
--- a/tests/test_litellm/proxy/auth/test_route_checks.py
+++ b/tests/test_litellm/proxy/auth/test_route_checks.py
@@ -3916,3 +3916,28 @@ def test_claude_code_marketplace_routes_open_to_internal_users(route):
     """Per-skill visibility is enforced inside the handler, so the route gate must let non-admins through."""
     assert RouteChecks.is_llm_api_route(route) is True
     assert _gate(route, LitellmUserRoles.INTERNAL_USER.value) == "allowed"
+
+
+@pytest.mark.parametrize("user_role", [None, LitellmUserRoles.INTERNAL_USER.value, LitellmUserRoles.INTERNAL_USER_VIEW_ONLY.value])
+def test_auto_router_session_is_reachable_by_any_key_but_benchmarks_stays_admin_only(user_role):
+    valid_token = UserAPIKeyAuth(api_key="hash-of-caller", user_role=user_role)
+    request = MagicMock(spec=Request)
+    request.query_params = {"session_id": "sess-1"}
+
+    RouteChecks.non_proxy_admin_allowed_routes_check(
+        user_obj=None,
+        _user_role=user_role,
+        route="/auto_router/session",
+        request=request,
+        valid_token=valid_token,
+        request_data={},
+    )
+    with pytest.raises(Exception, match="Only proxy admin"):
+        RouteChecks.non_proxy_admin_allowed_routes_check(
+            user_obj=None,
+            _user_role=user_role,
+            route="/auto_router/benchmarks",
+            request=request,
+            valid_token=valid_token,
+            request_data={},
+        )
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index 6cce6d0316b..0cdbcde6abc 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -5,7 +5,7 @@ import os
 import subprocess
 import sys
 from contextlib import contextmanager
-from datetime import datetime, timedelta
+from datetime import datetime, timedelta, timezone
 from pathlib import Path
 from textwrap import dedent
 from types import SimpleNamespace
@@ -23,6 +23,7 @@ from litellm.proxy._types import (
     LiteLLM_JWTAuth,
     LiteLLM_BudgetTable,
     LiteLLM_EndUserTable,
+    LiteLLM_TeamTableCachedObj,
     LiteLLM_UserTable,
     LitellmUserRoles,
     ProxyErrorTypes,
@@ -48,6 +49,7 @@ from litellm.proxy.auth.user_api_key_auth import (
     get_api_key,
     user_api_key_auth,
 )
+from litellm.proxy.spend_tracking.carried_budget_state import carried_budget_metadata
 
 
 class _RoutingRequest:
@@ -1646,6 +1648,95 @@ async def test_db_virtual_key_auth_sets_via_virtual_key_marker():
             setattr(_proxy_server_mod, attr, val)
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model_allowed", [True, False])
+async def test_auth_prefetches_referenced_objects_only_after_the_key_may_call_the_model(model_allowed):
+    """A request denied by the key's model list must not pay for the team/user/org MGET or DB join."""
+    from fastapi import Request
+    from starlette.datastructures import URL
+
+    from litellm.proxy.auth.user_api_key_auth import _user_api_key_auth_builder
+    from litellm.proxy.proxy_server import hash_token
+
+    api_key = "sk-prefetch-order-test"
+    valid_token = UserAPIKeyAuth(api_key=api_key, token=hash_token(api_key), user_id="u1", team_id="t1")
+
+    mock_cache = AsyncMock()
+    mock_cache.async_get_cache = AsyncMock(return_value=None)
+    mock_cache.delete_cache = MagicMock()
+    mock_proxy_logging_obj = MagicMock()
+    mock_proxy_logging_obj.post_call_failure_hook = AsyncMock(return_value=None)
+
+    import litellm.proxy.proxy_server as _proxy_server_mod
+
+    _attrs_to_set = {
+        "prisma_client": MagicMock(),
+        "user_api_key_cache": mock_cache,
+        "proxy_logging_obj": mock_proxy_logging_obj,
+        "master_key": "sk-master-key",
+        "general_settings": {},
+        "llm_model_list": [],
+        "llm_router": None,
+        "open_telemetry_logger": None,
+        "model_max_budget_limiter": MagicMock(),
+        "user_custom_auth": None,
+        "jwt_handler": None,
+        "litellm_proxy_admin_name": "admin",
+    }
+    _original_values = {attr: getattr(_proxy_server_mod, attr, None) for attr in _attrs_to_set}
+    denied = ProxyException(
+        message="Key not allowed to access model",
+        type=ProxyErrorTypes.key_model_access_denied,
+        param="model",
+        code=401,
+    )
+    try:
+        for attr, val in _attrs_to_set.items():
+            setattr(_proxy_server_mod, attr, val)
+        request = Request(scope={"type": "http"})
+        request._url = URL(url="/chat/completions")
+
+        with (
+            patch(  # test-quality-ok: the builder has no DI seam for the key lookup; stands in for the DB
+                "litellm.proxy.auth.resolvers.store.IdentityStore._resolve_key",
+                new_callable=AsyncMock,
+                return_value=valid_token,
+            ),
+            patch(  # test-quality-ok: the observable is whether the prefetch runs before or after this check
+                "litellm.proxy.auth.user_api_key_auth._enforce_key_and_fallback_model_access",
+                new_callable=AsyncMock,
+                side_effect=None if model_allowed else denied,
+            ),
+            patch(  # test-quality-ok: counting prefetch calls on a denied request IS the regression being pinned
+                "litellm.proxy.auth.user_api_key_auth.prefetch_auth_objects", new_callable=AsyncMock
+            ) as mock_prefetch,
+            patch(  # test-quality-ok: no DB in this test; the user lookup must not fail the allowed path
+                "litellm.proxy.auth.user_api_key_auth.get_user_object", new_callable=AsyncMock, return_value=None
+            ),
+        ):
+            call = _user_api_key_auth_builder(
+                request=request,
+                api_key=f"Bearer {api_key}",
+                azure_api_key_header="",
+                anthropic_api_key_header=None,
+                google_ai_studio_api_key_header=None,
+                azure_apim_header=None,
+                request_data={"model": "gpt-4o"},
+            )
+            if model_allowed:
+                assert isinstance(await call, UserAPIKeyAuth)
+                mock_prefetch.assert_awaited_once()
+                assert mock_prefetch.await_args.kwargs["refs"].team_id == "t1"
+            else:
+                with pytest.raises(ProxyException) as exc:
+                    await call
+                assert exc.value.type == ProxyErrorTypes.key_model_access_denied
+                mock_prefetch.assert_not_awaited()
+    finally:
+        for attr, val in _original_values.items():
+            setattr(_proxy_server_mod, attr, val)
+
+
 @pytest.mark.asyncio
 async def test_return_user_api_key_auth_obj_user_spend_and_budget():
     """
@@ -3930,6 +4021,65 @@ async def test_centralized_common_checks_routes_header_tags_to_litellm_metadata(
     assert "metadata" not in request_data
 
 
+@pytest.mark.asyncio
+async def test_centralized_common_checks_carries_team_and_user_budget_state_on_the_token():
+    """The team and user objects auth resolves are pinned on the token so the
+    response path (Prometheus budget gauges) reads them from request metadata
+    instead of calling get_team_object / get_user_object again."""
+    from fastapi import Request
+    from starlette.datastructures import URL
+
+    import litellm.proxy.proxy_server as _proxy_server_mod
+
+    reset_at = datetime(2026, 10, 1, tzinfo=timezone.utc)
+    token = UserAPIKeyAuth(api_key="sk-test", token="hashed", team_id="t1", user_id="u1")
+    request = Request(scope={"type": "http"})
+    request._url = URL(url="/chat/completions")
+
+    user_api_key_cache = DualCache()
+    await user_api_key_cache.async_set_cache(
+        key="team_id:t1",
+        value=LiteLLM_TeamTableCachedObj(team_id="t1", budget_reset_at=reset_at, max_budget=300.0),
+    )
+    await user_api_key_cache.async_set_cache(
+        key="u1",
+        value=LiteLLM_UserTable(user_id="u1", user_alias="Alice", budget_reset_at=None, max_budget=None),
+    )
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.service_logging_obj.async_service_success_hook = AsyncMock()
+    attrs = {
+        **_proxy_attrs_for_centralized_checks(user_custom_auth=None),
+        "prisma_client": MagicMock(),
+        "user_api_key_cache": user_api_key_cache,
+        "proxy_logging_obj": proxy_logging_obj,
+    }
+    originals = {a: getattr(_proxy_server_mod, a, None) for a in attrs}
+    try:
+        for k, v in attrs.items():
+            setattr(_proxy_server_mod, k, v)
+        with patch(  # test-quality-ok: the authz gate has its own tests above; this one checks the carry step before it
+            "litellm.proxy.auth.user_api_key_auth.common_checks",
+            new_callable=AsyncMock,
+        ):
+            await _run_centralized_common_checks(
+                user_api_key_auth_obj=token,
+                request=request,
+                request_data={"model": "gpt-5.4-mini"},
+                route="/chat/completions",
+            )
+    finally:
+        for k, v in originals.items():
+            setattr(_proxy_server_mod, k, v)
+
+    assert dict(carried_budget_metadata(token)) == {
+        "user_api_key_team_budget_reset_at": "2026-10-01T00:00:00Z",
+        "user_api_key_team_table_max_budget": 300.0,
+        "user_api_key_user_budget_reset_at": None,
+        "user_api_key_user_table_max_budget": None,
+        "user_api_key_user_alias": "Alice",
+    }
+
+
 @pytest.mark.asyncio
 async def test_centralized_common_checks_skipped_for_custom_auth_without_flag():
     """Existing RPS guarantee: custom-auth deployments without
diff --git a/tests/test_litellm/proxy/client/cli/autoroute/test_commands.py b/tests/test_litellm/proxy/client/cli/autoroute/test_commands.py
index 77742ea9f9f..028ab58843f 100644
--- a/tests/test_litellm/proxy/client/cli/autoroute/test_commands.py
+++ b/tests/test_litellm/proxy/client/cli/autoroute/test_commands.py
@@ -6,6 +6,7 @@ from typing import Optional
 import yaml
 from click.testing import CliRunner
 
+from litellm.proxy.client.cli.commands.claude_settings import ClaudeSettingsError
 from litellm.proxy.client.cli.commands.autoroute import commands as commands_module
 from litellm.proxy.client.cli.commands.autoroute import process as process_module
 from litellm.proxy.client.cli.commands.autoroute.commands import down, up
@@ -163,6 +164,7 @@ class TestUpCommand:
         # `lite configure claude --model` or a user pin would 400 on the first message.
         assert captured["settings"]["model"] == "autorouter"
         assert captured["settings"]["env"]["ANTHROPIC_DEFAULT_SONNET_MODEL"] == "autorouter"
+        assert captured["settings"]["statusLine"]["command"].endswith("statusline.py")
         assert captured["settings_mode"] == 0o600
 
         assert terminate_calls == [99999]
@@ -253,6 +255,33 @@ class TestUpCommand:
         assert not pid_record_path.exists()
         assert not backup_path.exists()
 
+    def test_a_status_line_install_failure_leaves_no_backup_behind(self, monkeypatch, tmp_path):
+        # The install runs before the backup is written, so a failure cannot strand a backup that
+        # would make every later `lite configure` / `lite autoroute up` think a session still owns settings.json
+        config_path, _log_path, claude_settings_path, backup_path, pid_record_path = _patch_paths(monkeypatch, tmp_path)
+        config_path.write_text(yaml.safe_dump({"model_list": []}))
+        claude_settings_path.write_text(json.dumps({"theme": "dark"}))
+
+        def boom():
+            raise ClaudeSettingsError("disk full")
+
+        fake_process = FakeProcess(pid=778)
+        terminate_calls = []
+        monkeypatch.setattr(commands_module, "launch_proxy", lambda *a, **k: fake_process)
+        monkeypatch.setattr(commands_module, "poll_liveliness", lambda *a, **k: None)
+        monkeypatch.setattr(commands_module, "is_port_available", lambda port: True)
+        monkeypatch.setattr(commands_module, "terminate", lambda pid, **k: terminate_calls.append(pid))
+        monkeypatch.setattr(commands_module, "install_statusline_script", boom)
+        monkeypatch.setattr(commands_module.secrets, "token_urlsafe", lambda n: "fixed-master-key")
+
+        result = self.runner.invoke(up)
+
+        assert result.exit_code != 0 and "disk full" in result.output
+        assert terminate_calls == [778]
+        assert not pid_record_path.exists()
+        assert not backup_path.exists()
+        assert json.loads(claude_settings_path.read_text()) == {"theme": "dark"}
+
     def test_up_uses_the_same_port_and_master_key_across_runs(self, monkeypatch, tmp_path):
         """The LIT-4607/LIT-4608 regression: a client configured against one session must keep
         working in the next, so consecutive runs must patch settings with an identical base URL
diff --git a/tests/test_litellm/proxy/client/cli/autoroute/test_config.py b/tests/test_litellm/proxy/client/cli/autoroute/test_config.py
index f399b6f957a..47b5459d489 100644
--- a/tests/test_litellm/proxy/client/cli/autoroute/test_config.py
+++ b/tests/test_litellm/proxy/client/cli/autoroute/test_config.py
@@ -161,7 +161,13 @@ class TestBuildGeneratedModelList:
         config = _base_config(classifier=HeuristicClassifier(), semantic_matching=NoSemanticMatching())
         autorouter = next(m for m in build_generated_model_list(config) if m["model_name"] == "autorouter")
         router_config = autorouter["litellm_params"]["complexity_router_config"]
-        assert set(router_config.keys()) == {"tiers", "default_model"}
+        assert set(router_config.keys()) == {"tiers", "default_model", "return_raw_model_name"}
+
+    def test_the_generated_router_reports_the_tier_model_it_routed_to(self):
+        # The status line reads the routed model from the response body, which the proxy restamps to the
+        # requested alias unless the deployment opts out; "autorouter" on every line would tell nothing.
+        autorouter = next(m for m in build_generated_model_list(_base_config()) if m["model_name"] == "autorouter")
+        assert autorouter["litellm_params"]["complexity_router_config"]["return_raw_model_name"] is True
 
 
 class TestBuildGeneratedProxyConfig:
diff --git a/tests/test_litellm/proxy/client/cli/conftest.py b/tests/test_litellm/proxy/client/cli/conftest.py
index 50c76d3f125..e54dbeef875 100644
--- a/tests/test_litellm/proxy/client/cli/conftest.py
+++ b/tests/test_litellm/proxy/client/cli/conftest.py
@@ -1,10 +1,13 @@
 import os
-from collections.abc import Iterator
+import shlex
+from collections.abc import Callable, Iterator
 from pathlib import Path
 from typing import Final
 
 import pytest
 
+from litellm.proxy.client.cli.commands import claude_settings
+
 REAL_CLAUDE_SETTINGS: Final = Path(os.path.expanduser("~")) / ".claude" / "settings.json"
 
 
@@ -12,12 +15,57 @@ def _current_bytes() -> bytes | None:
     return REAL_CLAUDE_SETTINGS.read_bytes() if REAL_CLAUDE_SETTINGS.exists() else None
 
 
+@pytest.fixture(autouse=True)
+def _statusline_script_under_tmp(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None:
+    monkeypatch.setattr(claude_settings, "STATUSLINE_SCRIPT_PATH", tmp_path / "litellm-home" / "statusline.py")
+
+
+@pytest.fixture
+def fake_codex_version(
+    monkeypatch: pytest.MonkeyPatch, tmp_path: Path
+) -> Callable[[str | None, int], Path]:
+    directory: Final = tmp_path / "codex-bin"
+    directory.mkdir()
+    binary: Final = directory / ("codex.cmd" if os.name == "nt" else "codex")
+    version_output: Final = directory / "version-output.txt"
+    monkeypatch.setenv("PATH", str(directory))
+
+    def install(output: str | None, returncode: int = 0) -> Path:
+        if output is None:
+            binary.unlink(missing_ok=True)
+            return binary
+        version_output.write_text(output)
+        if os.name == "nt":
+            binary.write_text(
+                '@echo off\nif not "%~1"=="--version" exit /b 2\n'
+                'if not "%~2"=="" exit /b 2\ntype "%~dp0version-output.txt"\n'
+                f'exit /b {returncode}\n'
+            )
+        else:
+            binary.write_text(
+                '#!/bin/sh\nif [ "$#" -ne 1 ] || [ "$1" != "--version" ]; then\n    exit 2\nfi\n'
+                f'/bin/cat {shlex.quote(str(version_output))}\nexit {returncode}\n'
+            )
+        binary.chmod(0o700)
+        return binary
+
+    install("codex-cli 0.129.0\n")
+    return install
+
+
+@pytest.fixture(autouse=True)
+def _isolated_codex_version_for_configure_tests(request: pytest.FixtureRequest) -> None:
+    if request.node.path.name in ("test_codex_settings.py", "test_configure_commands.py"):
+        request.getfixturevalue("fake_codex_version")
+
+
 @pytest.fixture(autouse=True)
 def isolated_claude_home(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> Iterator[Path]:
     before: Final = _current_bytes()
     monkeypatch.setenv("HOME", str(tmp_path))
     monkeypatch.setenv("USERPROFILE", str(tmp_path))
     monkeypatch.setenv("CLAUDE_CONFIG_DIR", str(tmp_path / ".claude"))
+    monkeypatch.setenv("CODEX_HOME", str(tmp_path / ".codex"))
     yield tmp_path
     after: Final = _current_bytes()
     if after == before:
diff --git a/tests/test_litellm/proxy/client/cli/test_agents.py b/tests/test_litellm/proxy/client/cli/test_agents.py
index bebea285edc..8495940b9c5 100644
--- a/tests/test_litellm/proxy/client/cli/test_agents.py
+++ b/tests/test_litellm/proxy/client/cli/test_agents.py
@@ -164,27 +164,6 @@ class TestBuildAgentEnv:
         assert env["PATH"] == "/usr/bin"
         assert base == {"PATH": "/usr/bin", "ANTHROPIC_API_KEY": "real-key"}
 
-    def test_anthropic_profile_leaves_the_bearer_to_the_api_key_helper(self):
-        env = build_agent_env(
-            {"ANTHROPIC_AUTH_TOKEN": "stale-token", "ANTHROPIC_API_KEY": "real-key"},
-            "http://localhost:4000/",
-            "sk-key",
-            frozenset({"anthropic"}),
-            export_anthropic_token=False,
-        )
-        assert "ANTHROPIC_AUTH_TOKEN" not in env
-        assert "ANTHROPIC_API_KEY" not in env
-        assert env["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
-        assert env["ENABLE_TOOL_SEARCH"] == "true"
-        assert env["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "1"
-
-    def test_helper_mode_still_exports_the_openai_key(self):
-        env = build_agent_env(
-            {}, "http://localhost:4000", "sk-key", frozenset({"anthropic", "openai"}), export_anthropic_token=False
-        )
-        assert "ANTHROPIC_AUTH_TOKEN" not in env
-        assert env["OPENAI_API_KEY"] == "sk-key"
-
 
 class TestAgentLaunchArgs:
     def test_claude_and_opencode_get_no_extra_args(self):
@@ -202,7 +181,9 @@ class TestAgentLaunchArgs:
         assert 'model_providers.litellm.env_key="OPENAI_API_KEY"' in args
         assert 'model_providers.litellm.wire_api="responses"' in args
         assert "model_providers.litellm.supports_websockets=false" in args
-        assert joined.count("-c") == 6
+        assert "model_providers.litellm.requires_openai_auth=false" in args
+        assert "model_providers.litellm.http_headers={}" in args
+        assert joined.count("-c") == 8
 
     def test_codex_uses_basename(self):
         assert agent_launch_args("/usr/local/bin/codex", "http://localhost:4000") == (
@@ -531,25 +512,6 @@ class TestRunAgent:
         assert "ANTHROPIC_API_KEY" not in env
         assert "OPENAI_BASE_URL" not in env
 
-    def test_helper_supplied_token_never_reaches_the_launch_env(self):
-        calls = {}
-        verified = []
-
-        run_agent(
-            "http://localhost:4000",
-            "sk-key",
-            ["claude"],
-            base_env={"PATH": "/usr/bin", "ANTHROPIC_AUTH_TOKEN": "stale-token"},
-            which=lambda name: "/usr/local/bin/claude",
-            verify=lambda base_url, api_key: verified.append(api_key),
-            launcher=lambda p, a, e: calls.update(env=dict(e)),
-            export_anthropic_token=False,
-        )
-
-        assert verified == ["sk-key"]
-        assert "ANTHROPIC_AUTH_TOKEN" not in calls["env"]
-        assert calls["env"]["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
-
     def test_codex_gets_openai_env(self):
         calls = {}
         run_agent(
@@ -1093,101 +1055,6 @@ class TestAgentCommands:
             in result.output
         )
 
-    def _invoke_claude_with_settings(self, tmp_path, settings, obj, *, default_settings=None):
-        config_dir = tmp_path / "claude-config"
-        config_dir.mkdir()
-        if settings is not None:
-            (config_dir / "settings.json").write_text(json.dumps(settings))
-        default_path = tmp_path / "home-claude" / "settings.json"
-        default_path.parent.mkdir()
-        if default_settings is not None:
-            default_path.write_text(json.dumps(default_settings))
-        captured = {}
-        with (
-            patch(f"{CLAUDE_SETTINGS_MODULE}.CLAUDE_SETTINGS_PATH", default_path),
-            patch(f"{CLAUDE_SETTINGS_MODULE}.shutil.which", return_value="/usr/local/bin/lite"),
-            patch(f"{AGENTS_MODULE}.run_agent", side_effect=lambda b, k, c, **kw: captured.update(kw)),
-        ):
-            result = self.runner.invoke(
-                _agent_command("claude"), [], obj=obj, env={"CLAUDE_CONFIG_DIR": str(config_dir)}
-            )
-        assert result.exit_code == 0, result.output
-        return captured, result.output
-
-    def test_helper_is_read_from_the_config_dir_claude_code_uses(self, tmp_path):
-        captured, output = self._invoke_claude_with_settings(
-            tmp_path,
-            {"apiKeyHelper": "/usr/local/bin/lite --base-url http://localhost:4000 auth print-token"},
-            {"base_url": "http://localhost:4000", "api_key": "sk-key", "api_key_from_token_file": True},
-        )
-
-        assert captured["export_anthropic_token"] is False
-        assert str(tmp_path / "claude-config" / "settings.json") in output
-
-    def test_helper_only_in_the_default_file_keeps_the_env_token_when_config_dir_points_elsewhere(self, tmp_path):
-        captured, output = self._invoke_claude_with_settings(
-            tmp_path,
-            None,
-            {"base_url": "http://localhost:4000", "api_key": "sk-key", "api_key_from_token_file": True},
-            default_settings={"apiKeyHelper": "/usr/local/bin/lite --base-url http://localhost:4000 auth print-token"},
-        )
-
-        assert captured["export_anthropic_token"] is True
-        assert "apiKeyHelper" not in output
-
-    def test_stored_login_with_a_matching_helper_leaves_the_token_to_the_helper(self, tmp_path):
-        captured, output = self._invoke_claude_with_settings(
-            tmp_path,
-            {"apiKeyHelper": "/usr/local/bin/lite --base-url http://localhost:4000 auth print-token"},
-            {"base_url": "http://localhost:4000", "api_key": "sk-key", "api_key_from_token_file": True},
-        )
-
-        assert captured["export_anthropic_token"] is False
-        assert "reads its key from the apiKeyHelper" in output
-
-    def test_explicit_key_is_exported_even_when_a_helper_matches(self, tmp_path):
-        captured, output = self._invoke_claude_with_settings(
-            tmp_path,
-            {"apiKeyHelper": "/usr/local/bin/lite --base-url http://localhost:4000 auth print-token"},
-            {"base_url": "http://localhost:4000", "api_key": "sk-key", "api_key_from_token_file": False},
-        )
-
-        assert captured["export_anthropic_token"] is True
-        assert "apiKeyHelper" not in output
-
-    def test_helper_for_another_proxy_keeps_the_env_token(self, tmp_path):
-        captured, _ = self._invoke_claude_with_settings(
-            tmp_path,
-            {"apiKeyHelper": "/usr/local/bin/lite --base-url https://other.example.com auth print-token"},
-            {"base_url": "http://localhost:4000", "api_key": "sk-key", "api_key_from_token_file": True},
-        )
-
-        assert captured["export_anthropic_token"] is True
-
-    def test_no_claude_settings_keeps_the_env_token(self, tmp_path):
-        captured, _ = self._invoke_claude_with_settings(
-            tmp_path,
-            None,
-            {"base_url": "http://localhost:4000", "api_key": "sk-key", "api_key_from_token_file": True},
-        )
-
-        assert captured["export_anthropic_token"] is True
-
-    def test_codex_never_consults_claude_settings(self):
-        captured = {}
-        with (
-            patch(f"{AGENTS_MODULE}.lite_api_key_helper_configured", side_effect=AssertionError("consulted")),
-            patch(f"{AGENTS_MODULE}.run_agent", side_effect=lambda b, k, c, **kw: captured.update(kw)),
-        ):
-            result = self.runner.invoke(
-                _agent_command("codex"),
-                [],
-                obj={"base_url": "http://localhost:4000", "api_key": "sk-key", "api_key_from_token_file": True},
-            )
-
-        assert result.exit_code == 0, result.output
-        assert captured["export_anthropic_token"] is True
-
     def test_codex_shows_friendly_name(self):
         captured = {}
         with patch(
@@ -1338,3 +1205,53 @@ class TestAgentCommands:
             )
         assert result.exit_code == 0, result.output
         assert captured["reattach_terminal"] is None
+
+
+class TestPrepareCodex:
+    def test_registers_the_installed_script_as_a_session_scoped_stop_hook(self):
+        from litellm.proxy.client.cli.commands.agents import prepare_codex
+
+        args = prepare_codex("http://localhost:4000", "sk-key", {}, install=lambda: "/py /home/me/.litellm/statusline.py")
+        assert args == (
+            "-c",
+            'hooks.Stop=[{hooks=[{type="command",command="/py /home/me/.litellm/statusline.py"}]}]',
+        )
+
+    def test_a_failed_install_is_an_agent_error_not_a_crash(self):
+        from litellm.proxy.client.cli.commands.agents import AgentRunError, prepare_codex
+        from litellm.proxy.client.cli.commands.claude_settings import ClaudeSettingsError
+
+        def boom():
+            raise ClaudeSettingsError("disk full")
+
+        with pytest.raises(AgentRunError, match="disk full"):
+            prepare_codex("http://localhost:4000", "sk-key", {}, install=boom)
+
+    def test_a_config_that_already_declares_hooks_keeps_them_and_skips_ours(self, tmp_path):
+        from litellm.proxy.client.cli.commands.agents import prepare_codex
+
+        warnings = []
+        env = {"CODEX_HOME": str(tmp_path)}
+        for body in ('[[hooks.Stop]]\nhooks = [{ type = "command", command = "mine" }]\n', 'hooks.Stop = []\n', "[hooks]\n"):
+            (tmp_path / "config.toml").write_text(body)
+            assert prepare_codex("http://localhost:4000", "sk", env, install=lambda: "/py /s.py", warn=warnings.append) == ()
+        (tmp_path / "config.toml").write_text('model = "gpt-5.6-sol"\n[projects."/x"]\ntrust_level = "trusted"\n')
+        assert prepare_codex("http://localhost:4000", "sk", env, install=lambda: "/py /s.py", warn=warnings.append) != ()
+        assert len(warnings) == 3 and "already declares hooks" in warnings[0]
+
+    def test_a_config_that_cannot_be_read_or_decoded_still_lets_codex_launch(self, tmp_path):
+        # A UTF-16 config.toml (a Windows Notepad save) is Codex's problem to report at launch, not a reason
+        # for the hook pre-check to abort `lite codex` with a traceback before Codex ever starts.
+        from litellm.proxy.client.cli.commands.agents import codex_declares_stop_hooks, prepare_codex
+
+        config = tmp_path / "config.toml"
+        config.write_bytes('[[hooks.Stop]]\nhooks = [{ type = "command", command = "mine" }]\n'.encode("utf-16"))
+        assert codex_declares_stop_hooks(config) is False
+        assert codex_declares_stop_hooks(tmp_path / "absent.toml") is False
+        args = prepare_codex("http://localhost:4000", "sk", {"CODEX_HOME": str(tmp_path)}, install=lambda: "/py /s.py")
+        assert args[0] == "-c" and "hooks.Stop=" in args[1]
+
+    def test_codex_is_wired_through_the_preparer_registry(self):
+        from litellm.proxy.client.cli.commands.agents import _PREPARERS, prepare_codex
+
+        assert _PREPARERS["codex"] is prepare_codex
diff --git a/tests/test_litellm/proxy/client/cli/test_auth_commands.py b/tests/test_litellm/proxy/client/cli/test_auth_commands.py
index 1f314e0c9d8..3a7792db1fe 100644
--- a/tests/test_litellm/proxy/client/cli/test_auth_commands.py
+++ b/tests/test_litellm/proxy/client/cli/test_auth_commands.py
@@ -17,8 +17,15 @@ from litellm.litellm_core_utils.cli_keyring import (
     SecretErased,
     SecretStored,
 )
-from litellm.litellm_core_utils.cli_token_utils import CliTokenRecord, save_cli_token
+from litellm.litellm_core_utils.cli_token_utils import (
+    CliTokenRecord,
+    CredentialNotRecorded,
+    CredentialNotSaved,
+    save_cli_token,
+)
 from litellm.proxy.client.cli import cli
+from litellm.proxy.client.cli.commands import claude_settings as claude_settings_module
+from litellm.proxy.client.cli.commands.claude_settings import SettingsFileOwner
 from litellm.proxy.client.cli.commands.auth import (
     get_stored_api_key,
     login,
@@ -26,8 +33,6 @@ from litellm.proxy.client.cli.commands.auth import (
     print_token,
     whoami,
 )
-from litellm.proxy.client.cli.commands import claude_settings as claude_settings_module
-from litellm.proxy.client.cli.commands.claude_settings import SettingsFileOwner
 
 
 @pytest.fixture
@@ -1394,7 +1399,9 @@ class TestLoginConfigClaude:
         monkeypatch.setattr(claude_settings_module, "CONFIGURE_STATE_PATH", tmp_path / "claude_configure_state.json")
         return backup_path
 
-    def _run_login(self, tmp_path, monkeypatch, args, base_url="https://test.example.com", *, config_dir_env=None):
+    def _run_login(
+        self, tmp_path, monkeypatch, args, base_url="https://test.example.com", *, config_dir_env=None, stored=None
+    ):
         settings_path = tmp_path / "claude" / "settings.json"
         backup_path = self._isolate_default_settings(tmp_path, monkeypatch)
         env = {"CLAUDE_CONFIG_DIR": str(settings_path.parent)} if config_dir_env is None else config_dir_env
@@ -1411,12 +1418,8 @@ class TestLoginConfigClaude:
             patch("webbrowser.open"),
             patch("requests.post", return_value=_mock_cli_sso_start_response()),
             patch("requests.get", return_value=poll_response),
-            patch("litellm.proxy.client.cli.commands.auth.save_cli_token"),
+            patch("litellm.proxy.client.cli.commands.auth.save_cli_token", return_value=stored or SecretStored()),
             patch("litellm.proxy.client.cli.interface.show_commands"),
-            patch(
-                "litellm.proxy.client.cli.commands.claude_settings.shutil.which",
-                return_value="/usr/local/bin/lite",
-            ),
         ):
             result = self.runner.invoke(login, args, obj={"base_url": base_url}, env=env)
         return result, settings_path, backup_path
@@ -1436,10 +1439,13 @@ class TestLoginConfigClaude:
         written = json.loads(settings_path.read_text())
         assert written["env"]["ANTHROPIC_BASE_URL"] == "https://test.example.com"
         assert written["env"]["ENABLE_TOOL_SEARCH"] == "true"
-        assert written["apiKeyHelper"] == "/usr/local/bin/lite --base-url https://test.example.com auth print-token"
+        # The minted key goes in as a static token: an apiKeyHelper would make Claude Code spawn `lite` (and
+        # its keychain probe) on every credential refresh, which is what this flag used to write.
+        assert written["env"]["ANTHROPIC_AUTH_TOKEN"] == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.test.jwt"
+        assert "apiKeyHelper" not in written
         assert f"Configured Claude Code: {settings_path} now routes through https://test.example.com." in result.output
-        assert "pins a proxy model for every tier" not in result.output
-        assert "the model Claude Code starts on" in result.output
+        assert "run `lite login --config-claude` again after it expires" in result.output
+        assert "the model Claude Code starts and resumes on" in result.output
 
     def test_flag_preserves_unrelated_settings_on_an_existing_file(self, tmp_path, monkeypatch):
         settings_path = tmp_path / "claude" / "settings.json"
@@ -1490,7 +1496,7 @@ class TestLoginConfigClaude:
 
         assert result.exit_code == 0, result.output
         written = json.loads(settings_path.read_text())
-        assert written["apiKeyHelper"] == "/usr/local/bin/lite --base-url https://test.example.com auth print-token"
+        assert written["env"]["ANTHROPIC_AUTH_TOKEN"] == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.test.jwt"
         assert f"Configured Claude Code: {settings_path} now routes through https://test.example.com." in result.output
 
     def test_flag_keeps_a_config_dir_receipt_apart_from_the_default_file_receipt(self, tmp_path, monkeypatch):
@@ -1503,6 +1509,42 @@ class TestLoginConfigClaude:
         assert len(receipts) == 1
         assert json.loads(receipts[0].read_text())["file_existed"] is False
 
+    def test_a_second_login_replaces_the_key_and_unconfigure_still_restores_the_original(self, tmp_path, monkeypatch):
+        # The stored key expires daily, so the flag is re-run per login; the receipt must keep owning the
+        # slot across re-logins and hand back what was there before the first one.
+        from litellm.proxy.client.cli.commands.configure import unconfigure_claude
+
+        settings_path = tmp_path / "claude" / "settings.json"
+        settings_path.parent.mkdir(parents=True)
+        settings_path.write_text(json.dumps({"theme": "dark", "env": {"ANTHROPIC_AUTH_TOKEN": "sk-theirs"}}))
+        self._run_login(tmp_path, monkeypatch, ["--config-claude"])
+        first = json.loads(settings_path.read_text())["env"]["ANTHROPIC_AUTH_TOKEN"]
+        self._run_login(tmp_path, monkeypatch, ["--config-claude"])
+        assert json.loads(settings_path.read_text())["env"]["ANTHROPIC_AUTH_TOKEN"] == first != "sk-theirs"
+
+        result = self.runner.invoke(unconfigure_claude, [], env={"CLAUDE_CONFIG_DIR": str(settings_path.parent)})
+        assert result.exit_code == 0, result.output
+        assert json.loads(settings_path.read_text()) == {"theme": "dark", "env": {"ANTHROPIC_AUTH_TOKEN": "sk-theirs"}}
+
+    @pytest.mark.parametrize(
+        "stored",
+        [CredentialNotSaved("read-only ~/.litellm"), CredentialNotRecorded()],
+        ids=["nothing-kept-it", "keychain-took-it-file-refused"],
+    )
+    def test_claude_code_is_configured_even_when_the_cli_could_not_keep_the_credential(
+        self, tmp_path, monkeypatch, stored
+    ):
+        # The key is in hand either way, and --config-claude asked for exactly that key to be written into
+        # settings.json; whether the CLI's own token file or keychain kept a copy is a separate outcome.
+        result, settings_path, _backup_path = self._run_login(tmp_path, monkeypatch, ["--config-claude"], stored=stored)
+
+        assert result.exit_code == 0, result.output
+        written = json.loads(settings_path.read_text())
+        assert written["env"]["ANTHROPIC_AUTH_TOKEN"] == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.test.jwt"
+        assert f"Configured Claude Code: {settings_path}" in result.output
+        assert "even though the CLI itself could not keep it" in result.output
+        assert "You can now use the CLI without specifying --api-key" not in result.output
+
     def test_settings_failure_is_reported_without_claiming_login_failed(self, tmp_path, monkeypatch):
         settings_path = tmp_path / "claude" / "settings.json"
         settings_path.parent.mkdir(parents=True)
diff --git a/tests/test_litellm/proxy/client/cli/test_claude_settings.py b/tests/test_litellm/proxy/client/cli/test_claude_settings.py
index fc2d98f2264..cf52d41e963 100644
--- a/tests/test_litellm/proxy/client/cli/test_claude_settings.py
+++ b/tests/test_litellm/proxy/client/cli/test_claude_settings.py
@@ -1,7 +1,9 @@
 import json
 import os
+import pathlib
 import shlex
 import stat
+import sys
 import time
 from pathlib import Path
 from unittest.mock import patch
@@ -9,8 +11,6 @@ from unittest.mock import patch
 import pytest
 from click.testing import CliRunner
 
-from litellm.litellm_core_utils.cli_token_utils import CliTokenRecord
-from litellm.proxy.client.cli import cli
 from litellm.litellm_core_utils.private_json import commit_staged_json
 from litellm.proxy.client.cli.commands.claude_settings import (
     ANTHROPIC_DEFAULT_MODEL_ENV_KEYS,
@@ -21,7 +21,6 @@ from litellm.proxy.client.cli.commands.claude_settings import (
     OWNED_ENV_KEYS,
     OWNED_TOP_LEVEL_KEYS,
     SETTINGS_FILE_OWNERS,
-    ApiKeyHelper,
     ClaudeSettingsError,
     KeepModel,
     SettingsFileOwner,
@@ -30,11 +29,12 @@ from litellm.proxy.client.cli.commands.claude_settings import (
     UnpinModel,
     claude_settings_path,
     configure_claude_settings,
+    install_statusline_script,
     configure_state_path,
-    lite_api_key_helper_configured,
     merge_claude_settings,
-    resolve_api_key_helper,
+    statusline_command,
     unconfigure_claude_settings,
+    with_status_line,
 )
 
 
@@ -45,101 +45,33 @@ def _owners(*backup_paths):
 
 CLAUDE_SETTINGS_MODULE = "litellm.proxy.client.cli.commands.claude_settings"
 AUTH_MODULE = "litellm.proxy.client.cli.commands.auth"
-WINDOWS_LITE_EXE = "C:\\Users\\u\\AppData\\Local\\Programs\\Python\\Python313\\Scripts\\lite.EXE"
-
-CMD_METACHARACTERS = frozenset("&|<>^()")
-CMD_PERCENT_GUARD = "%%cd:~,%"
-
-
-def _through_cmd_exe(command):
-    """The line cmd.exe hands to CreateProcess after reading the apiKeyHelper.
-
-    A `"` toggles cmd's quote state and the metacharacters only act outside it. cmd expands
-    `%VAR%` even inside quotes, so every `%` has to arrive as the `%%cd:~,%` guard: the first
-    `%` has no variable name and stays literal, and `%cd:~,%` is a zero length substring of `cd`.
-    """
-    assert not any(CMD_METACHARACTERS & set(run) for run in command.split('"')[::2]), command
-    assert command.count("%") == 3 * command.count(CMD_PERCENT_GUARD), command
-    return command.replace(CMD_PERCENT_GUARD, "%")
-
-
-def _through_c_runtime(command_line):
-    """argv as the Microsoft C runtime builds it for the `lite` executable.
-
-    Outside quotes whitespace ends an argument. A `"` toggles quoting, and inside quotes `""`
-    is a literal quote. Backslashes are literal unless they run up to a `"`, where each pair
-    is one backslash and an odd one left over makes the quote literal.
-    """
-    argv = []
-    current = None
-    quoted = False
-    i = 0
-    while i < len(command_line):
-        ch = command_line[i]
-        if ch in " \t" and not quoted:
-            if current is not None:
-                argv.append(current)
-            current = None
-            i += 1
-            continue
-        if current is None:
-            current = ""
-        if ch == "\\":
-            run = len(command_line[i:]) - len(command_line[i:].lstrip("\\"))
-            before_quote = command_line[i + run : i + run + 1] == '"'
-            current += "\\" * (run // 2 if before_quote else run)
-            if before_quote and run % 2:
-                current += '"'
-                i += 1
-            i += run
-        elif ch == '"':
-            if quoted and command_line[i + 1 : i + 2] == '"':
-                current += '"'
-                i += 1
-            else:
-                quoted = not quoted
-            i += 1
-        else:
-            current += ch
-            i += 1
-    return argv if current is None else [*argv, current]
-
-
 @pytest.fixture
 def paths(tmp_path):
     return tmp_path / "claude" / "settings.json", tmp_path / "backup.json"
 
 
-@pytest.fixture
-def lite_on_path():
-    with patch(f"{CLAUDE_SETTINGS_MODULE}.shutil.which", return_value="/usr/local/bin/lite"):
-        yield
-
-
-def _helper_configure(base_url, settings_path, owners, state_path=None):
-    """`lite login --config-claude`'s shape: the login credential behind apiKeyHelper, no pinned model."""
+def _static_configure(base_url, settings_path, owners, state_path=None):
+    """`lite configure claude --api-key`'s shape: a virtual key as a static token, no pinned model."""
     state = state_path if state_path is not None else settings_path.parent.parent / "state.json"
-    root = base_url.rstrip("/")
-    configure_claude_settings(
-        root, ApiKeyHelper(resolve_api_key_helper(root)), KeepModel(), settings_path, state, owners
-    )
+    configure_claude_settings(base_url.rstrip("/"), StaticToken("sk-virtual-key"), KeepModel(), settings_path, state, owners)
 
 
-class TestConfigureWithTheLoginHelper:
-    def test_creates_the_file_and_its_parent_when_missing(self, paths, lite_on_path):
+class TestConfigureClaudeSettings:
+    def test_creates_the_file_and_its_parent_when_missing(self, paths):
         settings_path, backup_path = paths
         assert not settings_path.parent.exists()
 
-        _helper_configure("https://proxy.example.com/", settings_path, _owners(backup_path))
+        _static_configure("https://proxy.example.com/", settings_path, _owners(backup_path))
 
         written = json.loads(settings_path.read_text())
         assert written["env"]["ANTHROPIC_BASE_URL"] == "https://proxy.example.com"
+        assert written["env"]["ANTHROPIC_AUTH_TOKEN"] == "sk-virtual-key"
         assert written["env"]["ENABLE_TOOL_SEARCH"] == "true"
         assert written["env"]["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "1"
-        assert written["apiKeyHelper"] == "/usr/local/bin/lite --base-url https://proxy.example.com auth print-token"
-        assert "model" not in written
+        assert "apiKeyHelper" not in written
+        assert "model" not in written and "ANTHROPIC_MODEL" not in written["env"]
 
-    def test_updates_an_existing_file_preserving_unrelated_settings(self, paths, lite_on_path):
+    def test_updates_an_existing_file_preserving_unrelated_settings(self, paths):
         settings_path, backup_path = paths
         settings_path.parent.mkdir(parents=True)
         settings_path.write_text(
@@ -148,183 +80,87 @@ class TestConfigureWithTheLoginHelper:
                     "theme": "dark",
                     "permissions": {"allow": ["Bash"]},
                     "env": {"SOME_OTHER_VAR": "keep-me", "ANTHROPIC_BASE_URL": "https://old.example.com"},
-                    "apiKeyHelper": "old-helper",
                 }
             )
         )
 
-        _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+        _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
 
         written = json.loads(settings_path.read_text())
         assert written["theme"] == "dark"
         assert written["permissions"] == {"allow": ["Bash"]}
         assert written["env"]["SOME_OTHER_VAR"] == "keep-me"
         assert written["env"]["ANTHROPIC_BASE_URL"] == "https://proxy.example.com"
-        assert written["apiKeyHelper"] != "old-helper"
 
-    def test_rerunning_against_a_new_proxy_refreshes_both_base_url_and_helper(self, paths, lite_on_path):
-        settings_path, backup_path = paths
-
-        _helper_configure("https://first.example.com", settings_path, _owners(backup_path))
-        _helper_configure("https://second.example.com", settings_path, _owners(backup_path))
-
-        written = json.loads(settings_path.read_text())
-        assert written["env"]["ANTHROPIC_BASE_URL"] == "https://second.example.com"
-        assert "second.example.com" in written["apiKeyHelper"]
-        assert "first.example.com" not in written["apiKeyHelper"]
-
-    def test_drops_stray_static_credentials_so_the_helper_token_wins(self, paths, lite_on_path):
-        # Claude Code prefers ANTHROPIC_AUTH_TOKEN over apiKeyHelper, so a virtual key left behind
-        # by an earlier `lite configure claude --api-key` would silently keep winning.
+    def test_a_helper_left_by_an_older_lite_is_stripped_so_only_the_static_token_is_sent(self, paths):
+        # Older `lite` versions wrote `apiKeyHelper: lite auth print-token`; Claude Code would keep spawning
+        # `lite` (and its keychain probe) on every credential refresh, so configure takes the slot over.
         settings_path, backup_path = paths
         settings_path.parent.mkdir(parents=True)
         settings_path.write_text(
-            json.dumps({"env": {"ANTHROPIC_API_KEY": "sk-leaked", "ANTHROPIC_AUTH_TOKEN": "sk-old"}})
+            json.dumps({"apiKeyHelper": "/usr/local/bin/lite auth print-token", "env": {"ANTHROPIC_API_KEY": "sk-leaked"}})
         )
 
-        _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+        _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
 
-        env = json.loads(settings_path.read_text())["env"]
-        assert "ANTHROPIC_API_KEY" not in env and "ANTHROPIC_AUTH_TOKEN" not in env
+        written = json.loads(settings_path.read_text())
+        assert "apiKeyHelper" not in written
+        assert "ANTHROPIC_API_KEY" not in written["env"]
+        assert written["env"]["ANTHROPIC_AUTH_TOKEN"] == "sk-virtual-key"
 
-    def test_written_file_is_owner_only(self, paths, lite_on_path):
+    def test_written_file_is_owner_only(self, paths):
         settings_path, backup_path = paths
-        _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+        _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
         assert stat.S_IMODE(settings_path.stat().st_mode) == 0o600
 
-    def test_refuses_while_lite_up_holds_a_backup(self, paths, lite_on_path):
+    def test_refuses_while_lite_up_holds_a_backup(self, paths):
         settings_path, backup_path = paths
         backup_path.write_text("{}")
 
         with pytest.raises(ClaudeSettingsError, match="lite down"):
-            _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+            _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
 
         assert not settings_path.exists()
 
-    def test_refuses_on_corrupt_existing_settings_without_touching_the_file(self, paths, lite_on_path):
+    def test_refuses_on_corrupt_existing_settings_without_touching_the_file(self, paths):
         settings_path, backup_path = paths
         settings_path.parent.mkdir(parents=True)
         settings_path.write_text("not json at all {{{")
 
         with pytest.raises(ClaudeSettingsError, match="invalid JSON"):
-            _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+            _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
 
         assert settings_path.read_text() == "not json at all {{{"
 
-    def test_reports_an_actionable_error_when_lite_is_not_on_path(self, paths):
-        settings_path, backup_path = paths
-        with patch(f"{CLAUDE_SETTINGS_MODULE}.shutil.which", return_value=None):
-            with pytest.raises(ClaudeSettingsError, match="Could not find `lite`"):
-                _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
-
-        assert not settings_path.exists()
-
-    def test_reports_an_actionable_error_on_a_non_utf8_file(self, paths, lite_on_path):
-        """Bytes that are not valid UTF-8 must not escape as UnicodeDecodeError.
-
-        UnicodeDecodeError is a ValueError, not an OSError, so a decode-side catch
-        is easy to miss; login's broad `except Exception` would then relabel it as
-        an authentication failure and exit 0.
-        """
+    def test_reports_an_actionable_error_on_a_non_utf8_file(self, paths):
+        # UnicodeDecodeError is a ValueError, not an OSError, so a decode-side catch is easy to miss.
         settings_path, backup_path = paths
         settings_path.parent.mkdir(parents=True)
         settings_path.write_bytes(b'{"theme": "\xff\xfe"}')
 
         with pytest.raises(ClaudeSettingsError, match="invalid JSON"):
-            _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+            _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
 
-    def test_reports_an_actionable_error_when_the_file_cannot_be_read(self, paths, lite_on_path):
-        """An unreadable settings file must not surface as "Authentication failed".
-
-        login wraps the whole flow in a broad `except Exception`, so any OSError
-        escaping this function gets relabelled as an auth failure and sends the
-        user looking at their SSO config instead of at file permissions.
-        """
+    def test_reports_an_actionable_error_when_the_file_cannot_be_read(self, paths):
         settings_path, backup_path = paths
         settings_path.parent.mkdir(parents=True)
         settings_path.mkdir()
 
         with pytest.raises(ClaudeSettingsError, match="Could not read"):
-            _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+            _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
 
-    def test_reports_an_actionable_error_when_the_file_cannot_be_written(self, paths, lite_on_path):
+    def test_reports_an_actionable_error_when_the_file_cannot_be_written(self, paths):
         settings_path, backup_path = paths
         settings_path.parent.mkdir(parents=True)
         settings_path.parent.chmod(0o500)
         try:
             with pytest.raises(ClaudeSettingsError, match="Could not write"):
-                _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+                _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
         finally:
             settings_path.parent.chmod(0o700)
         assert not settings_path.exists()
 
 
-class TestApiKeyHelperIsActuallyInvocable:
-    """The helper string is executed verbatim by Claude Code, so it has to parse.
-
-    Asserting only on its text is what let a malformed command (`--base-url`, a
-    top-level group option, placed after the `print-token` subcommand) ship: click
-    rejects it with "No such option" and every Claude Code request loses its token.
-    """
-
-    def _helper_args(self, base_url):
-        with patch(f"{CLAUDE_SETTINGS_MODULE}.shutil.which", return_value="/usr/local/bin/lite"):
-            return shlex.split(resolve_api_key_helper(base_url))[1:]
-
-    def test_the_generated_command_parses(self):
-        result = CliRunner().invoke(cli, self._helper_args("http://localhost:4000"))
-
-        assert "No such option" not in result.output
-        assert result.exit_code != 2
-
-    def test_the_generated_command_reaches_print_token(self):
-        with patch(f"{AUTH_MODULE}.load_cli_token", return_value=None):
-            result = CliRunner().invoke(cli, self._helper_args("http://localhost:4000"))
-
-        assert "Not authenticated" in result.output
-
-    def test_the_generated_command_carries_the_base_url_through(self):
-        stale = CliTokenRecord(
-            base_url="http://other-proxy.example.com",
-            key="sk-stale",
-            timestamp=time.time(),
-        )
-        with patch(f"{AUTH_MODULE}.load_cli_token", return_value=stale):
-            result = CliRunner().invoke(cli, self._helper_args("http://localhost:4000"))
-
-        assert "Not authenticated for this server" in result.output
-
-    def _windows_argv(self, lite_exe, base_url):
-        with patch(f"{CLAUDE_SETTINGS_MODULE}.shutil.which", return_value=lite_exe):
-            helper = resolve_api_key_helper(base_url, platform="win32")
-        return _through_c_runtime(_through_cmd_exe(helper))
-
-    @pytest.mark.parametrize(
-        ("lite_exe", "base_url"),
-        [
-            (WINDOWS_LITE_EXE, "http://localhost:4000"),
-            ("C:\\Program Files\\LiteLLM\\lite.EXE", "https://gateway.example.com/?a=1&b=2"),
-            ("C:\\Users\\u\\Scripts\\lite.EXE", "https://gateway.example.com/team%20a/%7Eproxy"),
-            ('C:\\odd "dir"\\lite.EXE', "http://localhost:4000/x\\"),
-        ],
-    )
-    def test_the_windows_command_survives_cmd_exe_and_the_c_runtime(self, lite_exe, base_url):
-        assert self._windows_argv(lite_exe, base_url) == [lite_exe, "--base-url", base_url, "auth", "print-token"]
-
-    def test_the_windows_command_carries_the_base_url_through_cmd_quoting(self):
-        stale = CliTokenRecord(
-            base_url="http://other-proxy.example.com",
-            key="sk-stale",
-            timestamp=time.time(),
-        )
-        argv = self._windows_argv(WINDOWS_LITE_EXE, "http://localhost:4000")
-        with patch(f"{AUTH_MODULE}.load_cli_token", return_value=stale):
-            result = CliRunner().invoke(cli, argv[1:])
-
-        assert argv[0] == WINDOWS_LITE_EXE
-        assert "Not authenticated for this server" in result.output
-
-
 class TestConflictingOwnersOfTheSettingsFile:
     """Both `lite up` and `lite autoroute up` restore a backup when they stop.
 
@@ -332,7 +168,7 @@ class TestConflictingOwnersOfTheSettingsFile:
     write, which is the exact hazard the guard exists to prevent.
     """
 
-    def test_any_owner_holding_a_backup_blocks_the_write(self, tmp_path, lite_on_path):
+    def test_any_owner_holding_a_backup_blocks_the_write(self, tmp_path):
         settings_path = tmp_path / "claude" / "settings.json"
 
         for index, owner in enumerate(SETTINGS_FILE_OWNERS):
@@ -340,20 +176,20 @@ class TestConflictingOwnersOfTheSettingsFile:
             backup.write_text("{}")
             stand_in = SettingsFileOwner(backup, owner.start_command, owner.stop_command)
             with pytest.raises(ClaudeSettingsError, match="currently managing"):
-                _helper_configure("https://proxy.example.com", settings_path, (stand_in,))
+                _static_configure("https://proxy.example.com", settings_path, (stand_in,))
             backup.unlink()
             assert not settings_path.exists()
 
-    def test_the_error_names_the_owner_that_actually_holds_the_file(self, tmp_path, lite_on_path):
+    def test_the_error_names_the_owner_that_actually_holds_the_file(self, tmp_path):
         settings_path = tmp_path / "claude" / "settings.json"
         backup = tmp_path / "auto.json"
         backup.write_text("{}")
         autoroute = SettingsFileOwner(backup, "lite autoroute up", "lite autoroute down")
 
         with pytest.raises(ClaudeSettingsError, match="`lite autoroute up` is currently managing"):
-            _helper_configure("https://proxy.example.com", settings_path, (autoroute,))
+            _static_configure("https://proxy.example.com", settings_path, (autoroute,))
         with pytest.raises(ClaudeSettingsError, match="Run `lite autoroute down` first"):
-            _helper_configure("https://proxy.example.com", settings_path, (autoroute,))
+            _static_configure("https://proxy.example.com", settings_path, (autoroute,))
 
     def test_the_registry_matches_the_paths_the_commands_actually_use(self):
         """A second definition of the autoroute dir must not drift from this one."""
@@ -365,7 +201,7 @@ class TestConflictingOwnersOfTheSettingsFile:
 
 
 class TestDoesNotDestroyUserOwnedStructure:
-    def test_writes_through_a_symlinked_settings_file(self, tmp_path, lite_on_path):
+    def test_writes_through_a_symlinked_settings_file(self, tmp_path):
         """os.replace() swaps the symlink for a regular file, detaching a dotfiles repo.
 
         There is no backup here to undo that, so the link must survive and its
@@ -378,20 +214,20 @@ class TestDoesNotDestroyUserOwnedStructure:
         link.parent.mkdir()
         link.symlink_to(real)
 
-        _helper_configure("https://proxy.example.com", link, ())
+        _static_configure("https://proxy.example.com", link, ())
 
         assert link.is_symlink()
         assert json.loads(real.read_text())["env"]["ANTHROPIC_BASE_URL"] == "https://proxy.example.com"
         assert json.loads(real.read_text())["theme"] == "dark"
 
-    def test_refuses_rather_than_discarding_a_non_object_env(self, paths, lite_on_path):
+    def test_refuses_rather_than_discarding_a_non_object_env(self, paths):
         """merge coerces a non-dict env to {}; that is silent data loss on a persistent write."""
         settings_path, backup_path = paths
         settings_path.parent.mkdir(parents=True)
         settings_path.write_text(json.dumps({"theme": "dark", "env": "not-an-object"}))
 
         with pytest.raises(ClaudeSettingsError, match="non-object"):
-            _helper_configure("https://proxy.example.com", settings_path, _owners(backup_path))
+            _static_configure("https://proxy.example.com", settings_path, _owners(backup_path))
 
         assert json.loads(settings_path.read_text())["env"] == "not-an-object"
 
@@ -446,18 +282,13 @@ class TestConfigureStatePath:
         assert work_state == configure_state_path(tmp_path / "work" / "settings.json")
 
     def test_configure_and_unconfigure_under_a_config_dir_leave_the_default_receipt_alone(
-        self, default_paths, tmp_path, lite_on_path
+        self, default_paths, tmp_path
     ):
         _default_settings, default_state = default_paths
         work_settings = tmp_path / "work" / "settings.json"
         work_state = configure_state_path(work_settings)
         configure_claude_settings(
-            "https://proxy.example.com",
-            ApiKeyHelper(resolve_api_key_helper("https://proxy.example.com")),
-            KeepModel(),
-            work_settings,
-            work_state,
-            (),
+            "https://proxy.example.com", StaticToken("sk-virtual-key"), KeepModel(), work_settings, work_state, ()
         )
         assert work_state.exists() and not default_state.exists()
         outcome = unconfigure_claude_settings(work_settings, work_state, ())
@@ -465,51 +296,8 @@ class TestConfigureStatePath:
         assert not work_state.exists()
 
 
-class TestLiteApiKeyHelperConfigured:
-    def _settings(self, tmp_path, payload):
-        settings_path = tmp_path / "settings.json"
-        settings_path.write_text(payload)
-        return settings_path
-
-    def test_recognises_the_helper_lite_login_wrote_for_this_proxy(self, tmp_path, lite_on_path):
-        settings_path = tmp_path / "settings.json"
-        _helper_configure("https://proxy.example.com/", settings_path, (), tmp_path / "state.json")
-
-        assert lite_api_key_helper_configured("https://proxy.example.com/", settings_path) is True
-        assert lite_api_key_helper_configured("https://proxy.example.com", settings_path) is True
-
-    def test_a_helper_for_another_proxy_does_not_count(self, tmp_path, lite_on_path):
-        settings_path = tmp_path / "settings.json"
-        _helper_configure("https://other.example.com", settings_path, (), tmp_path / "state.json")
-
-        assert lite_api_key_helper_configured("https://proxy.example.com", settings_path) is False
-
-    def test_a_hand_written_helper_does_not_count(self, tmp_path, lite_on_path):
-        settings_path = self._settings(tmp_path, json.dumps({"apiKeyHelper": "cat ~/.my-proxy-key"}))
-
-        assert lite_api_key_helper_configured("https://proxy.example.com", settings_path) is False
-
-    def test_missing_or_helperless_settings_do_not_count(self, tmp_path, lite_on_path):
-        assert lite_api_key_helper_configured("https://proxy.example.com", tmp_path / "absent.json") is False
-        helperless = json.dumps({"env": {"ANTHROPIC_BASE_URL": "https://proxy.example.com"}})
-        settings_path = self._settings(tmp_path, helperless)
-        assert lite_api_key_helper_configured("https://proxy.example.com", settings_path) is False
-
-    def test_unreadable_settings_fall_back_to_false(self, tmp_path, lite_on_path):
-        settings_path = self._settings(tmp_path, "{not json")
-
-        assert lite_api_key_helper_configured("https://proxy.example.com", settings_path) is False
-
-    def test_lite_missing_from_path_falls_back_to_false(self, tmp_path):
-        helper = "/usr/local/bin/lite --base-url https://proxy.example.com auth print-token"
-        settings_path = self._settings(tmp_path, json.dumps({"apiKeyHelper": helper}))
-        with patch(f"{CLAUDE_SETTINGS_MODULE}.shutil.which", return_value=None):
-            assert lite_api_key_helper_configured("https://proxy.example.com", settings_path) is False
-
-
 class TestMergeClaudeSettings:
-    """One merge for every way Claude Code gets wired: `lite up`, `lite login --config-claude`,
-    `lite configure claude` and `lite autoroute up`."""
+    """One merge for every way Claude Code gets wired: `lite up`, `lite configure claude` and `lite autoroute up`."""
 
     def test_a_static_token_lands_in_env_and_the_helper_slot_is_cleared(self):
         settings = {"apiKeyHelper": "/usr/local/bin/lite auth print-token", "env": {"ANTHROPIC_API_KEY": "leaked"}}
@@ -523,12 +311,6 @@ class TestMergeClaudeSettings:
         assert "model" not in merged
         assert not any(key in merged["env"] for key in ANTHROPIC_DEFAULT_MODEL_ENV_KEYS)
 
-    def test_a_helper_lands_top_level_and_the_static_slots_are_cleared(self):
-        settings = {"env": {"ANTHROPIC_AUTH_TOKEN": "sk-old", "ANTHROPIC_API_KEY": "leaked"}}
-        merged = merge_claude_settings(settings, "http://127.0.0.1:4000", ApiKeyHelper("lite auth print-token"))
-        assert merged["apiKeyHelper"] == "lite auth print-token"
-        assert "ANTHROPIC_AUTH_TOKEN" not in merged["env"] and "ANTHROPIC_API_KEY" not in merged["env"]
-
     def test_keeps_existing_switch_values_and_unrelated_keys_without_mutating_the_input(self):
         settings = {"theme": "dark", "env": {"SOME_OTHER_VAR": "value", "ENABLE_TOOL_SEARCH": "false"}}
         merged = merge_claude_settings(settings, "http://127.0.0.1:4000", StaticToken("token-abc"))
@@ -537,13 +319,22 @@ class TestMergeClaudeSettings:
         assert merged["env"]["ENABLE_TOOL_SEARCH"] == "false"
         assert settings == {"theme": "dark", "env": {"SOME_OTHER_VAR": "value", "ENABLE_TOOL_SEARCH": "false"}}
 
-    def test_a_default_model_sets_only_the_row_claude_code_starts_on(self):
+    def test_a_default_model_pins_the_starting_row_and_the_model_a_resumed_session_keeps(self):
+        # `model` is only the row Claude Code starts on: a resumed session re-sends the model its transcript
+        # recorded, which behind a raw-model auto-router is the tier model (403 for a key scoped to the
+        # router). ANTHROPIC_MODEL outranks the transcript on resume, so the pin has to land there too.
         merged = merge_claude_settings(
             {}, "http://127.0.0.1:4000", StaticToken("token-abc"), default_model="claude-auto"
         )
         assert merged["model"] == "claude-auto"
+        assert merged["env"]["ANTHROPIC_MODEL"] == "claude-auto"
         assert not any(key in merged["env"] for key in ANTHROPIC_DEFAULT_MODEL_ENV_KEYS)
 
+    def test_without_a_default_model_neither_pin_is_written_and_a_users_own_stays(self):
+        settings = {"model": "mine", "env": {"ANTHROPIC_MODEL": "mine-too"}}
+        merged = merge_claude_settings(settings, "http://127.0.0.1:4000", StaticToken("token-abc"))
+        assert merged["model"] == "mine" and merged["env"]["ANTHROPIC_MODEL"] == "mine-too"
+
     def test_a_tier_model_forces_every_claude_code_tier_as_autoroute_needs(self):
         # Router's auto-router registry is keyed by the literal requested model string with no
         # wildcard resolution, so `lite autoroute up` overrides the env var each tier reads.
@@ -564,7 +355,7 @@ class TestMergeClaudeSettings:
             "apiKeyHelper": "old-helper",
             "model": "old-model",
         }
-        for credential in (StaticToken("token-abc"), ApiKeyHelper("helper")):
+        for credential in (StaticToken("token-abc"), StaticToken("token-rotated")):
             merged = merge_claude_settings(settings, "http://127.0.0.1:4000", credential, default_model="claude-auto")
             changed_top_level = {key for key in set(settings) | set(merged) if settings.get(key) != merged.get(key)}
             assert changed_top_level - {"env"} <= set(OWNED_TOP_LEVEL_KEYS)
@@ -580,7 +371,7 @@ class TestMergeClaudeSettings:
 
 PROXY = "http://127.0.0.1:4000"
 ANTHROPIC = "https://api.anthropic.com"
-HELPER = ApiKeyHelper("lite auth print-token")
+RELOGIN = StaticToken("sk-fresh-login")
 ORIGINAL = {
     "theme": "dark",
     "permissions": {"allow": ["Bash"]},
@@ -664,18 +455,19 @@ UNDO_SCENARIOS = {
         {
             "restored": {
                 "env.ANTHROPIC_BASE_URL",
+                "env.ANTHROPIC_AUTH_TOKEN",
                 "env.ENABLE_TOOL_SEARCH",
                 "env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY",
-                "apiKeyHelper",
+                "statusLine",
             },
             "kept": (),
         },
-        {"credential": HELPER, "model": KeepModel()},
+        {"credential": RELOGIN, "model": KeepModel()},
     ),
     "repeat across credential kinds keeps the first snapshot": (
         ORIGINAL,
         [
-            {"credential": HELPER, "model": UnpinModel()},
+            {"credential": RELOGIN, "model": UnpinModel()},
             {"credential": StaticToken("sk-rotated"), "model": StartOn("claude-sonnet-4-6")},
         ],
         ORIGINAL,
@@ -688,13 +480,13 @@ UNDO_SCENARIOS = {
         {"model": "claude-opus-5"},
         {},
     ),
-    "re-login keeps our pin": (None, [{"credential": HELPER, "model": KeepModel()}], None, {"file_removed": True}),
+    "re-login keeps our pin": (None, [{"credential": RELOGIN, "model": KeepModel()}], None, {"file_removed": True}),
     "edit between configures survives an unpin repeat": (
         ORIGINAL,
         [
             _set("model", "my-favourite"),
             _set("env.ENABLE_TOOL_SEARCH", "false"),
-            {"credential": HELPER, "model": UnpinModel()},
+            {"credential": RELOGIN, "model": UnpinModel()},
         ],
         {**ORIGINAL, "env": {**ORIGINAL["env"], "ENABLE_TOOL_SEARCH": "false"}, "model": "my-favourite"},
         {"kept": {"env.ENABLE_TOOL_SEARCH", "model"}},
@@ -704,14 +496,14 @@ UNDO_SCENARIOS = {
         [
             _set("model", "my-favourite"),
             _set("env.ENABLE_TOOL_SEARCH", "false"),
-            {"credential": HELPER, "model": KeepModel()},
+            {"credential": RELOGIN, "model": KeepModel()},
         ],
         {**ORIGINAL, "env": {**ORIGINAL["env"], "ENABLE_TOOL_SEARCH": "false"}, "model": "my-favourite"},
         {"kept": {"env.ENABLE_TOOL_SEARCH", "model"}},
     ),
     "edit between configures: a same-model repeat displaces it, so it is what comes back": (
         ORIGINAL,
-        [_set("model", "my-favourite"), _set("env.ENABLE_TOOL_SEARCH", "false"), {"credential": HELPER}],
+        [_set("model", "my-favourite"), _set("env.ENABLE_TOOL_SEARCH", "false"), {"credential": RELOGIN}],
         {**ORIGINAL, "env": {**ORIGINAL["env"], "ENABLE_TOOL_SEARCH": "false"}, "model": "my-favourite"},
         {"kept": {"env.ENABLE_TOOL_SEARCH"}, "restored_includes": {"model"}},
     ),
@@ -744,12 +536,12 @@ UNDO_SCENARIOS = {
         None,
         [
             _set("env.ANTHROPIC_API_KEY", "sk-user"),
-            {"credential": HELPER, "model": KeepModel()},
+            {"credential": RELOGIN, "model": KeepModel()},
             _set("env.ANTHROPIC_BASE_URL", _ABSENT),
         ],
         None,
         {"withheld": {("env.ANTHROPIC_API_KEY", PROXY)}, "file_removed": True, "receipt_kept": True},
-        {"credential": HELPER, "model": KeepModel()},
+        {"credential": RELOGIN, "model": KeepModel()},
     ),
     "a credential the user changed is kept, never also withheld": (
         ORIGINAL,
@@ -832,11 +624,10 @@ class TestConfigureAndUnconfigure:
     @pytest.mark.parametrize(
         ("path", "value", "repeat_credential"),
         [
-            ("env.ANTHROPIC_API_KEY", "sk-user-added-later", HELPER),
-            ("env.ANTHROPIC_AUTH_TOKEN", "sk-users-own-token", HELPER),
+            ("env.ANTHROPIC_API_KEY", "sk-user-added-later", RELOGIN),
             ("apiKeyHelper", "/opt/mine/helper", StaticToken("sk-rotated")),
         ],
-        ids=["user-adds-api-key", "user-replaces-our-token", "user-sets-own-helper"],
+        ids=["user-adds-api-key", "user-sets-own-helper"],
     )
     def test_a_credential_the_user_set_between_two_configures_is_what_comes_back(
         self, tmp_path, path, value, repeat_credential
@@ -844,7 +635,7 @@ class TestConfigureAndUnconfigure:
         # The repeat's merge clears the slot, so the displaced value is snapshotted and is what returns;
         # it was set while the file pointed at the proxy, so it returns once the file points there again.
         rig = _Rig(tmp_path, {"theme": "dark"})
-        rig.configure(credential=HELPER, model=KeepModel())
+        rig.configure(credential=RELOGIN, model=KeepModel())
         rig.edit(_set(path, value))
         rig.configure(credential=repeat_credential, model=KeepModel())
         assert not _lookup(rig.read(), path)
@@ -955,3 +746,95 @@ class TestConfigureAndUnconfigure:
 def _lookup(settings, path):
     section, _, key = path.rpartition(".")
     return (settings.get(section) or {}).get(key) if section else settings.get(key)
+
+
+class TestStatusLine:
+    """Every configure registers the status line, and only while the slot is empty or already ours."""
+
+    COMMAND = "/opt/lite/bin/python /Users/me/.litellm/statusline.py"
+
+    def test_an_empty_slot_gets_our_status_line(self):
+        assert with_status_line({}, self.COMMAND)["statusLine"] == {"type": "command", "command": self.COMMAND}
+
+    def test_a_users_own_status_line_is_never_replaced(self):
+        theirs = {"type": "command", "command": "~/.claude/my-statusline.sh"}
+        assert with_status_line({"statusLine": theirs}, self.COMMAND)["statusLine"] == theirs
+
+    def test_ours_under_an_older_interpreter_is_refreshed(self):
+        stale = {"type": "command", "command": "/old/python /Users/me/.litellm/statusline.py"}
+        assert with_status_line({"statusLine": stale}, self.COMMAND)["statusLine"]["command"] == self.COMMAND
+
+    def test_the_merge_carries_it(self):
+        merged = merge_claude_settings({}, PROXY, StaticToken("tok"), status_line=self.COMMAND)
+        assert merged["statusLine"] == {"type": "command", "command": self.COMMAND}
+
+    def test_the_installed_script_is_the_bundled_one_and_the_command_runs_this_interpreter(self, tmp_path):
+        from litellm.proxy.client.cli.commands import statusline_script
+
+        script = tmp_path / "lite" / "statusline.py"
+        command = install_statusline_script(script)
+        assert script.read_bytes() == pathlib.Path(statusline_script.__file__).read_bytes()
+        assert shlex.split(command) == [sys.executable, str(script)]
+        assert command == statusline_command(script)
+        assert stat.S_IMODE(script.stat().st_mode) == 0o600
+        assert stat.S_IMODE(script.parent.stat().st_mode) == 0o700
+        assert install_statusline_script(script) == command
+
+    def test_a_reinstall_replaces_the_script_in_one_step_and_a_refused_one_leaves_the_old_script_whole(self, tmp_path):
+        # Claude Code may be running the script at the moment `lite` reinstalls it; the file it has open
+        # must stay complete, and a reinstall that cannot land must not leave a truncated script behind.
+        from litellm.proxy.client.cli.commands import statusline_script
+
+        script = tmp_path / "lite" / "statusline.py"
+        install_statusline_script(script)
+        bundled = pathlib.Path(statusline_script.__file__).read_bytes()
+        with script.open("rb") as running:
+            install_statusline_script(script)
+            assert running.read() == bundled
+        assert [child.name for child in script.parent.iterdir()] == ["statusline.py"]
+
+        if os.geteuid() != 0:
+            script.parent.chmod(0o500)
+            try:
+                with pytest.raises(ClaudeSettingsError, match="Could not install the status line script"):
+                    install_statusline_script(script)
+            finally:
+                script.parent.chmod(0o700)
+            assert script.read_bytes() == bundled
+
+    def test_configure_installs_it_and_unconfigure_removes_only_ours(self, tmp_path):
+        rig = _Rig(tmp_path, {"theme": "dark"})
+        script = tmp_path / "statusline.py"
+        rig.configure(script_path=script)
+        assert rig.read()["statusLine"]["command"] == statusline_command(script)
+        assert script.exists()
+
+        outcome = rig.unconfigure()
+        assert rig.read() == {"theme": "dark"}
+        assert "statusLine" in outcome.restored
+
+    def test_a_status_line_the_user_replaced_after_configure_survives_unconfigure(self, tmp_path):
+        rig = _Rig(tmp_path, None)
+        rig.configure(model=KeepModel(), script_path=tmp_path / "statusline.py")
+        theirs = {"type": "command", "command": "~/.claude/my-statusline.sh"}
+        rig.edit(lambda settings: {**settings, "statusLine": theirs})
+
+        outcome = rig.unconfigure()
+        assert rig.read()["statusLine"] == theirs
+        assert "statusLine" in outcome.kept
+
+    def test_a_receipt_from_before_the_status_line_existed_still_unconfigures(self, tmp_path):
+        # Older receipts never claimed statusLine; a key no configure wrote is never ours, so it stays.
+        rig = _Rig(tmp_path, None)
+        script = tmp_path / "statusline.py"
+        rig.configure(model=KeepModel(), script_path=script)
+        receipt = json.loads(rig.state.read_text())
+        receipt["written"].pop("statusLine")
+        receipt["previous"].pop("statusLine")
+        rig.state.write_text(json.dumps(receipt))
+
+        outcome = rig.unconfigure()
+        restored = rig.read()
+        assert "ANTHROPIC_AUTH_TOKEN" not in restored.get("env", {})
+        assert restored["statusLine"]["command"] == statusline_command(script)
+        assert "statusLine" not in outcome.restored
diff --git a/tests/test_litellm/proxy/client/cli/test_codex_settings.py b/tests/test_litellm/proxy/client/cli/test_codex_settings.py
new file mode 100644
index 00000000000..0d1f2b4056a
--- /dev/null
+++ b/tests/test_litellm/proxy/client/cli/test_codex_settings.py
@@ -0,0 +1,341 @@
+import json
+import stat
+from collections.abc import Callable
+from pathlib import Path
+from typing import Final
+
+import pytest
+import tomlkit
+
+from litellm.litellm_core_utils.private_json import commit_staged_json
+from litellm.proxy.client.cli.commands import codex_settings as codex_settings_module
+from litellm.proxy.client.cli.commands.agents import (
+    agent_launch_args,
+    codex_config_path,
+)
+from litellm.proxy.client.cli.commands.codex_settings import (
+    CodexSettingsError,
+    _snapshot,
+    _with,
+    codex_configure_state_path,
+    configure_codex_settings,
+    preflight_codex_settings,
+    unconfigure_codex_settings,
+)
+
+GATEWAY: Final = "https://gateway.example.com/team"
+KEY: Final = "sk-test-new-gateway-key"
+MODEL: Final = "gateway-codex-model"
+
+
+@pytest.mark.parametrize("path,existing,first_value,second_value", [
+    ("model", 'model = "original" # starting model\n', 'value = "first"\n', 'value = "second"\n'),
+    ("model_providers.litellm", '', '[value]\nname = "first"\n', '[value]\nname = "second"\n'),
+    ("model_providers.litellm", '[model_providers.litellm]\nname = "original" # provider\n',
+     '[value]\nname = "first"\n', '[value]\nname = "second"\n'),
+])
+def test_toml_transitions_leave_source_and_independent_results_unchanged(
+    path: str, existing: str, first_value: str, second_value: str
+) -> None:
+    source: Final = tomlkit.parse('# user settings\n' + existing + '[profiles.work]\nmodel = "keep" # profile\n')
+    original_bytes: Final = source.as_string().encode()
+    first: Final = _with(source, path, first_value)
+    first_bytes: Final = first.as_string().encode()
+    second: Final = _with(source, path, second_value)
+    second_bytes: Final = second.as_string().encode()
+    removed: Final = _with(first, path, None)
+    first_snapshot: Final = _snapshot(first, path)
+    second_snapshot: Final = _snapshot(second, path)
+    assert source.as_string().encode() == original_bytes
+    assert first.as_string().encode() == first_bytes
+    assert second.as_string().encode() == second_bytes
+    assert first_snapshot is not None and tomlkit.parse(first_snapshot) == tomlkit.parse(first_value)
+    assert second_snapshot is not None and tomlkit.parse(second_snapshot) == tomlkit.parse(second_value)
+    assert _snapshot(removed, path) is None
+    for result in (first, second, removed):
+        assert result["profiles"] == source["profiles"]
+        assert '# user settings' in result.as_string()
+        assert '# profile' in result.as_string()
+
+
+def test_persistent_provider_is_complete_and_preserves_unrelated_toml(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text(
+        '# user settings\nmodel = "old-model" # starting model\n'
+        'model_provider = "openai"\nprofile = "work"\n'
+        '[model_providers.litellm]\nname = "old gateway"\n'
+        'base_url = "https://old.example.com/v1"\nenv_key = "OLD_KEY"\n'
+        'experimental_bearer_token = "sk-old"\nrequires_openai_auth = true\n'
+        '[model_providers.litellm.auth]\ncommand = "old-token-helper"\n'
+        '[model_providers.other]\nname = "Keep me" # other provider\n'
+        '[profiles.work]\nmodel = "work-model"\n'
+        '[[hooks.Stop]]\nhooks = [{type = "command", command = "echo done"}]\n'
+    )
+    original: Final = tomlkit.parse(path.read_text())
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    configured: Final = tomlkit.parse(path.read_text())
+    assert configured["model"] == MODEL
+    assert configured["model_provider"] == "litellm"
+    assert "profile" not in configured
+    assert configured["model_providers"]["litellm"] == {
+        "name": "LiteLLM proxy",
+        "base_url": GATEWAY + "/v1",
+        "wire_api": "responses",
+        "supports_websockets": False,
+        "requires_openai_auth": False,
+        "http_headers": {"Authorization": "Bearer " + KEY},
+    }
+    assert configured["model_providers"]["other"] == original["model_providers"]["other"]
+    assert configured["profiles"] == original["profiles"]
+    assert configured["hooks"] == original["hooks"]
+    assert "# user settings" in path.read_text()
+    assert "# other provider" in path.read_text()
+    assert KEY not in codex_configure_state_path(path).read_text()
+    assert stat.S_IMODE(path.stat().st_mode) == 0o600
+    assert stat.S_IMODE(codex_configure_state_path(path).stat().st_mode) == 0o600
+    assert stat.S_IMODE(codex_configure_state_path(path).parent.stat().st_mode) == 0o700
+    outcome: Final = unconfigure_codex_settings(path)
+    assert not outcome.kept and not outcome.file_removed
+    assert tomlkit.parse(path.read_text()) == original
+    assert "# starting model" in path.read_text()
+    assert "# other provider" in path.read_text()
+    assert not codex_configure_state_path(path).exists()
+
+
+@pytest.mark.parametrize("original", [None, "", "# my preferences\n", '[model_providers]\n'])
+def test_undo_distinguishes_missing_empty_and_existing_tables(tmp_path: Path, original: str | None) -> None:
+    path: Final = tmp_path / "config.toml"
+    if original is not None:
+        path.write_text(original)
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    outcome: Final = unconfigure_codex_settings(path)
+    assert outcome.file_removed == (original is None)
+    assert path.exists() == (original is not None)
+    if original is not None:
+        assert tomlkit.parse(path.read_text()) == tomlkit.parse(original)
+        assert original.strip() in path.read_text()
+
+
+def test_repeat_setup_preserves_original_and_undo_keeps_user_edits(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('model = "original"\nmodel_provider = "openai"\n')
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    configure_codex_settings(GATEWAY + "/second", "sk-second", "second-model", path)
+    assert tomlkit.parse(path.read_text())["model"] == "second-model"
+    path.write_text(path.read_text().replace('model = "second-model"', 'model = "my-custom-model"'))
+    outcome: Final = unconfigure_codex_settings(path)
+    assert outcome.kept == ("model",)
+    assert tomlkit.parse(path.read_text()) == {"model": "my-custom-model", "model_provider": "openai"}
+
+
+def test_repeat_setup_restores_the_user_value_it_displaced(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('model = "original"\n')
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    path.write_text(path.read_text().replace('model = "gateway-codex-model"', 'model = "user-edited"'))
+    configure_codex_settings(GATEWAY, "sk-rotated", "third-model", path)
+    unconfigure_codex_settings(path)
+    assert tomlkit.parse(path.read_text()) == {"model": "user-edited"}
+
+
+def test_undo_keeps_provider_credentials_and_endpoint_together(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('[model_providers.litellm]\nbase_url = "https://old.example.com/v1"\n'
+                    'http_headers = { Authorization = "Bearer old-key" }\n')
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    path.write_text(path.read_text().replace(GATEWAY, "https://user.example.com"))
+    outcome: Final = unconfigure_codex_settings(path)
+    provider: Final = tomlkit.parse(path.read_text())["model_providers"]["litellm"]
+    assert outcome.kept == ("model_providers.litellm",)
+    assert provider["base_url"] == "https://user.example.com/v1"
+    assert provider["http_headers"] == {"Authorization": "Bearer " + KEY}
+    assert "old-key" not in path.read_text()
+
+
+def test_user_deleted_config_is_not_recreated_to_restore_profile(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('profile = "old-profile"\n')
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    path.unlink()
+    outcome: Final = unconfigure_codex_settings(path)
+    assert outcome.file_removed and outcome.restored == ()
+    assert not path.exists()
+
+
+def test_user_comment_in_new_config_survives_undo(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    path.write_text("# keep my note\n" + path.read_text())
+    assert not unconfigure_codex_settings(path).file_removed
+    assert "# keep my note" in path.read_text()
+
+
+def test_code_home_and_symlink_aliases_share_receipt_and_write_target(tmp_path: Path) -> None:
+    target: Final = tmp_path / "real-config.toml"
+    target.write_text('model = "old"\n')
+    custom_home: Final = tmp_path / "codex-home"
+    custom_home.mkdir()
+    alias: Final = codex_config_path({"CODEX_HOME": str(custom_home)})
+    alias.symlink_to(target)
+    configure_codex_settings(GATEWAY, KEY, MODEL, alias)
+    assert alias.is_symlink()
+    assert codex_configure_state_path(alias) == codex_configure_state_path(target)
+    assert tomlkit.parse(target.read_text())["model"] == MODEL
+    unconfigure_codex_settings(target)
+    assert alias.is_symlink()
+    assert tomlkit.parse(alias.read_text()) == {"model": "old"}
+
+
+@pytest.mark.parametrize("invalid", [
+    'token = "sk-secret\n',
+    'model_providers = "sk-secret"\n',
+    '[model_providers]\nlitellm = "sk-secret"\n',
+])
+def test_invalid_settings_are_unchanged_and_errors_hide_content(tmp_path: Path, invalid: str) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text(invalid)
+    with pytest.raises(CodexSettingsError) as caught:
+        configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    assert "sk-secret" not in str(caught.value)
+    assert path.read_text() == invalid
+    assert not codex_configure_state_path(path).exists()
+
+
+def test_invalid_receipt_fails_preflight_before_settings_change(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('model = "keep"\n')
+    state: Final = codex_configure_state_path(path)
+    state.parent.mkdir()
+    state.write_text('{"previous": "sk-secret"}')
+    with pytest.raises(CodexSettingsError) as caught:
+        preflight_codex_settings(path)
+    assert "sk-secret" not in str(caught.value)
+    assert path.read_text() == 'model = "keep"\n'
+
+
+@pytest.mark.parametrize("configured_before", [False, True])
+@pytest.mark.parametrize("failed_target", ["receipt", "settings"])
+def test_failed_commit_restores_receipt_and_cleans_private_staging(
+    tmp_path: Path, configured_before: bool, failed_target: str
+) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('model = "old"\n')
+    state: Final = codex_configure_state_path(path)
+    if configured_before:
+        configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    before: Final = path.read_bytes()
+    receipt_before: Final = state.read_bytes() if state.exists() else None
+
+    def failing_commit(staged: str, destination: str) -> None:
+        if destination == str(state if failed_target == "receipt" else path.resolve()):
+            raise OSError("sk-secret OS error")
+        commit_staged_json(staged, destination)
+
+    with pytest.raises(CodexSettingsError) as caught:
+        configure_codex_settings(GATEWAY, "sk-replacement", "new-model", path, commit=failing_commit)
+    assert "sk-secret" not in str(caught.value)
+    assert path.read_bytes() == before
+    assert (state.read_bytes() if state.exists() else None) == receipt_before
+    assert not tuple(tmp_path.rglob(".tmp-*"))
+    if configured_before:
+        unconfigure_codex_settings(path)
+        assert tomlkit.parse(path.read_text()) == {"model": "old"}
+
+
+def test_failed_undo_keeps_the_settings_and_receipt_for_retry(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('model = "old"\n')
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    before: Final = path.read_bytes()
+
+    def fail(staged: str, destination: str) -> None:
+        raise OSError("cannot replace")
+
+    with pytest.raises(CodexSettingsError):
+        unconfigure_codex_settings(path, commit=fail)
+    assert path.read_bytes() == before
+    assert codex_configure_state_path(path).exists()
+    assert not tuple(tmp_path.rglob(".tmp-*"))
+    unconfigure_codex_settings(path)
+    assert tomlkit.parse(path.read_text()) == {"model": "old"}
+
+
+def test_wrapper_and_persistent_provider_agree_except_credential_source(tmp_path: Path) -> None:
+    path: Final = tmp_path / "config.toml"
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    provider: Final = tomlkit.parse(path.read_text())["model_providers"]["litellm"]
+    args: Final = agent_launch_args("codex", GATEWAY)
+    overrides: Final = dict(argument.split("=", 1) for argument in args[1::2])
+    for field in ("name", "base_url", "wire_api", "supports_websockets", "requires_openai_auth"):
+        assert json.loads(overrides[f"model_providers.litellm.{field}"]) == provider[field]
+    assert overrides["model_providers.litellm.http_headers"] == "{}"
+    assert overrides["model_providers.litellm.env_key"] == '"OPENAI_API_KEY"'
+
+
+@pytest.mark.parametrize("version", [
+    "codex-cli 0.129.0", "codex-cli 0.129.1", "codex-cli 0.130.0", "codex-cli 1.0.0",
+    " \ncodex-cli 0.129.0\n",
+])
+def test_version_guard_accepts_the_fixed_release_and_newer_stable_versions(version: str) -> None:
+    assert codex_settings_module.require_safe_codex(version=lambda: version) is None
+
+
+@pytest.mark.parametrize("version", [
+    None, "", "codex-cli 0.99.0", "codex-cli 0.128.99", "codex-cli 0.129.0-alpha.1",
+    "codex-cli 1.0.0-beta.1", "0.129.0", "codex-cli 0.129.0 extra", "unparseable-sk-version-secret",
+])
+def test_version_guard_refuses_missing_unsafe_or_unrecognized_versions(version: str | None) -> None:
+    with pytest.raises(CodexSettingsError) as caught:
+        codex_settings_module.require_safe_codex(version=lambda: version)
+    assert "0.129.0" in str(caught.value)
+    assert "sk-version-secret" not in str(caught.value)
+
+
+@pytest.mark.parametrize("output,returncode", [
+    (None, 0),
+    ("codex-cli 0.129.0\n", 7),
+])
+def test_version_probe_handles_missing_or_failed_executable(
+    fake_codex_version: Callable[[str | None, int], Path], output: str | None, returncode: int
+) -> None:
+    fake_codex_version(output, returncode)
+    assert codex_settings_module._codex_version() is None
+
+
+@pytest.mark.parametrize("output,returncode", [
+    (None, 0),
+    ("codex-cli 0.128.0\n", 0),
+    ("codex-cli 0.129.0-alpha.1\n", 0),
+    ("unparseable-sk-version-secret\n", 0),
+    ("codex-cli 0.129.0\n", 7),
+])
+def test_writer_checks_the_installed_codex_before_replacing_a_key_or_receipt(
+    tmp_path: Path, fake_codex_version: Callable[[str | None, int], Path],
+    output: str | None, returncode: int,
+) -> None:
+    path: Final = tmp_path / "config.toml"
+    path.write_text('model = "original"\n')
+    configure_codex_settings(GATEWAY, "sk-existing-gateway", MODEL, path)
+    state: Final = codex_configure_state_path(path)
+    before: Final = (path.read_bytes(), state.read_bytes())
+    fake_codex_version(output, returncode)
+    with pytest.raises(CodexSettingsError) as caught:
+        configure_codex_settings(GATEWAY, KEY, "replacement-model", path)
+    assert "0.129.0" in str(caught.value)
+    assert KEY not in str(caught.value) and "sk-version-secret" not in str(caught.value)
+    assert (path.read_bytes(), state.read_bytes()) == before
+    assert not tuple(tmp_path.rglob(".tmp-*"))
+
+
+def test_undo_does_not_require_codex_to_remain_installed(
+    tmp_path: Path, fake_codex_version: Callable[[str | None, int], Path]
+) -> None:
+    path: Final = tmp_path / "config.toml"
+    original: Final = 'model = "original"\n'
+    path.write_text(original)
+    configure_codex_settings(GATEWAY, KEY, MODEL, path)
+    fake_codex_version(None, 0)
+    outcome: Final = unconfigure_codex_settings(path)
+    assert outcome.restored and not outcome.kept
+    assert tomlkit.parse(path.read_text()) == tomlkit.parse(original)
+    assert not codex_configure_state_path(path).exists()
diff --git a/tests/test_litellm/proxy/client/cli/test_configure_commands.py b/tests/test_litellm/proxy/client/cli/test_configure_commands.py
index ac7408339fe..8f68bb1320b 100644
--- a/tests/test_litellm/proxy/client/cli/test_configure_commands.py
+++ b/tests/test_litellm/proxy/client/cli/test_configure_commands.py
@@ -1,11 +1,16 @@
+import io
 import json
 import os
 import stat
+import time
+from pathlib import Path
+from types import SimpleNamespace
 
 import click
 import pytest
 import requests
 import responses
+import tomlkit
 from click.testing import CliRunner
 
 from litellm.proxy.client.cli import cli
@@ -36,6 +41,8 @@ def paths(monkeypatch, tmp_path):
     monkeypatch.setenv("CLAUDE_CONFIG_DIR", str(settings_path.parent))
     monkeypatch.setattr(claude_settings_module, "CLAUDE_SETTINGS_PATH", settings_path)
     monkeypatch.setattr(claude_settings_module, "CONFIGURE_STATE_PATH", state_path)
+    monkeypatch.delenv("LITELLM_PROXY_API_KEY", raising=False)
+    monkeypatch.delenv("LITELLM_PROXY_URL", raising=False)
     return settings_path, state_path
 
 
@@ -56,6 +63,29 @@ def runner():
     return CliRunner()
 
 
+@pytest.fixture
+def codex_path():
+    return Path(os.environ["CODEX_HOME"]) / "config.toml"
+
+
+class _TerminalInput(io.BytesIO):
+    def isatty(self):
+        return True
+
+
+def _mock_agent_models():
+    def listing(request):
+        assert request.headers["Authorization"] == f"Bearer {VALID_KEY}"
+        rows = (
+            [{"id": "claude-router-6175746f", "source_model": "auto"}]
+            if request.headers.get("x-gateway-client") == "claude-code"
+            else [{"id": "auto"}]
+        )
+        return 200, {"Content-Type": "application/json"}, json.dumps({"data": rows})
+
+    responses.add_callback(responses.GET, f"{PROXY}/v1/models", callback=listing)
+
+
 @pytest.fixture
 def lite_up_backup(monkeypatch, tmp_path):
     """A `lite up` session holding its backup, the local precondition every settings write refuses on."""
@@ -86,6 +116,7 @@ class TestConfigureClaudeWithAVirtualKey:
         assert "ANTHROPIC_DEFAULT_SONNET_MODEL" not in written["env"]
         assert state_path.exists()
         assert VALID_KEY not in result.output
+        assert written["env"]["ANTHROPIC_MODEL"] == "claude-auto"
         assert "Starting model: claude-auto" in result.output
         assert "1 of the proxy's 2 models" in result.output
         assert "lite unconfigure claude" in result.output
@@ -99,7 +130,7 @@ class TestConfigureClaudeWithAVirtualKey:
         assert result.exit_code == 0, result.output
         written = json.loads(settings_path.read_text())
         assert written["env"]["ANTHROPIC_AUTH_TOKEN"] == VALID_KEY
-        assert "model" not in written
+        assert "model" not in written and "ANTHROPIC_MODEL" not in written["env"]
         assert "Starting model: not pinned" in result.output
 
     @responses.activate
@@ -159,18 +190,11 @@ class TestConfigureClaudeWithAVirtualKey:
         assert not settings_path.exists()
 
     @responses.activate
-    @pytest.mark.parametrize("entry", ["virtual-key", "login", "interactive"])
-    def test_refuses_while_lite_up_holds_a_backup_before_any_login_or_request(
-        self, runner, paths, monkeypatch, lite_up_backup, entry
-    ):
+    @pytest.mark.parametrize("entry", ["virtual-key", "no-key", "interactive"])
+    def test_refuses_while_lite_up_holds_a_backup_before_any_request(self, runner, paths, lite_up_backup, entry):
         _mock_models()
-
-        def login_must_not_run(ctx):
-            raise AssertionError("the local precondition must be checked before a login is attempted")
-
-        monkeypatch.setattr(configure_module, "ensure_fresh_login", login_must_not_run)
         if entry == "interactive":
-            ctx = click.Context(configure_group, obj={"base_url": PROXY, "api_key": None})
+            ctx = click.Context(configure_group, obj={"base_url": PROXY, "api_key": VALID_KEY})
             with pytest.raises(click.ClickException, match="lite down"):
                 interactive_configure(ctx, pick_targets=lambda: ("claude",), pick_model=lambda listed: None)
         else:
@@ -195,33 +219,27 @@ class TestConfigureClaudeWithAVirtualKey:
         assert json.loads(target.read_text())["env"]["ANTHROPIC_AUTH_TOKEN"] == VALID_KEY
 
 
-class TestConfigureClaudeWithTheLogin:
-    def _stored_login(self, monkeypatch):
-        monkeypatch.setattr(configure_module, "ensure_fresh_login", lambda ctx: None)
-        monkeypatch.setattr(configure_module, "get_stored_api_key", lambda expected_base_url, vault: VALID_KEY)
-
+class TestConfigureClaudeWithoutAKey:
     @responses.activate
-    def test_uses_the_login_through_the_helper_and_writes_no_secret(self, runner, paths, monkeypatch, lite_on_path):
+    def test_refuses_and_names_the_ways_to_pass_a_key_without_writing_or_logging_in(self, runner, paths):
+        # A `lite login` credential expires within a day; the old fallback wrote an apiKeyHelper that made
+        # Claude Code spawn `lite` (and its keychain probe) on every credential refresh.
         _mock_models()
-        self._stored_login(monkeypatch)
-        settings_path, _ = paths
+        settings_path, state_path = paths
         result = runner.invoke(
             configure_claude,
             ["--model", "claude-auto"],
-            obj={"base_url": PROXY, "api_key": VALID_KEY, "api_key_from_token_file": True},
+            obj={"base_url": PROXY, "api_key": "sk-login-jwt", "api_key_from_token_file": True},
         )
-        assert result.exit_code == 0, result.output
-        written = json.loads(settings_path.read_text())
-        assert written["apiKeyHelper"] == f"{lite_on_path} --base-url {PROXY} auth print-token"
-        assert "ANTHROPIC_AUTH_TOKEN" not in written["env"]
-        assert written["model"] == "claude-auto"
-        assert VALID_KEY not in settings_path.read_text()
-        assert "read through apiKeyHelper" in result.output
+        assert result.exit_code != 0
+        assert "--api-key" in result.output and "LITELLM_PROXY_API_KEY" in result.output
+        assert "apiKeyHelper" not in result.output
+        assert not settings_path.exists() and not state_path.exists()
+        assert len(responses.calls) == 0
 
     @responses.activate
-    def test_an_explicit_key_still_wins_over_a_stored_login(self, runner, paths, monkeypatch, lite_on_path):
+    def test_an_explicit_key_still_wins_over_a_stored_login(self, runner, paths):
         _mock_models()
-        self._stored_login(monkeypatch)
         settings_path, _ = paths
         result = runner.invoke(
             configure_claude,
@@ -265,6 +283,259 @@ class TestInteractiveConfigure:
         assert "lite configure claude --api-key" in result.output
 
 
+class TestConfigureAgents:
+    @responses.activate
+    @pytest.mark.parametrize("targets", [("claude",), ("codex",), ("claude", "codex")])
+    def test_group_options_drive_the_agent_picker_and_write_only_selected_agents(
+        self, runner, paths, codex_path, monkeypatch, targets
+    ):
+        _mock_agent_models()
+        asked = []
+
+        def checkbox(**kwargs):
+            assert tuple(choice.value for choice in kwargs["choices"]) == ("claude", "codex")
+            return SimpleNamespace(execute=lambda: targets)
+
+        def fuzzy(**kwargs):
+            assert "auto" in kwargs["choices"]
+            assert "claude-router-6175746f" not in kwargs["choices"]
+            assert not paths[0].exists() and not codex_path.exists()
+            asked.append(kwargs["message"])
+            return SimpleNamespace(execute=lambda: "auto")
+
+        monkeypatch.setattr(configure_module.inquirer, "checkbox", checkbox)
+        monkeypatch.setattr(configure_module.inquirer, "fuzzy", fuzzy)
+        result = runner.invoke(
+            cli,
+            ["configure", "--api-key", VALID_KEY, "--gateway-url", f"{PROXY}/v1/"],
+            input=_TerminalInput(),
+        )
+        assert result.exit_code == 0, result.output
+        assert VALID_KEY not in result.output
+        assert len(asked) == len(targets)
+        assert paths[0].exists() == ("claude" in targets)
+        assert codex_path.exists() == ("codex" in targets)
+        if "claude" in targets:
+            claude = json.loads(paths[0].read_text())
+            assert claude["model"] == "claude-router-6175746f"
+            assert claude["env"]["ANTHROPIC_BASE_URL"] == PROXY
+            assert claude["env"]["ANTHROPIC_AUTH_TOKEN"] == VALID_KEY
+        if "codex" in targets:
+            codex = tomlkit.parse(codex_path.read_text())
+            assert codex["model"] == "auto"
+            assert codex["model_provider"] == "litellm"
+            provider = codex["model_providers"]["litellm"]
+            assert provider["base_url"] == f"{PROXY}/v1"
+            assert provider["http_headers"]["Authorization"] == f"Bearer {VALID_KEY}"
+            assert "env_key" not in provider
+        assert [call.request.headers.get("x-gateway-client") for call in responses.calls] == [
+            "claude-code" if target == "claude" else None for target in targets
+        ]
+
+    @responses.activate
+    @pytest.mark.parametrize("target", ["claude", "codex"])
+    @pytest.mark.parametrize("leaf_override", [False, True], ids=["inherit-group", "leaf-wins"])
+    def test_group_connection_options_are_inherited_and_leaf_options_take_precedence(
+        self, runner, paths, codex_path, target, leaf_override
+    ):
+        _mock_agent_models()
+        group_url = "http://group.test" if leaf_override else PROXY
+        group_key = "sk-group" if leaf_override else VALID_KEY
+        args = [
+            "--base-url", "http://global.test", "--api-key", "sk-global", "configure",
+            "--gateway-url", group_url, "--api-key", group_key, target, "--model", "auto",
+        ]
+        if leaf_override:
+            args.extend(["--base-url", f"{PROXY}/v1/", "--api-key", VALID_KEY])
+        result = runner.invoke(cli, args)
+        assert result.exit_code == 0, result.output
+        assert all(key not in result.output for key in (VALID_KEY, group_key, "sk-global"))
+        if target == "claude":
+            written = json.loads(paths[0].read_text())
+            assert written["env"]["ANTHROPIC_AUTH_TOKEN"] == VALID_KEY
+            assert written["env"]["ANTHROPIC_BASE_URL"] == PROXY
+            assert not codex_path.exists()
+        else:
+            provider = tomlkit.parse(codex_path.read_text())["model_providers"]["litellm"]
+            assert provider["http_headers"]["Authorization"] == f"Bearer {VALID_KEY}"
+            assert provider["base_url"] == f"{PROXY}/v1"
+            assert not paths[0].exists()
+        assert len(responses.calls) == 1
+
+    @responses.activate
+    @pytest.mark.parametrize("failure", ["invalid-model", "cancel"])
+    def test_both_model_choices_complete_before_either_configuration_changes(
+        self, paths, codex_path, failure
+    ):
+        _mock_agent_models()
+        settings_path, state_path = paths
+        settings_path.parent.mkdir(parents=True)
+        settings_path.write_text('{"theme": "dark"}')
+        codex_path.parent.mkdir(parents=True)
+        codex_path.write_text('model = "original"\n')
+        before = (settings_path.read_bytes(), codex_path.read_bytes())
+
+        def pick_codex_model(listed):
+            assert listed == ("auto",)
+            assert (settings_path.read_bytes(), codex_path.read_bytes()) == before
+            if failure == "cancel":
+                raise KeyboardInterrupt()
+            return "not-listed"
+
+        ctx = click.Context(configure_group, obj={"base_url": PROXY, "api_key": VALID_KEY})
+        expected = KeyboardInterrupt if failure == "cancel" else click.ClickException
+        with pytest.raises(expected):
+            interactive_configure(
+                ctx,
+                pick_targets=lambda: ("claude", "codex"),
+                pick_model=lambda listed: "auto",
+                pick_codex_model=pick_codex_model,
+            )
+        assert (settings_path.read_bytes(), codex_path.read_bytes()) == before
+        assert not state_path.exists()
+        assert not (codex_path.parent / ".litellm").exists()
+
+    @responses.activate
+    def test_both_configs_are_preflighted_before_fetching_models_or_writing(
+        self, paths, codex_path
+    ):
+        _mock_agent_models()
+        codex_path.parent.mkdir(parents=True)
+        codex_path.write_text("[invalid")
+        ctx = click.Context(configure_group, obj={"base_url": PROXY, "api_key": VALID_KEY})
+        with pytest.raises(click.ClickException, match="Could not read Codex settings"):
+            interactive_configure(
+                ctx,
+                pick_targets=lambda: ("claude", "codex"),
+                pick_model=lambda listed: "auto",
+                pick_codex_model=lambda listed: "auto",
+            )
+        assert not paths[0].exists() and not paths[1].exists()
+        assert codex_path.read_text() == "[invalid"
+        assert len(responses.calls) == 0
+
+    @responses.activate
+    @pytest.mark.parametrize("targets", [("claude", "codex"), ("codex", "claude")])
+    @pytest.mark.parametrize("version", [None, "codex-cli 0.128.0\n"])
+    def test_unsafe_codex_blocks_both_targets_before_requests_or_writes(
+        self, paths, codex_path, fake_codex_version, targets, version
+    ):
+        _mock_agent_models()
+        fake_codex_version(version, 0)
+        ctx = click.Context(configure_group, obj={"base_url": PROXY, "api_key": VALID_KEY})
+        with pytest.raises(click.ClickException, match=r"0\.129\.0") as caught:
+            interactive_configure(
+                ctx,
+                pick_targets=lambda: targets,
+                pick_model=lambda listed: "auto",
+                pick_codex_model=lambda listed: "auto",
+            )
+        assert VALID_KEY not in str(caught.value)
+        assert len(responses.calls) == 0
+        assert not paths[0].exists() and not paths[1].exists()
+        assert not codex_path.exists() and not (codex_path.parent / ".litellm").exists()
+
+    @responses.activate
+    def test_claude_only_configuration_does_not_require_codex(
+        self, runner, paths, codex_path, fake_codex_version
+    ):
+        _mock_agent_models()
+        fake_codex_version(None, 0)
+        result = runner.invoke(
+            cli, ["configure", "--api-key", VALID_KEY, "--gateway-url", PROXY, "claude", "--model", "auto"]
+        )
+        assert result.exit_code == 0, result.output
+        assert json.loads(paths[0].read_text())["model"] == "claude-router-6175746f"
+        assert not codex_path.exists()
+
+    @responses.activate
+    def test_codex_only_ignores_claudes_temporary_owner(
+        self, runner, paths, codex_path, lite_up_backup
+    ):
+        _mock_agent_models()
+        result = runner.invoke(
+            cli, ["configure", "--api-key", VALID_KEY, "--gateway-url", PROXY, "codex", "--model", "auto"]
+        )
+        assert result.exit_code == 0, result.output
+        assert tomlkit.parse(codex_path.read_text())["model"] == "auto"
+        assert not paths[0].exists() and not paths[1].exists()
+        assert lite_up_backup.exists()
+
+    def test_noninteractive_codex_requires_a_model(self, runner, paths, codex_path):
+        result = runner.invoke(cli, ["configure", "--api-key", VALID_KEY, "--gateway-url", PROXY, "codex"])
+        assert result.exit_code != 0 and "Missing option '--model'" in result.output
+        assert not paths[0].exists() and not codex_path.exists()
+
+    @responses.activate
+    @pytest.mark.parametrize("target", ["claude", "codex"])
+    @pytest.mark.parametrize(
+        "option, value, expected",
+        [
+            ("--api-key", "sk-secret\ninvalid", "must not be blank"),
+            ("--gateway-url", "https://user:sk-secret@proxy.test", "must not contain credentials"),
+            ("--gateway-url", "https://proxy.test?key=sk-secret", "must not include a query"),
+            ("--gateway-url", "file:///sk-secret", "must be a full http:// or https:// URL"),
+        ],
+    )
+    def test_invalid_connection_input_never_writes_requests_or_echoes_secrets(
+        self, runner, paths, codex_path, target, option, value, expected
+    ):
+        result = runner.invoke(
+            cli,
+            [
+                "configure", "--api-key", VALID_KEY, "--gateway-url", PROXY,
+                target, "--model", "auto", option, value,
+            ],
+        )
+        assert result.exit_code != 0 and expected in result.output
+        assert "sk-secret" not in result.output and VALID_KEY not in result.output
+        assert not paths[0].exists() and not codex_path.exists()
+        assert len(responses.calls) == 0
+
+    @responses.activate
+    @pytest.mark.parametrize("failure", ["rejected", "connection", "response-body"])
+    def test_gateway_failures_never_echo_the_key(self, runner, paths, codex_path, failure):
+        if failure == "rejected":
+            responses.get(f"{PROXY}/v1/models", status=401)
+        elif failure == "connection":
+            responses.get(f"{PROXY}/v1/models", body=requests.ConnectionError(VALID_KEY))
+        else:
+            responses.get(f"{PROXY}/v1/models", json={"data": VALID_KEY})
+        result = runner.invoke(
+            cli, ["configure", "--api-key", VALID_KEY, "--gateway-url", PROXY, "codex", "--model", "auto"]
+        )
+        assert result.exit_code != 0 and "Error:" in result.output
+        assert VALID_KEY not in result.output
+        assert not paths[0].exists() and not codex_path.exists()
+
+    @responses.activate
+    def test_configure_and_unconfigure_do_not_read_a_stored_login(
+        self, runner, paths, codex_path, tmp_path, secret_vault_factory, fake_codex_version
+    ):
+        _mock_agent_models()
+        token_path = tmp_path / ".litellm" / "token.json"
+        token_path.parent.mkdir()
+        token_path.write_text(json.dumps({"base_url": PROXY, "timestamp": time.time()}))
+        vault = secret_vault_factory(json.dumps({"base_url": PROXY, "key": "sk-login", "jwt_token": ""}))
+        missing = runner.invoke(
+            cli, ["configure", "--gateway-url", PROXY, "codex", "--model", "auto"], obj={"secret_vault": vault}
+        )
+        assert missing.exit_code != 0 and "needs a long-lived virtual key" in missing.output
+        assert len(responses.calls) == 0 and not codex_path.exists()
+        configured = runner.invoke(
+            cli,
+            ["configure", "--api-key", VALID_KEY, "--gateway-url", PROXY, "codex", "--model", "auto"],
+            obj={"secret_vault": vault},
+        )
+        assert configured.exit_code == 0, configured.output
+        fake_codex_version(None, 0)
+        undone = runner.invoke(cli, ["unconfigure", "codex"], obj={"secret_vault": vault})
+        assert undone.exit_code == 0, undone.output
+        assert vault.reads == 0 and vault.writes == [] and vault.erases == 0
+        assert not codex_path.exists() and not paths[0].exists()
+        assert "Removed" in undone.output and "sk-login" not in missing.output + configured.output + undone.output
+
+
 class TestUnconfigureClaude:
     @responses.activate
     def test_restores_the_original_file_and_removes_the_receipt(self, runner, paths):
@@ -302,11 +573,13 @@ class TestUnconfigureClaude:
         edited = json.loads(settings_path.read_text())
         edited["env"] = {key: f"{value}-edited" for key, value in edited["env"].items()}
         edited["model"] = "mine"
+        edited["statusLine"] = {"type": "command", "command": "~/.claude/my-statusline.sh"}
         settings_path.write_text(json.dumps(edited))
         result = runner.invoke(cli, ["unconfigure", "claude"])
         assert result.exit_code == 0, result.output
         assert "Nothing in" in result.output and "was still ours to restore" in result.output
         assert "Left as you changed them since:" in result.output and "model" in result.output
+        assert "statusLine" in result.output
 
     @responses.activate
     def test_names_the_server_a_withheld_credential_was_captured_with_and_keeps_the_receipt(self, runner, paths):
diff --git a/tests/test_litellm/proxy/client/cli/test_statusline_script.py b/tests/test_litellm/proxy/client/cli/test_statusline_script.py
new file mode 100644
index 00000000000..691764fbef4
--- /dev/null
+++ b/tests/test_litellm/proxy/client/cli/test_statusline_script.py
@@ -0,0 +1,404 @@
+"""The status line script is copied verbatim to the user's machine, so these drive it the way Claude Code
+and Codex do: the documented stdin payload, a transcript on disk, and the proxy behind an injected fetch."""
+
+import io
+import json
+import os
+import re
+import subprocess
+import sys
+from pathlib import Path
+
+import pytest
+
+from litellm.proxy.client.cli.commands import statusline_script
+from litellm.proxy.client.cli.commands.statusline_script import (
+    CACHE_TTL_SECONDS,
+    Credentials,
+    Fetched,
+    Session,
+    cache_dir_name,
+    cache_path,
+    claude_credentials,
+    codex_credentials,
+    latest_transcript_model,
+    load_session,
+    render,
+    run,
+)
+
+SESSION_ID = "cf712ab8-4c7c-4d48-ba91-eed54bc2956b"
+ANSI = re.compile(r"\x1b\[[0-9;]*m")
+RECORDED = Session(
+    router_name="claude-auto",
+    last_model="anthropic/claude-sonnet-5",
+    spend=0.14,
+    baseline_spend=0.38,
+    baseline_model="anthropic/claude-opus-5",
+)
+
+
+def _assistant_line(model: str, **extra: object) -> str:
+    return json.dumps({"type": "assistant", "message": {"model": model, "role": "assistant"}, **extra})
+
+
+@pytest.fixture
+def transcript(tmp_path: Path) -> Path:
+    path = tmp_path / "session.jsonl"
+    path.write_text(
+        "\n".join(
+            (
+                json.dumps({"type": "user", "message": {"role": "user", "content": "hi"}}),
+                _assistant_line("claude-haiku-4-5"),
+                json.dumps({"type": "user", "message": {"role": "user", "content": "harder"}}),
+                _assistant_line("claude-sonnet-5"),
+                _assistant_line("claude-haiku-4-5", isSidechain=True),
+                _assistant_line("claude-haiku-4-5", agentId="agent-1"),
+                json.dumps({"type": "progress", "data": {}}),
+            )
+        )
+        + "\n"
+    )
+    return path
+
+
+@pytest.fixture
+def config_dir(tmp_path: Path) -> Path:
+    directory = tmp_path / "claude"
+    (directory / "cache").mkdir(parents=True)
+    (directory / "cache" / "gateway-models.json").write_text(
+        json.dumps({"models": [{"id": "claude-opus-5", "display_name": "Claude Opus 5"}]})
+    )
+    return directory
+
+
+def _payload(transcript: Path, session_id: str = SESSION_ID) -> dict:
+    return {
+        "session_id": session_id,
+        "transcript_path": str(transcript),
+        "model": {"id": "claude-auto", "display_name": "claude-auto"},
+    }
+
+
+def _env(tmp_path: Path, config_dir: Path, **extra: str) -> dict[str, str]:
+    return {
+        "TMPDIR": str(tmp_path / "tmp"),
+        "CLAUDE_CONFIG_DIR": str(config_dir),
+        "TERM": "dumb",
+        "ANTHROPIC_BASE_URL": "http://127.0.0.1:4000",
+        "ANTHROPIC_AUTH_TOKEN": "sk-virtual",
+        **extra,
+    }
+
+
+def _run(payload: object, env: dict[str, str], fetch) -> str:
+    out = io.StringIO()
+    run(io.StringIO(json.dumps(payload)), out, env, fetch)
+    return out.getvalue()
+
+
+class TestTranscript:
+    def test_the_latest_foreground_assistant_line_wins_over_later_sidechain_and_agent_lines(self, transcript):
+        assert latest_transcript_model(str(transcript)) == "claude-sonnet-5"
+
+    def test_a_synthetic_line_is_not_a_served_model(self, tmp_path):
+        # Claude Code writes `<synthetic>` for messages it produced locally (an API error on resume, for one);
+        # showing "Routed to: <synthetic>" would name a model no proxy served.
+        path = tmp_path / "t.jsonl"
+        path.write_text(_assistant_line("claude-haiku-4-5") + "\n" + _assistant_line("<synthetic>") + "\n")
+        assert latest_transcript_model(str(path)) == "claude-haiku-4-5"
+
+    def test_a_missing_or_empty_transcript_yields_nothing(self, tmp_path):
+        empty = tmp_path / "empty.jsonl"
+        empty.write_text("")
+        assert latest_transcript_model(str(tmp_path / "missing.jsonl")) == ""
+        assert latest_transcript_model(str(empty)) == ""
+        assert latest_transcript_model("") == ""
+
+
+class TestCredentials:
+    MIXED = {
+        "ANTHROPIC_BASE_URL": "http://anthropic-side:4000",
+        "ANTHROPIC_AUTH_TOKEN": "sk-ant",
+        "OPENAI_BASE_URL": "http://openai-side:4000/v1/",
+        "OPENAI_API_KEY": "sk-openai",
+    }
+
+    def test_each_agent_reads_the_pair_it_dials_itself(self):
+        # A shell that exports both families must not send Codex's hook to the Anthropic proxy.
+        assert claude_credentials(self.MIXED) == Credentials("http://anthropic-side:4000", "sk-ant")
+        assert codex_credentials(self.MIXED) == Credentials("http://openai-side:4000", "sk-openai")
+
+    def test_lites_own_shell_variables_are_not_a_credential_either_agent_sends(self):
+        # A `lite login` shell exports LITELLM_PROXY_*; Claude Code and Codex never read them, so the
+        # status line must not query the proxy as that principal while the agent used another.
+        env = {"LITELLM_PROXY_URL": "http://lite:4000/", "LITELLM_PROXY_API_KEY": "sk-lite", **self.MIXED}
+        assert claude_credentials(env) == Credentials("http://anthropic-side:4000", "sk-ant")
+        assert codex_credentials(env) == Credentials("http://openai-side:4000", "sk-openai")
+        assert not claude_credentials({"LITELLM_PROXY_API_KEY": "sk-lite", "ANTHROPIC_BASE_URL": "http://p"}).usable
+        assert codex_credentials({}) == Credentials("", "")
+
+    def test_claude_code_prefers_the_auth_token_over_a_stray_api_key(self):
+        env = {"ANTHROPIC_BASE_URL": "http://p", "ANTHROPIC_API_KEY": "sk-stray", "ANTHROPIC_AUTH_TOKEN": "sk-ours"}
+        assert claude_credentials(env).api_key == "sk-ours"
+
+    def test_an_api_key_helper_in_settings_is_never_run(self, tmp_path, transcript, config_dir):
+        # `lite` once wrote `apiKeyHelper: lite auth print-token`; running it from a status line that
+        # refreshes every 300ms spawned `lite` (and a keychain prompt) on every refresh. Without a key
+        # in the env the proxy is simply not asked.
+        (config_dir / "settings.json").write_text(json.dumps({"apiKeyHelper": "printf sk-from-helper"}))
+        asked = []
+        env = {k: v for k, v in _env(tmp_path, config_dir).items() if k != "ANTHROPIC_AUTH_TOKEN"}
+        text = _run(_payload(transcript), env, lambda c, s: asked.append(c) or Fetched(RECORDED, True))
+        assert text == "Routed to: claude-sonnet-5" and asked == []
+
+
+class TestSessionCache:
+    def test_a_definite_answer_is_served_from_the_cache_within_the_ttl(self, tmp_path):
+        calls = []
+
+        def fetch(credentials, session_id):
+            calls.append(session_id)
+            return Fetched(RECORDED, definitive=True)
+
+        clock = [100.0]
+        credentials = Credentials("http://p", "sk")
+        first = load_session(credentials, SESSION_ID, tmp_path, fetch, now=lambda: clock[0])
+        clock[0] = 100.0 + CACHE_TTL_SECONDS - 1
+        second = load_session(credentials, SESSION_ID, tmp_path, fetch, now=lambda: clock[0])
+        clock[0] = 100.0 + CACHE_TTL_SECONDS + 1
+        third = load_session(credentials, SESSION_ID, tmp_path, fetch, now=lambda: clock[0])
+        assert first == second == third == RECORDED
+        assert calls == [SESSION_ID, SESSION_ID]
+
+    def test_a_404_is_cached_as_absence_but_a_transport_failure_is_retried(self, tmp_path):
+        outcomes = iter((Fetched(None, definitive=False), Fetched(None, definitive=True), Fetched(RECORDED, True)))
+        calls = []
+
+        def fetch(credentials, session_id):
+            calls.append(session_id)
+            return next(outcomes)
+
+        credentials = Credentials("http://p", "sk")
+        assert load_session(credentials, SESSION_ID, tmp_path, fetch, now=lambda: 1.0) is None
+        assert load_session(credentials, SESSION_ID, tmp_path, fetch, now=lambda: 1.0) is None
+        assert load_session(credentials, SESSION_ID, tmp_path, fetch, now=lambda: 1.0) is None
+        assert len(calls) == 2
+
+    def test_a_cache_directory_that_is_not_private_is_never_used(self, tmp_path):
+        # A shared temp root lets another user pre-create the directory; refuse it rather than write into it.
+        calls = []
+
+        def fetch(credentials, session_id):
+            calls.append(session_id)
+            return Fetched(RECORDED, definitive=True)
+
+        shared = tmp_path / "litellm-statusline"
+        shared.mkdir(mode=0o755)
+        credentials = Credentials("http://p", "sk")
+        for _ in range(2):
+            assert load_session(credentials, SESSION_ID, shared, fetch, now=lambda: 1.0) == RECORDED
+        assert calls == [SESSION_ID, SESSION_ID]
+        assert list(shared.iterdir()) == []
+
+    def test_any_client_error_is_a_definite_answer_and_a_server_error_is_not(self, monkeypatch):
+        import urllib.error
+
+        from litellm.proxy.client.cli.commands.statusline_script import fetch_session
+
+        def fail_with(code):
+            def opener(request, timeout):
+                raise urllib.error.HTTPError(request.full_url, code, "x", {}, None)
+
+            return opener
+
+        for code, definitive in ((403, True), (401, True), (404, True), (502, False)):
+            monkeypatch.setattr("urllib.request.urlopen", fail_with(code))
+            assert fetch_session(Credentials("http://127.0.0.1:1", "sk"), SESSION_ID) == Fetched(None, definitive)
+
+    def test_the_cache_file_holds_the_proxy_answer_and_never_the_key(self, tmp_path):
+        credentials = Credentials("http://p", "sk-secret")
+        load_session(credentials, SESSION_ID, tmp_path, lambda c, s: Fetched(RECORDED, True))
+        path = cache_path(tmp_path, credentials, SESSION_ID)
+        assert "sk-secret" not in written and SESSION_ID not in written if (written := path.read_text()) else False
+        assert "sk-secret" not in path.name
+        assert json.loads(written)["session"]["baseline_model"] == "anthropic/claude-opus-5"
+        assert (path.stat().st_mode & 0o777) == 0o600
+        assert (path.parent.stat().st_mode & 0o777) == 0o700
+
+    def test_a_refresh_replaces_the_entry_in_one_step_so_a_concurrent_refresh_never_reads_a_torn_one(self, tmp_path):
+        credentials = Credentials("http://p", "sk")
+        load_session(credentials, SESSION_ID, tmp_path, lambda c, s: Fetched(RECORDED, True), now=lambda: 1.0)
+        path = cache_path(tmp_path, credentials, SESSION_ID)
+        first = path.read_text()
+
+        with path.open() as concurrent_reader:
+            newer = RECORDED._replace(spend=0.5)
+            load_session(credentials, SESSION_ID, tmp_path, lambda c, s: Fetched(newer, True), now=lambda: 100.0)
+            assert concurrent_reader.read() == first
+        assert json.loads(path.read_text())["session"]["spend"] == 0.5
+        assert (path.stat().st_mode & 0o777) == 0o600
+        assert [child.name for child in tmp_path.iterdir()] == [path.name]
+
+    def test_the_same_session_id_against_another_proxy_or_key_is_not_served_from_the_cache(self, tmp_path):
+        answers = iter((Fetched(RECORDED, True), Fetched(RECORDED._replace(spend=9.0), True)))
+        first = load_session(Credentials("http://p", "sk-a"), SESSION_ID, tmp_path, lambda c, s: next(answers))
+        second = load_session(Credentials("http://p", "sk-b"), SESSION_ID, tmp_path, lambda c, s: next(answers))
+        assert first == RECORDED and second is not None and second.spend == 9.0
+
+
+class TestRender:
+    def test_savings_header_and_bars_against_the_routers_baseline(self, config_dir):
+        text = render("claude-sonnet-5", RECORDED, config_dir, use_color=False, bar_width=10)
+        assert text.splitlines() == [
+            "claude-auto · Routed to: claude-sonnet-5  -63% vs Claude Opus 5",
+            "LiteLLM       ████░░░░░░ $0.14",
+            "Claude Opus 5 ██████████ $0.38",
+        ]
+
+    def test_control_characters_in_any_externally_sourced_label_never_reach_the_terminal(self, tmp_path, config_dir):
+        # The transcript, the proxy payload and Claude Code's model cache all feed labels straight into a
+        # terminal, and none is under this script's control. Only the control bytes are dropped (ESC, BEL,
+        # C1), which is what disarms an OSC-52 clipboard write or a screen clear; the printable remainder of
+        # such a sequence is inert text and is kept as is.
+        from litellm.proxy.client.cli.commands.statusline_script import _session_from_payload, model_label
+
+        hostile = "claude-\x1b\x07\x9bsonnet"
+        path = tmp_path / "t.jsonl"
+        path.write_text(_assistant_line(hostile) + "\n")
+        assert latest_transcript_model(str(path)) == "claude-sonnet"
+        (config_dir / "cache" / "gateway-models.json").write_text(
+            json.dumps({"models": [{"id": "claude-sonnet", "display_name": "Son\x1b\x07net"}]})
+        )
+        assert model_label("claude-sonnet", config_dir) == "Sonnet"
+        session = _session_from_payload(
+            {"router_name": "auto\x07", "last_model": hostile, "spend": 0.1, "baseline_spend": 0.2, "baseline_model": "op\x1bus"}
+        )
+        assert session == Session("auto", "claude-sonnet", 0.1, 0.2, "opus")
+        assert latest_transcript_model(str(path)) == "claude-sonnet"
+        assert "\x1b]52;c;ZXZpbA==" not in render(
+            latest_transcript_model(str(path)),
+            _session_from_payload({"router_name": "a", "last_model": "m", "spend": 0.1, "baseline_spend": 0.2, "baseline_model": "\x1b]52;c;ZXZpbA==\x07"}),
+            config_dir,
+            use_color=False,
+        )
+
+    def test_a_session_that_cost_more_than_its_baseline_reads_as_a_plus(self, config_dir):
+        dearer = RECORDED._replace(spend=0.50, baseline_spend=0.40)
+        assert "+25% vs Claude Opus 5" in render("m", dearer, config_dir, use_color=False)
+
+    def test_without_a_baseline_only_the_routed_line_shows(self, config_dir):
+        assert render("m", RECORDED._replace(baseline_model=None), config_dir, False) == "claude-auto · Routed to: m"
+        assert render("m", None, config_dir, False) == "Routed to: m"
+
+    def test_color_wraps_the_same_text(self, config_dir):
+        colored = render("claude-sonnet-5", RECORDED, config_dir, use_color=True, bar_width=10)
+        assert ANSI.sub("", colored) == render("claude-sonnet-5", RECORDED, config_dir, use_color=False, bar_width=10)
+
+
+class TestClaudeCodeMode:
+    def test_the_transcript_names_the_routed_model_and_the_proxy_adds_the_savings(self, tmp_path, transcript, config_dir):
+        seen = []
+
+        def fetch(credentials, session_id):
+            seen.append((credentials, session_id))
+            return Fetched(RECORDED, definitive=True)
+
+        text = _run(_payload(transcript), _env(tmp_path, config_dir), fetch)
+        assert text.startswith("claude-auto · Routed to: claude-sonnet-5  -63% vs Claude Opus 5\n")
+        assert seen == [(Credentials("http://127.0.0.1:4000", "sk-virtual"), SESSION_ID)]
+
+    def test_an_unrecorded_session_degrades_to_the_routed_line(self, tmp_path, transcript, config_dir):
+        assert _run(_payload(transcript), _env(tmp_path, config_dir), lambda c, s: Fetched(None, True)) == (
+            "Routed to: claude-sonnet-5"
+        )
+
+    def test_without_credentials_the_proxy_is_never_asked(self, tmp_path, transcript, config_dir):
+        def fetch(credentials, session_id):
+            raise AssertionError("must not fetch")
+
+        env = {k: v for k, v in _env(tmp_path, config_dir).items() if k != "ANTHROPIC_AUTH_TOKEN"}
+        assert _run(_payload(transcript), env, fetch) == "Routed to: claude-sonnet-5"
+
+    def test_before_the_first_response_the_payloads_display_name_shows(self, tmp_path, config_dir):
+        payload = _payload(tmp_path / "missing.jsonl")
+        assert _run(payload, _env(tmp_path, config_dir), lambda c, s: Fetched(RECORDED, True)) == "claude-auto"
+
+    def test_a_discovered_display_name_labels_the_routed_model(self, tmp_path, config_dir):
+        path = tmp_path / "t.jsonl"
+        path.write_text(_assistant_line("anthropic/claude-opus-5") + "\n")
+        assert _run(_payload(path), _env(tmp_path, config_dir), lambda c, s: Fetched(None, True)) == (
+            "Routed to: Claude Opus 5"
+        )
+
+    def test_the_cache_lands_under_the_platforms_temp_dir(self, tmp_path, transcript, config_dir):
+        env = {k: v for k, v in _env(tmp_path, config_dir).items() if k != "TMPDIR"}
+        env["TEMP"] = str(tmp_path / "wintemp")
+        _run(_payload(transcript), env, lambda c, s: Fetched(RECORDED, True))
+        assert (tmp_path / "wintemp" / cache_dir_name()).is_dir()
+        assert cache_dir_name().endswith(str(os.getuid()))
+
+    def test_a_crash_falls_back_to_the_model_label_claude_code_already_knows(self, tmp_path, transcript, config_dir):
+        def fetch(credentials, session_id):
+            raise RuntimeError("boom")
+
+        assert _run(_payload(transcript), _env(tmp_path, config_dir), fetch) == "claude-auto"
+
+    def test_garbage_on_stdin_still_prints_something(self, tmp_path, config_dir):
+        out = io.StringIO()
+        run(io.StringIO("not json"), out, _env(tmp_path, config_dir), lambda c, s: Fetched(None, True))
+        assert out.getvalue() == "claude"
+
+
+class TestCodexMode:
+    def test_the_stop_hook_prints_a_system_message_from_the_proxys_record(self, tmp_path, config_dir):
+        env = _env(tmp_path, config_dir, OPENAI_BASE_URL="http://127.0.0.1:4000/v1", OPENAI_API_KEY="sk-codex")
+        env = {k: v for k, v in env.items() if not k.startswith("ANTHROPIC_")}
+        seen = []
+
+        def fetch(credentials, session_id):
+            seen.append(credentials)
+            return Fetched(RECORDED, definitive=True)
+
+        out = _run({"hook_event_name": "Stop", "session_id": SESSION_ID, "transcript_path": "/nope"}, env, fetch)
+        message = json.loads(out)["systemMessage"]
+        assert message.splitlines()[1] == "claude-auto · Routed to: claude-sonnet-5  -63% vs Claude Opus 5"
+        assert message.startswith("\n")
+        assert seen == [Credentials("http://127.0.0.1:4000", "sk-codex")]
+
+    def test_an_unrecorded_session_prints_nothing_so_codex_shows_no_message(self, tmp_path, config_dir):
+        payload = {"hook_event_name": "Stop", "session_id": SESSION_ID}
+        assert _run(payload, _env(tmp_path, config_dir), lambda c, s: Fetched(None, True)) == ""
+
+    def test_a_crash_prints_nothing_rather_than_text_codex_would_reject(self, tmp_path, config_dir):
+        def fetch(credentials, session_id):
+            raise RuntimeError("boom")
+
+        env = _env(tmp_path, config_dir, OPENAI_BASE_URL="http://127.0.0.1:4000/v1", OPENAI_API_KEY="sk-codex")
+        assert _run({"hook_event_name": "Stop", "session_id": SESSION_ID}, env, fetch) == ""
+
+    def test_a_turn_right_after_an_unrecorded_one_still_asks_the_proxy(self, tmp_path, config_dir):
+        # One hook run per turn: a miss on turn one must not be cached across turn two's fetch.
+        answers = iter((Fetched(None, definitive=True), Fetched(RECORDED, definitive=True)))
+        payload = {"hook_event_name": "Stop", "session_id": SESSION_ID}
+        env = _env(tmp_path, config_dir, OPENAI_BASE_URL="http://127.0.0.1:4000/v1", OPENAI_API_KEY="sk-codex")
+        assert _run(payload, env, lambda c, s: next(answers)) == ""
+        assert "Routed to: claude-sonnet-5" in json.loads(_run(payload, env, lambda c, s: next(answers)))["systemMessage"]
+
+
+class TestStandalone:
+    def test_the_file_runs_under_a_bare_interpreter_with_no_litellm_on_the_path(self, tmp_path, transcript, config_dir):
+        # It is copied verbatim to ~/.litellm/statusline.py, so it must be self-contained.
+        script = tmp_path / "statusline.py"
+        script.write_bytes(Path(statusline_script.__file__).read_bytes())
+        env = {k: v for k, v in _env(tmp_path, config_dir).items() if k != "ANTHROPIC_AUTH_TOKEN"}
+        completed = subprocess.run(
+            [sys.executable, "-I", str(script)],
+            input=json.dumps(_payload(transcript)),
+            capture_output=True,
+            text=True,
+            env=env,
+            check=True,
+            timeout=30,
+        )
+        assert completed.stdout == "Routed to: claude-sonnet-5"
diff --git a/tests/test_litellm/proxy/client/cli/test_up_commands.py b/tests/test_litellm/proxy/client/cli/test_up_commands.py
index 111d2f3d682..ddd54dd1374 100644
--- a/tests/test_litellm/proxy/client/cli/test_up_commands.py
+++ b/tests/test_litellm/proxy/client/cli/test_up_commands.py
@@ -11,7 +11,7 @@ from click.testing import CliRunner
 
 from litellm.proxy.client.cli.commands import up as up_module
 from litellm.proxy.client.cli.commands.agents import AgentRunError
-from litellm.proxy.client.cli.commands.claude_settings import ApiKeyHelper, ClaudeSettingsError
+from litellm.proxy.client.cli.commands.claude_settings import ClaudeSettingsError, StaticToken
 from litellm.proxy.client.cli.commands.up import (
     BackupRecord,
     UpError,
@@ -20,7 +20,6 @@ from litellm.proxy.client.cli.commands.up import (
     load_json_or_empty,
     merge_claude_settings,
     read_backup,
-    resolve_api_key_helper,
     restore_claude_settings,
     up,
     write_backup,
@@ -40,52 +39,54 @@ def _patch_paths(monkeypatch, tmp_path):
 
 class TestMergeClaudeSettings:
     def test_preserves_unrelated_top_level_keys(self):
-        merged = merge_claude_settings({"theme": "dark"}, "http://localhost:4000", ApiKeyHelper("helper"))
+        merged = merge_claude_settings({"theme": "dark"}, "http://localhost:4000", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert merged["theme"] == "dark"
 
     def test_preserves_unrelated_env_keys(self):
         settings = {"env": {"SOME_OTHER_VAR": "value"}}
-        merged = merge_claude_settings(settings, "http://localhost:4000", ApiKeyHelper("helper"))
+        merged = merge_claude_settings(settings, "http://localhost:4000", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert merged["env"]["SOME_OTHER_VAR"] == "value"
 
-    def test_overrides_base_url_and_helper(self):
+    def test_overrides_base_url_and_strips_an_old_helper(self):
         settings = {
             "env": {"ANTHROPIC_BASE_URL": "https://old.example.com"},
             "apiKeyHelper": "old-helper",
         }
-        merged = merge_claude_settings(settings, "http://localhost:4000/", ApiKeyHelper("new-helper"))
+        merged = merge_claude_settings(settings, "http://localhost:4000/", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert merged["env"]["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
+        assert merged["env"]["ANTHROPIC_AUTH_TOKEN"] == "sk-fresh"
         assert merged["env"]["ENABLE_TOOL_SEARCH"] == "true"
         assert merged["env"]["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "1"
-        assert merged["apiKeyHelper"] == "new-helper"
+        assert "apiKeyHelper" not in merged
 
     def test_preserves_existing_gateway_model_discovery(self):
         settings = {"env": {"CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "0"}}
-        merged = merge_claude_settings(settings, "http://localhost:4000", ApiKeyHelper("helper"))
+        merged = merge_claude_settings(settings, "http://localhost:4000", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert merged["env"]["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "0"
 
     def test_preserves_existing_tool_search(self):
         settings = {"env": {"ENABLE_TOOL_SEARCH": "false"}}
-        merged = merge_claude_settings(settings, "http://localhost:4000", ApiKeyHelper("helper"))
+        merged = merge_claude_settings(settings, "http://localhost:4000", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert merged["env"]["ENABLE_TOOL_SEARCH"] == "false"
 
     def test_drops_stray_api_key(self):
         settings = {"env": {"ANTHROPIC_API_KEY": "leaked-key"}}
-        merged = merge_claude_settings(settings, "http://localhost:4000", ApiKeyHelper("helper"))
+        merged = merge_claude_settings(settings, "http://localhost:4000", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert "ANTHROPIC_API_KEY" not in merged["env"]
 
     def test_works_from_empty_settings(self):
-        merged = merge_claude_settings({}, "http://localhost:4000", ApiKeyHelper("helper"))
+        merged = merge_claude_settings({}, "http://localhost:4000", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert merged["env"] == {
             "ANTHROPIC_BASE_URL": "http://localhost:4000",
+            "ANTHROPIC_AUTH_TOKEN": "sk-fresh",
             "ENABLE_TOOL_SEARCH": "true",
             "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "1",
         }
-        assert merged["apiKeyHelper"] == "helper"
+        assert "apiKeyHelper" not in merged
 
     def test_does_not_mutate_input(self):
         settings = {"env": {"FOO": "bar"}}
-        merge_claude_settings(settings, "http://localhost:4000", ApiKeyHelper("helper"))
+        merge_claude_settings(settings, "http://localhost:4000", StaticToken("sk-fresh"), status_line="statusline-cmd")
         assert settings == {"env": {"FOO": "bar"}}
 
 
@@ -154,6 +155,25 @@ class TestBackupRoundTrip:
         assert restore_claude_settings() is None
         assert not settings_path.exists()
 
+    def test_restore_writes_owner_only_and_through_a_symlink(self, monkeypatch, tmp_path):
+        # The backup can hold a token the user had in the file before `up`; a plain open() would put it
+        # back under the umask, and would replace a dotfiles symlink with a regular file.
+        target = tmp_path / "dotfiles" / "settings.json"
+        target.parent.mkdir()
+        target.write_text("{}")
+        target.chmod(0o644)
+        settings_path = tmp_path / "settings.json"
+        settings_path.symlink_to(target)
+        monkeypatch.setattr(up_module, "CLAUDE_SETTINGS_PATH", settings_path)
+        monkeypatch.setattr(up_module, "BACKUP_PATH", tmp_path / "backup.json")
+        write_backup(BackupRecord(existed=True, content={"env": {"ANTHROPIC_AUTH_TOKEN": "sk-theirs"}}))
+
+        restore_claude_settings()
+
+        assert settings_path.is_symlink()
+        assert json.loads(target.read_text()) == {"env": {"ANTHROPIC_AUTH_TOKEN": "sk-theirs"}}
+        assert stat.S_IMODE(target.stat().st_mode) == 0o600
+
     def test_recreates_claude_dir_if_it_was_deleted_while_up_was_running(self, monkeypatch, tmp_path):
         """If ~/.claude/ is removed while `lite up` holds it open, restoring must recreate the
         directory rather than crash with FileNotFoundError and strand the backup file, which
@@ -216,49 +236,6 @@ class TestBackupRoundTrip:
         assert not backup_path.exists()
 
 
-class TestResolveApiKeyHelper:
-    def test_returns_helper_command_bound_to_the_selected_proxy(self, monkeypatch):
-        monkeypatch.setattr(shutil, "which", lambda name: "/usr/local/bin/lite")
-        helper = resolve_api_key_helper("http://localhost:4000")
-        assert helper == "/usr/local/bin/lite --base-url http://localhost:4000 auth print-token"
-
-    def test_quotes_a_base_url_containing_shell_metacharacters(self, monkeypatch):
-        monkeypatch.setattr(shutil, "which", lambda name: "/usr/local/bin/lite")
-        helper = resolve_api_key_helper("http://example.com/path; rm -rf /")
-        assert helper == "/usr/local/bin/lite --base-url 'http://example.com/path; rm -rf /' auth print-token"
-
-    def test_raises_when_lite_not_on_path(self, monkeypatch):
-        monkeypatch.setattr(shutil, "which", lambda name: None)
-        with pytest.raises(ClaudeSettingsError, match="Could not find `lite`"):
-            resolve_api_key_helper("http://localhost:4000")
-
-    def test_windows_quotes_for_cmd_exe_instead_of_posix_sh(self, monkeypatch):
-        """cmd.exe takes a single quote literally, so a POSIX-quoted backslashed path is unrunnable."""
-        lite_exe = "C:\\Users\\u\\AppData\\Local\\Programs\\Python\\Python313\\Scripts\\lite.EXE"
-        monkeypatch.setattr(shutil, "which", lambda name: lite_exe)
-
-        helper = resolve_api_key_helper("https://gateway.example.com", platform="win32")
-
-        assert helper == f'"{lite_exe}" "--base-url" "https://gateway.example.com" "auth" "print-token"'
-
-    def test_windows_keeps_a_spaced_path_and_a_metacharacter_url_as_single_tokens(self, monkeypatch):
-        monkeypatch.setattr(shutil, "which", lambda name: "C:\\Program Files\\LiteLLM\\lite.EXE")
-
-        helper = resolve_api_key_helper("https://gateway.example.com/?a=1&b=2", platform="win32")
-
-        assert helper == (
-            '"C:\\Program Files\\LiteLLM\\lite.EXE" "--base-url" "https://gateway.example.com/?a=1&b=2" '
-            '"auth" "print-token"'
-        )
-
-    def test_non_windows_platforms_keep_posix_quoting(self, monkeypatch):
-        monkeypatch.setattr(shutil, "which", lambda name: "/usr/local/bin/lite")
-
-        helper = resolve_api_key_helper("http://example.com/path; rm -rf /", platform="darwin")
-
-        assert helper == "/usr/local/bin/lite --base-url 'http://example.com/path; rm -rf /' auth print-token"
-
-
 def _make_ctx(base_url):
     return click.Context(click.Command("test"), obj={"base_url": base_url})
 
@@ -307,7 +284,8 @@ def _capture_login(monkeypatch, on_login=lambda: None):
     login_calls = []
 
     @click.pass_context
-    def fake_login(ctx, pkce=False):
+    def fake_login(ctx, config_claude=False, pkce=False):
+        assert config_claude is False, "`lite up` patches settings itself; the login it starts must not also configure"
         login_calls.append((ctx.obj["base_url"], pkce))
         on_login()
 
@@ -317,8 +295,8 @@ def _capture_login(monkeypatch, on_login=lambda: None):
 
 class TestEnsureFreshLogin:
     """A token that is fresh but was issued for a *different* proxy must not be trusted: without
-    this check, a user logged into proxy A who runs `up --base-url proxy-b` would silently get an
-    apiKeyHelper wired up around proxy A's real token, which print-token would then hand to proxy B."""
+    this check, a user logged into proxy A who runs `up --base-url proxy-b` would silently get proxy A's
+    real token written into settings pointed at proxy B."""
 
     def test_reuses_a_fresh_token_issued_for_the_same_proxy(self, monkeypatch):
         _FakeTokenStore(
@@ -500,11 +478,13 @@ class TestUpCommand:
         settings_path, backup_path = _patch_paths(monkeypatch, tmp_path)
         original = {"theme": "dark"}
         settings_path.write_text(json.dumps(original))
+        settings_path.chmod(0o644)
 
         captured = {}
 
         def fake_wait(self, timeout=None):
             captured["settings"] = json.loads(settings_path.read_text())
+            captured["settings_mode"] = stat.S_IMODE(settings_path.stat().st_mode)
             captured["backup_existed"] = backup_path.exists()
             return True
 
@@ -514,10 +494,6 @@ class TestUpCommand:
             patch(f"{UP_MODULE}.is_cli_token_fresh", return_value=True),
             patch(f"{UP_MODULE}.resolve_api_key", return_value="sk-fresh"),
             patch(f"{UP_MODULE}.verify_proxy_key"),
-            patch(
-                f"{UP_MODULE}.resolve_api_key_helper",
-                return_value="/usr/local/bin/lite auth print-token",
-            ),
             patch(f"{UP_MODULE}.signal.signal"),
             patch(f"{UP_MODULE}.atexit.register"),
             patch("threading.Event.wait", new=fake_wait),
@@ -529,7 +505,11 @@ class TestUpCommand:
         assert captured["settings"]["theme"] == "dark"
         assert captured["settings"]["env"]["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
         assert captured["settings"]["env"]["ENABLE_TOOL_SEARCH"] == "true"
-        assert captured["settings"]["apiKeyHelper"] == "/usr/local/bin/lite auth print-token"
+        assert captured["settings"]["env"]["ANTHROPIC_AUTH_TOKEN"] == "sk-fresh"
+        # The file now carries the key, so the umask (and the file's earlier 0644) must not decide who reads it.
+        assert captured["settings_mode"] == 0o600
+        assert "apiKeyHelper" not in captured["settings"]
+        assert captured["settings"]["statusLine"]["command"].endswith("statusline.py")
         assert json.loads(settings_path.read_text()) == original
         assert not backup_path.exists()
 
@@ -598,7 +578,7 @@ class TestUpCanInvokeTheRealLoginCommand:
         @click.pass_context
         def driver(ctx):
             ctx.obj = {"base_url": "http://127.0.0.1:9"}
-            ctx.invoke(real_login, pkce=False)
+            ctx.invoke(real_login, config_claude=False, pkce=False)
 
         with patch(
             f"{AUTH_MODULE}._start_cli_sso_flow",
@@ -618,7 +598,7 @@ class TestUpCanInvokeTheRealLoginCommand:
         @click.pass_context
         def driver(ctx):
             ctx.obj = {"base_url": "http://127.0.0.1:9"}
-            ctx.invoke(real_login, pkce=False)
+            ctx.invoke(real_login, config_claude=False, pkce=False)
 
         with patch(f"{AUTH_MODULE}._start_cli_sso_flow", side_effect=RuntimeError("stop")):
             CliRunner().invoke(driver, [], standalone_mode=False, env={"CLAUDE_CONFIG_DIR": str(tmp_path)})
diff --git a/tests/test_litellm/proxy/common_utils/test_auth_cache_invalidation_pubsub.py b/tests/test_litellm/proxy/common_utils/test_auth_cache_invalidation_pubsub.py
index 7d5fc1a3544..4e2059ac30b 100644
--- a/tests/test_litellm/proxy/common_utils/test_auth_cache_invalidation_pubsub.py
+++ b/tests/test_litellm/proxy/common_utils/test_auth_cache_invalidation_pubsub.py
@@ -1,4 +1,5 @@
 import asyncio
+import hashlib
 import json
 from typing import Iterable, List, Optional, Tuple
 from unittest.mock import patch
@@ -7,6 +8,7 @@ import pytest
 from redis.asyncio import Redis
 
 from litellm.caching.in_memory_cache import InMemoryCache
+from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.common_utils.auth_cache_invalidation_pubsub import (
     AUTH_CACHE_INVALIDATION_CHANNEL,
     AuthCacheInvalidationSubscriber,
@@ -145,6 +147,35 @@ async def test_subscriber_deletes_local_cache_entry_on_message() -> None:
     assert pubsub.subscribed_channels == [AUTH_CACHE_INVALIDATION_CHANNEL]
 
 
+@pytest.mark.asyncio
+async def test_subscriber_deletes_key_object_partition_entry_on_message() -> None:
+    """
+    LIT-7563 moved user-key objects into their own in-memory partition; a key
+    invalidation broadcast must still evict the hashed-token entry there, or a
+    deleted key keeps authenticating on other workers until its TTL expires.
+    """
+    hashed_token = hashlib.sha256(b"sk-lit7563-hot-key").hexdigest()
+    cache = UserApiKeyCache()
+    cache.set_cache(hashed_token, UserAPIKeyAuth(token=hashed_token), model_type=UserAPIKeyAuth)
+    assert cache.get_cache(hashed_token, model_type=UserAPIKeyAuth) is not None
+
+    pubsub = _QueuePubSub(initial_messages=[_invalidation_message(hashed_token)])
+    subscriber = AuthCacheInvalidationSubscriber(
+        redis_cache=_FakeRedisCache(client=_ScriptedPubSubRedisClient(pubsubs=[pubsub])),
+        user_api_key_cache=cache,
+    )
+    subscriber.start()
+    try:
+        for _ in range(200):
+            if cache.get_cache(hashed_token, model_type=UserAPIKeyAuth) is None:
+                break
+            await asyncio.sleep(0.01)
+    finally:
+        await subscriber.stop()
+
+    assert cache.get_cache(hashed_token, model_type=UserAPIKeyAuth) is None
+
+
 @pytest.mark.asyncio
 async def test_subscriber_deletes_additional_in_memory_cache_entry_on_message() -> None:
     """
diff --git a/tests/test_litellm/proxy/common_utils/test_debug_utils.py b/tests/test_litellm/proxy/common_utils/test_debug_utils.py
new file mode 100644
index 00000000000..163ea530be9
--- /dev/null
+++ b/tests/test_litellm/proxy/common_utils/test_debug_utils.py
@@ -0,0 +1,69 @@
+import os
+import socket
+from pathlib import Path
+
+import pytest
+
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.common_utils.debug_utils import (
+    PSUTIL_MISSING_ERROR,
+    _ProcFilesystemProcess,
+    _summary_process_memory,
+    get_memory_summary,
+)
+
+PAGE_SIZE = 4096
+STATM_SIZE_PAGES = 100_000
+STATM_RESIDENT_PAGES = 30_000
+MEMINFO_TOTAL_KB = 1_000_000
+
+
+@pytest.fixture
+def proc_process(tmp_path: Path) -> _ProcFilesystemProcess:
+    statm = tmp_path / "statm"
+    statm.write_text(f"{STATM_SIZE_PAGES} {STATM_RESIDENT_PAGES} 5000 1 0 20000 0\n")
+    meminfo = tmp_path / "meminfo"
+    meminfo.write_text(
+        f"MemTotal:       {MEMINFO_TOTAL_KB} kB\nMemFree:         400000 kB\nMemAvailable:    600000 kB\n"
+    )
+    return _ProcFilesystemProcess(statm_path=str(statm), meminfo_path=str(meminfo), page_size=PAGE_SIZE)
+
+
+def test_proc_filesystem_process_reads_resident_and_virtual_bytes_from_statm(
+    proc_process: _ProcFilesystemProcess,
+) -> None:
+    memory_info = proc_process.memory_info()
+
+    assert memory_info.rss == STATM_RESIDENT_PAGES * PAGE_SIZE
+    assert memory_info.vms == STATM_SIZE_PAGES * PAGE_SIZE
+
+
+def test_proc_filesystem_process_reports_share_of_meminfo_total(proc_process: _ProcFilesystemProcess) -> None:
+    expected_percent = STATM_RESIDENT_PAGES * PAGE_SIZE / (MEMINFO_TOTAL_KB * 1024) * 100
+
+    assert proc_process.memory_percent() == pytest.approx(expected_percent)
+
+
+def test_summary_reports_rss_from_the_proc_filesystem(proc_process: _ProcFilesystemProcess) -> None:
+    memory, health_status = _summary_process_memory(proc_process)
+
+    assert memory["ram_usage_mb"] == round(STATM_RESIDENT_PAGES * PAGE_SIZE / (1024 * 1024), 2)
+    assert memory["system_memory_percent"] == pytest.approx(12.0)
+    assert health_status == "healthy"
+    assert "error" not in memory
+
+
+def test_summary_without_any_memory_source_names_psutil_and_reports_no_rss() -> None:
+    memory, health_status = _summary_process_memory(None)
+
+    assert memory == {"error": PSUTIL_MISSING_ERROR}
+    assert health_status == "healthy"
+
+
+@pytest.mark.asyncio
+async def test_memory_summary_names_the_host_and_worker_that_answered() -> None:
+    summary = await get_memory_summary(UserAPIKeyAuth())
+
+    assert summary["hostname"] == socket.gethostname()
+    assert summary["worker_pid"] == os.getpid()
+    assert summary["memory"]["ram_usage_mb"] > 0
diff --git a/tests/test_litellm/proxy/common_utils/test_load_config_utils.py b/tests/test_litellm/proxy/common_utils/test_load_config_utils.py
index 524c260e94a..1042dbe9653 100644
--- a/tests/test_litellm/proxy/common_utils/test_load_config_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_load_config_utils.py
@@ -1,9 +1,18 @@
+import asyncio
+import logging
+import re
+import threading
 from unittest.mock import MagicMock, mock_open, patch
 
 import pytest
 import yaml
 
-from litellm.proxy.common_utils.load_config_utils import get_file_contents_from_s3
+from litellm.proxy.common_utils.load_config_utils import (
+    gcs_config_bucket,
+    get_config_from_bucket,
+    get_file_contents_from_s3,
+    resolve_bucket_includes,
+)
 
 
 class TestGetFileContentsFromS3:
@@ -83,3 +92,385 @@ class TestGetFileContentsFromS3:
 
         # Verify yaml.safe_load was called with the decoded content
         mock_yaml_load.assert_called_once_with(yaml_content)
+
+
+class TestBucketConfigIncludes:
+
+    @staticmethod
+    def _bucket(objects):
+        async def fetch(object_key):
+            return objects.get(object_key)
+
+        return fetch
+
+    @pytest.mark.asyncio
+    async def test_include_resolves_against_the_config_objects_prefix(self):
+        merged = await resolve_bucket_includes(
+            config={"include": ["model_config.yaml"], "general_settings": {"master_key": "sk-1234"}},
+            object_key="configs/prod/config.yaml",
+            fetch=self._bucket(
+                {"configs/prod/model_config.yaml": {"model_list": [{"model_name": "gpt-4o-mini"}]}}
+            ),
+        )
+
+        assert merged == {
+            "general_settings": {"master_key": "sk-1234"},
+            "model_list": [{"model_name": "gpt-4o-mini"}],
+        }
+
+    @pytest.mark.asyncio
+    async def test_include_with_a_leading_slash_reads_from_the_bucket_root(self):
+        merged = await resolve_bucket_includes(
+            config={"include": ["/shared/models.yaml"]},
+            object_key="configs/prod/config.yaml",
+            fetch=self._bucket({"shared/models.yaml": {"model_list": [{"model_name": "shared"}]}}),
+        )
+
+        assert merged == {"model_list": [{"model_name": "shared"}]}
+
+    @pytest.mark.asyncio
+    async def test_include_walks_out_of_the_prefix_with_dot_dot(self):
+        merged = await resolve_bucket_includes(
+            config={"include": ["../shared/models.yaml"]},
+            object_key="configs/prod/config.yaml",
+            fetch=self._bucket({"configs/shared/models.yaml": {"model_list": [{"model_name": "shared"}]}}),
+        )
+
+        assert merged == {"model_list": [{"model_name": "shared"}]}
+
+    @pytest.mark.asyncio
+    async def test_included_configs_may_declare_further_includes(self):
+        merged = await resolve_bucket_includes(
+            config={"include": ["models.yaml"]},
+            object_key="configs/config.yaml",
+            fetch=self._bucket(
+                {
+                    "configs/models.yaml": {
+                        "include": ["extra/more_models.yaml"],
+                        "model_list": [{"model_name": "first"}],
+                    },
+                    "configs/extra/more_models.yaml": {"model_list": [{"model_name": "second"}]},
+                }
+            ),
+        )
+
+        assert merged == {"model_list": [{"model_name": "first"}, {"model_name": "second"}]}
+
+    @pytest.mark.asyncio
+    async def test_a_nested_include_resolves_against_the_object_that_declares_it(self):
+        merged = await resolve_bucket_includes(
+            config={"include": ["shared/models.yaml"]},
+            object_key="configs/config.yaml",
+            fetch=self._bucket(
+                {
+                    "configs/shared/models.yaml": {
+                        "include": ["more_models.yaml"],
+                        "model_list": [{"model_name": "first"}],
+                    },
+                    "configs/shared/more_models.yaml": {"model_list": [{"model_name": "second"}]},
+                    "configs/more_models.yaml": {"model_list": [{"model_name": "wrong-prefix"}]},
+                }
+            ),
+        )
+
+        assert merged == {"model_list": [{"model_name": "first"}, {"model_name": "second"}]}
+
+    @pytest.mark.asyncio
+    async def test_an_object_pulled_in_twice_is_merged_once(self):
+        merged = await resolve_bucket_includes(
+            config={"include": ["a.yaml", "b.yaml"]},
+            object_key="configs/config.yaml",
+            fetch=self._bucket(
+                {
+                    "configs/a.yaml": {"include": ["shared.yaml"]},
+                    "configs/b.yaml": {"include": ["./shared.yaml"]},
+                    "configs/shared.yaml": {"model_list": [{"model_name": "shared"}]},
+                }
+            ),
+        )
+
+        assert merged == {"model_list": [{"model_name": "shared"}]}
+
+    @pytest.mark.asyncio
+    async def test_a_cycle_between_included_objects_terminates(self):
+        merged = await asyncio.wait_for(
+            resolve_bucket_includes(
+                config={"include": ["a.yaml"]},
+                object_key="configs/config.yaml",
+                fetch=self._bucket(
+                    {
+                        "configs/a.yaml": {"include": ["b.yaml"], "model_list": [{"model_name": "from-a"}]},
+                        "configs/b.yaml": {"include": ["a.yaml"], "model_list": [{"model_name": "from-b"}]},
+                    }
+                ),
+            ),
+            timeout=10,
+        )
+
+        assert merged == {"model_list": [{"model_name": "from-a"}, {"model_name": "from-b"}]}
+
+    @pytest.mark.asyncio
+    async def test_list_values_are_extended_and_other_values_are_overridden(self):
+        merged = await resolve_bucket_includes(
+            config={
+                "include": ["models.yaml"],
+                "model_list": [{"model_name": "from-root"}],
+                "litellm_settings": {"drop_params": True},
+            },
+            object_key="config.yaml",
+            fetch=self._bucket(
+                {
+                    "models.yaml": {
+                        "model_list": [{"model_name": "from-include"}],
+                        "litellm_settings": {"num_retries": 3},
+                    }
+                }
+            ),
+        )
+
+        assert merged == {
+            "model_list": [{"model_name": "from-root"}, {"model_name": "from-include"}],
+            "litellm_settings": {"num_retries": 3},
+        }
+
+    @pytest.mark.asyncio
+    async def test_a_missing_included_object_fails_loudly_with_its_key(self):
+        with pytest.raises(FileNotFoundError, match=re.escape("configs/prod/model_config.yaml")):
+            await resolve_bucket_includes(
+                config={"include": ["model_config.yaml"]},
+                object_key="configs/prod/config.yaml",
+                fetch=self._bucket({}),
+            )
+
+    @pytest.mark.asyncio
+    async def test_a_non_list_include_fails_loudly(self):
+        with pytest.raises(ValueError, match="'include' must be a list of file paths"):
+            await resolve_bucket_includes(
+                config={"include": "model_config.yaml"},
+                object_key="config.yaml",
+                fetch=self._bucket({}),
+            )
+
+    @pytest.mark.asyncio
+    async def test_get_config_from_bucket_merges_includes_over_s3(self, monkeypatch):
+        objects = {
+            "lit6982/config.yaml": {
+                "include": ["model_config.yaml"],
+                "general_settings": {"master_key": "sk-1234"},
+            },
+            "lit6982/model_config.yaml": {"model_list": [{"model_name": "included-model"}]},
+        }
+        monkeypatch.setattr(
+            "litellm.proxy.common_utils.load_config_utils.s3_object_reader",
+            lambda bucket_name: objects.get,
+        )
+
+        config = await get_config_from_bucket(
+            bucket_type="s3", bucket_name="litellm-configs", object_key="lit6982/config.yaml"
+        )
+
+        assert config == {
+            "general_settings": {"master_key": "sk-1234"},
+            "model_list": [{"model_name": "included-model"}],
+        }
+
+    @pytest.mark.asyncio
+    async def test_the_blocking_s3_work_runs_off_the_event_loop_thread(self, monkeypatch):
+        loop_thread = threading.current_thread()
+        threads = []
+
+        def build_reader(bucket_name):
+            threads.append(threading.current_thread())
+
+            def read(object_key):
+                threads.append(threading.current_thread())
+                return {"model_list": [{"model_name": "a-model"}]}
+
+            return read
+
+        monkeypatch.setattr("litellm.proxy.common_utils.load_config_utils.s3_object_reader", build_reader)
+
+        await get_config_from_bucket(bucket_type="s3", bucket_name="litellm-configs", object_key="config.yaml")
+
+        assert len(threads) == 2 and loop_thread not in threads
+
+    @pytest.mark.asyncio
+    async def test_one_s3_client_serves_the_whole_include_tree(self, monkeypatch):
+        objects = {
+            "lit6982/config.yaml": {"include": ["model_config.yaml"]},
+            "lit6982/model_config.yaml": {"model_list": [{"model_name": "included-model"}]},
+        }
+        readers = []
+
+        def build_reader(bucket_name):
+            requested = []
+            readers.append(requested)
+
+            def read(object_key):
+                requested.append(object_key)
+                return objects.get(object_key)
+
+            return read
+
+        monkeypatch.setattr("litellm.proxy.common_utils.load_config_utils.s3_object_reader", build_reader)
+
+        await get_config_from_bucket(
+            bucket_type="s3", bucket_name="litellm-configs", object_key="lit6982/config.yaml"
+        )
+
+        assert readers == [["lit6982/config.yaml", "lit6982/model_config.yaml"]]
+
+    @pytest.mark.asyncio
+    async def test_an_empty_included_object_merges_as_an_empty_config(self, monkeypatch):
+        objects = {
+            "lit6982/config.yaml": "include:\n  - empty.yaml\nmodel_list:\n  - model_name: only-model\n",
+            "lit6982/empty.yaml": "",
+        }
+
+        class FakeGCSBucket:
+            async def download_gcs_object(self, object_key):
+                return objects[object_key].encode("utf-8")
+
+        monkeypatch.setattr(
+            "litellm.proxy.common_utils.load_config_utils.gcs_config_bucket",
+            lambda bucket_name: FakeGCSBucket(),
+        )
+
+        config = await get_config_from_bucket(
+            bucket_type="gcs", bucket_name="litellm-configs", object_key="lit6982/config.yaml"
+        )
+
+        assert config == {"model_list": [{"model_name": "only-model"}]}
+
+    @pytest.mark.asyncio
+    async def test_get_config_from_bucket_merges_includes_over_gcs(self, monkeypatch):
+        objects = {
+            "lit6982/config.yaml": {
+                "include": ["model_config.yaml"],
+                "general_settings": {"master_key": "sk-1234"},
+            },
+            "lit6982/model_config.yaml": {"model_list": [{"model_name": "included-model"}]},
+        }
+
+        buckets = []
+
+        class FakeGCSBucket:
+            def __init__(self):
+                self.requested = []
+                buckets.append(self)
+
+            async def download_gcs_object(self, object_key):
+                self.requested.append(object_key)
+                return yaml.dump(objects[object_key]).encode("utf-8")
+
+        monkeypatch.setattr(
+            "litellm.proxy.common_utils.load_config_utils.gcs_config_bucket",
+            lambda bucket_name: FakeGCSBucket(),
+        )
+
+        config = await get_config_from_bucket(
+            bucket_type="gcs", bucket_name="litellm-configs", object_key="lit6982/config.yaml"
+        )
+
+        assert config == {
+            "general_settings": {"master_key": "sk-1234"},
+            "model_list": [{"model_name": "included-model"}],
+        }
+        assert [bucket.requested for bucket in buckets] == [
+            ["lit6982/config.yaml", "lit6982/model_config.yaml"]
+        ]
+
+    @pytest.mark.asyncio
+    async def test_get_config_from_bucket_returns_none_when_the_root_object_is_missing(self, monkeypatch):
+        monkeypatch.setattr(
+            "litellm.proxy.common_utils.load_config_utils.s3_object_reader",
+            lambda bucket_name: (lambda object_key: None),
+        )
+
+        assert (
+            await get_config_from_bucket(
+                bucket_type="s3", bucket_name="litellm-configs", object_key="missing.yaml"
+            )
+            is None
+        )
+
+    @pytest.mark.asyncio
+    async def test_an_object_pulled_in_twice_is_read_once(self):
+        objects = {
+            "configs/a.yaml": {"include": ["shared.yaml"]},
+            "configs/b.yaml": {"include": ["./shared.yaml"]},
+            "configs/shared.yaml": {"model_list": [{"model_name": "shared"}]},
+        }
+        requested = []
+
+        async def fetch(object_key):
+            requested.append(object_key)
+            return objects.get(object_key)
+
+        await resolve_bucket_includes(
+            config={"include": ["a.yaml", "b.yaml"]},
+            object_key="configs/config.yaml",
+            fetch=fetch,
+        )
+
+        assert requested == ["configs/a.yaml", "configs/b.yaml", "configs/shared.yaml"]
+
+    @pytest.mark.asyncio
+    async def test_an_empty_root_object_does_not_boot_an_empty_proxy(self, monkeypatch):
+        class FakeGCSBucket:
+            async def download_gcs_object(self, object_key):
+                return b""
+
+        monkeypatch.setattr(
+            "litellm.proxy.common_utils.load_config_utils.gcs_config_bucket",
+            lambda bucket_name: FakeGCSBucket(),
+        )
+
+        config = await get_config_from_bucket(
+            bucket_type="gcs", bucket_name="litellm-configs", object_key="lit6982/config.yaml"
+        )
+
+        assert config is None
+
+    @pytest.mark.asyncio
+    async def test_an_object_that_is_not_valid_yaml_is_reported_as_a_yaml_error(self, monkeypatch, caplog):
+        class FakeGCSBucket:
+            async def download_gcs_object(self, object_key):
+                return b"model_list: [\n"
+
+        monkeypatch.setattr(
+            "litellm.proxy.common_utils.load_config_utils.gcs_config_bucket",
+            lambda bucket_name: FakeGCSBucket(),
+        )
+
+        with caplog.at_level(logging.ERROR, logger="LiteLLM Proxy"):
+            config = await get_config_from_bucket(
+                bucket_type="gcs", bucket_name="litellm-configs", object_key="lit6982/config.yaml"
+            )
+
+        assert config is None
+        assert [
+            record
+            for record in caplog.records
+            if "not valid YAML" in record.getMessage() and "lit6982/config.yaml" in record.getMessage()
+        ]
+
+
+class TestGCSConfigBucketClient:
+    @pytest.mark.asyncio
+    async def test_reading_a_config_from_gcs_does_not_need_an_enterprise_license(self, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", False)
+
+        bucket = gcs_config_bucket("litellm-configs")
+
+        assert bucket is not None
+        assert bucket.BUCKET_NAME == "litellm-configs"
+
+    @pytest.mark.asyncio
+    async def test_reading_a_config_from_gcs_starts_no_background_task(self, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+        running_before = asyncio.all_tasks()
+
+        gcs_config_bucket("litellm-configs")
+
+        assert asyncio.all_tasks() - running_before == set()
diff --git a/tests/test_litellm/proxy/common_utils/test_scheduled_job_stagger.py b/tests/test_litellm/proxy/common_utils/test_scheduled_job_stagger.py
index 54e0aa74a25..3eabfc5c840 100644
--- a/tests/test_litellm/proxy/common_utils/test_scheduled_job_stagger.py
+++ b/tests/test_litellm/proxy/common_utils/test_scheduled_job_stagger.py
@@ -64,6 +64,10 @@ def _stagger(scheduler: AsyncIOScheduler, identity: str = "pod-a:1", **overrides
     return apply_scheduled_job_stagger(scheduler=scheduler, settings=_settings(**overrides), identity=identity)
 
 
+def _trigger_of(scheduler: AsyncIOScheduler, job_id: str):
+    return next(job.trigger for job in scheduler.get_jobs() if job.id == job_id)
+
+
 def _fire_times(trigger, start: datetime, steps: int) -> tuple[datetime, ...]:
     """The fire times APScheduler would produce, each computed from the one before it"""
     return tuple(
@@ -133,22 +137,24 @@ def test_default_cron_is_staggered_and_keeps_its_offset_on_every_later_fire():
     applied = _stagger(scheduler)
     assert applied[PTU_ROLLUP_JOB_ID] > 0
 
-    trigger = next(job.trigger for job in scheduler.get_jobs() if job.id == PTU_ROLLUP_JOB_ID)
-    fires = _fire_times(trigger, datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc), 3)
+    start = datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc)
+    fires = _fire_times(_trigger_of(scheduler, PTU_ROLLUP_JOB_ID), start, 3)
 
     expected = timedelta(minutes=15) + timedelta(seconds=applied[PTU_ROLLUP_JOB_ID])
     assert [fire - fire.replace(hour=0, minute=0, second=0, microsecond=0) for fire in fires] == [expected] * 3
 
 
-async def test_explicit_offset_overrides_the_derived_one_and_zero_pins_a_job():
+def test_explicit_offset_overrides_the_derived_one_and_zero_pins_a_job():
     scheduler = _with_jobs(_scheduler())
     applied = _stagger(scheduler, offsets={"periodic_reload_job": 0, PTU_ROLLUP_JOB_ID: 7})
-    unstaggered = _next_run_times(_with_jobs(_scheduler()))
-    staggered = _next_run_times(scheduler)
 
     assert applied["periodic_reload_job"] == 0
     assert applied[PTU_ROLLUP_JOB_ID] == 7
-    assert staggered[PTU_ROLLUP_JOB_ID] - unstaggered[PTU_ROLLUP_JOB_ID] == timedelta(seconds=7)
+
+    start = datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc)
+    staggered = _trigger_of(scheduler, PTU_ROLLUP_JOB_ID)
+    unstaggered = _trigger_of(_with_jobs(_scheduler()), PTU_ROLLUP_JOB_ID)
+    assert _fire_times(staggered, start, 1)[0] - _fire_times(unstaggered, start, 1)[0] == timedelta(seconds=7)
 
 
 async def test_disabling_the_stagger_leaves_every_schedule_untouched():
diff --git a/tests/test_litellm/proxy/common_utils/test_user_api_key_cache.py b/tests/test_litellm/proxy/common_utils/test_user_api_key_cache.py
index 33e0d8bf38e..2d5d76ed542 100644
--- a/tests/test_litellm/proxy/common_utils/test_user_api_key_cache.py
+++ b/tests/test_litellm/proxy/common_utils/test_user_api_key_cache.py
@@ -1,3 +1,4 @@
+import hashlib
 import json
 from typing import Any
 
@@ -10,10 +11,14 @@ from litellm.constants import DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.common_utils.user_api_key_cache import (
     UserApiKeyCache,
+    end_user_cache_key,
     get_management_object_ttl,
+    is_user_key_cache_key,
 )
 from litellm.proxy.proxy_server import UserAPIKeyCacheTTLEnum
 
+HASHED_TOKEN = hashlib.sha256(b"sk-lit7563-hot-key").hexdigest()
+
 
 class CapturingInMemoryCache(InMemoryCache):
     """Records ``ttl`` passed into ``set_cache`` (what DualCache injects)."""
@@ -204,9 +209,7 @@ class TestUserApiKeyCache:
 
         # Bypass UserApiKeyCache.serialize: CacheCodec rejects non-dict cached values
         # for dict-based models (deserialize returns None).
-        await cache.in_memory_cache.async_set_cache(
-            key="k", value="invalid-payload-not-a-dict"
-        )
+        await cache.in_memory_cache.async_set_cache(key="k", value="invalid-payload-not-a-dict")
 
         value = await cache.async_get_cache("k", model_type=UserAPIKeyAuth)
         assert value is None
@@ -224,6 +227,141 @@ class TestUserApiKeyCache:
             fake.set_cache("k2", {"ok": NotSerializable()})
 
 
+class TestUserKeyObjectPartition:
+    """
+    Regression for LIT-7563: user-key objects share one 200-entry ``InMemoryCache`` with
+    every other management object, so end-user / team / tag churn evicts hot keys and
+    forces a ``LiteLLM_VerificationToken`` lookup on the next request.
+    """
+
+    @pytest.mark.parametrize(
+        ("key", "expected"),
+        [
+            (HASHED_TOKEN, True),
+            (HASHED_TOKEN.upper(), False),
+            (f"team_id:{HASHED_TOKEN}", False),
+            (end_user_cache_key("u1"), False),
+            ("sk-lit7563-hot-key", False),
+        ],
+    )
+    def test_is_user_key_cache_key(self, key: str, expected: bool):
+        assert is_user_key_cache_key(key) is expected
+
+    @pytest.mark.asyncio
+    async def test_management_object_churn_does_not_evict_key_object(self):
+        cache = UserApiKeyCache(in_memory_cache=InMemoryCache(max_size_in_memory=2))
+        await cache.async_set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth, ttl=100)
+        for i in range(2):
+            await cache.async_set_cache(end_user_cache_key(f"u{i}"), {"user_id": f"u{i}"}, ttl=200)
+
+        key_obj = await cache.async_get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth)
+        assert key_obj is not None
+        assert key_obj.token == HASHED_TOKEN
+        assert cache.get_cache(end_user_cache_key("u1")) == {"user_id": "u1"}
+        assert HASHED_TOKEN not in cache.in_memory_cache.cache_dict
+
+    def test_sync_write_and_read_route_to_key_object_partition(self):
+        cache = UserApiKeyCache(in_memory_cache=InMemoryCache(max_size_in_memory=2))
+        cache.set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth, ttl=100)
+        for i in range(2):
+            cache.set_cache(end_user_cache_key(f"u{i}"), {"user_id": f"u{i}"}, ttl=200)
+
+        key_obj = cache.get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth)
+        assert key_obj is not None
+        assert key_obj.token == HASHED_TOKEN
+
+    @pytest.mark.asyncio
+    async def test_redis_hit_backfills_key_object_partition_with_configured_ttl(self):
+        redis = FakeRedisCache()
+        writer = UserApiKeyCache(redis_cache=redis, default_in_memory_ttl=30)
+        await writer.async_set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth)
+
+        key_partition = CapturingInMemoryCache()
+        reader = UserApiKeyCache(redis_cache=redis, default_in_memory_ttl=30, key_object_in_memory_cache=key_partition)
+        key_obj = await reader.async_get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth)
+
+        assert key_obj is not None
+        assert key_obj.token == HASHED_TOKEN
+        assert key_partition.last_ttl == 30
+        assert HASHED_TOKEN not in reader.in_memory_cache.cache_dict
+
+    @pytest.mark.asyncio
+    async def test_update_cache_ttl_applies_to_key_object_partition(self):
+        key_partition = CapturingInMemoryCache()
+        cache = UserApiKeyCache(default_in_memory_ttl=60, key_object_in_memory_cache=key_partition)
+        cache.update_cache_ttl(default_in_memory_ttl=7, default_redis_ttl=7)
+
+        await cache.async_set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth)
+
+        assert key_partition.last_ttl == 7
+
+    @pytest.mark.asyncio
+    async def test_attach_redis_cache_applies_to_key_object_partition(self):
+        redis = FakeRedisCache()
+        cache = UserApiKeyCache()
+        cache.attach_redis_cache(redis)
+
+        await cache.async_set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth)
+
+        other_worker = UserApiKeyCache(redis_cache=redis)
+        key_obj = await other_worker.async_get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth)
+        assert key_obj is not None
+        assert key_obj.token == HASHED_TOKEN
+
+    @pytest.mark.asyncio
+    async def test_delete_removes_key_object_from_partition_and_redis(self):
+        redis = FakeRedisCache()
+        cache = UserApiKeyCache(redis_cache=redis)
+        await cache.async_set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth)
+        assert await cache.async_get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth) is not None
+
+        cache.delete_cache(HASHED_TOKEN)
+
+        assert await cache.async_get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth) is None
+        assert await redis.async_get_cache(HASHED_TOKEN) is None
+
+    @pytest.mark.asyncio
+    async def test_async_delete_removes_key_object_from_partition_and_redis(self):
+        redis = FakeRedisCache()
+        cache = UserApiKeyCache(redis_cache=redis)
+        await cache.async_set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth)
+
+        await cache.async_delete_cache(HASHED_TOKEN)
+
+        assert await cache.async_get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth) is None
+        assert await redis.async_get_cache(HASHED_TOKEN) is None
+
+    @pytest.mark.asyncio
+    async def test_pipeline_write_routes_each_entry_to_its_partition(self):
+        cache = UserApiKeyCache(in_memory_cache=InMemoryCache(max_size_in_memory=2))
+        await cache.async_set_cache_pipeline(
+            [(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN))]
+            + [(end_user_cache_key(f"u{i}"), {"user_id": f"u{i}"}) for i in range(2)],
+            ttl=100,
+        )
+
+        key_obj = await cache.async_get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth)
+        assert key_obj is not None
+        assert key_obj.token == HASHED_TOKEN
+        assert HASHED_TOKEN not in cache.in_memory_cache.cache_dict
+        assert cache.get_cache(end_user_cache_key("u1")) == {"user_id": "u1"}
+
+    def test_flush_clears_key_object_partition(self):
+        cache = UserApiKeyCache()
+        cache.set_cache(HASHED_TOKEN, _make_key_obj(HASHED_TOKEN), model_type=UserAPIKeyAuth)
+        cache.set_cache(end_user_cache_key("u1"), {"user_id": "u1"})
+
+        cache.flush_cache()
+
+        assert cache.get_cache(HASHED_TOKEN, model_type=UserAPIKeyAuth) is None
+        assert cache.get_cache(end_user_cache_key("u1")) is None
+
+    def test_in_memory_cache_for_routes_by_key(self):
+        cache = UserApiKeyCache()
+        assert cache.in_memory_cache_for(HASHED_TOKEN) is cache.key_object_cache.in_memory_cache
+        assert cache.in_memory_cache_for(end_user_cache_key("u1")) is cache.in_memory_cache
+
+
 class TestManagementObjectTTL:
     """
     Regression for LIT-3338: ``general_settings.user_api_key_cache_ttl`` (which the
@@ -238,19 +376,13 @@ class TestManagementObjectTTL:
     def test_falls_back_to_constant_when_no_default_configured(self):
         cache = UserApiKeyCache()
         assert cache.default_in_memory_ttl is None
-        assert (
-            get_management_object_ttl(cache)
-            == DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
-        )
+        assert get_management_object_ttl(cache) == DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
 
     def test_resolves_on_a_plain_dual_cache(self):
         # Many call sites are typed UserApiKeyCache but exercised in tests with a
         # bare DualCache; the resolver must work on the base type, not just the subclass.
         assert get_management_object_ttl(DualCache(default_in_memory_ttl=300)) == 300
-        assert (
-            get_management_object_ttl(DualCache())
-            == DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
-        )
+        assert get_management_object_ttl(DualCache()) == DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
 
     @pytest.mark.asyncio
     async def test_management_write_uses_configured_ttl_over_constant(self):
@@ -260,9 +392,7 @@ class TestManagementObjectTTL:
             redis_cache=FakeRedisCache(),
             default_in_memory_ttl=300,
         )
-        assert get_management_object_ttl(cache) != (
-            DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL
-        )
+        assert get_management_object_ttl(cache) != (DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL)
 
         await cache.async_set_cache(
             "team_id:abc",
diff --git a/tests/test_litellm/proxy/db/conftest.py b/tests/test_litellm/proxy/db/conftest.py
index d3226b0ec50..bcb7794a20d 100644
--- a/tests/test_litellm/proxy/db/conftest.py
+++ b/tests/test_litellm/proxy/db/conftest.py
@@ -35,6 +35,14 @@ DB_ENV_KEYS = (
 _db_env_snapshot_key = pytest.StashKey[dict[str, Optional[str]]]()
 
 
+def _is_zombie(pid: int) -> bool:
+    try:
+        stat: Final = Path(f"/proc/{pid}/stat").read_text()
+    except OSError:
+        return False
+    return stat.rpartition(")")[2].split()[0] == "Z"
+
+
 def _db_env_snapshot() -> dict[str, Optional[str]]:
     return {key: os.environ.get(key) for key in DB_ENV_KEYS}
 
@@ -136,6 +144,8 @@ class FakePrismaCli:
                 os.kill(pid, 0)
             except ProcessLookupError:
                 return True
+            if _is_zombie(pid):
+                return True
             time.sleep(0.05)
         return False
 
diff --git a/tests/test_litellm/proxy/db/db_transaction_queue/test_pod_lock_manager.py b/tests/test_litellm/proxy/db/db_transaction_queue/test_pod_lock_manager.py
index ecd5c5f50c0..4684c3213d6 100644
--- a/tests/test_litellm/proxy/db/db_transaction_queue/test_pod_lock_manager.py
+++ b/tests/test_litellm/proxy/db/db_transaction_queue/test_pod_lock_manager.py
@@ -1,4 +1,5 @@
 import json
+import logging
 from datetime import datetime, timedelta, timezone
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -6,6 +7,7 @@ import pytest
 from fastapi.testclient import TestClient
 
 
+from litellm.caching.redis_cache import RedisCircuitBreakerOpenError
 from litellm.constants import DEFAULT_CRON_JOB_LOCK_TTL_SECONDS
 from litellm.proxy.db.db_transaction_queue.pod_lock_manager import PodLockManager
 
@@ -215,6 +217,22 @@ async def test_redis_error_handling(pod_lock_manager, mock_redis):
     )
 
 
+@pytest.mark.asyncio
+async def test_lock_refused_by_the_open_circuit_breaker_is_not_logged_as_an_error(pod_lock_manager, mock_redis, caplog):
+    """Every cron job retries its lock on a timer, so an open breaker must not add an error line per cycle."""
+    refused = RedisCircuitBreakerOpenError("Redis circuit breaker is open - skipping async_set_cache")
+    mock_redis.async_set_cache.side_effect = refused
+    mock_redis.async_get_cache.return_value = pod_lock_manager.pod_id
+    mock_redis.async_delete_cache.side_effect = refused
+
+    with caplog.at_level(logging.ERROR):
+        acquired = await pod_lock_manager.acquire_lock(cronjob_id="test_job")
+        await pod_lock_manager.release_lock(cronjob_id="test_job")
+
+    assert acquired is False
+    assert caplog.records == []
+
+
 @pytest.mark.asyncio
 async def test_bytes_handling(pod_lock_manager, mock_redis):
     """
diff --git a/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py b/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py
index 4507892bd0f..271751a3ff8 100644
--- a/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py
+++ b/tests/test_litellm/proxy/db/test_autorouter_session_rollup.py
@@ -59,7 +59,8 @@ class TestBuildTransaction:
     def test_successful_auto_routed_turn_builds_every_field(self):
         transaction = _build(
             metadata=_metadata(
-                usage_object={"prompt_tokens": 90, "cache_read_input_tokens": 5, "cache_creation_input_tokens": 7}
+                routing_decision={**ROUTING_DECISION, "savings_baseline_model": "anthropic/claude-opus-5"},
+                usage_object={"prompt_tokens": 90, "cache_read_input_tokens": 5, "cache_creation_input_tokens": 7},
             )
         )
         assert transaction == AutoRouterTurnTransaction(
@@ -77,6 +78,7 @@ class TestBuildTransaction:
             cache_hit=True,
             cache_ttl_seconds=300,
             cache_touched=True,
+            baseline_model="anthropic/claude-opus-5",
         )
 
     @pytest.mark.parametrize(
@@ -109,6 +111,17 @@ class TestBuildTransaction:
         transaction = _build()
         assert transaction is not None and transaction.tier is None
 
+    def test_the_baseline_the_turn_was_priced_against_travels_with_the_turn(self):
+        decision = {**ROUTING_DECISION, "savings_baseline_model": "anthropic/claude-opus-5"}
+        transaction = _build(metadata=_metadata(routing_decision=decision))
+        assert transaction is not None and transaction.baseline_model == "anthropic/claude-opus-5"
+
+    @pytest.mark.parametrize("baseline", [None, "", 3])
+    def test_a_decision_without_a_usable_baseline_records_none(self, baseline: object):
+        decision = {**ROUTING_DECISION, "savings_baseline_model": baseline}
+        transaction = _build(metadata=_metadata(routing_decision=decision))
+        assert transaction is not None and transaction.baseline_model is None
+
     def test_a_priced_classifier_rides_the_turns_spend(self):
         """The classifier row is excluded from the rollup, so its charge lands here,
         folded once into the turn that paid for it (GH #38816)."""
@@ -215,6 +228,7 @@ def _transaction(
     session_id: str = "s1",
     at: datetime = datetime(2026, 8, 1, 12, 0, 0),
     tier: str | None = "medium",
+    baseline_model: str | None = "anthropic/claude-opus-5",
 ) -> AutoRouterTurnTransaction:
     return AutoRouterTurnTransaction(
         api_key="k1",
@@ -232,6 +246,7 @@ def _transaction(
         cache_ttl_seconds=None,
         cache_touched=False,
         tier=tier,
+        baseline_model=baseline_model,
     )
 
 
@@ -265,6 +280,7 @@ class TestFlush:
             None,
             0,
             "medium",
+            "anthropic/claude-opus-5",
         )
 
     def test_a_connect_error_retries_the_same_statement(self):
diff --git a/tests/test_litellm/proxy/db/test_db_url_settings.py b/tests/test_litellm/proxy/db/test_db_url_settings.py
index 875dca4bee3..f5fb1bda0c1 100644
--- a/tests/test_litellm/proxy/db/test_db_url_settings.py
+++ b/tests/test_litellm/proxy/db/test_db_url_settings.py
@@ -34,10 +34,12 @@ from pydantic import ValidationError
 from litellm.proxy.db.db_url_settings import (
     PG_SSL_REQUEST,
     DatabaseURLSettings,
+    token_refresh_params_from_url,
     translate_libpq_ssl_params,
     unsupported_db_scheme,
     unsupported_db_scheme_message,
 )
+from litellm.proxy.db.pgbouncer import PgBouncerPlan, PgBouncerSettings, plan_pgbouncer
 from litellm.proxy.db.token_auth import AzureEntraTokenAuth, RdsIamTokenAuth
 
 
@@ -51,6 +53,8 @@ _MANAGED_DB_ENV_VARS = (
     "AZURE_POSTGRESQL_AUTH",
     "DATABASE_DISABLE_PREPARED_STATEMENTS",
     "DATABASE_MAX_IDLE_CONNECTION_LIFETIME",
+    "DATABASE_SSLMODE",
+    "DATABASE_SSLROOTCERT",
     "DATABASE_URL",
     "DIRECT_URL",
     "DATABASE_URL_READ_REPLICA",
@@ -781,6 +785,109 @@ def test_libpq_verify_full_and_sslrootcert_become_prisma_strict_sslcert(monkeypa
     }
 
 
+def _tls_env(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("DATABASE_HOST", "writer.example.com")
+    monkeypatch.setenv("DATABASE_USER", "litellm")
+    monkeypatch.setenv("DATABASE_NAME", "litellm_db")
+    monkeypatch.setenv("DATABASE_SSLMODE", "verify-full")
+    monkeypatch.setenv("DATABASE_SSLROOTCERT", "/certs/rds-bundle.pem")
+
+
+def test_tls_env_vars_make_the_minted_iam_writer_url_verify_the_server(monkeypatch: pytest.MonkeyPatch):
+    """The supervisor starts PgBouncer from the URL assembled here, before any
+    config.yaml is read, so an IAM URL with no TLS params leaves PgBouncer on
+    ``prefer`` (no SNI, no verification) and the RDS handshake fails."""
+    monkeypatch.setenv("IAM_TOKEN_DB_AUTH", "true")
+    _tls_env(monkeypatch)
+
+    with _stub_iam_token("WRITER_TOKEN"):
+        assert _apply() is True
+
+    url: Final = os.environ["DATABASE_URL"]
+    assert url.startswith("postgresql://litellm:WRITER_TOKEN@writer.example.com:5432/litellm_db?")
+    assert _query(url) == {
+        "sslmode": ["require"],
+        "sslcert": ["/certs/rds-bundle.pem"],
+        "sslaccept": ["strict"],
+        "max_idle_connection_lifetime": ["60"],
+    }
+
+
+def test_tls_env_vars_apply_to_the_password_writer_and_the_assembled_reader(monkeypatch: pytest.MonkeyPatch):
+    _tls_env(monkeypatch)
+    monkeypatch.setenv("DATABASE_PASSWORD", "s3cr3t")
+    monkeypatch.setenv("DATABASE_SCHEMA", "public")
+    monkeypatch.setenv("DATABASE_HOST_READ_REPLICA", "reader.example.com")
+
+    assert _apply() is True
+
+    expected: Final = {
+        "schema": ["public"],
+        "sslmode": ["require"],
+        "sslcert": ["/certs/rds-bundle.pem"],
+        "sslaccept": ["strict"],
+        "max_idle_connection_lifetime": ["60"],
+    }
+    assert os.environ["DATABASE_URL"].startswith("postgresql://litellm:s3cr3t@writer.example.com:5432/litellm_db?")
+    assert _query(os.environ["DATABASE_URL"]) == expected
+    assert os.environ["DATABASE_URL_READ_REPLICA"].startswith(
+        "postgresql://litellm:s3cr3t@reader.example.com:5432/litellm_db?"
+    )
+    assert _query(os.environ["DATABASE_URL_READ_REPLICA"]) == expected
+
+
+def test_sslrootcert_env_var_alone_means_verify_full_for_prisma_and_pgbouncer(monkeypatch: pytest.MonkeyPatch):
+    """Under libpq's default ``prefer`` a root cert is never consulted, so a URL
+    carrying only ``sslrootcert`` would leave PgBouncer on ``prefer`` with the CA
+    loaded but unused. Supplying a CA and nothing else must verify."""
+    _tls_env(monkeypatch)
+    monkeypatch.delenv("DATABASE_SSLMODE")
+    monkeypatch.setenv("DATABASE_PASSWORD", "s3cr3t")
+
+    assert _apply() is True
+
+    url: Final = os.environ["DATABASE_URL"]
+    assert _query(url) == {
+        "sslmode": ["require"],
+        "sslcert": ["/certs/rds-bundle.pem"],
+        "sslaccept": ["strict"],
+        "max_idle_connection_lifetime": ["60"],
+    }
+    plan: Final = plan_pgbouncer(url, PgBouncerSettings(enabled=True), Path("/run/pgb"), None)
+    assert isinstance(plan, PgBouncerPlan), plan
+    assert "server_tls_sslmode = verify-full" in plan.ini
+    assert "server_tls_ca_file = /run/pgb/server-ca.pem" in plan.ini
+
+
+def test_tls_env_vars_never_override_a_pinned_database_url(monkeypatch: pytest.MonkeyPatch):
+    writer: Final = (
+        "postgresql://pinned:url@db.example.com:5432/litellm_db?sslmode=disable&max_idle_connection_lifetime=60"
+    )
+    reader: Final = "postgresql://pinned:url@reader.example.com:5432/litellm_db?max_idle_connection_lifetime=60"
+    monkeypatch.setenv("DATABASE_URL", writer)
+    monkeypatch.setenv("DATABASE_URL_READ_REPLICA", reader)
+    monkeypatch.setenv("DATABASE_HOST_READ_REPLICA", "reader.example.com")
+    _tls_env(monkeypatch)
+
+    assert _apply() is False
+
+    assert os.environ["DATABASE_URL"] == writer
+    assert os.environ["DATABASE_URL_READ_REPLICA"] == reader
+
+
+def test_token_refresh_params_keep_the_prisma_tls_dialect_but_not_the_schema():
+    kept: Final = token_refresh_params_from_url(
+        "postgresql://u:TOKEN@db.example.com:5432/litellm_db"
+        "?schema=tenant&connection_limit=5&sslmode=require&sslcert=/certs/root.pem&sslaccept=strict"
+    )
+    assert dict(kept) == {
+        "connection_limit": "5",
+        "sslmode": "require",
+        "sslcert": "/certs/root.pem",
+        "sslaccept": "strict",
+    }
+
+
 def _issue_cert(
     subject: str, issuer: x509.Certificate | None, issuer_key: ec.EllipticCurvePrivateKey | None, ca: bool
 ) -> tuple[x509.Certificate, ec.EllipticCurvePrivateKey]:
diff --git a/tests/test_litellm/proxy/db/test_pgbouncer.py b/tests/test_litellm/proxy/db/test_pgbouncer.py
index 7b5a0bf10f9..bf7df3077ea 100644
--- a/tests/test_litellm/proxy/db/test_pgbouncer.py
+++ b/tests/test_litellm/proxy/db/test_pgbouncer.py
@@ -411,7 +411,7 @@ class TestPgBouncerProcess:
             port=port,
             socket_path=unix_socket_path(tmp_path, port),
             restart_delay_seconds=0.1,
-            ready_timeout_seconds=0.3,
+            ready_timeout_seconds=2.0,
         )
         assert pooler.start() is None
         first_pid: Final = pooler.pid
@@ -421,8 +421,8 @@ class TestPgBouncerProcess:
         with caplog.at_level(logging.ERROR, logger=verbose_proxy_logger.name):
             os.kill(first_pid, signal.SIGKILL)
             assert _wait_until(lambda: _listening(wrong_port))
-            assert _wait_until(lambda: any("did not start listening" in record.message for record in caplog.records))
             port_file.write_text(str(port))
+            assert _wait_until(lambda: any("did not start listening" in record.message for record in caplog.records))
             assert _wait_until(lambda: _listening(port))
             assert _wait_until(lambda: not _listening(wrong_port))
         pooler.stop()
diff --git a/tests/test_litellm/proxy/db/test_prisma_client.py b/tests/test_litellm/proxy/db/test_prisma_client.py
index 963f6a5640f..99e494fccd5 100644
--- a/tests/test_litellm/proxy/db/test_prisma_client.py
+++ b/tests/test_litellm/proxy/db/test_prisma_client.py
@@ -299,6 +299,10 @@ def test_azure_entra_mint_writes_an_encoded_url_into_the_db_url_env_var(azure_en
             "connection_limit=20&pgbouncer=true&max_idle_connection_lifetime=45",
             {"connection_limit": ["20"], "pgbouncer": ["true"], "max_idle_connection_lifetime": ["45"]},
         ),
+        (
+            "sslmode=require&sslcert=/certs/root.pem&sslaccept=strict&schema=tenant",
+            {"sslmode": ["require"], "sslcert": ["/certs/root.pem"], "sslaccept": ["strict"]},
+        ),
     ],
 )
 def test_token_refresh_keeps_the_connection_params_of_the_url_it_replaces(
diff --git a/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py b/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py
index 966a638f6a4..3bc7e1f02f8 100644
--- a/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py
+++ b/tests/test_litellm/proxy/db/test_routing_prisma_wrapper.py
@@ -2,8 +2,9 @@ import asyncio
 import logging
 import os
 import sys
-from typing import Any, Dict
-from unittest.mock import AsyncMock, MagicMock, patch
+from typing import Any, Dict, Final
+from unittest.mock import AsyncMock, MagicMock, call, patch
+from urllib.parse import parse_qs, urlsplit
 
 import pytest
 
@@ -927,6 +928,47 @@ def test_prisma_client_init_falls_back_to_writer_when_reader_iam_token_fails(
     )
 
 
+def test_prisma_client_init_keeps_reader_tls_params_on_the_minted_iam_url(
+    monkeypatch: pytest.MonkeyPatch,
+):
+    """The initial reader mint rebuilds the URL from host/port/user/db, so the
+    Prisma TLS dialect on DATABASE_URL_READ_REPLICA must be carried over or
+    a verify-only database rejects the reader and reads fall to the writer."""
+    from litellm.proxy.db.routing_prisma_wrapper import RoutingPrismaWrapper
+
+    monkeypatch.setenv("IAM_TOKEN_DB_AUTH", "true")
+    monkeypatch.setenv(
+        "DATABASE_URL_READ_REPLICA",
+        "postgresql://reader_user@reader.aurora.local:5432/litellm"
+        "?schema=tenant&sslmode=require&sslcert=/certs/root.pem&sslaccept=strict",
+    )
+
+    prisma_factory: Final = MagicMock(name="Prisma")
+    fake_prisma_module: Final = MagicMock(Prisma=prisma_factory)
+    monkeypatch.setitem(sys.modules, "prisma", fake_prisma_module)
+
+    fake_iam_module: Final = MagicMock(generate_iam_auth_token=MagicMock(return_value="READER-TOKEN"))
+    monkeypatch.setitem(sys.modules, "litellm.proxy.auth.rds_iam_token", fake_iam_module)
+
+    from litellm.proxy.utils import PrismaClient
+
+    client: Final = PrismaClient(
+        database_url="postgresql://writer@writer.aurora.local:5432/litellm",
+        proxy_logging_obj=MagicMock(),
+    )
+
+    assert isinstance(client.db, RoutingPrismaWrapper)
+    reader_url: Final = os.environ["DATABASE_URL_READ_REPLICA"]
+    assert reader_url.startswith("postgresql://reader_user:READER-TOKEN@reader.aurora.local:5432/litellm?")
+    assert parse_qs(urlsplit(reader_url).query) == {
+        "schema": ["tenant"],
+        "sslmode": ["require"],
+        "sslcert": ["/certs/root.pem"],
+        "sslaccept": ["strict"],
+    }
+    assert prisma_factory.call_args_list == [call(), call(datasource={"url": reader_url})]
+
+
 @pytest.mark.asyncio
 async def test_connect_degrades_writer_when_reader_available():
     """A writer connect failure with a healthy reader must NOT abort proxy
diff --git a/tests/test_litellm/proxy/db/test_spend_counter_reseed.py b/tests/test_litellm/proxy/db/test_spend_counter_reseed.py
index 0361d5cfe8f..bca6344b3f7 100644
--- a/tests/test_litellm/proxy/db/test_spend_counter_reseed.py
+++ b/tests/test_litellm/proxy/db/test_spend_counter_reseed.py
@@ -8,6 +8,7 @@ allowed to run: only when the row is missing or belongs to an older window.
 from __future__ import annotations
 
 import asyncio
+from collections.abc import Mapping
 from datetime import datetime, timedelta, timezone
 from types import SimpleNamespace
 from typing import Final
@@ -15,6 +16,7 @@ from typing import Final
 import pytest
 
 from litellm.caching.dual_cache import DualCache
+from litellm.caching.in_memory_cache import InMemoryCache
 from litellm.constants import PROXY_DB_LOOKUP_MAX_CONCURRENCY
 from litellm.proxy.db.spend_counter_reseed import SpendCounterReseed
 
@@ -78,6 +80,39 @@ def _row(window_start: datetime, spend: float) -> SimpleNamespace:
     return SimpleNamespace(window_start=window_start, spend=spend)
 
 
+class _PausedSpendTable:
+    def __init__(self, spend: float) -> None:
+        self.spend: Final = spend
+        self.read_started: Final = asyncio.Event()
+        self.resume_read: Final = asyncio.Event()
+
+    async def find_unique(self, where: Mapping[str, object]) -> SimpleNamespace:
+        self.read_started.set()
+        await self.resume_read.wait()
+        return _row(WINDOW_START, self.spend)
+
+
+async def _reseed_with_paused_table(
+    table: _PausedSpendTable, cache: DualCache, counter_key: str, window: bool
+) -> float | None:
+    prisma: Final = SimpleNamespace(db=SimpleNamespace(litellm_usertable=table, litellm_budgetwindowspend=table))
+    if window:
+        return await SpendCounterReseed.coalesced_window(
+            prisma_client=prisma,
+            spend_counter_cache=cache,
+            counter_key=counter_key,
+            entity_type="Team",
+            entity_id="team-1",
+            window_duration="1d",
+            window_start=WINDOW_START,
+        )
+    return await SpendCounterReseed.coalesced(
+        prisma_client=prisma,
+        spend_counter_cache=cache,
+        counter_key=counter_key,
+    )
+
+
 @pytest.mark.asyncio
 async def test_window_from_table_reads_row_by_primary_key():
     """The lookup must use the table's own entity_type values ("key"), not the
@@ -270,6 +305,63 @@ async def test_coalesced_window_seeds_a_cold_counter_from_the_row():
     assert prisma.db.litellm_spendlogs.call_count == 0
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("window", [False, True], ids=["primary", "window"])
+@pytest.mark.parametrize("concurrent_spend", [989.01459411, 995.0, 900.0])
+async def test_cold_reseed_does_not_add_database_spend_to_concurrent_cache(
+    window: bool,
+    concurrent_spend: float,
+) -> None:
+    cache: Final = DualCache(in_memory_cache=InMemoryCache())
+    counter_key: Final = "spend:team:team-1:window:1d" if window else "spend:user:user-1"
+    db_spend: Final = 989.01459411
+    table: Final = _PausedSpendTable(db_spend)
+    reseed_task: Final = asyncio.create_task(_reseed_with_paused_table(table, cache, counter_key, window))
+
+    await asyncio.wait_for(table.read_started.wait(), timeout=5)
+    cache.in_memory_cache.set_cache(key=counter_key, value=concurrent_spend)
+    table.resume_read.set()
+    result: Final = await asyncio.wait_for(reseed_task, timeout=5)
+
+    expected: Final = max(db_spend, concurrent_spend)
+    assert cache.in_memory_cache.get_cache(key=counter_key) == expected
+    assert result == expected
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("window", [False, True], ids=["primary", "window"])
+@pytest.mark.parametrize("batch", [False, True], ids=["single_increment", "batch_increment"])
+@pytest.mark.parametrize("increment", [5.0, -5.0], ids=["charge", "refund"])
+async def test_cold_reseed_preserves_concurrent_local_increment(
+    monkeypatch: pytest.MonkeyPatch, window: bool, batch: bool, increment: float
+) -> None:
+    from litellm.proxy import proxy_server
+
+    cache: Final = DualCache(in_memory_cache=InMemoryCache())
+    counter_key: Final = (
+        f"spend:team:concurrent-{batch}-{increment}:window:1d"
+        if window
+        else f"spend:user:concurrent-{batch}-{increment}"
+    )
+    table: Final = _PausedSpendTable(100.0)
+    monkeypatch.setattr(proxy_server, "spend_counter_cache", cache)
+    reseed_task: Final = asyncio.create_task(_reseed_with_paused_table(table, cache, counter_key, window))
+    await asyncio.wait_for(table.read_started.wait(), timeout=5)
+
+    increment_task: Final = asyncio.create_task(
+        proxy_server._apply_spend_counter_increments(
+            pending=(proxy_server.PendingSpendIncrement(counter_key=counter_key, increment=increment),)
+        )
+        if batch
+        else proxy_server._increment_spend_counter_cache(counter_key=counter_key, increment=increment)
+    )
+    await asyncio.sleep(0)
+    table.resume_read.set()
+    await asyncio.wait_for(asyncio.gather(reseed_task, increment_task), timeout=5)
+
+    assert cache.in_memory_cache.get_cache(key=counter_key) == 100.0 + increment
+
+
 @pytest.mark.asyncio
 async def test_end_user_from_db_reads_the_end_user_row_by_user_id():
     prisma: Final = _FakePrismaClient(end_user_row=SimpleNamespace(user_id="customer-42", spend=0.0))
@@ -304,8 +396,7 @@ async def test_end_user_from_db_ignores_other_counter_kinds_without_touching_the
 @pytest.mark.asyncio
 async def test_end_user_from_db_returns_none_without_a_row_a_client_or_on_db_error():
     assert (
-        await SpendCounterReseed.end_user_from_db(prisma_client=None, counter_key="spend:end_user:customer-42")
-        is None
+        await SpendCounterReseed.end_user_from_db(prisma_client=None, counter_key="spend:end_user:customer-42") is None
     )
     assert (
         await SpendCounterReseed.end_user_from_db(
diff --git a/tests/test_litellm/proxy/discovery_endpoints/test_agent_skills_archive.py b/tests/test_litellm/proxy/discovery_endpoints/test_agent_skills_archive.py
new file mode 100644
index 00000000000..dd5ac230aac
--- /dev/null
+++ b/tests/test_litellm/proxy/discovery_endpoints/test_agent_skills_archive.py
@@ -0,0 +1,106 @@
+import hashlib
+import io
+import zipfile
+
+from litellm.proxy.discovery_endpoints.agent_skills_archive import (
+    MAX_ARCHIVE_ENTRIES,
+    build_skill_archive,
+)
+
+MANIFEST = b"""---
+name: pdf-summarizer
+description: Summarize a PDF into an executive brief.
+---
+
+Read the PDF, then write the brief.
+"""
+
+
+def zip_bytes(files: dict[str, bytes]) -> bytes:
+    buffer = io.BytesIO()
+    with zipfile.ZipFile(buffer, "w", zipfile.ZIP_DEFLATED) as archive:
+        for name, content in files.items():
+            archive.writestr(name, content)
+    return buffer.getvalue()
+
+
+def entries_of(content: bytes) -> dict[str, bytes]:
+    with zipfile.ZipFile(io.BytesIO(content)) as archive:
+        return {name: archive.read(name) for name in archive.namelist()}
+
+
+def test_single_top_level_folder_is_stripped_so_skill_md_sits_at_the_root():
+    archive = build_skill_archive(
+        zip_bytes(
+            {
+                "pdf-summarizer/SKILL.md": MANIFEST,
+                "pdf-summarizer/reference.md": b"page citations",
+                "pdf-summarizer/scripts/extract.py": b"print('hi')",
+            }
+        )
+    )
+
+    assert archive is not None
+    assert entries_of(archive.content) == {
+        "SKILL.md": MANIFEST,
+        "reference.md": b"page citations",
+        "scripts/extract.py": b"print('hi')",
+    }
+
+
+def test_digest_covers_the_repacked_bytes_and_is_stable_across_builds():
+    upload = zip_bytes({"pdf-summarizer/SKILL.md": MANIFEST, "pdf-summarizer/reference.md": b"page citations"})
+
+    first = build_skill_archive(upload)
+    second = build_skill_archive(upload)
+
+    assert first is not None and second is not None
+    assert first.digest == f"sha256:{hashlib.sha256(first.content).hexdigest()}"
+    assert first.content == second.content
+
+
+def test_an_upload_that_is_already_flat_keeps_every_file_where_it_is():
+    archive = build_skill_archive(zip_bytes({"SKILL.md": MANIFEST, "reference.md": b"page citations"}))
+
+    assert archive is not None
+    assert sorted(entries_of(archive.content)) == ["SKILL.md", "reference.md"]
+
+
+def test_manifest_frontmatter_supplies_the_declared_name_and_description():
+    archive = build_skill_archive(zip_bytes({"pdf-summarizer/SKILL.md": MANIFEST}))
+
+    assert archive is not None
+    assert archive.declared_name == "pdf-summarizer"
+    assert archive.declared_description == "Summarize a PDF into an executive brief."
+
+
+def test_a_manifest_without_frontmatter_declares_nothing():
+    archive = build_skill_archive(zip_bytes({"pdf-summarizer/SKILL.md": b"just prose, no frontmatter"}))
+
+    assert archive is not None
+    assert archive.declared_name is None
+    assert archive.declared_description is None
+
+
+def test_a_manifest_buried_below_the_stripped_folder_is_not_installable():
+    assert build_skill_archive(zip_bytes({"pdf-summarizer/nested/SKILL.md": MANIFEST})) is None
+
+
+def test_an_upload_with_no_manifest_is_not_installable():
+    assert build_skill_archive(zip_bytes({"pdf-summarizer/reference.md": b"page citations"})) is None
+
+
+def test_a_non_zip_upload_is_not_installable():
+    assert build_skill_archive(MANIFEST) is None
+
+
+def test_a_path_traversal_entry_is_not_installable():
+    assert build_skill_archive(zip_bytes({"SKILL.md": MANIFEST, "../escape.md": b"nope"})) is None
+
+
+def test_an_upload_over_the_entry_cap_is_not_installable():
+    files = {"pdf-summarizer/SKILL.md": MANIFEST} | {
+        f"pdf-summarizer/file-{index}.md": b"x" for index in range(MAX_ARCHIVE_ENTRIES)
+    }
+
+    assert build_skill_archive(zip_bytes(files)) is None
diff --git a/tests/test_litellm/proxy/discovery_endpoints/test_agent_skills_endpoints.py b/tests/test_litellm/proxy/discovery_endpoints/test_agent_skills_endpoints.py
new file mode 100644
index 00000000000..ea889e75ae8
--- /dev/null
+++ b/tests/test_litellm/proxy/discovery_endpoints/test_agent_skills_endpoints.py
@@ -0,0 +1,211 @@
+import hashlib
+import io
+import zipfile
+from datetime import datetime, timezone
+
+import pytest
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
+
+import litellm
+from litellm.models.skills import LiteLLM_SkillsTable
+from litellm.proxy.discovery_endpoints.agent_skills_endpoints import (
+    router,
+    stored_skill,
+    stored_skills,
+)
+from litellm.types.proxy.discovery_endpoints.agent_skills_endpoints import (
+    AGENT_SKILLS_DISCOVERY_SCHEMA_URL,
+)
+
+WELL_KNOWN_PATHS = ("/.well-known/agent-skills/index.json", "/.well-known/skills/index.json")
+
+MANIFEST = b"""---
+name: pdf-summarizer
+description: Summarize a PDF into an executive brief.
+---
+
+Read the PDF, then write the brief.
+"""
+
+
+def zip_bytes(files: dict[str, bytes]) -> bytes:
+    buffer = io.BytesIO()
+    with zipfile.ZipFile(buffer, "w", zipfile.ZIP_DEFLATED) as archive:
+        for name, content in files.items():
+            archive.writestr(name, content)
+    return buffer.getvalue()
+
+
+def skill(
+    skill_id: str,
+    *,
+    display_title: str | None = "PDF Summarizer",
+    description: str | None = None,
+    files: dict[str, bytes] | None = None,
+    updated_at: datetime | None = None,
+) -> LiteLLM_SkillsTable:
+    return LiteLLM_SkillsTable(
+        skill_id=skill_id,
+        display_title=display_title,
+        description=description,
+        file_content=zip_bytes(files if files is not None else {"pdf-summarizer/SKILL.md": MANIFEST}),
+        updated_at=updated_at,
+    )
+
+
+def client_for(*skills: LiteLLM_SkillsTable) -> TestClient:
+    app = FastAPI()
+    app.include_router(router)
+
+    def _skills() -> tuple[LiteLLM_SkillsTable, ...]:
+        return skills
+
+    def _skill(skill_id: str) -> LiteLLM_SkillsTable | None:
+        return next((candidate for candidate in skills if candidate.skill_id == skill_id), None)
+
+    app.dependency_overrides[stored_skills] = _skills
+    app.dependency_overrides[stored_skill] = _skill
+    return TestClient(app)
+
+
+@pytest.fixture
+def index_enabled(monkeypatch):
+    monkeypatch.setattr(litellm, "public_skills_index", True)
+
+
+def test_discovery_is_absent_until_public_skills_index_is_enabled(monkeypatch):
+    monkeypatch.setattr(litellm, "public_skills_index", False)
+    client = client_for(skill("litellm_skill_1"))
+
+    for path in WELL_KNOWN_PATHS:
+        assert client.get(path).status_code == 404
+    assert client.get("/v1/skills/litellm_skill_1/archive").status_code == 404
+
+
+@pytest.mark.parametrize("path", WELL_KNOWN_PATHS)
+def test_index_publishes_each_stored_skill_in_the_v0_2_0_shape(index_enabled, path):
+    client = client_for(skill("litellm_skill_1"))
+
+    body = client.get(path).json()
+
+    assert body["$schema"] == AGENT_SKILLS_DISCOVERY_SCHEMA_URL
+    assert len(body["skills"]) == 1
+    entry = body["skills"][0]
+    assert entry["name"] == "pdf-summarizer"
+    assert entry["type"] == "archive"
+    assert entry["description"] == "Summarize a PDF into an executive brief."
+    assert entry["url"].endswith("/v1/skills/litellm_skill_1/archive")
+    assert entry["digest"].startswith("sha256:")
+
+
+def test_index_digest_matches_the_bytes_the_archive_route_serves(index_enabled):
+    client = client_for(skill("litellm_skill_1"))
+
+    entry = client.get(WELL_KNOWN_PATHS[0]).json()["skills"][0]
+    downloaded = client.get(entry["url"])
+
+    assert downloaded.status_code == 200
+    assert downloaded.headers["content-type"] == "application/zip"
+    assert entry["digest"] == f"sha256:{hashlib.sha256(downloaded.content).hexdigest()}"
+
+
+def test_install_name_falls_back_to_the_manifest_name_without_a_display_title(index_enabled):
+    client = client_for(skill("litellm_skill_1", display_title=None))
+
+    assert client.get(WELL_KNOWN_PATHS[0]).json()["skills"][0]["name"] == "pdf-summarizer"
+
+
+@pytest.mark.parametrize(
+    "manifest, stored_description, expected",
+    [
+        (MANIFEST, "registry copy", "Summarize a PDF into an executive brief."),
+        (b"no frontmatter here", "registry copy", "registry copy"),
+        (b"no frontmatter here", None, "PDF Summarizer"),
+    ],
+)
+def test_description_prefers_the_manifest_then_the_registry_then_the_title(
+    index_enabled, manifest, stored_description, expected
+):
+    client = client_for(
+        skill(
+            "litellm_skill_1",
+            description=stored_description,
+            files={"pdf-summarizer/SKILL.md": manifest},
+        )
+    )
+
+    assert client.get(WELL_KNOWN_PATHS[0]).json()["skills"][0]["description"] == expected
+
+
+def test_skills_sharing_a_title_get_distinct_install_names(index_enabled):
+    client = client_for(
+        skill("litellm_skill_2", files={"pdf-summarizer/SKILL.md": b"second"}),
+        skill("litellm_skill_1", files={"pdf-summarizer/SKILL.md": b"first"}),
+    )
+
+    names = [entry["name"] for entry in client.get(WELL_KNOWN_PATHS[0]).json()["skills"]]
+
+    assert names == ["pdf-summarizer", "pdf-summarizer-2"]
+
+
+def test_uploads_without_a_root_manifest_are_left_out_of_the_index(index_enabled):
+    client = client_for(
+        skill("litellm_skill_1"),
+        skill("litellm_skill_2", files={"pdf-summarizer/reference.md": b"no manifest"}),
+    )
+
+    body = client.get(WELL_KNOWN_PATHS[0]).json()
+
+    assert [entry["url"].split("/")[-2] for entry in body["skills"]] == ["litellm_skill_1"]
+    assert client.get("/v1/skills/litellm_skill_2/archive").status_code == 404
+
+
+def test_archive_route_404s_for_a_skill_that_does_not_exist(index_enabled):
+    client = client_for(skill("litellm_skill_1"))
+
+    assert client.get("/v1/skills/litellm_skill_missing/archive").status_code == 404
+
+
+def test_a_stored_skill_is_repacked_once_per_version(index_enabled):
+    stamp = datetime(2026, 9, 6, 9, 0, tzinfo=timezone.utc)
+    first = client_for(skill("litellm_skill_cached", files={"s/SKILL.md": MANIFEST}, updated_at=stamp))
+    published = first.get(WELL_KNOWN_PATHS[0]).json()["skills"][0]["digest"]
+
+    unchanged_row = client_for(
+        skill("litellm_skill_cached", files={"s/SKILL.md": MANIFEST, "s/extra.md": b"rewritten"}, updated_at=stamp)
+    )
+
+    assert unchanged_row.get(WELL_KNOWN_PATHS[0]).json()["skills"][0]["digest"] == published
+    assert hashlib.sha256(unchanged_row.get("/v1/skills/litellm_skill_cached/archive").content).hexdigest() == (
+        published.removeprefix("sha256:")
+    )
+
+
+def test_a_skill_edited_since_the_last_read_is_republished(index_enabled):
+    stamp = datetime(2026, 9, 6, 9, 0, tzinfo=timezone.utc)
+    before = client_for(skill("litellm_skill_edited", files={"s/SKILL.md": MANIFEST}, updated_at=stamp))
+    published = before.get(WELL_KNOWN_PATHS[0]).json()["skills"][0]["digest"]
+
+    after = client_for(
+        skill(
+            "litellm_skill_edited",
+            files={"s/SKILL.md": MANIFEST, "s/extra.md": b"rewritten"},
+            updated_at=datetime(2026, 9, 6, 10, 0, tzinfo=timezone.utc),
+        )
+    )
+    republished = after.get(WELL_KNOWN_PATHS[0]).json()["skills"][0]["digest"]
+
+    assert republished != published
+    assert hashlib.sha256(after.get("/v1/skills/litellm_skill_edited/archive").content).hexdigest() == (
+        republished.removeprefix("sha256:")
+    )
+
+
+def test_openapi_declares_the_archive_route_as_a_zip_download(index_enabled):
+    schema = client_for(skill("litellm_skill_1")).get("/openapi.json").json()
+
+    content = schema["paths"]["/v1/skills/{skill_id}/archive"]["get"]["responses"]["200"]["content"]
+
+    assert "application/zip" in content
+    assert "application/json" not in content
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
index be55ac47bde..130b0da000b 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/content_filter/test_content_filter.py
@@ -626,6 +626,64 @@ class TestContentFilterGuardrail:
         assert entry["guardrail_status"] == "success"
         assert entry["guardrail_response"] == []
 
+    @pytest.mark.asyncio
+    async def test_streaming_hook_duration_excludes_provider_wait(self):
+        """
+        Streaming post-call: the logged guardrail duration must only cover the
+        per-chunk scans, not the time spent waiting on the provider between
+        chunks. PrometheusLogger adds post_call guardrail duration to
+        litellm_overhead_with_guardrails_latency_metric, so a duration spanning
+        the whole stream reports LLM generation time as guardrail overhead.
+        """
+        import asyncio
+
+        from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices
+
+        guardrail = ContentFilterGuardrail(
+            guardrail_name="test-streaming-duration",
+            patterns=[
+                ContentFilterPattern(
+                    pattern_type="prebuilt",
+                    pattern_name="email",
+                    action=ContentFilterAction.MASK,
+                ),
+            ],
+            event_hook=GuardrailEventHooks.post_call,
+        )
+
+        provider_wait_per_chunk = 0.15
+        chunks = ("Hello ", "world, reach me at ", "test@example.com ")
+
+        async def slow_stream():
+            for i, text in enumerate(chunks):
+                await asyncio.sleep(provider_wait_per_chunk)
+                yield ModelResponseStream(
+                    id=f"chunk{i}",
+                    choices=[
+                        StreamingChoices(
+                            delta=Delta(content=text),
+                            index=0,
+                            finish_reason="stop" if i == len(chunks) - 1 else None,
+                        )
+                    ],
+                    model="gpt-4",
+                )
+
+        request_data = {"messages": [{"role": "user", "content": "Hi"}], "model": "gpt-4o", "metadata": {}}
+
+        async for _ in guardrail.async_post_call_streaming_iterator_hook(
+            user_api_key_dict=MagicMock(),
+            response=slow_stream(),
+            request_data=request_data,
+        ):
+            pass
+
+        entry = request_data["metadata"]["standard_logging_guardrail_information"][0]
+        stream_wall_clock = entry["end_time"] - entry["start_time"]
+        assert stream_wall_clock >= provider_wait_per_chunk * len(chunks)
+        assert entry["masked_entity_count"].get("email", 0) >= 1
+        assert 0 < entry["duration"] < provider_wait_per_chunk, entry["duration"]
+
     @pytest.mark.asyncio
     async def test_streaming_hook_logs_guardrail_information_mask(self):
         """
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_conduct.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_conduct.py
new file mode 100644
index 00000000000..323756f8fa0
--- /dev/null
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_conduct.py
@@ -0,0 +1,423 @@
+from __future__ import annotations
+
+import importlib.util
+import json
+import warnings
+from collections.abc import Mapping
+from dataclasses import dataclass, field
+from typing import Final, Literal
+
+import httpx
+import pytest
+import respx
+from fastapi import HTTPException
+
+import litellm
+from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.proxy.guardrails.guardrail_endpoints import get_guardrail_ui_settings, get_provider_specific_params
+from litellm.proxy.guardrails.guardrail_hooks.conduct import (
+    DEFAULT_TIMEOUT_SECONDS,
+    ConductGuardrail,
+    initialize_guardrail,
+)
+from litellm.proxy.guardrails.guardrail_hooks.conduct.conduct import (
+    apply_conduct_guardrail,
+    binds_unreachable_fallback,
+    record_decision,
+    request_payload,
+)
+from litellm.proxy.guardrails.guardrail_registry import InMemoryGuardrailHandler
+from litellm.types.guardrails import Guardrail, GuardrailEventHooks, LitellmParams
+from litellm.types.llms.openai import ChatCompletionAssistantMessage
+from litellm.types.proxy.guardrails.guardrail_hooks.conduct import (
+    ConductGuardrailConfigModel,
+    ConductGuardrailConfigModelOptionalParams,
+)
+from litellm.types.utils import GenericGuardrailAPIInputs
+
+PACKAGE_INSTALLED: Final = importlib.util.find_spec("conduct_litellm_guard") is not None
+
+
+class _RecordingGuardrail(CustomGuardrail):
+    """Stand-in with the ``conduct_litellm_guard.ConductGuard`` class contract."""
+
+    @classmethod
+    def get_supported_event_hooks(cls) -> list[GuardrailEventHooks]:
+        return [GuardrailEventHooks.pre_call]
+
+    def __init__(
+        self,
+        *,
+        api_url: str | None = None,
+        agent_token: str | None = None,
+        workspace_id: str | None = None,
+        unreachable_fallback: str | None = None,
+        tool_name: str = "llm_call",
+        timeout: float = 8.0,
+        guardrail_name: str | None = None,
+        event_hook: str | None = None,
+        default_on: bool = False,
+        supported_event_hooks: list[GuardrailEventHooks] | None = None,
+    ) -> None:
+        super().__init__(
+            guardrail_name=guardrail_name,
+            event_hook=event_hook,  # pyright: ignore[reportArgumentType]  # CustomGuardrail coerces the str at runtime
+            default_on=default_on,
+            supported_event_hooks=supported_event_hooks,
+        )
+        self.api_url = api_url
+        self.agent_token = agent_token
+        self.workspace_id = workspace_id
+        self.unreachable_fallback = unreachable_fallback or "fail_closed"
+        self.tool_name = tool_name
+        self.timeout = timeout
+
+
+@dataclass(frozen=True, slots=True)
+class _Decision:
+    verdict: str
+    rule_id: str | None = None
+
+
+class _Blocked(Exception):
+    def __init__(self, decision: _Decision) -> None:
+        super().__init__(decision.verdict)
+        self.decision = decision
+
+
+@dataclass(slots=True)
+class _RecordingCheck:
+    verdict: str
+    rule_id: str | None = None
+    calls: list[tuple[Mapping[str, object], str]] = field(default_factory=list)  # mutable-ok: test spy
+    recorded: list[_Decision] = field(default_factory=list)  # mutable-ok: test spy
+
+    async def __call__(self, *, data: Mapping[str, object], call_type: str) -> _Decision:
+        self.calls.append((data, call_type))
+        return _Decision(self.verdict, self.rule_id)
+
+    def record(self, decision: _Decision) -> None:
+        self.recorded.append(decision)
+
+
+async def _bridge(
+    check: _RecordingCheck,
+    inputs: GenericGuardrailAPIInputs,
+    request_data: Mapping[str, object],
+    input_type: Literal["request", "response"],
+) -> GenericGuardrailAPIInputs:
+    return await apply_conduct_guardrail(inputs, request_data, input_type, check, _Blocked, check.record)
+
+
+def _guardrail_records(request_data: Mapping[str, object]) -> list[tuple[str, object]]:
+    metadata: Final = request_data["metadata"]
+    assert isinstance(metadata, dict)
+    records: Final = metadata["standard_logging_guardrail_information"]
+    assert isinstance(records, list)
+    return [(record["guardrail_status"], record["guardrail_response"]) for record in records]
+
+
+def _params(mode: str = "pre_call", **extras: object) -> LitellmParams:
+    return LitellmParams(guardrail="conduct", mode=mode, api_key="cond_agt_test", **extras)
+
+
+def _guardrail(litellm_params: LitellmParams) -> Guardrail:
+    return Guardrail(guardrail_name="conduct-guard", litellm_params=litellm_params)
+
+
+def _init(litellm_params: LitellmParams) -> _RecordingGuardrail:
+    callback: Final = initialize_guardrail(
+        litellm_params, _guardrail(litellm_params), guardrail_cls=_RecordingGuardrail
+    )
+    assert isinstance(callback, _RecordingGuardrail)
+    return callback
+
+
+@pytest.fixture(autouse=True)
+def _isolate_callbacks(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(litellm, "callbacks", [])
+
+
+def test_maps_typed_fields_and_extras_onto_plugin_kwargs() -> None:
+    callback: Final = _init(
+        _params(
+            api_base="https://guard.example.test",
+            unreachable_fallback="fail_open",
+            timeout="3",
+            workspace_id="ws_123",
+            tool_name="workflow",
+            default_on=True,
+        )
+    )
+
+    assert callback.api_url == "https://guard.example.test"
+    assert callback.agent_token == "cond_agt_test"
+    assert callback.unreachable_fallback == "fail_open"
+    assert callback.timeout == 3.0
+    assert callback.workspace_id == "ws_123"
+    assert callback.tool_name == "workflow"
+    assert callback.guardrail_name == "conduct-guard"
+    assert callback.event_hook == "pre_call"
+    assert callback.default_on is True
+    assert litellm.callbacks == [callback]
+
+
+def test_defaults_when_optional_config_is_omitted() -> None:
+    callback: Final = _init(_params())
+
+    assert callback.unreachable_fallback == "fail_closed"
+    assert callback.timeout == DEFAULT_TIMEOUT_SECONDS
+    assert callback.workspace_id is None
+    assert callback.tool_name == "llm_call"
+
+
+def test_ui_form_defaults_match_what_the_initializer_forwards() -> None:
+    optional: Final = ConductGuardrailConfigModelOptionalParams()
+    model: Final = ConductGuardrailConfigModel(api_key="cond_agt_test")
+    callback: Final = _init(
+        _params(**{**model.model_dump(exclude={"api_key", "optional_params"}), **optional.model_dump()})
+    )
+
+    assert callback.api_url == model.api_base
+    assert callback.unreachable_fallback == optional.unreachable_fallback
+    assert callback.timeout == optional.timeout
+    assert callback.workspace_id == optional.workspace_id
+    assert callback.tool_name == optional.tool_name
+
+
+@pytest.mark.asyncio
+async def test_ui_offers_conduct_fields_without_the_package() -> None:
+    assert ConductGuardrail.get_config_model() is ConductGuardrailConfigModel
+
+    fields: Final = (await get_provider_specific_params())["conduct"]
+
+    assert fields["ui_friendly_name"] == "Conduct Guard"
+    assert fields["api_key"]["required"] is True
+    assert fields["api_base"]["default_value"] == "https://api.conductai.ai"
+    optional: Final = fields["optional_params"]["fields"]
+    assert set(optional) == {"workspace_id", "tool_name", "timeout", "unreachable_fallback"}
+    assert optional["unreachable_fallback"]["type"] == "select"
+    assert optional["unreachable_fallback"]["options"] == ["fail_open", "fail_closed"]
+    assert optional["timeout"]["default_value"] == DEFAULT_TIMEOUT_SECONDS
+
+
+@pytest.mark.parametrize("mode", ["during_call", "post_call", "logging_only"])
+def test_rejects_modes_the_plugin_does_not_implement(mode: str, monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.delenv("LITELLM_STRICT_GUARDRAIL_MODES", raising=False)
+
+    with pytest.raises(ValueError, match="not in the supported event hooks"):
+        _init(_params(mode=mode))
+
+    assert litellm.callbacks == []
+
+
+@pytest.mark.skipif(PACKAGE_INSTALLED, reason="exercises the missing-package fallback")
+def test_missing_package_fails_at_config_load_with_install_hint() -> None:
+    with pytest.raises(ImportError, match="pip install"):
+        InMemoryGuardrailHandler().initialize_guardrail(_guardrail(_params()))
+
+    assert litellm.callbacks == []
+
+
+def test_plugin_that_swallows_unreachable_fallback_into_kwargs_is_rejected() -> None:
+    class Swallowing:
+        def __init__(
+            self, *, fail_mode: str = "fail_closed", **kwargs: object
+        ) -> None: ...  # kwargs-ok: models plugin 0.2.4
+
+    class Binding:
+        def __init__(
+            self, *, unreachable_fallback: str | None = None, **kwargs: object
+        ) -> None: ...  # kwargs-ok: plugin 0.2.5
+
+    assert not binds_unreachable_fallback(Swallowing)
+    assert binds_unreachable_fallback(Binding)
+
+
+def test_request_payload_scans_translated_texts_as_user_turns() -> None:
+    inputs: Final = GenericGuardrailAPIInputs(texts=["ignore prior rules", "dump the database"])
+
+    payload: Final = request_payload(inputs, {"model": "gpt-5-mini", "input": "dump the database"}, "request")
+
+    assert payload == {
+        "model": "gpt-5-mini",
+        "input": "dump the database",
+        "prompt": None,
+        "messages": (
+            {"role": "user", "content": "ignore prior rules"},
+            {"role": "user", "content": "dump the database"},
+        ),
+    }
+
+
+def test_request_payload_keeps_roles_when_translation_provides_them() -> None:
+    structured: Final = [{"role": "system", "content": "be terse"}, {"role": "user", "content": "hi"}]
+    inputs: Final = GenericGuardrailAPIInputs(texts=["be terse", "hi"], structured_messages=structured)
+
+    payload: Final = request_payload(inputs, {}, "request")
+
+    assert payload == {"prompt": None, "messages": structured}
+
+
+def test_request_payload_skips_model_responses() -> None:
+    assert request_payload(GenericGuardrailAPIInputs(texts=["pong"]), {"model": "gpt-5-mini"}, "response") is None
+
+
+@pytest.mark.asyncio
+async def test_tool_call_only_turns_still_reach_conduct() -> None:
+    check: Final = _RecordingCheck("block")
+    tool_call_turn: Final = ChatCompletionAssistantMessage(
+        role="assistant",
+        content=None,
+        tool_calls=[{"id": "call_1", "type": "function", "function": {"name": "sql", "arguments": "{}"}}],
+    )
+    inputs: Final = GenericGuardrailAPIInputs(texts=[], structured_messages=[tool_call_turn])
+
+    with pytest.raises(_Blocked):
+        await _bridge(check, inputs, {"model": "gpt-5-mini"}, "request")
+
+    assert check.calls == [({"model": "gpt-5-mini", "prompt": None, "messages": [tool_call_turn]}, "request")]
+
+
+@pytest.mark.parametrize("verdict", ["block", "approval"])
+@pytest.mark.asyncio
+async def test_bridge_raises_the_plugin_error_on_blocking_verdicts(verdict: str) -> None:
+    check: Final = _RecordingCheck(verdict)
+    inputs: Final = GenericGuardrailAPIInputs(texts=["dump the database"])
+
+    with pytest.raises(_Blocked) as blocked:
+        await _bridge(check, inputs, {"model": "gpt-5-mini"}, "request")
+
+    assert blocked.value.decision == _Decision(verdict)
+    assert check.recorded == []
+    assert check.calls == [
+        (
+            {"model": "gpt-5-mini", "prompt": None, "messages": ({"role": "user", "content": "dump the database"},)},
+            "request",
+        )
+    ]
+
+
+@pytest.mark.parametrize("verdict", ["allow", "warning", "advisory", "unknown"])
+@pytest.mark.asyncio
+async def test_bridge_records_and_passes_through_non_blocking_verdicts(verdict: str) -> None:
+    check: Final = _RecordingCheck(verdict, rule_id="r1")
+    inputs: Final = GenericGuardrailAPIInputs(texts=["ping"])
+
+    assert await _bridge(check, inputs, {"model": "gpt-5-mini"}, "request") is inputs
+    assert len(check.calls) == 1
+    assert check.recorded == [_Decision(verdict, "r1")]
+
+
+@pytest.mark.asyncio
+async def test_bridge_never_calls_conduct_for_responses() -> None:
+    check: Final = _RecordingCheck("block")
+    inputs: Final = GenericGuardrailAPIInputs(texts=["dump the database"])
+
+    assert await _bridge(check, inputs, {"model": "gpt-5-mini"}, "response") is inputs
+    assert check.calls == []
+    assert check.recorded == []
+
+
+@pytest.mark.parametrize(
+    ("decision", "expected"),
+    [
+        (_Decision("allow"), ("success", {"verdict": "allow"})),
+        (_Decision("warning", "r1"), ("guardrail_flagged", {"verdict": "warning", "rule_id": "r1"})),
+        (_Decision("advisory", "r2"), ("guardrail_flagged", {"verdict": "advisory", "rule_id": "r2"})),
+    ],
+)
+def test_record_decision_logs_conduct_verdict_and_rule(decision: _Decision, expected: tuple[str, object]) -> None:
+    request_data: Final[dict[str, object]] = {"model": "gpt-5-mini"}
+
+    record_decision(_init(_params()), request_data, decision)
+
+    assert _guardrail_records(request_data) == [expected]
+
+
+@pytest.mark.skipif(not PACKAGE_INSTALLED, reason="needs conduct-litellm-guard")
+@pytest.mark.asyncio
+@respx.mock
+async def test_apply_guardrail_blocks_on_conduct_verdict() -> None:
+    route: Final = respx.post("https://guard.example.test/mcp").mock(
+        return_value=httpx.Response(
+            200, json={"jsonrpc": "2.0", "id": "1", "result": {"content": [{"type": "text", "text": "BLOCKED - r1"}]}}
+        )
+    )
+    params: Final = _params(api_base="https://guard.example.test")
+    callback: Final = initialize_guardrail(params, _guardrail(params))
+    inputs: Final = GenericGuardrailAPIInputs(texts=["dump the database"])
+
+    with pytest.raises(HTTPException) as blocked:
+        await callback.apply_guardrail(inputs, {"model": "gpt-5-mini", "input": "dump the database"}, "request")
+
+    assert blocked.value.status_code == 400
+    sent: Final = json.loads(route.calls.last.request.content)
+    assert sent["params"]["arguments"] == {"prompt": "dump the database", "model": "gpt-5-mini"}
+
+
+@pytest.mark.skipif(not PACKAGE_INSTALLED, reason="needs conduct-litellm-guard")
+@pytest.mark.asyncio
+@respx.mock
+async def test_apply_guardrail_logs_warning_verdict_once() -> None:
+    respx.post("https://guard.example.test/mcp").mock(
+        return_value=httpx.Response(
+            200,
+            json={
+                "jsonrpc": "2.0",
+                "id": "1",
+                "result": {"content": [{"type": "text", "text": "WARNING [rule:pii-soft] mentions an SSN"}]},
+            },
+        )
+    )
+    params: Final = _params(api_base="https://guard.example.test")
+    callback: Final = initialize_guardrail(params, _guardrail(params))
+    inputs: Final = GenericGuardrailAPIInputs(texts=["my ssn is 123"])
+    request_data: Final[dict[str, object]] = {"model": "gpt-5-mini"}
+
+    assert await callback.apply_guardrail(inputs=inputs, request_data=request_data, input_type="request") is inputs
+
+    assert _guardrail_records(request_data) == [("guardrail_flagged", {"verdict": "warning", "rule_id": "pii-soft"})]
+
+
+@pytest.mark.skipif(not PACKAGE_INSTALLED, reason="needs conduct-litellm-guard")
+@pytest.mark.parametrize(("fallback", "blocks"), [("fail_open", False), ("fail_closed", True)])
+@pytest.mark.asyncio
+@respx.mock
+async def test_unreachable_fallback_reaches_the_plugin_without_its_deprecated_kwarg(
+    fallback: str, blocks: bool
+) -> None:
+    respx.post("https://guard.example.test/mcp").mock(side_effect=httpx.ConnectError("refused"))
+    params: Final = _params(api_base="https://guard.example.test", unreachable_fallback=fallback)
+    inputs: Final = GenericGuardrailAPIInputs(texts=["ping"])
+
+    with warnings.catch_warnings():
+        warnings.simplefilter("error", DeprecationWarning)
+        callback: Final = initialize_guardrail(params, _guardrail(params))
+
+    if blocks:
+        with pytest.raises(HTTPException):
+            await callback.apply_guardrail(inputs, {"model": "gpt-5-mini"}, "request")
+        return
+    assert await callback.apply_guardrail(inputs, {"model": "gpt-5-mini"}, "request") is inputs
+
+
+@pytest.mark.skipif(not PACKAGE_INSTALLED, reason="needs conduct-litellm-guard")
+def test_config_loads_conduct_and_rejects_modes_the_plugin_lacks() -> None:
+    handler: Final = InMemoryGuardrailHandler()
+
+    loaded: Final = handler.initialize_guardrail(_guardrail(_params()))
+    assert loaded is not None
+    assert loaded["litellm_params"].guardrail == "conduct"
+    assert [type(callback) for callback in litellm.callbacks] == [ConductGuardrail]
+
+    with pytest.raises(ValueError, match="not in the supported event hooks"):
+        handler.initialize_guardrail(_guardrail(_params(mode="during_call")))
+
+
+@pytest.mark.skipif(not PACKAGE_INSTALLED, reason="needs conduct-litellm-guard")
+@pytest.mark.asyncio
+async def test_ui_only_offers_pre_call_for_conduct() -> None:
+    settings: Final = await get_guardrail_ui_settings()
+
+    assert settings.supported_modes_by_provider["conduct"] == ["pre_call"]
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
index a07157396df..a9ca13a463d 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
@@ -1,3 +1,7 @@
+from collections.abc import AsyncIterator
+from contextlib import asynccontextmanager
+from typing import Final, cast
+import json
 from unittest.mock import patch
 
 import httpx
@@ -7,6 +11,9 @@ from pydantic import ValidationError
 
 import litellm
 from litellm.exceptions import Timeout
+from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from litellm.llms.openai.responses.guardrail_translation.handler import OpenAIResponsesHandler
 from litellm.litellm_core_utils.core_helpers import get_or_create_metadata_bucket
 from litellm.proxy.guardrails.guardrail_hooks.crowdstrike_aidr import initialize_guardrail
 from litellm.proxy.guardrails.guardrail_hooks.crowdstrike_aidr.crowdstrike_aidr import (
@@ -1719,3 +1726,165 @@ async def test_streaming_params_from_config_control_output_scan_cadence(
     handler = _initialize_from_config(mode="post_call", **configured)
 
     assert await _guard_calls_for_stream(handler, list("ABCDEFGHIJ")) == expected_calls
+
+
+@asynccontextmanager
+async def _guardrail_redacting(secret: str, replacement: str) -> AsyncIterator[CrowdStrikeAIDRHandler]:
+    def redacted(content: object) -> object:
+        if isinstance(content, str):
+            return content.replace(secret, replacement)
+        if isinstance(content, list):
+            return [
+                {**part, "text": redacted(part["text"])} if isinstance(part, dict) and "text" in part else part
+                for part in content
+            ]
+        return content
+
+    def respond(request: httpx.Request) -> httpx.Response:
+        sent: Final = json.loads(request.content)["guard_input"]["messages"]
+        return httpx.Response(
+            status_code=200,
+            json={
+                "result": {
+                    "blocked": False,
+                    "transformed": True,
+                    "guard_output": {
+                        "messages": [{**message, "content": redacted(message.get("content"))} for message in sent]
+                    },
+                },
+            },
+            request=request,
+        )
+
+    async with httpx.AsyncClient(transport=httpx.MockTransport(respond)) as client:
+        handler: Final = AsyncHTTPHandler()
+        handler.client = client
+        yield CrowdStrikeAIDRHandler(
+            mode="pre_call",
+            guardrail_name="crowdstrike-aidr-guard",
+            api_key="pts_crowdstrike_tokenid",
+            api_base="https://api.crowdstrike.com/aidr/aiguard",
+            async_handler=handler,
+        )
+
+
+class _MessageShapedGuardrail(CustomGuardrail):
+    """Returns one text per chat message and no ``structured_messages`` rewrite.
+
+    Prompt Security and friends scan messages rather than Responses text parts,
+    which is the shape that outnumbers the endpoint's own bookkeeping.
+    """
+
+    def __init__(self, redacted: str) -> None:
+        super().__init__(guardrail_name="message-shaped")
+        self.redacted: Final = redacted
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: str,
+        logging_obj: object = None,
+    ) -> GenericGuardrailAPIInputs:
+        messages: Final = inputs.get("structured_messages") or ()
+        return {"texts": [self.redacted for _ in messages]}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("case", "instructions", "responses_input"),
+    [
+        (
+            "instructions add a system message",
+            "be terse",
+            [{"role": "user", "content": [{"type": "input_text", "text": "my ssn is 078-05-1120"}]}],
+        ),
+        (
+            "tool items add messages that carry no text",
+            None,
+            [
+                {"role": "user", "content": [{"type": "input_text", "text": "my ssn is 078-05-1120"}]},
+                {"type": "function_call", "call_id": "c1", "name": "get_x", "arguments": "{}"},
+                {"type": "function_call_output", "call_id": "c1", "output": "42"},
+            ],
+        ),
+    ],
+)
+async def test_unalignable_rewrite_is_rejected_never_sent_unredacted(
+    case: str,
+    instructions: str | None,
+    responses_input: list[dict[str, object]],
+) -> None:
+    """An unalignable rewrite must fail the request, not forward the raw prompt.
+
+    Skipping the write-back would hand the model the unredacted text, so a
+    guardrail could be bypassed by adding ``instructions`` or a tool call.
+    """
+    from litellm.proxy.policy_engine.pipeline_executor import UnappliableRequestRewrite
+
+    data: dict[str, object] = {"model": "gpt-4o", "input": responses_input}
+    if instructions is not None:
+        data["instructions"] = instructions
+
+    with pytest.raises(UnappliableRequestRewrite):
+        await OpenAIResponsesHandler().process_input_messages(
+            data=data,
+            guardrail_to_apply=_MessageShapedGuardrail("my ssn is <US_SSN>"),
+        )
+
+    assert "078-05-1120" in str(responses_input), case
+
+
+@pytest.mark.asyncio
+async def test_aligned_rewrite_is_written_back() -> None:
+    """Matching counts must still redact the input in place."""
+    responses_input: list[dict[str, object]] = [
+        {"role": "user", "content": [{"type": "input_text", "text": "my ssn is 078-05-1120"}]}
+    ]
+
+    await OpenAIResponsesHandler().process_input_messages(
+        data={"model": "gpt-4o", "input": responses_input},
+        guardrail_to_apply=_MessageShapedGuardrail("my ssn is <US_SSN>"),
+    )
+
+    assert cast(list, responses_input[0]["content"])[0]["text"] == "my ssn is <US_SSN>"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("case", "responses_input", "redacted_input"),
+    [
+        (
+            "instructions add a system message",
+            [{"role": "user", "content": [{"type": "input_text", "text": "my ssn is 078-05-1120"}]}],
+            [{"role": "user", "content": [{"type": "input_text", "text": "my ssn is <US_SSN>"}]}],
+        ),
+        (
+            "tool items sit between two user turns",
+            [
+                {"role": "user", "content": [{"type": "input_text", "text": "hello"}]},
+                {"type": "function_call", "call_id": "c1", "name": "get_x", "arguments": "{}"},
+                {"type": "function_call_output", "call_id": "c1", "output": "42"},
+                {"role": "user", "content": [{"type": "input_text", "text": "my ssn is 078-05-1120"}]},
+            ],
+            [
+                {"role": "user", "content": [{"type": "input_text", "text": "hello"}]},
+                {"type": "function_call", "call_id": "c1", "name": "get_x", "arguments": "{}"},
+                {"type": "function_call_output", "call_id": "c1", "output": "42"},
+                {"role": "user", "content": [{"type": "input_text", "text": "my ssn is <US_SSN>"}]},
+            ],
+        ),
+    ],
+)
+async def test_structured_rewrite_lands_on_shapes_the_flat_path_cannot_align(
+    case: str,
+    responses_input: list[dict[str, object]],
+    redacted_input: list[dict[str, object]],
+) -> None:
+    data: dict[str, object] = {"model": "gpt-5.6", "instructions": "be terse", "input": responses_input}
+
+    async with _guardrail_redacting("078-05-1120", "<US_SSN>") as guardrail:
+        await OpenAIResponsesHandler().process_input_messages(data=data, guardrail_to_apply=guardrail)
+
+    assert data["input"] == redacted_input, case
+    assert data["instructions"] == "be terse", case
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py
index 3a7ae7aba61..2932373c77e 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py
@@ -1,6 +1,8 @@
 """Tests for unified guardrail."""
 
 import logging
+from types import SimpleNamespace
+from typing import Final
 
 import pytest
 
@@ -19,14 +21,14 @@ from litellm.llms.base_llm.guardrail_translation.utils import (
     openai_messages_without_system,
     openai_messages_without_tool,
 )
+from litellm.llms.base_llm.ocr.transformation import OCRPage, OCRResponse
+from litellm.llms.mistral.ocr.guardrail_translation.handler import OCRHandler
 from litellm.llms.openai.chat.guardrail_translation.handler import (
     OpenAIChatCompletionsHandler,
 )
 from litellm.llms.openai.responses.guardrail_translation.handler import (
     OpenAIResponsesHandler,
 )
-from litellm.llms.base_llm.ocr.transformation import OCRPage, OCRResponse
-from litellm.llms.mistral.ocr.guardrail_translation.handler import OCRHandler
 from litellm.proxy._experimental.mcp_server.guardrail_translation.handler import (
     MCPGuardrailTranslationHandler,
 )
@@ -644,6 +646,64 @@ class TestUnifiedLLMGuardrails:
     class TestOCRGuardrailE2E:
         """End-to-end tests: UnifiedLLMGuardrails -> OCRHandler."""
 
+        @pytest.mark.asyncio
+        @pytest.mark.parametrize("call_type", [CallTypes.ocr, CallTypes.aocr, CallTypes.aresponses])
+        async def test_post_call_logging_fallback_is_limited_to_ocr(self, call_type: CallTypes) -> None:
+            guardrail: Final = RecordingGuardrail()
+            response: Final = (
+                TestUnifiedLLMGuardrails.TestResponsesRouteAliases._responses_api_response()
+                if call_type == CallTypes.aresponses
+                else OCRResponse(model="mistral-ocr-latest", pages=[OCRPage(index=0, markdown="Scan this page")])
+            )
+
+            result: Final = await UnifiedLLMGuardrails().async_post_call_success_hook(
+                data={
+                    "guardrail_to_apply": guardrail,
+                    "litellm_logging_obj": SimpleNamespace(call_type=call_type.value),
+                },
+                user_api_key_dict=UserAPIKeyAuth(),
+                response=response,
+            )
+
+            assert result is response
+            if call_type in (CallTypes.ocr, CallTypes.aocr):
+                assert len(guardrail.apply_calls) == 1
+                assert guardrail.apply_calls[0]["inputs"]["texts"] == ["Scan this page"]
+            else:
+                assert guardrail.apply_calls == []
+
+        @pytest.mark.asyncio
+        @pytest.mark.parametrize("request_route", [None, "/v1/chat/completions"])
+        async def test_ocr_logging_fallback_preserves_route_and_response_precedence(
+            self, request_route: str | None, monkeypatch: pytest.MonkeyPatch
+        ) -> None:
+            from litellm.types.utils import ModelResponse
+
+            _patch_translation_mappings(
+                monkeypatch,
+                {
+                    CallTypes.completion: OpenAIChatCompletionsHandler,
+                    CallTypes.acompletion: OpenAIChatCompletionsHandler,
+                    CallTypes.aocr: OCRHandler,
+                },
+            )
+            guardrail: Final = RecordingGuardrail()
+            response: Final = ModelResponse(choices=[{"message": {"role": "assistant", "content": "Chat output"}}])
+
+            result: Final = await guardrail.async_post_call_success_deployment_hook(
+                request_data={
+                    "guardrails": [guardrail.guardrail_name],
+                    "user_api_key_request_route": request_route,
+                    "litellm_logging_obj": SimpleNamespace(call_type=CallTypes.aocr.value),
+                },
+                response=response,
+                call_type=CallTypes.aocr,
+            )
+
+            assert result is response
+            assert len(guardrail.apply_calls) == 1
+            assert guardrail.apply_calls[0]["inputs"]["texts"] == ["Chat output"]
+
         @pytest.mark.asyncio
         async def test_pre_call_hook_invokes_ocr_handler_for_input(self):
             """
diff --git a/tests/test_litellm/proxy/guardrails/test_deferred_guardrail_logging.py b/tests/test_litellm/proxy/guardrails/test_deferred_guardrail_logging.py
index 8fde4cc9d5e..c550a0a41d2 100644
--- a/tests/test_litellm/proxy/guardrails/test_deferred_guardrail_logging.py
+++ b/tests/test_litellm/proxy/guardrails/test_deferred_guardrail_logging.py
@@ -15,7 +15,8 @@ Streaming: CSW.__anext__ stores args on logging_obj at stream end.
 """
 
 import asyncio
-from typing import Any
+import logging
+from typing import Any, Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -297,6 +298,38 @@ async def test_no_flag_fires_create_task_normally():
 # ---------------------------------------------------------------------------
 
 
+@pytest.mark.parametrize("call_type", ["ocr", "aocr", "completion", "acompletion", "embedding", "responses"])
+@pytest.mark.parametrize("exception_raised", [False, True])
+def test_native_pending_logging_is_released_only_for_ocr(call_type: str, exception_raised: bool) -> None:
+    pending: Final = MagicMock()
+    enqueue: Final = MagicMock()
+    logger: Final = MagicMock(
+        call_type=call_type,
+        _native_pending_logging=pending,
+        _enqueue_deferred_logging=enqueue,
+    )
+
+    ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(
+        logging_obj=logger,
+        exception_raised=exception_raised,
+    )
+    ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(
+        logging_obj=logger,
+        exception_raised=exception_raised,
+    )
+
+    if call_type in ("ocr", "aocr"):
+        pending.release.assert_called_once_with(not exception_raised)
+        assert logger._native_pending_logging is None
+    else:
+        pending.release.assert_not_called()
+        assert logger._native_pending_logging is pending
+    if exception_raised:
+        enqueue.assert_not_called()
+    else:
+        enqueue.assert_called_once_with()
+
+
 def test_flush_deferred_async_logging_fires_on_success():
     """
     Happy path: with no exception, the production flush helper invokes the
@@ -1390,7 +1423,7 @@ class TestArmDeferredStreamDispatch:
     async def test_native_stream_closure_enqueues_single_coroutine(self):
         from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
 
-        logging_obj, _ = self._dispatch_recording_logging_obj()
+        logging_obj, recorded = self._dispatch_recording_logging_obj()
 
         async def _agen():
             yield b"x"
@@ -1401,20 +1434,89 @@ class TestArmDeferredStreamDispatch:
             user_api_key_dict=MagicMock(),
             logging_obj=logging_obj,
         )
-        closure = logging_obj._on_deferred_stream_complete
-        assert closure is not None
+        assert logging_obj._on_deferred_stream_complete is not None
 
         async def _logging_coroutine():
             return None
 
         coro = _logging_coroutine()
+        logging_obj._deferred_stream_complete_args = (coro,)
         with patch.object(  # test-quality-ok: GLOBAL_LOGGING_WORKER is a process-global singleton with no injection seam
             GLOBAL_LOGGING_WORKER, "ensure_initialized_and_enqueue"
         ) as mock_enqueue:
-            await closure(coro)
+            ProxyLogging._fire_deferred_stream_logging({"litellm_logging_obj": logging_obj})
+            await asyncio.sleep(0)
         mock_enqueue.assert_called_once_with(async_coroutine=coro)
+        assert recorded == {}
         coro.close()
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("route_type", ["anthropic_messages", "aresponses"])
+    async def test_raw_generator_stream_storing_csw_arg_shape_dispatches_success(self, route_type):
+        """Bridged /v1/messages returns AnthropicStreamWrapper's plain SSE
+        generator, which shares its inner CustomStreamWrapper's logging_obj and
+        so stores (assembled_response, cache_hit). The closure armed for a raw
+        generator must accept that shape too, or _fire_deferred_stream_logging
+        raises TypeError and the request loses its spend log and callbacks."""
+        from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
+
+        logging_obj, recorded = self._dispatch_recording_logging_obj()
+
+        async def _agen():
+            yield b"x"
+
+        self._processor()._arm_deferred_stream_dispatch(
+            response=_agen(),
+            route_type=route_type,
+            user_api_key_dict=MagicMock(),
+            logging_obj=logging_obj,
+        )
+
+        assembled = object()
+        logging_obj._deferred_stream_complete_args = (assembled, True)
+        with patch.object(  # test-quality-ok: GLOBAL_LOGGING_WORKER is a process-global singleton with no injection seam
+            GLOBAL_LOGGING_WORKER, "ensure_initialized_and_enqueue"
+        ) as mock_enqueue:
+            ProxyLogging._fire_deferred_stream_logging({"litellm_logging_obj": logging_obj})
+            await asyncio.sleep(0)
+
+        mock_enqueue.assert_not_called()
+        assert recorded["result"] is assembled
+        assert recorded["cache_hit"] is True
+        assert recorded["prefer_async_handlers"] is True
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("stored_args", [(object(),), (object(), object(), object())])
+    async def test_raw_generator_stream_with_unknown_arg_shape_logs_and_drops(self, stored_args, caplog):
+        from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
+
+        logging_obj, recorded = self._dispatch_recording_logging_obj()
+
+        async def _agen():
+            yield b"x"
+
+        self._processor()._arm_deferred_stream_dispatch(
+            response=_agen(),
+            route_type="anthropic_messages",
+            user_api_key_dict=MagicMock(),
+            logging_obj=logging_obj,
+        )
+
+        logging_obj._deferred_stream_complete_args = stored_args
+        with (
+            patch.object(  # test-quality-ok: GLOBAL_LOGGING_WORKER is a process-global singleton with no injection seam
+                GLOBAL_LOGGING_WORKER, "ensure_initialized_and_enqueue"
+            ) as mock_enqueue,
+            caplog.at_level(logging.ERROR, logger="LiteLLM Proxy"),
+        ):
+            ProxyLogging._fire_deferred_stream_logging({"litellm_logging_obj": logging_obj})
+            await asyncio.sleep(0)
+
+        mock_enqueue.assert_not_called()
+        assert recorded == {}
+        dropped = [r for r in caplog.records if r.getMessage().startswith("Deferred stream logging dropped")]
+        assert len(dropped) == 1
+
     @pytest.mark.asyncio
     async def test_csw_closure_routes_through_deferred_stream_guardrails(self, monkeypatch):
         from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper
diff --git a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
index 527d46931fe..1ab50cc30de 100644
--- a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
+++ b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
@@ -1,9 +1,12 @@
 import asyncio
+import copy
 import json
 import time
-from typing import Final
+from collections.abc import Iterator, Mapping, Sequence
+from contextlib import contextmanager
 from datetime import datetime, timedelta
 from types import SimpleNamespace
+from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
@@ -19,6 +22,7 @@ from litellm.litellm_core_utils.health_check_helpers import TEST_IMAGE_BASE64
 from litellm.models.credentials import CredentialItem
 from litellm.proxy._types import LitellmUserRoles, ProxyException, UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.router import Router
 from litellm.proxy.health_endpoints._health_endpoints import (
     _db_health_readiness_check,
     _show_no_redis_warning,
@@ -1579,7 +1583,7 @@ async def test_health_endpoint_filters_model_list_by_user_access():
     ):
         from fastapi import Response
 
-        await health_endpoint(response=Response(), user_api_key_dict=user_api_key_dict)
+        await health_endpoint(response=Response(), user_api_key_dict=user_api_key_dict, model=None, model_id=None)
 
     assert "model_list" in captured, "health_endpoint did not call _perform_health_check_and_save"
     returned_names = {m["model_name"] for m in captured["model_list"]}
@@ -1642,7 +1646,7 @@ async def test_health_endpoint_keeps_full_model_list_for_all_proxy_models():
     ):
         from fastapi import Response
 
-        await health_endpoint(response=Response(), user_api_key_dict=user_api_key_dict)
+        await health_endpoint(response=Response(), user_api_key_dict=user_api_key_dict, model=None, model_id=None)
 
     returned_names = {m["model_name"] for m in captured["model_list"]}
     assert returned_names == {
@@ -1710,12 +1714,231 @@ async def test_health_endpoint_resolves_all_team_models_to_team_allowlist():
     ):
         from fastapi import Response
 
-        await health_endpoint(response=Response(), user_api_key_dict=user_api_key_dict)
+        await health_endpoint(response=Response(), user_api_key_dict=user_api_key_dict, model=None, model_id=None)
 
     returned_names = {m["model_name"] for m in captured["model_list"]}
     assert returned_names == {"model-b"}, f"all-team-models key should health-check the team's models: {returned_names}"
 
 
+def _router_for(model_list: Sequence[Mapping[str, object]]) -> Router:
+    return Router(model_list=copy.deepcopy(list(model_list)))
+
+
+_ACCESS_GROUP_MODEL_LIST = [
+    {
+        "model_name": "bedrock-nova",
+        "litellm_params": {"model": "bedrock/us.amazon.nova-2-lite-v1:0"},
+        "model_info": {"id": "id-bedrock", "access_groups": ["bedrock-group"]},
+    },
+    {
+        "model_name": "gpt-5.4-mini",
+        "litellm_params": {"model": "openai/gpt-5.4-mini"},
+        "model_info": {"id": "id-openai"},
+    },
+]
+_ACCESS_GROUP_ROUTER = _router_for(_ACCESS_GROUP_MODEL_LIST)
+_TEAM_MODEL_LIST = [
+    _ACCESS_GROUP_MODEL_LIST[0],
+    {
+        "model_name": "bedrock-nova_team-b_9f2c",
+        "litellm_params": {"model": "bedrock/us.amazon.nova-2-lite-v1:0"},
+        "model_info": {
+            "id": "id-team-b",
+            "team_id": "team-b",
+            "team_public_model_name": "bedrock-nova",
+            "access_groups": ["bedrock-group"],
+        },
+    },
+]
+_TEAM_CACHED_RESULTS = {
+    "healthy_endpoints": [
+        {"model": "bedrock/us.amazon.nova-2-lite-v1:0", "model_id": "id-bedrock"},
+        {"model": "bedrock/us.amazon.nova-2-lite-v1:0", "model_id": "id-team-b"},
+    ],
+    "unhealthy_endpoints": [],
+    "healthy_count": 2,
+    "unhealthy_count": 0,
+}
+_ACCESS_GROUP_CACHED_RESULTS = {
+    "healthy_endpoints": [
+        {"model": "bedrock/us.amazon.nova-2-lite-v1:0", "model_id": "id-bedrock"},
+        {"model": "openai/gpt-5.4-mini", "model_id": "id-openai"},
+    ],
+    "unhealthy_endpoints": [],
+    "healthy_count": 2,
+    "unhealthy_count": 0,
+}
+
+
+@contextmanager
+def _proxy_health_globals(
+    llm_model_list: Sequence[Mapping[str, object]],
+    llm_router: object,
+    use_background_health_checks: bool = False,
+    health_check_results: Mapping[str, object] | None = None,
+) -> Iterator[None]:
+    with (
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.llm_model_list", list(llm_model_list)
+        ),
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.llm_router", llm_router
+        ),
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.prisma_client", None
+        ),
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.use_background_health_checks", use_background_health_checks
+        ),
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.user_model", None
+        ),
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.health_check_results", dict(health_check_results or {})
+        ),
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.health_check_details", True
+        ),
+        patch(  # test-quality-ok: proxy module global, no injection seam
+            "litellm.proxy.proxy_server.health_check_concurrency", 1
+        ),
+    ):
+        yield
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_expands_access_group_on_live_path():
+    """
+    LIT-6907 / gh-28206: a key granted a model access group carries the group
+    name in user_api_key_dict.models. Matching it as a literal model_name
+    filtered every deployment out and /health answered 0/0 for a model the
+    same key could call.
+    """
+    from fastapi import Response
+
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    captured: dict = {}
+
+    async def fake_perform(**kwargs):
+        captured["model_list"] = kwargs["model_list"]
+        return {"healthy_endpoints": [], "unhealthy_endpoints": [], "healthy_count": 0, "unhealthy_count": 0}
+
+    with (
+        _proxy_health_globals(_ACCESS_GROUP_MODEL_LIST, _ACCESS_GROUP_ROUTER),
+        patch(  # test-quality-ok: the model list handed to the probe is the assertion; no injection seam
+            "litellm.proxy.health_endpoints._health_endpoints._perform_health_check_and_save",
+            side_effect=fake_perform,
+        ),
+    ):
+        await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"]),
+            model=None,
+            model_id=None,
+        )
+
+    assert [m["model_name"] for m in captured["model_list"]] == ["bedrock-nova"]
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_expands_access_group_on_background_cache_path():
+    """
+    LIT-6907: the background-cache path scoped the cached entries through the
+    same literal model_name match, so an access-group key got an empty result
+    plus a warning blaming missing model_info.id.
+    """
+    from fastapi import Response
+
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _ACCESS_GROUP_MODEL_LIST,
+        _ACCESS_GROUP_ROUTER,
+        use_background_health_checks=True,
+        health_check_results=_ACCESS_GROUP_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"]),
+            model=None,
+            model_id=None,
+        )
+
+    assert [e["model_id"] for e in result["healthy_endpoints"]] == ["id-bedrock"]
+    assert result["healthy_count"] == 1
+    assert "warnings" not in result
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_treats_no_team_all_team_models_as_unrestricted():
+    """
+    A key granted "all-team-models" without a team resolves to an empty
+    allowlist in the auth layer, which means unrestricted. /health used to
+    keep the unresolved sentinel and filter every deployment out instead.
+    """
+    from fastapi import Response
+
+    from litellm.proxy._types import SpecialModelNames, UserAPIKeyAuth
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    captured: dict = {}
+
+    async def fake_perform(**kwargs):
+        captured["model_list"] = kwargs["model_list"]
+        return {"healthy_endpoints": [], "unhealthy_endpoints": [], "healthy_count": 0, "unhealthy_count": 0}
+
+    with (
+        _proxy_health_globals(_ACCESS_GROUP_MODEL_LIST, None),
+        patch(  # test-quality-ok: the model list handed to the probe is the assertion; no injection seam
+            "litellm.proxy.health_endpoints._health_endpoints._perform_health_check_and_save",
+            side_effect=fake_perform,
+        ),
+    ):
+        await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(
+                api_key="hashed-test-key", models=[SpecialModelNames.all_team_models.value], team_id=None
+            ),
+            model=None,
+            model_id=None,
+        )
+
+    assert {m["model_name"] for m in captured["model_list"]} == {"bedrock-nova", "gpt-5.4-mini"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_omits_model_id_warning_when_no_deployment_matches():
+    """
+    The missing-model_info.id warning is only true when a matching deployment
+    exists without an id. A key whose grants match no deployment at all gets a
+    plain empty result, not advice to populate ids that are already there.
+    """
+    from fastapi import Response
+
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _ACCESS_GROUP_MODEL_LIST,
+        _ACCESS_GROUP_ROUTER,
+        use_background_health_checks=True,
+        health_check_results=_ACCESS_GROUP_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["no-such-model"]),
+            model=None,
+            model_id=None,
+        )
+
+    assert result["healthy_count"] == 0
+    assert result["unhealthy_count"] == 0
+    assert "warnings" not in result
+
+
 @pytest.mark.asyncio
 async def test_health_endpoint_filters_background_cache_by_user_access():
     """
@@ -1907,7 +2130,7 @@ async def test_health_endpoint_admin_sees_routing_fields_non_admin_does_not():
     # withheld so clients that previously parsed them can detect the change.
     assert (
         non_admin_response.headers.get("Litellm-Health-Field-Notice")
-        == "api_base and api_version are admin-only on this endpoint"
+        == "api_base, api_version, aws_bedrock_runtime_endpoint are admin-only on this endpoint"
     )
     assert "Litellm-Health-Field-Notice" not in admin_response.headers
 
@@ -1996,7 +2219,7 @@ async def test_health_endpoint_blocks_cross_scope_model_id_under_background_cach
     cache filter was driven by an unvalidated ID and the global cache
     leaked id-b's entry to the caller.
     """
-    from fastapi import Response
+    from fastapi import HTTPException, Response
 
     from litellm.proxy._types import UserAPIKeyAuth
     from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
@@ -2047,21 +2270,18 @@ async def test_health_endpoint_blocks_cross_scope_model_id_under_background_cach
     ):
         # Calling with model="model-b" rather than model_id="id-b" because
         # the model_id branch raises 404 when llm_router is None. The bug
-        # being verified is the same: targeted resolver must drop entries
-        # not in the caller's scoped model_list. With the fix, the result
-        # has no leaked endpoints and the targeted-503 path fires.
-        result = await health_endpoint(
-            response=response,
-            user_api_key_dict=user_api_key_dict,
-            model="model-b",
-            model_id=None,
-        )
+        # being verified is the same: a target outside the caller's scoped
+        # model_list is refused before the cache is read.
+        with pytest.raises(HTTPException) as refused:
+            await health_endpoint(
+                response=response,
+                user_api_key_dict=user_api_key_dict,
+                model="model-b",
+                model_id=None,
+            )
 
-    leaked_ids = {ep.get("model_id") for ep in result.get("healthy_endpoints", [])}
-    leaked_ids |= {ep.get("model_id") for ep in result.get("unhealthy_endpoints", [])}
-    assert "id-b" not in leaked_ids, "background cache leaked an out-of-scope deployment to a scoped caller"
-    assert result["healthy_count"] == 0
-    assert response.status_code == 503
+    assert refused.value.status_code == 403
+    assert "leaky-internal.test" not in str(refused.value.detail)
 
 
 @pytest.mark.asyncio
@@ -2193,6 +2413,7 @@ async def test_health_endpoint_returns_503_when_requested_model_has_no_healthy_e
             response=response,
             user_api_key_dict=user_api_key_dict,
             model="model-a",
+            model_id=None,
         )
 
     assert response.status_code == 503
@@ -2253,6 +2474,7 @@ async def test_health_endpoint_returns_200_when_requested_model_has_healthy_endp
             response=response,
             user_api_key_dict=user_api_key_dict,
             model="model-a",
+            model_id=None,
         )
 
     assert response.status_code == 200
@@ -2637,6 +2859,691 @@ def test_clean_endpoint_data_never_displays_credential_fields(credential_field,
     assert canary not in str(cleaned)
 
 
+async def _live_probed_model_ids(
+    model_list: Sequence[Mapping[str, object]], user_api_key_dict: UserAPIKeyAuth, model: str | None = None
+) -> set[str]:
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    captured: dict = {}
+
+    async def fake_perform(**kwargs):
+        captured["model_list"] = kwargs["model_list"]
+        return {"healthy_endpoints": [], "unhealthy_endpoints": [], "healthy_count": 0, "unhealthy_count": 0}
+
+    with (
+        _proxy_health_globals(model_list, _router_for(model_list)),
+        patch(  # test-quality-ok: the model list handed to the probe is the assertion; no injection seam
+            "litellm.proxy.health_endpoints._health_endpoints._perform_health_check_and_save",
+            side_effect=fake_perform,
+        ),
+    ):
+        await health_endpoint(response=Response(), user_api_key_dict=user_api_key_dict, model=model, model_id=None)
+
+    return {m["model_info"]["id"] for m in captured["model_list"]}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_hides_another_teams_deployment_behind_a_shared_access_group():
+    """
+    Expanding an access group must not reach past the team boundary: a
+    team-a key holding the group name may not probe team-b's deployment even
+    though that deployment sits in the same group.
+    """
+    probed = await _live_probed_model_ids(
+        _TEAM_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"], team_id="team-a"),
+    )
+
+    assert probed == {"id-bedrock"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_hides_team_deployments_from_a_key_with_no_team():
+    """
+    Routing never serves a team-owned deployment to a caller without a team
+    (``filter_team_based_models``), so a team-less access-group key must not
+    probe team-b's deployment with team-b's credentials either.
+    """
+    probed = await _live_probed_model_ids(
+        _TEAM_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"], team_id=None),
+    )
+
+    assert probed == {"id-bedrock"}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("team_id", "expected_ids"),
+    [(None, {"id-bedrock"}), ("team-a", {"id-bedrock"}), ("team-b", {"id-bedrock", "id-team-b"})],
+)
+async def test_health_endpoint_keeps_an_unrestricted_non_admin_key_to_its_own_team(team_id, expected_ids):
+    """
+    A key with no model restriction is still bound by routing's team rule:
+    it may probe global deployments and its own team's, never another team's.
+    """
+    probed = await _live_probed_model_ids(
+        _TEAM_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=[], team_id=team_id),
+    )
+
+    assert probed == expected_ids
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_lets_a_proxy_admin_probe_every_teams_deployment():
+    probed = await _live_probed_model_ids(
+        _TEAM_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=[], user_role=LitellmUserRoles.PROXY_ADMIN),
+    )
+
+    assert probed == {"id-bedrock", "id-team-b"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_keeps_an_unrestricted_non_admin_key_to_its_own_team_on_background_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _TEAM_MODEL_LIST,
+        _router_for(_TEAM_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_TEAM_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=[], team_id="team-a"),
+            model=None,
+            model_id=None,
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-bedrock"]
+    assert result["healthy_count"] == 1
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_shows_a_teams_own_deployment_by_its_public_name():
+    """
+    A team key names its team deployment by ``team_public_model_name``, while
+    the proxy model list carries the internal ``<name>_<team_id>_<uuid>``
+    name; the deployment must still be probed for its own team.
+    """
+    probed = await _live_probed_model_ids(
+        _TEAM_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-nova"], team_id="team-b"),
+    )
+
+    assert probed == {"id-bedrock", "id-team-b"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_hides_another_teams_deployment_on_background_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _TEAM_MODEL_LIST,
+        _router_for(_TEAM_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_TEAM_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"], team_id="team-a"),
+            model=None,
+            model_id=None,
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-bedrock"]
+    assert result["healthy_count"] == 1
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_refuses_a_targeted_deployment_outside_the_callers_scope_on_live_path():
+    """
+    A scoped key asking for a deployment it may not see must get a 403 and no
+    probe at all: probing the rest of its scope instead would report another
+    deployment's health under the requested id and store it as such.
+    """
+    from fastapi import HTTPException, Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    fake_perform = AsyncMock()
+
+    with (
+        _proxy_health_globals(_TEAM_MODEL_LIST, _router_for(_TEAM_MODEL_LIST)),
+        patch(  # test-quality-ok: the probe must never run; no injection seam
+            "litellm.proxy.health_endpoints._health_endpoints._perform_health_check_and_save",
+            fake_perform,
+        ),
+        pytest.raises(HTTPException) as excinfo,
+    ):
+        await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"], team_id=None),
+            model=None,
+            model_id="id-team-b",
+        )
+
+    assert excinfo.value.status_code == 403
+    fake_perform.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_refuses_a_targeted_deployment_outside_the_callers_scope_on_background_cache_path():
+    from fastapi import HTTPException, Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with (
+        _proxy_health_globals(
+            _TEAM_MODEL_LIST,
+            _router_for(_TEAM_MODEL_LIST),
+            use_background_health_checks=True,
+            health_check_results=_TEAM_CACHED_RESULTS,
+        ),
+        pytest.raises(HTTPException) as excinfo,
+    ):
+        await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"], team_id="team-a"),
+            model="bedrock-nova_team-b_9f2c",
+            model_id=None,
+        )
+
+    assert excinfo.value.status_code == 403
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_hides_team_deployments_from_a_key_with_no_team_on_background_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _TEAM_MODEL_LIST,
+        _router_for(_TEAM_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_TEAM_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-group"], team_id=None),
+            model=None,
+            model_id=None,
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-bedrock"]
+    assert result["healthy_count"] == 1
+
+
+_TEAM_ONLY_MODEL_LIST = [_TEAM_MODEL_LIST[1]]
+_BARE_NAME_MODEL_LIST = [
+    {"model_name": "gpt-5.4-nano", "litellm_params": {"model": "gpt-5.4-nano"}, "model_info": {"id": "id-nano"}},
+    {
+        "model_name": "gpt-5.4-nano_team-b_7c3d",
+        "litellm_params": {"model": "gpt-5.4-nano"},
+        "model_info": {"id": "id-nano-team-b", "team_id": "team-b", "team_public_model_name": "gpt-5.4-nano"},
+    },
+]
+_BARE_NAME_CACHED_RESULTS = {
+    "healthy_endpoints": [
+        {"model": "gpt-5.4-nano", "model_id": "id-nano"},
+        {"model": "gpt-5.4-nano", "model_id": "id-nano-team-b"},
+    ],
+    "unhealthy_endpoints": [],
+    "healthy_count": 2,
+    "unhealthy_count": 0,
+}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_probes_a_team_only_deployment_by_its_public_name_on_live_path():
+    """
+    A team key targets its deployment by ``team_public_model_name``; when that
+    name resolves to nothing but the team deployment, the probe must run rather
+    than 403 as if the key were out of scope.
+    """
+    probed = await _live_probed_model_ids(
+        _TEAM_ONLY_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-nova"], team_id="team-b"),
+        model="bedrock-nova",
+    )
+
+    assert probed == {"id-team-b"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_returns_a_team_only_deployment_by_its_public_name_on_background_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _TEAM_ONLY_MODEL_LIST,
+        _router_for(_TEAM_ONLY_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_TEAM_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-nova"], team_id="team-b"),
+            model="bedrock-nova",
+            model_id=None,
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-team-b"]
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_returns_only_the_owning_teams_copy_behind_a_shared_public_name_on_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _TEAM_MODEL_LIST,
+        _router_for(_TEAM_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_TEAM_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-nova"], team_id="team-b"),
+            model="bedrock-nova",
+            model_id=None,
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-team-b"]
+
+
+async def _live_narrowed_model_ids(
+    model_list: Sequence[Mapping[str, object]],
+    user_api_key_dict: UserAPIKeyAuth,
+    model: str | None = None,
+    model_id: str | None = None,
+) -> set[str]:
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    async def fake_probe(model_list, details=True, max_concurrency=None, instrumentation_context=None):
+        probed = [{"model": m["litellm_params"]["model"], "model_id": m["model_info"]["id"]} for m in model_list]
+        return probed, [], {}
+
+    with (
+        _proxy_health_globals(model_list, _router_for(model_list)),
+        patch(  # test-quality-ok: the probe is the provider edge; which deployments reach it is the assertion
+            "litellm.proxy.health_check._perform_health_check", side_effect=fake_probe
+        ),
+    ):
+        result = await health_endpoint(
+            response=Response(), user_api_key_dict=user_api_key_dict, model=model, model_id=model_id
+        )
+
+    return {ep["model_id"] for ep in result["healthy_endpoints"]}
+
+
+_ADMIN_OUTSIDE_TEAM_B = UserAPIKeyAuth(api_key="hashed-test-key", models=[], user_role=LitellmUserRoles.PROXY_ADMIN)
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_keeps_an_admin_probe_by_name_off_other_teams_public_copies():
+    """
+    An admin outside team-b asks for ``bedrock-nova``. Team-b's copy answers to
+    that name only for team-b (routing keys public names by team), so probing
+    it too would spend team-b's credentials and let a healthy team copy mask a
+    down global deployment as 200.
+    """
+    probed = await _live_narrowed_model_ids(_TEAM_MODEL_LIST, _ADMIN_OUTSIDE_TEAM_B, model="bedrock-nova")
+
+    assert probed == {"id-bedrock"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_probes_only_the_owning_teams_copy_behind_a_shared_public_name():
+    """Team-b's requests for ``bedrock-nova`` route to its copy alone, so its health probe reaches only that copy."""
+    probed = await _live_narrowed_model_ids(
+        _TEAM_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-nova"], team_id="team-b"),
+        model="bedrock-nova",
+    )
+
+    assert probed == {"id-team-b"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_probes_only_the_teams_copy_when_provider_model_equals_public_name():
+    """A bare provider model equal to the public name must not pull the global copy into the team's probe."""
+    probed = await _live_narrowed_model_ids(
+        _BARE_NAME_MODEL_LIST,
+        UserAPIKeyAuth(api_key="hashed-test-key", models=["gpt-5.4-nano"], team_id="team-b"),
+        model="gpt-5.4-nano",
+    )
+
+    assert probed == {"id-nano-team-b"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_returns_only_the_teams_copy_when_provider_model_equals_public_name_on_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _BARE_NAME_MODEL_LIST,
+        _router_for(_BARE_NAME_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_BARE_NAME_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["gpt-5.4-nano"], team_id="team-b"),
+            model="gpt-5.4-nano",
+            model_id=None,
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-nano-team-b"]
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_keeps_an_admin_probe_by_name_off_other_teams_public_copies_on_background_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _TEAM_MODEL_LIST,
+        _router_for(_TEAM_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_TEAM_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(), user_api_key_dict=_ADMIN_OUTSIDE_TEAM_B, model="bedrock-nova", model_id=None
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-bedrock"]
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_probes_a_team_only_public_name_for_an_admin_on_live_path():
+    """
+    An admin's request for a public name only team-b's deployment carries routes
+    to that deployment, so the health probe for that name must reach it too
+    instead of answering an empty 503.
+    """
+    probed = await _live_narrowed_model_ids(_TEAM_ONLY_MODEL_LIST, _ADMIN_OUTSIDE_TEAM_B, model="bedrock-nova")
+
+    assert probed == {"id-team-b"}
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_returns_a_team_only_public_name_for_an_admin_on_background_cache_path():
+    from fastapi import Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with _proxy_health_globals(
+        _TEAM_ONLY_MODEL_LIST,
+        _router_for(_TEAM_ONLY_MODEL_LIST),
+        use_background_health_checks=True,
+        health_check_results=_TEAM_CACHED_RESULTS,
+    ):
+        result = await health_endpoint(
+            response=Response(), user_api_key_dict=_ADMIN_OUTSIDE_TEAM_B, model="bedrock-nova", model_id=None
+        )
+
+    assert [ep["model_id"] for ep in result["healthy_endpoints"]] == ["id-team-b"]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("use_background_health_checks", [False, True])
+async def test_health_endpoint_keeps_a_team_only_public_name_off_a_team_less_key(use_background_health_checks):
+    """
+    A key with no team holds the name ``bedrock-nova`` but never sees team-b's
+    deployment, so the public-name fallback an admin gets must not open it up.
+    """
+    from fastapi import HTTPException, Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with (
+        _proxy_health_globals(
+            _TEAM_ONLY_MODEL_LIST,
+            _router_for(_TEAM_ONLY_MODEL_LIST),
+            use_background_health_checks=use_background_health_checks,
+            health_check_results=_TEAM_CACHED_RESULTS,
+        ),
+        patch(  # test-quality-ok: the probe must never run; the endpoint has no injection seam for it
+            "litellm.proxy.health_endpoints._health_endpoints._perform_health_check_and_save", new_callable=AsyncMock
+        ) as probe,
+        pytest.raises(HTTPException) as refused,
+    ):
+        await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-nova"]),
+            model="bedrock-nova",
+            model_id=None,
+        )
+
+    assert refused.value.status_code == 403
+    assert "bedrock-nova" in str(refused.value.detail)
+    probe.assert_not_awaited()
+
+
+def test_resolve_targeted_model_ids_lets_model_id_win_over_model():
+    resolve = _health_endpoints_module._resolve_targeted_model_ids
+
+    assert resolve(_TEAM_MODEL_LIST, "bedrock-nova", "id-team-b", None) == {"id-team-b"}
+    assert resolve([_TEAM_MODEL_LIST[0]], "bedrock-nova", "id-team-b", None) == set()
+    assert resolve(_TEAM_MODEL_LIST, "bedrock-nova", None, None) == {"id-bedrock"}
+    assert resolve(_TEAM_MODEL_LIST, "bedrock-nova", None, "team-b") == {"id-team-b"}
+    assert resolve(_TEAM_ONLY_MODEL_LIST, "bedrock-nova", None, None) == {"id-team-b"}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("use_background_health_checks", [False, True])
+async def test_health_endpoint_rejects_an_in_scope_model_paired_with_a_foreign_model_id(use_background_health_checks):
+    """
+    A key scoped to ``bedrock-nova`` pairs that name with another team's
+    deployment id. The in-scope name must not carry the foreign id past the
+    403: the live path narrows by id first, so the caller's own deployment
+    would be probed and its result stored under the foreign id.
+    """
+    from fastapi import HTTPException, Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with (
+        _proxy_health_globals(
+            _TEAM_MODEL_LIST,
+            _router_for(_TEAM_MODEL_LIST),
+            use_background_health_checks=use_background_health_checks,
+            health_check_results=_TEAM_CACHED_RESULTS,
+        ),
+        patch(  # test-quality-ok: the probe must never run; the endpoint has no injection seam for it
+            "litellm.proxy.health_endpoints._health_endpoints._perform_health_check_and_save", new_callable=AsyncMock
+        ) as probe,
+        pytest.raises(HTTPException) as refused,
+    ):
+        await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-test-key", models=["bedrock-nova"]),
+            model="bedrock-nova",
+            model_id="id-team-b",
+        )
+
+    assert refused.value.status_code == 403
+    assert "id-team-b" in str(refused.value.detail)
+    probe.assert_not_awaited()
+
+
+@pytest.mark.parametrize("use_background_health_checks", [False, True])
+@pytest.mark.asyncio
+async def test_health_endpoint_returns_404_for_a_model_paired_with_an_unknown_model_id(use_background_health_checks):
+    """
+    ``model_id`` wins over ``model``: pairing a known name with an id no
+    deployment carries gets the same 404 as the lone unknown id, before any
+    probe runs or a result is stored under the unknown id.
+    """
+    from fastapi import HTTPException, Response
+
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    with (
+        _proxy_health_globals(
+            _TEAM_MODEL_LIST,
+            _router_for(_TEAM_MODEL_LIST),
+            use_background_health_checks=use_background_health_checks,
+            health_check_results=_TEAM_CACHED_RESULTS,
+        ),
+        patch(  # test-quality-ok: the probe must never run; the endpoint has no injection seam for it
+            "litellm.proxy.health_endpoints._health_endpoints._perform_health_check_and_save", new_callable=AsyncMock
+        ) as probe,
+        pytest.raises(HTTPException) as refused,
+    ):
+        await health_endpoint(
+            response=Response(),
+            user_api_key_dict=_ADMIN_OUTSIDE_TEAM_B,
+            model="bedrock-nova",
+            model_id="id-nobody-has",
+        )
+
+    assert refused.value.status_code == 404
+    assert "id-nobody-has" in str(refused.value.detail)
+    probe.assert_not_awaited()
+
+
+def test_health_test_connection_keeps_error_and_raw_request_through_the_allowlist(monkeypatch):
+    """
+    The dashboard's Test Connect button reads ``result.error`` and
+    ``result.raw_request_typed_dict`` from /health/test_connection, so the
+    allowlist must keep both while dropping the probe's own params.
+    """
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    litellm.in_memory_llm_clients_cache.flush_cache()
+
+    app = FastAPI()
+    app.include_router(_health_endpoints_module.router)
+    app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+    client = TestClient(app)
+
+    with (
+        patch(  # test-quality-ok: the endpoint reads the proxy-global DB client and 500s when it is None; it has no injection seam
+            "litellm.proxy.proxy_server.prisma_client", MagicMock()
+        ),
+        respx.mock(assert_all_called=True) as respx_mock,
+    ):
+        respx_mock.post(host="api.openai.com", path="/v1/chat/completions").respond(
+            status_code=401, json={"error": {"message": "Incorrect API key provided"}}
+        )
+        response = client.post(
+            "/health/test_connection",
+            json={
+                "mode": "chat",
+                "litellm_params": {"model": "openai/gpt-5.4-mini", "api_key": "sk-test", "timeout": 7},
+            },
+        )
+
+    assert response.status_code == 200, response.text
+    body = response.json()
+    assert body["status"] == "error"
+    assert "Incorrect API key provided" in body["result"]["error"]
+    assert "api.openai.com" in body["result"]["raw_request_typed_dict"]["raw_request_api_base"]
+    assert not {"api_key", "timeout", "exception"} & set(body["result"])
+
+
+def test_clean_endpoint_data_keeps_only_json_safe_diagnostics():
+    """
+    LIT-6907: _clean_endpoint_data used to copy every litellm_param not on a
+    deny list, so a nested mapping keyed by a tuple reached jsonable_encoder
+    and 500'd /health. Only the explicit allowlist survives now.
+    """
+    from fastapi.encoders import jsonable_encoder
+
+    from litellm.proxy.health_check import _clean_endpoint_data
+
+    cleaned = _clean_endpoint_data(
+        {
+            "model": "bedrock/us.amazon.nova-2-lite-v1:0",
+            "custom_llm_provider": "bedrock",
+            "aws_region_name": "us-east-1",
+            "metadata": {("us-east-1", "primary"): "canary-nested-mapping"},
+            "allow_client_keepalive_override": False,
+            "api_key": "CANARY-API-KEY",
+            "x-ratelimit-remaining-requests": 99,
+            "raw_request_typed_dict": {"raw_request_api_base": "https://example.test"},
+            "aws_bedrock_runtime_endpoint": "https://vpce-bedrock.example.test",
+        },
+        details=True,
+    )
+
+    assert cleaned == {
+        "model": "bedrock/us.amazon.nova-2-lite-v1:0",
+        "custom_llm_provider": "bedrock",
+        "aws_region_name": "us-east-1",
+        "x-ratelimit-remaining-requests": 99,
+        "raw_request_typed_dict": {"raw_request_api_base": "https://example.test"},
+        "aws_bedrock_runtime_endpoint": "https://vpce-bedrock.example.test",
+    }
+    assert jsonable_encoder(cleaned) == cleaned
+
+
+@pytest.mark.asyncio
+async def test_health_endpoint_result_survives_non_json_safe_deployment_params():
+    """
+    LIT-6907: the full /health path with a deployment carrying a tuple-keyed
+    nested mapping must produce a response FastAPI can encode, with the
+    approved diagnostics intact and the offending param absent.
+    """
+    from fastapi import Response
+    from fastapi.encoders import jsonable_encoder
+
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.health_endpoints._health_endpoints import health_endpoint
+
+    model_list = [
+        {
+            "model_name": "bedrock-nova",
+            "litellm_params": {
+                "model": "bedrock/us.amazon.nova-2-lite-v1:0",
+                "aws_region_name": "us-east-1",
+                "aws_access_key_id": "CANARY-ACCESS-KEY",
+                "metadata": {("us-east-1", "primary"): "canary-nested-mapping"},
+            },
+            "model_info": {"id": "id-bedrock"},
+        }
+    ]
+
+    with (
+        _proxy_health_globals(model_list, None),
+        patch(  # test-quality-ok: the provider probe is faked; the assertion is the response shaping after it
+            "litellm.ahealth_check", AsyncMock(return_value={"x-ratelimit-remaining-requests": 99})
+        ),
+    ):
+        result = await health_endpoint(
+            response=Response(),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-admin-key", user_role=LitellmUserRoles.PROXY_ADMIN),
+            model=None,
+            model_id=None,
+        )
+
+    encoded = jsonable_encoder(result)
+    assert encoded["healthy_count"] == 1
+    entry = encoded["healthy_endpoints"][0]
+    assert entry["model_id"] == "id-bedrock"
+    assert entry["aws_region_name"] == "us-east-1"
+    assert entry["x-ratelimit-remaining-requests"] == 99
+    assert "metadata" not in entry
+    assert "CANARY" not in str(encoded)
+
+
 class TestConfigBaseForHealthCheck:
     """A request that sets its own connection fields gets a base without the
     configuration's credentials; anything it leaves unset still comes from
diff --git a/tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py b/tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py
index 860fb762450..1aa9382f3fe 100644
--- a/tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py
+++ b/tests/test_litellm/proxy/hooks/test_key_management_event_hooks.py
@@ -5,6 +5,8 @@ Validates that email and secret manager operations are independent and non-block
 """
 
 import asyncio
+import json
+from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -475,7 +477,7 @@ class TestRotateVirtualKeyInSecretManager:
 class TestKeyUpdatedAuditLogObjectId:
     """Tests that /key/update audit logs never store the raw virtual key (issue #31620)."""
 
-    async def _run_updated_hook_and_capture_audit_log(self, request_key: str):
+    async def _run_updated_hook_and_capture_audit_log(self, request_key: str, detach_project: bool = False):
         import asyncio
 
         from litellm.proxy._types import (
@@ -493,6 +495,11 @@ class TestKeyUpdatedAuditLogObjectId:
         existing_key_row = LiteLLM_VerificationToken(
             token=hash_token("sk-raw-test-key-31620"),
             key_name="sk-...1620",
+            project_id="project-orbit",
+        )
+
+        data: Final = UpdateKeyRequest(
+            key=request_key, max_budget=2000.0, **({"project_id": None} if detach_project else {})
         )
 
         with (
@@ -503,7 +510,7 @@ class TestKeyUpdatedAuditLogObjectId:
             ),
         ):
             await KeyManagementEventHooks.async_key_updated_hook(
-                data=UpdateKeyRequest(key=request_key, max_budget=2000.0),
+                data=data,
                 existing_key_row=existing_key_row,
                 response=MagicMock(),
                 user_api_key_dict=UserAPIKeyAuth(api_key="sk-admin-key", user_id="admin"),
@@ -530,13 +537,22 @@ class TestKeyUpdatedAuditLogObjectId:
         assert raw_key not in str(audit_row.updated_values)
         assert raw_key not in str(audit_row.before_value)
 
+    @pytest.mark.parametrize("detach_project", [False, True])
     @pytest.mark.asyncio
-    async def test_update_audit_log_passes_through_hashed_key(self):
+    async def test_update_audit_log_passes_through_hashed_key(self, detach_project: bool):
         """An already-hashed token sent to /key/update is stored unchanged."""
         from litellm.proxy.utils import hash_token
 
         hashed_key = hash_token("sk-raw-test-key-31620")
 
-        audit_row = await self._run_updated_hook_and_capture_audit_log(request_key=hashed_key)
+        audit_row: Final = await self._run_updated_hook_and_capture_audit_log(
+            request_key=hashed_key, detach_project=detach_project,
+        )
 
         assert audit_row.object_id == hashed_key
+        updated_values: Final = json.loads(audit_row.updated_values)
+        assert ("project_id" in updated_values) is detach_project
+        if detach_project:
+            assert updated_values["project_id"] is None
+            assert json.loads(audit_row.before_value)["project_id"] == "project-orbit"
+        assert updated_values["max_budget"] == 2000.0
diff --git a/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py b/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
index c96cfc3ee4a..fad137af66b 100644
--- a/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
+++ b/tests/test_litellm/proxy/hooks/test_proxy_track_cost_callback.py
@@ -1,5 +1,7 @@
 import asyncio
+import json
 from datetime import datetime
+from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -7,6 +9,7 @@ import pytest
 from litellm.litellm_core_utils.internal_call_metadata import MODEL_ACCESS_GROUP_METADATA_KEY
 from litellm.proxy._types import SpendLogsPayload, UserAPIKeyAuth
 from litellm.proxy.collector import SpendEventConsumer
+from litellm.proxy.db.db_spend_update_writer import DBSpendUpdateWriter
 from litellm.proxy.db.spend_log_tool_index import response_tool_call_names
 from litellm.proxy.hooks.proxy_track_cost_callback import (
     _get_budget_reservation_from_metadata,
@@ -15,6 +18,7 @@ from litellm.proxy.hooks.proxy_track_cost_callback import (
     _update_database_and_spend_counters,
     run_spend_event,
 )
+from litellm.proxy.route_llm_request import ProxyModelNotFoundError
 from litellm.proxy.spend_tracking.spend_event import SpendEventDecodeError, build_spend_event, decode_spend_event
 from litellm.proxy.spend_tracking.spend_event_producer import SpendEventProducer, UnixAddress
 from litellm.proxy.spend_tracking.spend_tracking_utils import get_logging_payload
@@ -2347,3 +2351,27 @@ async def test_sidecar_ignores_an_undecodable_event():  # test-quality-ok: a dis
         mock_proxy_logging.db_spend_update_writer.update_database = AsyncMock()
         await run_spend_event(b"garbage\n")
     mock_proxy_logging.db_spend_update_writer.update_database.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_async_post_call_failure_hook_persists_no_raw_model_on_an_unknown_model_rejection():
+    raw_model: Final = "opus-4.6 Please summarize my medical records\nPatient has diabetes"
+    writer: Final = MagicMock(spec=DBSpendUpdateWriter)
+    writer.update_database = AsyncMock()
+    logger: Final = _ProxyDBLogger(spend_writer=lambda: writer)
+
+    await logger.async_post_call_failure_hook(
+        request_data={"model": raw_model, "messages": [{"role": "user", "content": "hi"}]},
+        original_exception=ProxyModelNotFoundError(route="/chat/completions", model_name=raw_model),
+        user_api_key_dict=UserAPIKeyAuth(api_key="test_api_key"),
+    )
+
+    error_information: Final = writer.update_database.call_args.kwargs["kwargs"]["litellm_params"]["metadata"][
+        "error_information"
+    ]
+    assert "medical records" not in json.dumps(error_information)
+    assert (
+        error_information["error_message"]
+        == "/chat/completions: Invalid model name passed in. Call `/v1/models` to view available models for your key."
+    )
+    assert error_information["error_class"] == "ProxyModelNotFoundError"
diff --git a/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
index dc18e0f7d4a..ef843adad98 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
@@ -844,6 +844,143 @@ from litellm.proxy.management_endpoints.auto_router_endpoints import (
 from litellm.types.management_endpoints.auto_router_endpoints import SHADOW_EVAL_TURN_VALVE, StartShadowEvalRequest
 
 VIEWER = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY, api_key="sk-view", user_id="viewer")
+
+
+class TestAutoRouterSession:
+    """GET /auto_router/session: a key reads its own session's routed model and savings, nothing else."""
+
+    ROW = {
+        "router_name": "claude-auto",
+        "router_type": "complexity",
+        "first_turn_at": datetime(2026, 9, 1, 12, 0, 0),
+        "last_turn_at": datetime(2026, 9, 1, 12, 5, 0),
+        "turns": 3,
+        "last_model": "anthropic/claude-sonnet-5",
+        "spend": 0.14,
+        "saved_spend": 0.24,
+        "classifier_cost": 0.0,
+        "tier_turns": {"simple": 1, "complex": 2},
+        "baseline_models": {"anthropic/claude-opus-5": 3},
+    }
+
+    @staticmethod
+    def _rig(monkeypatch: pytest.MonkeyPatch, rows: Sequence[Mapping[str, object]]):
+        from litellm.proxy import proxy_server
+
+        lookups: list[tuple[Mapping[str, object], Mapping[str, object]]] = []
+
+        class _Table:
+            async def find_first(self, where: Mapping[str, object], order: Mapping[str, object]):
+                lookups.append((where, order))
+                matching = [r for r in rows if (r["api_key"], r["session_id"]) == (where["api_key"], where["session_id"])]
+                return max(matching, key=lambda r: r["last_turn_at"], default=None)
+
+        monkeypatch.setattr(
+            proxy_server, "prisma_client", type("P", (), {"db": type("D", (), {"litellm_autoroutersession": _Table()})()})()
+        )
+        return lookups
+
+    @pytest.mark.asyncio
+    async def test_a_key_reads_its_own_session_with_the_baseline_its_turns_were_priced_against(
+        self, monkeypatch: pytest.MonkeyPatch
+    ):
+        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
+
+        caller = UserAPIKeyAuth(api_key="sk-caller")
+        self._rig(monkeypatch, [{**self.ROW, "api_key": caller.api_key, "session_id": "sess-1"}])
+        response = await get_auto_router_session(user_api_key_dict=caller, session_id="sess-1")
+        assert response.model_dump() == {
+            "session_id": "sess-1",
+            "router_name": "claude-auto",
+            "router_type": "complexity",
+            "turns": 3,
+            "last_model": "anthropic/claude-sonnet-5",
+            "spend": 0.14,
+            "saved_spend": 0.24,
+            "baseline_spend": pytest.approx(0.38),
+            "baseline_model": "anthropic/claude-opus-5",
+            "baseline_models": {"anthropic/claude-opus-5": 3},
+        }
+
+    @pytest.mark.asyncio
+    async def test_another_keys_session_is_a_404_even_for_an_admin(self, monkeypatch: pytest.MonkeyPatch):
+        # The scope is the caller's own key hash, exactly what the spend writer keyed the row under;
+        # an admin wanting every key's sessions has /auto_router/benchmarks.
+        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
+
+        other = UserAPIKeyAuth(api_key="sk-other")
+        lookups = self._rig(monkeypatch, [{**self.ROW, "api_key": other.api_key, "session_id": "sess-1"}])
+        with pytest.raises(HTTPException) as err:
+            await get_auto_router_session(user_api_key_dict=ADMIN, session_id="sess-1")
+        assert err.value.status_code == 404
+        assert lookups == [({"api_key": ADMIN.api_key, "session_id": "sess-1"}, {"last_turn_at": "desc"})]
+        assert ADMIN.api_key != "sk-test"
+
+    @pytest.mark.asyncio
+    async def test_the_sessions_most_recently_active_router_is_the_one_reported(self, monkeypatch: pytest.MonkeyPatch):
+        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
+
+        older = {**self.ROW, "api_key": ADMIN.api_key, "session_id": "s", "router_name": "old-auto"}
+        newer = {
+            **self.ROW,
+            "api_key": ADMIN.api_key,
+            "session_id": "s",
+            "router_name": "new-auto",
+            "last_turn_at": datetime(2026, 9, 1, 13, 0, 0),
+        }
+        self._rig(monkeypatch, [older, newer])
+        response = await get_auto_router_session(user_api_key_dict=ADMIN, session_id="s")
+        assert response.router_name == "new-auto"
+
+    @pytest.mark.asyncio
+    async def test_a_reconfigured_router_keeps_the_label_the_money_was_priced_against(
+        self, monkeypatch: pytest.MonkeyPatch
+    ):
+        # The proxy's router now prices against a different baseline, but the row's money was priced
+        # against opus for two of three turns, and the label says so; the full split is on the response.
+        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
+
+        priced = {"anthropic/claude-opus-5": 2, "anthropic/claude-sonnet-5": 1}
+        self._rig(monkeypatch, [{**self.ROW, "api_key": ADMIN.api_key, "session_id": "s", "baseline_models": priced}])
+        response = await get_auto_router_session(user_api_key_dict=ADMIN, session_id="s")
+        assert response.baseline_model == "anthropic/claude-opus-5"
+        assert response.baseline_models == priced
+
+    @pytest.mark.asyncio
+    async def test_a_session_whose_turns_recorded_no_baseline_reports_the_money_without_a_name(
+        self, monkeypatch: pytest.MonkeyPatch
+    ):
+        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
+
+        self._rig(monkeypatch, [{**self.ROW, "api_key": ADMIN.api_key, "session_id": "s", "baseline_models": {}}])
+        response = await get_auto_router_session(user_api_key_dict=ADMIN, session_id="s")
+        assert response.baseline_model is None
+        assert response.baseline_spend == pytest.approx(0.38)
+
+    @pytest.mark.asyncio
+    async def test_an_oversized_client_session_id_is_bounded_like_the_writer_bounded_it(
+        self, monkeypatch: pytest.MonkeyPatch
+    ):
+        from litellm.proxy.db.autorouter_session_rollup import bounded_session_id
+        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
+
+        long_id = "s" * 300
+        self._rig(monkeypatch, [{**self.ROW, "api_key": ADMIN.api_key, "session_id": bounded_session_id(long_id)}])
+        response = await get_auto_router_session(user_api_key_dict=ADMIN, session_id=long_id)
+        assert response.session_id == long_id
+        assert response.turns == 3
+
+    @pytest.mark.asyncio
+    async def test_without_a_database_the_endpoint_says_so(self, monkeypatch: pytest.MonkeyPatch):
+        from litellm.proxy import proxy_server
+        from litellm.proxy.management_endpoints.auto_router_endpoints import get_auto_router_session
+
+        monkeypatch.setattr(proxy_server, "prisma_client", None)
+        with pytest.raises(HTTPException) as err:
+            await get_auto_router_session(user_api_key_dict=ADMIN, session_id="s")
+        assert err.value.status_code == 500
+
+
 NON_ADMIN = UserAPIKeyAuth(user_role=LitellmUserRoles.INTERNAL_USER, api_key="sk-user", user_id="user")
 
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py
index 79d62f772bd..4b6815d7552 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_budget_endpoints.py
@@ -340,7 +340,8 @@ async def test_update_budget_recomputes_reset_at_when_duration_changes(
 
 
 @pytest.mark.asyncio
-async def test_update_budget_preserves_explicit_reset_at(client_and_mocks):
+@pytest.mark.parametrize("budget_duration", ["1d", None])
+async def test_update_budget_preserves_explicit_reset_at(client_and_mocks, budget_duration):
     """An explicit budget_reset_at from the caller always wins over recompute."""
     client, _, mock_table = client_and_mocks
     captured = _capture_update_data(mock_table)
@@ -350,7 +351,7 @@ async def test_update_budget_preserves_explicit_reset_at(client_and_mocks):
         "/budget/update",
         json={
             "budget_id": "budget_explicit_reset",
-            "budget_duration": "1d",
+            "budget_duration": budget_duration,
             "budget_reset_at": explicit.isoformat(),
         },
     )
@@ -377,8 +378,7 @@ async def test_update_budget_without_duration_leaves_reset_at_untouched(
 
 
 @pytest.mark.asyncio
-async def test_update_budget_duration_none_does_not_recompute(client_and_mocks):
-    """Clearing budget_duration (explicit null) must not recompute against a None duration."""
+async def test_update_budget_duration_none_clears_obsolete_reset(client_and_mocks):
     client, _, mock_table = client_and_mocks
     captured = _capture_update_data(mock_table)
 
@@ -389,7 +389,7 @@ async def test_update_budget_duration_none_does_not_recompute(client_and_mocks):
     assert resp.status_code == 200, resp.text
 
     assert "budget_duration" in captured and captured["budget_duration"] is None
-    assert "budget_reset_at" not in captured
+    assert captured["budget_reset_at"] is None
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py b/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py
index 6cd900cb041..71896a18f48 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py
@@ -613,6 +613,7 @@ def test_key_metadata_includes_recovered_user_email():
             "dirty-key": {
                 "key_alias": "batch-worker",
                 "team_id": "team-1",
+                "user_id": "alice",
                 "user_email": "alice@example.com",
             }
         },
@@ -620,6 +621,7 @@ def test_key_metadata_includes_recovered_user_email():
     )
 
     assert meta.key_alias == "batch-worker"
+    assert meta.user_id == "alice"
     assert meta.user_email == "alice@example.com"
 
 
@@ -848,9 +850,11 @@ async def test_aggregated_activity_preserves_metadata_for_deleted_keys():
     mock_deleted_key.token = "deleted-key-hash"
     mock_deleted_key.key_alias = "toto-test-2"
     mock_deleted_key.team_id = "69cd4b77-b095-4489-8c46-4f2f31d840a2"
+    mock_deleted_key.user_id = "deleted-key-owner"
 
     mock_prisma.db.litellm_deletedverificationtoken = MagicMock()
     mock_prisma.db.litellm_deletedverificationtoken.find_many = AsyncMock(return_value=[mock_deleted_key])
+    mock_prisma.db.litellm_usertable.find_many = AsyncMock(return_value=[])
 
     result = await get_daily_activity_aggregated(
         prisma_client=mock_prisma,
@@ -871,6 +875,7 @@ async def test_aggregated_activity_preserves_metadata_for_deleted_keys():
     key_data = chat_endpoint.api_key_breakdown["deleted-key-hash"]
     assert key_data.metadata.key_alias == "toto-test-2"
     assert key_data.metadata.team_id == "69cd4b77-b095-4489-8c46-4f2f31d840a2"
+    assert key_data.metadata.user_id == "deleted-key-owner"
     assert key_data.metrics.spend == 10.0
 
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
index d1d669cae38..0d8b19345f1 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
@@ -1,9 +1,12 @@
 import json
 from datetime import datetime, timezone
 from types import SimpleNamespace
+from typing import Final
 
 import pytest
 from fastapi.testclient import TestClient
+from fastapi import HTTPException
+from pytest_mock import MockerFixture
 
 
 from litellm.proxy._types import (
@@ -2094,6 +2097,22 @@ def test_update_internal_user_params_reset_max_budget_with_none():
     assert non_default_values["user_id"] == "test_user"
 
 
+def test_update_internal_user_params_explicit_duration_clear_overrides_role_default(monkeypatch):
+    import litellm
+
+    monkeypatch.setattr(litellm, "internal_user_budget_duration", "30d")
+    data = UpdateUserRequest(
+        user_id="duration-clear-test",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        budget_duration=None,
+    )
+
+    updated = _update_internal_user_params(data_json=data.model_dump(exclude_unset=True), data=data)
+
+    assert updated["budget_duration"] is None
+    assert updated["budget_reset_at"] is None
+
+
 def test_update_internal_user_params_ignores_other_nones():
     """
     Test that other fields are still filtered out if None
@@ -2128,6 +2147,128 @@ def test_update_internal_user_params_keeps_original_max_budget_when_not_provided
     assert "user_alias" in non_default_values
 
 
+@pytest.mark.parametrize("cleared_budget", [{}, None], ids=["empty-map", "null"])
+def test_update_internal_user_params_clears_model_budget(cleared_budget: dict[str, object] | None) -> None:
+    request: Final = UpdateUserRequest(user_id="user-spruce", model_max_budget=cleared_budget)
+
+    update: Final = _update_internal_user_params(data_json=request.model_dump(exclude_unset=True), data=request)
+
+    assert update == {"user_id": "user-spruce", "model_max_budget": {}}
+
+
+def test_update_internal_user_params_preserves_model_budget_presence_and_neighbors() -> None:
+    omitted: Final = UpdateUserRequest(user_id="user-spruce", user_alias="Spruce")
+    assert _update_internal_user_params(data_json=omitted.model_dump(), data=omitted) == {
+        "user_id": "user-spruce",
+        "user_alias": "Spruce",
+    }
+
+    replacement: Final = {"model-spruce": {"budget_limit": 0, "time_period": "1d"}, "model-birch": 5.0, "model-cedar": 0}
+    request: Final = UpdateUserRequest(
+        user_id="user-spruce",
+        model_max_budget=replacement,
+        max_budget=50,
+        user_alias=None,
+        models=[],
+        allowed_cache_controls=[],
+        config={},
+    )
+    assert _update_internal_user_params(data_json=request.model_dump(exclude_unset=True), data=request) == {
+        "user_id": "user-spruce",
+        "model_max_budget": replacement,
+        "max_budget": 50,
+    }
+
+
+@pytest.mark.parametrize("invalid_budget", [{"model-spruce": "invalid"}, {"model-spruce": {"budget_limit": "invalid"}}])
+def test_update_internal_user_params_rejects_invalid_model_budget(invalid_budget: dict[str, object]) -> None:
+    request: Final = UpdateUserRequest(user_id="user-spruce", model_max_budget=invalid_budget)
+
+    with pytest.raises(HTTPException) as exc:
+        _update_internal_user_params(data_json=request.model_dump(exclude_unset=True), data=request)
+    assert exc.value.status_code == 400
+
+
+@pytest.mark.asyncio
+async def test_user_model_budget_update_by_email_refreshes_cached_user(mocker: MockerFixture) -> None:
+    from litellm.proxy._types import LiteLLM_UserTable
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.management_endpoints.internal_user_endpoints import _update_single_user_helper
+
+    saved_user: Final = LiteLLM_UserTable(
+        user_id="user-spruce",
+        user_email="spruce@example.test",
+        model_max_budget={"model-spruce": {"budget_limit": 5, "time_period": "1d"}},
+        max_budget=50,
+    )
+    prisma_client: Final = mocker.MagicMock()
+    prisma_client.db.litellm_usertable.find_first = mocker.AsyncMock(return_value=saved_user)
+    prisma_client.get_data = mocker.AsyncMock(return_value=[saved_user])
+    prisma_client.update_data = mocker.AsyncMock(return_value={"user_id": saved_user.user_id, "data": saved_user})
+    mocker.patch("litellm.proxy.proxy_server.prisma_client", prisma_client)  # test-quality-ok: substitute the database dependency
+    cache: Final = UserApiKeyCache()
+    await cache.async_set_cache(key=saved_user.user_id, value=saved_user, model_type=LiteLLM_UserTable)
+    mocker.patch("litellm.proxy.proxy_server.user_api_key_cache", cache)  # test-quality-ok: exercise a real isolated cache
+    broadcast: Final = mocker.patch(  # test-quality-ok: observe the Redis publication boundary
+        "litellm.proxy.common_utils.auth_cache_invalidation_pubsub.publish_auth_cache_invalidation",
+        new_callable=mocker.AsyncMock,
+    )
+
+    await _update_single_user_helper(
+        user_request=UpdateUserRequest(user_email=saved_user.user_email, model_max_budget={}),
+        user_api_key_dict=UserAPIKeyAuth(user_id="admin-spruce", user_role=LitellmUserRoles.PROXY_ADMIN),
+    )
+
+    assert prisma_client.update_data.call_args.kwargs["data"]["model_max_budget"] == {}
+    assert "max_budget" not in prisma_client.update_data.call_args.kwargs["data"]
+    assert await cache.async_get_cache(key=saved_user.user_id, model_type=LiteLLM_UserTable) is None
+    broadcast.assert_awaited_once_with(cache_key=saved_user.user_id)
+
+
+@pytest.mark.asyncio
+async def test_bulk_user_model_budget_clear_serializes_and_refreshes_cache(mocker: MockerFixture) -> None:
+    from litellm.proxy._types import LiteLLM_UserTable
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.management_endpoints.internal_user_endpoints import bulk_user_update
+    from litellm.types.proxy.management_endpoints.internal_user_endpoints import BulkUpdateUserRequest
+
+    saved_user: Final = LiteLLM_UserTable(user_id="user-spruce", model_max_budget={"model-spruce": {"budget_limit": 5}})
+    prisma_client: Final = mocker.MagicMock()
+    prisma_client.db.litellm_usertable.find_many = mocker.AsyncMock(return_value=[saved_user])
+    prisma_client.db.litellm_usertable.update_many = mocker.AsyncMock(return_value=1)
+    mocker.patch("litellm.proxy.proxy_server.prisma_client", prisma_client)  # test-quality-ok: substitute the database dependency
+    cache: Final = UserApiKeyCache()
+    await cache.async_set_cache(key=saved_user.user_id, value=saved_user, model_type=LiteLLM_UserTable)
+    mocker.patch("litellm.proxy.proxy_server.user_api_key_cache", cache)  # test-quality-ok: exercise a real isolated cache
+    broadcast: Final = mocker.patch(  # test-quality-ok: observe the Redis publication boundary
+        "litellm.proxy.common_utils.auth_cache_invalidation_pubsub.publish_auth_cache_invalidation",
+        new_callable=mocker.AsyncMock,
+    )
+
+    with pytest.raises(HTTPException) as exc:
+        await bulk_user_update(
+            data=BulkUpdateUserRequest(all_users=True, user_updates={"model_max_budget": {"model-spruce": "invalid"}}),
+            user_api_key_dict=UserAPIKeyAuth(user_id="admin-spruce", user_role=LitellmUserRoles.PROXY_ADMIN),
+            litellm_changed_by=None,
+        )
+    assert exc.value.status_code == 400
+    prisma_client.db.litellm_usertable.update_many.assert_not_called()
+    assert await cache.async_get_cache(key=saved_user.user_id, model_type=LiteLLM_UserTable) == saved_user
+
+    response: Final = await bulk_user_update(
+        data=BulkUpdateUserRequest(all_users=True, user_updates={"model_max_budget": None}),
+        user_api_key_dict=UserAPIKeyAuth(user_id="admin-spruce", user_role=LitellmUserRoles.PROXY_ADMIN),
+        litellm_changed_by=None,
+    )
+
+    prisma_client.db.litellm_usertable.update_many.assert_awaited_once_with(where={}, data={"model_max_budget": "{}"})
+    prisma_client.update_data.assert_not_called()
+    assert response.successful_updates == 1
+    assert response.results[0].updated_user["model_max_budget"] == {}
+    assert await cache.async_get_cache(key=saved_user.user_id, model_type=LiteLLM_UserTable) is None
+    broadcast.assert_awaited_once_with(cache_key=saved_user.user_id)
+
+
 def test_generate_request_base_validator():
     """
     Test that GenerateRequestBase validator converts empty string to None for max_budget
@@ -3498,7 +3639,11 @@ def test_enforce_user_info_access_blocks_cross_user_lookup():
 
 
 @pytest.mark.asyncio
-async def test_ghsa_wvg4_non_admin_cannot_self_escalate_max_budget(mocker):
+@pytest.mark.parametrize(
+    ("budget_field", "budget_value"),
+    [("max_budget", 999999), ("model_max_budget", {}), ("model_max_budget", None)],
+)
+async def test_ghsa_wvg4_non_admin_cannot_self_escalate_max_budget(mocker, budget_field, budget_value):
     """Non-admin updating their own record must be blocked from modifying
     max_budget (self-escalation)."""
     from fastapi import HTTPException
@@ -3508,6 +3653,7 @@ async def test_ghsa_wvg4_non_admin_cannot_self_escalate_max_budget(mocker):
     )
 
     mock_prisma_client = mocker.MagicMock()
+    mock_prisma_client.update_data = mocker.AsyncMock(return_value={"user_id": "user-1", "data": {"user_id": "user-1"}})
     existing_user = mocker.MagicMock()
     existing_user.model_dump.return_value = {
         "user_id": "user-1",
@@ -3519,10 +3665,7 @@ async def test_ghsa_wvg4_non_admin_cannot_self_escalate_max_budget(mocker):
     )
     mocker.patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
 
-    user_request = UpdateUserRequest(
-        user_id="user-1",
-        max_budget=999999,
-    )
+    user_request = UpdateUserRequest.model_validate({"user_id": "user-1", budget_field: budget_value})
     caller = UserAPIKeyAuth(
         user_id="user-1",
         user_role=LitellmUserRoles.INTERNAL_USER,
@@ -3533,7 +3676,8 @@ async def test_ghsa_wvg4_non_admin_cannot_self_escalate_max_budget(mocker):
             user_request=user_request, user_api_key_dict=caller
         )
     assert exc.value.status_code == 403
-    assert "max_budget" in str(exc.value.detail)
+    assert budget_field in str(exc.value.detail)
+    mock_prisma_client.update_data.assert_not_called()
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index 65cc23ea67f..646ae43f37a 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -1,3 +1,4 @@
+from typing import Final
 import json
 from datetime import datetime, timedelta, timezone
 
@@ -18129,3 +18130,59 @@ def test_key_generation_check_blank_team_id_uses_personal_permissions(monkeypatc
         )
         is True
     )
+
+
+@pytest.mark.asyncio
+async def test_project_detachment_preserves_omission_and_other_key_fields():
+    existing: Final = LiteLLM_VerificationToken(
+        token="project-detach-token", project_id="project-orbit", team_id="team-orbit",
+        organization_id="org-orbit", models=["model-orbit"], max_budget=5, rpm_limit=97,
+    )
+    omitted: Final = await prepare_key_update_data(
+        data=UpdateKeyRequest(key=existing.token, key_alias="renamed"), existing_key_row=existing,
+    )
+    assert "project_id" not in omitted
+    cleared: Final = await prepare_key_update_data(
+        data=UpdateKeyRequest(key=existing.token, project_id=None), existing_key_row=existing,
+    )
+    assert cleared == {"project_id": None, "metadata": {}}
+    assert existing.project_id == "project-orbit"
+
+
+@pytest.mark.parametrize("project_id", [None, "project-orbit", "project-other", ""])
+@pytest.mark.asyncio
+async def test_project_detachment_uses_effective_project_for_validation(project_id: str | None):
+    existing: Final = LiteLLM_VerificationToken(token="project-detach-token", project_id="project-orbit")
+    cache: Final = await _cache_with_project("project-orbit", ["model-orbit"])
+    data: Final = UpdateKeyRequest(key=existing.token, project_id=project_id, models=["model-other"])
+    if project_id is None:
+        await _validate_update_key_data(
+            data, existing, UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+            None, False, MagicMock(), cache,
+        )
+    else:
+        with pytest.raises(HTTPException) as exc:
+            await _validate_update_key_data(
+                data, existing, UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+                None, False, MagicMock(), cache,
+            )
+        assert exc.value.status_code == 400
+        expected: Final = "not in project's allowed models" if project_id == "project-orbit" else "reassignment"
+        assert expected in str(exc.value.detail)
+
+
+@pytest.mark.asyncio
+async def test_key_creator_cannot_detach_project_without_admin_access():
+    existing: Final = LiteLLM_VerificationToken(
+        token="project-detach-token", project_id="project-orbit", user_id="user-orbit", created_by="user-orbit",
+    )
+    database: Final = MagicMock()
+    database.db.litellm_verificationtoken.find_unique = AsyncMock(return_value=existing)
+    with pytest.raises(HTTPException) as exc:
+        await _validate_update_key_data(
+            UpdateKeyRequest(key=existing.token, project_id=None), existing,
+            UserAPIKeyAuth(user_id="user-orbit", user_role=LitellmUserRoles.INTERNAL_USER),
+            None, False, database, UserApiKeyCache(),
+        )
+    assert exc.value.status_code == 403
+    assert "Only proxy admins, team admins, or org admins" in str(exc.value.detail)
diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index 5325e069813..c66095dc1fd 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -3,7 +3,7 @@ import asyncio
 import contextlib
 import json
 from collections.abc import Mapping
-from typing import Dict, Optional
+from typing import Dict, Final, Optional
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -3290,6 +3290,99 @@ def _build_db_model_with_pricing():
     )
 
 
+class TestUpdateDBModelCompression:
+    @pytest.mark.parametrize(
+        "compression_patch, expected",
+        [
+            (
+                {},
+                {
+                    "auto_router_routing_compression": "routing-compressor",
+                    "auto_router_model_compression": "model-compressor",
+                },
+            ),
+            ({"auto_router_routing_compression": None}, {"auto_router_model_compression": "model-compressor"}),
+            ({"auto_router_model_compression": None}, {"auto_router_routing_compression": "routing-compressor"}),
+            (
+                {"auto_router_routing_compression": "none", "auto_router_model_compression": "none"},
+                {"auto_router_routing_compression": "none", "auto_router_model_compression": "none"},
+            ),
+            (
+                {
+                    "auto_router_routing_compression": "new-compressor",
+                    "auto_router_model_compression": "new-compressor",
+                },
+                {
+                    "auto_router_routing_compression": "new-compressor",
+                    "auto_router_model_compression": "new-compressor",
+                },
+            ),
+        ],
+    )
+    def test_compression_patch_preserves_omissions_and_explicit_choices(
+        self, monkeypatch: pytest.MonkeyPatch, compression_patch: dict[str, str | None], expected: dict[str, str]
+    ):
+        from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
+        from litellm.proxy.management_endpoints.model_management_endpoints import update_db_model
+
+        monkeypatch.setenv("LITELLM_SALT_KEY", "synthetic-compression-salt")
+        result: Final = update_db_model(
+            db_model=Deployment(
+                model_name="synthetic-router",
+                litellm_params=LiteLLM_Params(
+                    model="auto_router/complexity_router",
+                    auto_router_routing_compression=encrypt_value_helper("routing-compressor"),
+                    auto_router_model_compression=encrypt_value_helper("model-compressor"),
+                ),
+                model_info=ModelInfo(id="compression-router"),
+            ),
+            updated_patch=updateDeployment.model_validate({"litellm_params": compression_patch}),
+        )
+        params: Final = json.loads(result["litellm_params"])
+        assert {
+            key: decrypt_value_helper(value=val, key=key)
+            for key, val in params.items()
+            if key in ("auto_router_routing_compression", "auto_router_model_compression")
+        } == expected
+
+    def test_explicit_compression_clear_removes_both_saved_overrides(self):
+        from litellm.proxy.guardrails.auto_router_compression import policy_from_litellm_params
+        from litellm.proxy.management_endpoints.model_management_endpoints import update_db_model
+
+        db_model: Final = Deployment(
+            model_name="synthetic-router",
+            litellm_params=LiteLLM_Params(
+                model="auto_router/complexity_router",
+                auto_router_routing_compression="routing-compressor",
+                auto_router_model_compression="model-compressor",
+                api_base="http://127.0.0.1:9999/v1",
+                temperature=0,
+            ),
+            model_info=ModelInfo(id="compression-router", team_id="synthetic-team"),
+        )
+        result: Final = update_db_model(
+            db_model=db_model,
+            updated_patch=updateDeployment.model_validate(
+                {
+                    "litellm_params": {
+                        "auto_router_routing_compression": None,
+                        "auto_router_model_compression": None,
+                        "api_base": None,
+                    },
+                    "model_info": {"team_id": None},
+                }
+            ),
+        )
+
+        params: Final = json.loads(result["litellm_params"])
+        assert "auto_router_routing_compression" not in params
+        assert "auto_router_model_compression" not in params
+        assert policy_from_litellm_params(params) is None
+        assert params["api_base"] == "http://127.0.0.1:9999/v1"
+        assert params["temperature"] == 0
+        assert json.loads(result["model_info"])["team_id"] == "synthetic-team"
+
+
 class TestUpdateDBModelClearPricing:
     """Sending an explicit `null` for a pricing field must remove it from both
     `litellm_params` and `model_info` (SPECIAL_MODEL_INFO_PARAMS are mirrored
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 2f6561046b1..2fb496d6231 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -11220,13 +11220,14 @@ async def test_team_info_returns_model_aliases():
 
 
 @pytest.mark.asyncio
-async def test_team_info_hydrates_member_emails_from_the_user_table():
-    """/team/info must fill in emails missing from the members_with_roles snapshot.
+async def test_team_info_hydrates_member_names_and_emails_from_the_user_table():
+    """/team/info must attach each member's display name and fill in emails missing
+    from the members_with_roles snapshot.
 
-    members_with_roles is written at add-time, so a member added by user_id alone
-    carries user_email=None forever. Without this join the Admin UI's member table
-    shows "-" for a user that has an email on their user row. A stored email is left
-    exactly as-is.
+    members_with_roles is written at add-time, so it never carries user_alias and a
+    member added by user_id alone carries user_email=None forever. Without this join
+    the Admin UI's member table can only show emails. A stored email is left exactly
+    as-is.
     """
     from fastapi import Request
 
@@ -11246,13 +11247,8 @@ async def test_team_info_hydrates_member_emails_from_the_user_table():
 
     find_many = AsyncMock(
         return_value=[
-            LiteLLM_UserTable(
-                user_id="no-email-on-roster",
-                user_email="real@example.com",
-                max_budget=None,
-                spend=0.0,
-                models=[],
-            )
+            _user_row("no-email-on-roster", "real@example.com", "Real Person"),
+            _user_row("already-stored", "current@example.com", "Stored Person"),
         ]
     )
 
@@ -11270,12 +11266,12 @@ async def test_team_info_hydrates_member_emails_from_the_user_table():
         )
 
     members = response["team_info"].members_with_roles
-    assert [(m.user_id, m.user_email) for m in members] == [
-        ("no-email-on-roster", "real@example.com"),
-        ("already-stored", "stored@example.com"),
+    assert [(m.user_id, m.user_email, m.user_alias) for m in members] == [
+        ("no-email-on-roster", "real@example.com", "Real Person"),
+        ("already-stored", "stored@example.com", "Stored Person"),
     ]
-    # only the member actually missing an email is looked up
-    assert find_many.await_args.kwargs["where"] == {"user_id": {"in": ["no-email-on-roster"]}}
+    find_many.assert_awaited_once()
+    assert find_many.await_args.kwargs["where"] == {"user_id": {"in": ["already-stored", "no-email-on-roster"]}}
 
 
 @pytest.mark.asyncio
@@ -12472,89 +12468,93 @@ async def test_resolve_existing_member_user_ids_skips_the_query_when_no_user_ids
     repo.return_value.table.find_many.assert_not_awaited()
 
 
-def _user_row(user_id: str, user_email: str | None) -> LiteLLM_UserTable:
+def _user_row(user_id: str, user_email: str | None, user_alias: str | None = None) -> LiteLLM_UserTable:
     return LiteLLM_UserTable(
-        user_id=user_id, user_email=user_email, max_budget=None, spend=0.0, models=[]
+        user_id=user_id, user_email=user_email, user_alias=user_alias, max_budget=None, spend=0.0, models=[]
     )
 
 
 @pytest.mark.asyncio
-async def test_hydrate_member_emails_fills_in_emails_the_roster_snapshot_never_captured():
-    """A member added by user_id alone has user_email=None on the stored roster entry.
-
-    /team/info has to fill it in from the user row, or the UI renders "-" for a user
-    that plainly has an email.
+async def test_hydrate_member_user_details_attaches_alias_and_fills_in_missing_email():
+    """The stored roster never carries a display name, and a member added by user_id
+    alone has user_email=None. /team/info has to fill both in from the user row so the
+    UI can show and search by a human-readable name instead of only an email.
     """
-    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_emails
+    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_user_details
 
-    find_many = AsyncMock(return_value=[_user_row("by-id", "found@example.com")])
+    find_many = AsyncMock(return_value=[_user_row("by-id", "found@example.com", "Found Person")])
 
     with patch("litellm.proxy.management_endpoints.team_endpoints.UserRepository") as repo:
         repo.return_value.table.find_many = find_many
 
-        hydrated = await _hydrate_member_emails(
+        hydrated = await _hydrate_member_user_details(
             prisma_client=MagicMock(),
             members=[Member(user_id="by-id", role="admin")],
         )
 
-    assert [(m.user_id, m.user_email, m.role) for m in hydrated] == [("by-id", "found@example.com", "admin")]
+    assert [(m.user_id, m.user_email, m.user_alias, m.role) for m in hydrated] == [
+        ("by-id", "found@example.com", "Found Person", "admin")
+    ]
     find_many.assert_awaited_once()
     assert find_many.await_args.kwargs["where"] == {"user_id": {"in": ["by-id"]}}
 
 
 @pytest.mark.asyncio
-async def test_hydrate_member_emails_never_overwrites_a_stored_email():
-    """The snapshot wins wherever it has a value - hydration only fills blanks.
-
-    Overwriting would be a real behavior change to /team/info; filling a null is not.
-    """
-    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_emails
-
-    find_many = AsyncMock(return_value=[_user_row("has-email", "current@example.com")])
+async def test_hydrate_member_user_details_never_overwrites_a_stored_email():
+    """The snapshot wins wherever it has a value - hydration only fills blanks."""
+    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_user_details
 
     with patch("litellm.proxy.management_endpoints.team_endpoints.UserRepository") as repo:
-        repo.return_value.table.find_many = find_many
+        repo.return_value.table.find_many = AsyncMock(
+            return_value=[_user_row("has-email", "current@example.com", "Current Name")]
+        )
 
-        hydrated = await _hydrate_member_emails(
+        hydrated = await _hydrate_member_user_details(
             prisma_client=MagicMock(),
             members=[Member(user_id="has-email", user_email="stored@example.com", role="user")],
         )
 
-    assert hydrated[0].user_email == "stored@example.com"
-    # nothing was missing, so no round-trip either
-    find_many.assert_not_awaited()
+    assert (hydrated[0].user_email, hydrated[0].user_alias) == ("stored@example.com", "Current Name")
 
 
 @pytest.mark.asyncio
-async def test_hydrate_member_emails_leaves_members_alone_when_the_user_row_has_no_email():
-    """A user row with no email leaves the member as-is rather than inventing one."""
-    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_emails
+async def test_hydrate_member_user_details_leaves_blanks_when_the_user_row_is_bare_or_missing():
+    """A user row with no email or alias, or no user row at all, must not invent values."""
+    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_user_details
 
     with patch("litellm.proxy.management_endpoints.team_endpoints.UserRepository") as repo:
-        repo.return_value.table.find_many = AsyncMock(return_value=[_user_row("no-email", None)])
+        repo.return_value.table.find_many = AsyncMock(return_value=[_user_row("bare", None)])
 
-        hydrated = await _hydrate_member_emails(
+        hydrated = await _hydrate_member_user_details(
             prisma_client=MagicMock(),
-            members=[Member(user_id="no-email", role="user"), Member(user_email="e@example.com", role="user")],
+            members=[
+                Member(user_id="bare", role="user"),
+                Member(user_id="deleted", user_email="gone@example.com", role="user"),
+                Member(user_email="e@example.com", role="user"),
+            ],
         )
 
-    assert [m.user_email for m in hydrated] == [None, "e@example.com"]
+    assert [(m.user_id, m.user_email, m.user_alias) for m in hydrated] == [
+        ("bare", None, None),
+        ("deleted", "gone@example.com", None),
+        (None, "e@example.com", None),
+    ]
 
 
 @pytest.mark.asyncio
-async def test_hydrate_member_emails_skips_the_query_when_every_member_has_one():
-    """No blanks means /team/info pays for no extra query."""
-    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_emails
+async def test_hydrate_member_user_details_skips_the_query_when_no_member_has_a_user_id():
+    """Email-only roster entries give nothing to look up, so /team/info pays for no query."""
+    from litellm.proxy.management_endpoints.team_endpoints import _hydrate_member_user_details
 
     with patch("litellm.proxy.management_endpoints.team_endpoints.UserRepository") as repo:
         repo.return_value.table.find_many = AsyncMock()
 
-        hydrated = await _hydrate_member_emails(
+        hydrated = await _hydrate_member_user_details(
             prisma_client=MagicMock(),
-            members=[Member(user_id="a", user_email="a@example.com", role="user")],
+            members=[Member(user_email="a@example.com", role="user")],
         )
 
-    assert hydrated[0].user_email == "a@example.com"
+    assert [(m.user_email, m.user_alias) for m in hydrated] == [("a@example.com", None)]
     repo.return_value.table.find_many.assert_not_awaited()
 
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
index 8d8bc15f9be..2050e65d2a1 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
@@ -2616,6 +2616,28 @@ class TestCLIKeyRegenerationFlow:
         )
         cache.set_cache.assert_not_called()
 
+    def test_cli_sso_flow_lookup_treats_an_open_redis_breaker_as_a_miss(self):
+        """A Redis read refused by the open circuit breaker is a missing session, not a server error.
+
+        The direct Redis read is what keeps the flow authoritative across workers, so the
+        refusal must not fall back to a possibly stale in-memory copy either.
+        """
+        from litellm.caching.redis_cache import RedisCircuitBreakerOpenError
+        from litellm.proxy.management_endpoints.ui_sso import _get_cli_sso_flow_or_raise
+
+        redis_cache = MagicMock()
+        redis_cache.get_cache.side_effect = RedisCircuitBreakerOpenError("Redis circuit breaker is open")
+        cache = MagicMock()
+        cache.redis_cache = redis_cache
+        cache.get_cache.return_value = {"poll_secret_hash": "stale", "sso_complete": False}
+
+        with pytest.raises(HTTPException) as exc_info:
+            _get_cli_sso_flow_or_raise(login_id="cli-breaker_open_1234567890", cache=cache)
+
+        assert exc_info.value.status_code == 400
+        assert "not found or expired" in exc_info.value.detail
+        cache.get_cache.assert_not_called()
+
     def test_cli_sso_flow_with_enum_survives_redis_round_trip(self):
         """
         RedisCache stores values via str(value) and reads them back through
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py
index d721be62efe..2d7397594aa 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py
@@ -7,6 +7,7 @@ from unittest.mock import AsyncMock, MagicMock, patch
 import pytest
 
 
+from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.proxy.pass_through_endpoints.llm_provider_handlers.anthropic_passthrough_logging_handler import (
     AnthropicPassthroughLoggingHandler,
@@ -1551,6 +1552,7 @@ class TestInterruptedStreamOutputTokenRecovery:
         return f"event: {event}\ndata: {json.dumps(data)}\n\n".encode()
 
     _MODEL = "claude-3-5-haiku-20241022"
+    _PRICED_MODEL = "claude-sonnet-5"
     _OUTPUT_TEXT = (
         "The history of computing spans centuries, beginning with mechanical "
         "calculators and the abacus, advancing through Charles Babbage's "
@@ -1559,7 +1561,7 @@ class TestInterruptedStreamOutputTokenRecovery:
         "century that gave rise to the modern information age."
     )
 
-    def _interrupted_chunks(self, *, placeholder_output_tokens: int = 2):
+    def _interrupted_chunks(self, *, placeholder_output_tokens: int = 2, model: str | None = None):
         from litellm.proxy.pass_through_endpoints.streaming_handler import (
             PassThroughStreamingHandler,
         )
@@ -1574,7 +1576,7 @@ class TestInterruptedStreamOutputTokenRecovery:
                         "id": "msg_interrupted",
                         "type": "message",
                         "role": "assistant",
-                        "model": self._MODEL,
+                        "model": model or self._MODEL,
                         "content": [],
                         "stop_reason": None,
                         "stop_sequence": None,
@@ -1676,6 +1678,81 @@ class TestInterruptedStreamOutputTokenRecovery:
         # provider count is preserved verbatim.
         assert usage.completion_tokens == final
 
+    @pytest.mark.asyncio
+    async def test_interrupted_stream_logs_cost_of_recovered_tokens(self):
+        """
+        Regression (LIT-6872): stream_chunk_builder stamps usage.cost and
+        _hidden_params["response_cost"] from the message_start placeholder before
+        the interrupted stream is re-tokenized, and the success handler prefers
+        that hidden cost over the recomputed one. The logged cost must price the
+        recovered completion tokens, not the placeholder.
+        """
+        import litellm
+
+        class _SuccessRecorder(CustomLogger):
+            def __init__(self):
+                super().__init__()
+                self.success_kwargs: list = []
+
+            async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+                self.success_kwargs.append(kwargs)
+
+        recorder = _SuccessRecorder()
+        logging_obj = LiteLLMLoggingObj(
+            model=self._PRICED_MODEL,
+            messages=[{"role": "user", "content": "hi"}],
+            stream=True,
+            call_type="pass_through_endpoint",
+            start_time=datetime.now(),
+            litellm_call_id="lit-6872",
+            function_id="lit-6872",
+            dynamic_async_success_callbacks=[recorder],
+        )
+        logging_obj.update_environment_variables(
+            model=self._PRICED_MODEL,
+            user="",
+            optional_params={},
+            litellm_params={"custom_llm_provider": "anthropic"},
+            custom_llm_provider="anthropic",
+        )
+        placeholder = 1
+        handled = AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks(
+            litellm_logging_obj=logging_obj,
+            passthrough_success_handler_obj=MagicMock(),
+            url_route="/anthropic/v1/messages",
+            request_body={"model": self._PRICED_MODEL, "stream": True},
+            endpoint_type="messages",
+            start_time=datetime.now(),
+            all_chunks=self._interrupted_chunks(placeholder_output_tokens=placeholder, model=self._PRICED_MODEL),
+            end_time=datetime.now(),
+        )
+        await logging_obj.dispatch_success_handlers(
+            result=handled["result"],
+            start_time=datetime.now(),
+            end_time=datetime.now(),
+            cache_hit=False,
+            prefer_async_handlers=True,
+            **handled["kwargs"],
+        )
+        for _ in range(300):
+            if recorder.success_kwargs:
+                break
+            await asyncio.sleep(0.01)
+
+        assert len(recorder.success_kwargs) == 1
+        logged = recorder.success_kwargs[0]["standard_logging_object"]
+        recovered_tokens = handled["result"].usage.completion_tokens
+        assert recovered_tokens > placeholder
+        assert logged["completion_tokens"] == recovered_tokens
+        prompt_cost, completion_cost = litellm.cost_per_token(
+            model=self._PRICED_MODEL, prompt_tokens=29, completion_tokens=recovered_tokens
+        )
+        _, placeholder_completion_cost = litellm.cost_per_token(
+            model=self._PRICED_MODEL, prompt_tokens=29, completion_tokens=placeholder
+        )
+        assert logged["response_cost"] == pytest.approx(prompt_cost + completion_cost)
+        assert logged["response_cost"] > prompt_cost + placeholder_completion_cost
+
 
 class TestStreamFalseDeduplication:
     """
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py b/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
index addc952af14..7b285674145 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
@@ -4,7 +4,7 @@ import contextlib
 import json
 import os
 import traceback
-from collections.abc import Mapping
+from collections.abc import Iterator, Mapping
 from types import MappingProxyType, SimpleNamespace
 from typing import Final
 from unittest import mock
@@ -12,7 +12,9 @@ from unittest.mock import AsyncMock, MagicMock, Mock, patch
 
 import httpx
 import pytest
+import respx
 from fastapi import HTTPException, Request, Response
+from fastapi.routing import APIRoute
 from fastapi.responses import StreamingResponse
 from fastapi.testclient import TestClient
 from starlette.datastructures import FormData
@@ -45,6 +47,7 @@ from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import (
 )
 from litellm.proxy._types import LitellmUserRoles, SpecialHeaders, UserAPIKeyAuth
 from litellm.proxy.auth.handle_jwt import JWTHandler
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.types.passthrough_endpoints.vertex_ai import VertexPassThroughCredentials
 
 
@@ -3339,8 +3342,11 @@ class TestOpenAIPassthroughRoute:
 def _resolve_route_name(method: str, path: str) -> str | None:
     from starlette.routing import Match
 
+    from litellm.proxy._lazy_features import LAZY_FEATURES, _force_load
     from litellm.proxy.proxy_server import app
 
+    asyncio.run(_force_load(app, next(f for f in LAZY_FEATURES if f.name == "llm_passthrough")))
+
     scope: Final = {
         "type": "http",
         "method": method,
@@ -3350,8 +3356,8 @@ def _resolve_route_name(method: str, path: str) -> str | None:
         "root_path": "",
     }
     for route in app.router.routes:
-        if route.matches(scope)[0] == Match.FULL:
-            return getattr(route, "name", None)
+        if isinstance(route, APIRoute) and route.matches(scope)[0] == Match.FULL:
+            return route.name
     return None
 
 
@@ -3376,7 +3382,7 @@ def test_openai_passthrough_prefix_wins_over_native_provider_routes(method, path
     /{provider}/v1/files and /{provider}/v1/batches routes must never capture it
     with provider="openai_passthrough" (which 500s on the LlmProviders lookup).
     """
-    assert _resolve_route_name(method, path) == "openai_proxy_route"
+    assert _resolve_route_name(method, path) == "openai_passthrough_route"
 
 
 @pytest.mark.parametrize(
@@ -3393,6 +3399,41 @@ def test_native_provider_routes_are_unchanged(method, path, expected_name):
     assert _resolve_route_name(method, path) == expected_name
 
 
+@pytest.fixture
+def openai_passthrough_client(monkeypatch: pytest.MonkeyPatch) -> Iterator[TestClient]:
+    from litellm.proxy.proxy_server import app
+
+    monkeypatch.setenv("OPENAI_API_KEY", "sk-upstream")
+    monkeypatch.delenv("SERVER_ROOT_PATH", raising=False)
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    litellm.in_memory_llm_clients_cache.flush_cache()
+    monkeypatch.setitem(app.dependency_overrides, user_api_key_auth, lambda: UserAPIKeyAuth(api_key="sk-virtual"))
+    yield TestClient(app)
+
+
+@pytest.mark.parametrize(
+    "method, path, body",
+    [
+        ("POST", "/v1/responses", {"model": "gpt-5.1", "input": "hi"}),
+        ("GET", "/v1/files", None),
+        ("POST", "/v1/batches", {"input_file_id": "file-abc123", "endpoint": "/v1/responses"}),
+    ],
+)
+def test_openai_passthrough_forwards_verbatim_to_openai(
+    openai_passthrough_client: TestClient, method: str, path: str, body: dict[str, str] | None
+) -> None:
+    """Every /openai_passthrough request, including the /v1/files and /v1/batches
+    paths that native provider routes also claim, must reach OpenAI unchanged."""
+    with respx.mock(assert_all_called=True) as upstream:
+        route = upstream.request(method, f"https://api.openai.com{path}").mock(
+            return_value=httpx.Response(200, json={"id": "upstream_123"})
+        )
+        response = openai_passthrough_client.request(method, f"/openai_passthrough{path}", json=body)
+
+        assert (response.status_code, response.json()) == (200, {"id": "upstream_123"})
+        assert route.calls.last.request.headers["authorization"] == "Bearer sk-upstream"
+
+
 class TestCursorProxyRoute:
     """Tests for the Cursor Cloud Agents pass-through route."""
 
diff --git a/tests/test_litellm/proxy/policy_engine/test_attachment_registry.py b/tests/test_litellm/proxy/policy_engine/test_attachment_registry.py
index cc231e383a3..fa37a02a37c 100644
--- a/tests/test_litellm/proxy/policy_engine/test_attachment_registry.py
+++ b/tests/test_litellm/proxy/policy_engine/test_attachment_registry.py
@@ -4,6 +4,7 @@ Unit tests for AttachmentRegistry - tests policy attachment matching.
 Tests the main entry point: get_attached_policies()
 """
 
+import time
 from datetime import datetime, timezone
 from unittest.mock import AsyncMock, MagicMock
 
@@ -139,6 +140,71 @@ class TestGetAttachedPolicies:
         assert "gpt4-policy" in attached
         assert len(attached) == 3
 
+    def test_matches_are_ordered_from_broadest_to_narrowest_scope(self):
+        registry = AttachmentRegistry()
+        registry.load_attachments(
+            [
+                {"policy": "model-policy", "models": ["gpt-4"]},
+                {"policy": "team-policy", "teams": ["t1"]},
+                {"policy": "global-policy", "scope": "*"},
+            ]
+        )
+
+        context = PolicyMatchContext(team_alias="t1", model="gpt-4")
+
+        assert registry.get_attached_policies(context) == [
+            "global-policy",
+            "team-policy",
+            "model-policy",
+        ]
+
+    def test_combined_team_and_model_attachment_uses_model_specificity(self):
+        registry = AttachmentRegistry()
+        registry.load_attachments(
+            [
+                {"policy": "team-policy", "teams": ["t1"]},
+                {"policy": "team-model-policy", "teams": ["t1"], "models": ["gpt-4"]},
+            ]
+        )
+
+        context = PolicyMatchContext(team_alias="t1", model="gpt-4")
+
+        assert registry.get_attached_policies(context) == [
+            "team-policy",
+            "team-model-policy",
+        ]
+
+    def test_duplicate_policy_uses_broadest_matching_attachment(self):
+        registry = AttachmentRegistry()
+        registry.load_attachments(
+            [
+                {"policy": "shared-policy", "models": ["gpt-4"]},
+                {"policy": "model-policy", "models": ["gpt-4"]},
+                {"policy": "shared-policy", "scope": "*"},
+            ]
+        )
+
+        context = PolicyMatchContext(model="gpt-4")
+
+        assert registry.get_attached_policies(context) == [
+            "shared-policy",
+            "model-policy",
+        ]
+        assert registry.get_attached_policies_with_reasons(context)[0]["matched_via"] == "scope:*"
+
+    def test_duplicate_policy_prefers_single_scope_over_combined_scope(self):
+        registry = AttachmentRegistry()
+        registry.load_attachments(
+            [
+                {"policy": "shared-policy", "teams": ["t1"], "models": ["gpt-4"]},
+                {"policy": "shared-policy", "models": ["gpt-4"]},
+            ]
+        )
+
+        context = PolicyMatchContext(team_alias="t1", model="gpt-4")
+
+        assert registry.get_attached_policies_with_reasons(context)[0]["matched_via"] == "model:gpt-4"
+
     def test_same_policy_multiple_attachments_no_duplicates(self):
         """Test same policy attached multiple ways doesn't duplicate."""
         registry = AttachmentRegistry()
@@ -157,6 +223,21 @@ class TestGetAttachedPolicies:
         # Should only appear once
         assert attached.count("multi-policy") == 1
 
+    def test_many_distinct_policies_resolve_in_linear_time(self):
+        policy_count = 20_000
+        registry = AttachmentRegistry()
+        registry.load_attachments(
+            [{"policy": f"policy-{index}", "scope": "*"} for index in range(policy_count)]
+        )
+        context = PolicyMatchContext(team_alias="team", key_alias="key", model="gpt-4")
+
+        started = time.perf_counter()
+        attached = registry.get_attached_policies(context)
+        elapsed = time.perf_counter() - started
+
+        assert attached == [f"policy-{index}" for index in range(policy_count)]
+        assert elapsed < 1.0, f"{policy_count} attachments took {elapsed:.2f}s, dedup is no longer one pass"
+
     def test_no_attachments_returns_empty(self):
         """Test empty attachments returns empty list."""
         registry = AttachmentRegistry()
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index e79448d0620..e109b650da7 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -8,6 +8,7 @@ Pins covered:
 
 from __future__ import annotations
 
+import asyncio
 import json
 import logging
 import os
@@ -712,22 +713,124 @@ async def test_ProxyConfig__get_config_from_file_missing_path_raises():
 # ---------------------------------------------------------------------------
 
 
-def test_ProxyConfig__process_includes_merges_files(tmp_path):
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_merges_files(tmp_path):
     inc = tmp_path / "models.yaml"
     inc.write_text("model_list:\n  - model_name: gpt-4\n")
     pc = ProxyConfig()
     cfg = {"include": ["models.yaml"], "model_list": [], "litellm_settings": {}}
-    result = pc._process_includes(cfg, base_dir=str(tmp_path))
+    result = await pc._process_includes(cfg, config_file_path=str(tmp_path / "config.yaml"))
     assert result == {
         "model_list": [{"model_name": "gpt-4"}],
         "litellm_settings": {},
     }
 
 
-def test_ProxyConfig__process_includes_missing_file_raises(tmp_path):
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_missing_file_raises(tmp_path):
     pc = ProxyConfig()
     with pytest.raises(FileNotFoundError):
-        pc._process_includes({"include": ["nope.yaml"]}, base_dir=str(tmp_path))
+        await pc._process_includes({"include": ["nope.yaml"]}, config_file_path=str(tmp_path / "config.yaml"))
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_follows_nested_includes(tmp_path):
+    (tmp_path / "models.yaml").write_text("include:\n  - more_models.yaml\nmodel_list:\n  - model_name: first\n")
+    (tmp_path / "more_models.yaml").write_text("model_list:\n  - model_name: second\n")
+    result = await ProxyConfig()._process_includes(
+        {"include": ["models.yaml"]}, config_file_path=str(tmp_path / "config.yaml")
+    )
+    assert result == {"model_list": [{"model_name": "first"}, {"model_name": "second"}]}
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_resolves_a_nested_include_next_to_its_own_file(tmp_path):
+    (tmp_path / "shared").mkdir()
+    (tmp_path / "shared" / "models.yaml").write_text(
+        "include:\n  - more_models.yaml\nmodel_list:\n  - model_name: first\n"
+    )
+    (tmp_path / "shared" / "more_models.yaml").write_text("model_list:\n  - model_name: second\n")
+    (tmp_path / "more_models.yaml").write_text("model_list:\n  - model_name: wrong-directory\n")
+
+    result = await ProxyConfig()._process_includes(
+        {"include": ["shared/models.yaml"]}, config_file_path=str(tmp_path / "config.yaml")
+    )
+
+    assert result == {"model_list": [{"model_name": "first"}, {"model_name": "second"}]}
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_still_reads_a_nested_include_left_beside_the_root_config(tmp_path):
+    (tmp_path / "shared").mkdir()
+    (tmp_path / "shared" / "models.yaml").write_text(
+        "include:\n  - more_models.yaml\nmodel_list:\n  - model_name: first\n"
+    )
+    (tmp_path / "more_models.yaml").write_text("model_list:\n  - model_name: second\n")
+
+    result = await ProxyConfig()._process_includes(
+        {"include": ["shared/models.yaml"]}, config_file_path=str(tmp_path / "config.yaml")
+    )
+
+    assert result == {"model_list": [{"model_name": "first"}, {"model_name": "second"}]}
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_names_both_files_when_a_nested_include_matches_two(tmp_path, caplog):
+    (tmp_path / "shared").mkdir()
+    (tmp_path / "shared" / "models.yaml").write_text(
+        "include:\n  - more_models.yaml\nmodel_list:\n  - model_name: first\n"
+    )
+    (tmp_path / "shared" / "more_models.yaml").write_text("model_list:\n  - model_name: next-to-the-declaring-file\n")
+    (tmp_path / "more_models.yaml").write_text("model_list:\n  - model_name: next-to-the-root-config\n")
+
+    with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
+        result = await ProxyConfig()._process_includes(
+            {"include": ["shared/models.yaml"]}, config_file_path=str(tmp_path / "config.yaml")
+        )
+
+    assert result == {"model_list": [{"model_name": "first"}, {"model_name": "next-to-the-declaring-file"}]}
+    assert [
+        record
+        for record in caplog.records
+        if str(tmp_path / "shared" / "more_models.yaml") in record.getMessage()
+        and str(tmp_path / "more_models.yaml") in record.getMessage()
+    ]
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_merges_a_shared_file_once(tmp_path):
+    (tmp_path / "shared.yaml").write_text("model_list:\n  - model_name: shared\n")
+    (tmp_path / "a.yaml").write_text("include:\n  - shared.yaml\n")
+    (tmp_path / "b.yaml").write_text("include:\n  - ./shared.yaml\n")
+
+    result = await ProxyConfig()._process_includes(
+        {"include": ["a.yaml", "b.yaml"]}, config_file_path=str(tmp_path / "config.yaml")
+    )
+
+    assert result == {"model_list": [{"model_name": "shared"}]}
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_names_the_file_when_it_is_not_a_mapping(tmp_path):
+    (tmp_path / "models.yaml").write_text("- model_name: gpt-4\n")
+
+    with pytest.raises(ValueError, match=re.escape(str(tmp_path / "models.yaml"))):
+        await ProxyConfig()._process_includes(
+            {"include": ["models.yaml"]}, config_file_path=str(tmp_path / "config.yaml")
+        )
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig__process_includes_terminates_on_a_cycle(tmp_path):
+    (tmp_path / "a.yaml").write_text("include:\n  - b.yaml\nmodel_list:\n  - model_name: from-a\n")
+    (tmp_path / "b.yaml").write_text("include:\n  - a.yaml\nmodel_list:\n  - model_name: from-b\n")
+
+    result = await asyncio.wait_for(
+        ProxyConfig()._process_includes({"include": ["a.yaml"]}, config_file_path=str(tmp_path / "config.yaml")),
+        timeout=10,
+    )
+
+    assert result == {"model_list": [{"model_name": "from-a"}, {"model_name": "from-b"}]}
 
 
 # ---------------------------------------------------------------------------
@@ -1044,6 +1147,31 @@ async def test_ProxyConfig_get_config_loads_from_file(tmp_path, monkeypatch):
     }
 
 
+@pytest.mark.asyncio
+async def test_ProxyConfig_get_config_from_a_bucket_merges_includes(monkeypatch):
+    objects = {
+        "lit6982/config.yaml": {
+            "include": ["model_config.yaml"],
+            "general_settings": {"master_key": "sk-1234"},
+        },
+        "lit6982/model_config.yaml": {"model_list": [{"model_name": "included-model"}]},
+    }
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", False)
+    monkeypatch.setattr(
+        "litellm.proxy.common_utils.load_config_utils.s3_object_reader",
+        lambda bucket_name: objects.get,
+    )
+    monkeypatch.setenv("LITELLM_CONFIG_BUCKET_NAME", "litellm-configs")
+    monkeypatch.setenv("LITELLM_CONFIG_BUCKET_OBJECT_KEY", "lit6982/config.yaml")
+    monkeypatch.setenv("LITELLM_CONFIG_BUCKET_TYPE", "s3")
+
+    cfg = await ProxyConfig().get_config()
+
+    assert cfg["model_list"] == [{"model_name": "included-model"}]
+    assert "include" not in cfg
+
+
 @pytest.mark.asyncio
 async def test_ProxyConfig_get_config_missing_file_raises(monkeypatch):
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
diff --git a/tests/test_litellm/proxy/proxy_server/test_spend_counters.py b/tests/test_litellm/proxy/proxy_server/test_spend_counters.py
index c343652efd9..6eac53df645 100644
--- a/tests/test_litellm/proxy/proxy_server/test_spend_counters.py
+++ b/tests/test_litellm/proxy/proxy_server/test_spend_counters.py
@@ -1146,6 +1146,54 @@ async def test_prepare_window_spend_counter_increment_missing_window_start_inval
     assert fake_cache.redis_cache.async_increment.called is False
 
 
+# ---------------------------------------------------------------------------
+# _apply_spend_counter_increments
+# ---------------------------------------------------------------------------
+
+
+def _two_pending_increments() -> tuple[ps.PendingSpendIncrement, ...]:
+    return (
+        ps.PendingSpendIncrement(counter_key="spend:key:k", increment=1.5),
+        ps.PendingSpendIncrement(counter_key="spend:team:t", increment=1.5),
+    )
+
+
+@pytest.mark.asyncio
+async def test_apply_spend_counter_increments_open_breaker_invalidates_and_returns(monkeypatch):
+    """An open Redis circuit breaker is a known, already-logged state, not a per-request tracking failure.
+
+    Re-raising the refusal sent every request through the cost callback's error path, which
+    logged an ERROR and fired the failed-tracking alert once per request for the whole outage.
+    """
+    from litellm.caching.redis_cache import RedisCircuitBreakerOpenError
+
+    fake_cache = _make_spend_counter_cache()
+    fake_cache.redis_cache.async_increment_pipeline = AsyncMock(
+        side_effect=RedisCircuitBreakerOpenError("Redis circuit breaker is open")
+    )
+    monkeypatch.setattr(ps, "spend_counter_cache", fake_cache)
+
+    await ps._apply_spend_counter_increments(_two_pending_increments())
+
+    deleted_keys = sorted(call.kwargs["key"] for call in fake_cache.in_memory_cache.delete_cache.call_args_list)
+    assert deleted_keys == ["spend:key:k", "spend:team:t"]
+    fake_cache.in_memory_cache.set_cache.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_apply_spend_counter_increments_other_redis_error_invalidates_and_raises(monkeypatch):
+    fake_cache = _make_spend_counter_cache()
+    fake_cache.redis_cache.async_increment_pipeline = AsyncMock(side_effect=ConnectionError("redis down"))
+    monkeypatch.setattr(ps, "spend_counter_cache", fake_cache)
+
+    with pytest.raises(ConnectionError, match="redis down"):
+        await ps._apply_spend_counter_increments(_two_pending_increments())
+
+    deleted_keys = sorted(call.kwargs["key"] for call in fake_cache.in_memory_cache.delete_cache.call_args_list)
+    assert deleted_keys == ["spend:key:k", "spend:team:t"]
+    fake_cache.in_memory_cache.set_cache.assert_not_called()
+
+
 # ---------------------------------------------------------------------------
 # _ensure_spend_counter_initialized
 # ---------------------------------------------------------------------------
diff --git a/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py b/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py
index 300cac5cdb2..bc346874e0d 100644
--- a/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py
+++ b/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py
@@ -27,6 +27,7 @@ from litellm.proxy.proxy_server import (
     _get_proxy_model_info,
     _translate_model_name_for_response,
 )
+from litellm.types.router import DeploymentModelListingInfo
 
 
 def _team_row() -> dict:
@@ -1089,6 +1090,101 @@ async def test_v1_models_metadata_does_not_leak_other_team_fallbacks(monkeypatch
     ]
 
 
+@pytest.mark.asyncio
+async def test_v1_models_team_alias_inherits_token_limits_and_chat_mode(monkeypatch):
+    team_dep = {
+        "model_name": "model_name_teamX_terra_uuid",
+        "litellm_params": {"model": "azure/gpt-4.1"},
+        "model_info": {
+            "id": "id-terra",
+            "team_id": "teamX",
+            "team_public_model_name": "GPT Terra",
+            "access_groups": ["grp-a"],
+            "mode": "chat",
+            "max_input_tokens": 876000,
+            "max_output_tokens": 128000,
+        },
+    }
+    router = MagicMock()
+    router.get_model_names.return_value = ["model_name_teamX_terra_uuid"]
+    router.get_model_access_groups.return_value = {"grp-a": ["model_name_teamX_terra_uuid"]}
+    router.get_fully_blocked_model_names.return_value = set()
+    router.get_model_listing_info.return_value = DeploymentModelListingInfo(
+        cost_map_keys=("azure/gpt-4.1",),
+        max_input_tokens=876000,
+        max_output_tokens=128000,
+    )
+    router.get_configured_mode.return_value = "chat"
+    router.model_list = [team_dep]
+    router.get_model_list.return_value = [team_dep]
+    router.get_model_group_info.return_value = None
+
+    monkeypatch.setattr(ps, "llm_router", router)
+    monkeypatch.setattr(ps, "user_model", None)
+    monkeypatch.setattr(ps, "general_settings", {"use_team_public_model_name": True})
+
+    key = UserAPIKeyAuth(user_id="user", api_key="***", models=["grp-a"], team_models=[])
+    response = await ps.model_list(user_api_key_dict=key, include_metadata=True)
+
+    assert response["data"] == [
+        {
+            "id": "GPT Terra",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai",
+            "mode": "chat",
+            "max_input_tokens": 876000,
+            "max_output_tokens": 128000,
+            "metadata": {"fallbacks": []},
+        }
+    ]
+
+
+@pytest.mark.asyncio
+async def test_v1_models_team_image_alias_inherits_image_generation_mode(monkeypatch):
+    team_dep = {
+        "model_name": "model_name_teamX_image_uuid",
+        "litellm_params": {"model": "openai/gpt-image-1"},
+        "model_info": {
+            "id": "id-image",
+            "team_id": "teamX",
+            "team_public_model_name": "image",
+            "access_groups": ["grp-a"],
+            "mode": "image_generation",
+        },
+    }
+    router = MagicMock()
+    router.get_model_names.return_value = ["model_name_teamX_image_uuid"]
+    router.get_model_access_groups.return_value = {"grp-a": ["model_name_teamX_image_uuid"]}
+    router.get_fully_blocked_model_names.return_value = set()
+    router.get_model_listing_info.return_value = DeploymentModelListingInfo(
+        cost_map_keys=("openai/gpt-image-1",),
+        max_input_tokens=None,
+        max_output_tokens=None,
+    )
+    router.get_configured_mode.return_value = "image_generation"
+    router.model_list = [team_dep]
+    router.get_model_list.return_value = [team_dep]
+    router.get_model_group_info.return_value = None
+
+    monkeypatch.setattr(ps, "llm_router", router)
+    monkeypatch.setattr(ps, "user_model", None)
+    monkeypatch.setattr(ps, "general_settings", {"use_team_public_model_name": True})
+
+    key = UserAPIKeyAuth(user_id="user", api_key="***", models=["grp-a"], team_models=[])
+    response = await ps.model_list(user_api_key_dict=key)
+
+    assert response["data"] == [
+        {
+            "id": "image",
+            "object": "model",
+            "created": 1677610602,
+            "owned_by": "openai",
+            "mode": "image_generation",
+        }
+    ]
+
+
 def test_translate_team_model_names_for_listing_swaps_and_dedupes():
     """Internal team routing keys -> public name; sibling deployments sharing a
     public name collapse to one entry (order preserved); globals untouched."""
@@ -1427,8 +1523,13 @@ async def test_retrieve_model_by_public_name_returns_200(monkeypatch):
     team_row = _team_row()
     router = _public_named_router(team_row)
     deployment = MagicMock()
-    deployment.litellm_params.model = "azure/gpt-5.2-low-rpm-testing"
+    deployment.litellm_params.model = "azure/gpt-4.1"
     router.get_deployment_by_model_group_name.return_value = deployment
+    router.get_model_listing_info.return_value = DeploymentModelListingInfo(
+        cost_map_keys=("azure/gpt-4.1",),
+        max_input_tokens=16384,
+        max_output_tokens=4096,
+    )
 
     monkeypatch.setattr(ps, "llm_router", router)
     monkeypatch.setattr(ps, "general_settings", {})
@@ -1445,6 +1546,9 @@ async def test_retrieve_model_by_public_name_returns_200(monkeypatch):
     resp = await ps.model_info(model_id="team-claude-sonnet", user_api_key_dict=key)
 
     assert resp["id"] == "team-claude-sonnet"
+    assert resp.get("mode") == "chat"
+    assert resp.get("max_input_tokens") == 16384
+    assert resp.get("max_output_tokens") == 4096
     # lookup happened by the internal routing key, not the public name
     router.get_deployment_by_model_group_name.assert_called_once_with(
         "model_name_team-abc-123_4a6b8"
diff --git a/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py b/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py
index ee062b14b96..3e0acf917aa 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_budget_reservation.py
@@ -1,5 +1,8 @@
+from __future__ import annotations
+
 import json
 import math
+from types import MappingProxyType
 from typing import Final
 
 import pytest
@@ -207,8 +210,13 @@ def test_deployment_pricing_update_invalidates_cached_estimate() -> None:
 
 
 ANTHROPIC_TOKENIZER_MODEL: Final = "claude-sonnet-4-5-20250929"
+CL100K_MODEL: Final = "gpt-4"
+O200K_MODEL: Final = "gpt-4o"
 RUST_COUNTED_BODY: Final = {"model": ANTHROPIC_TOKENIZER_MODEL, "max_tokens": 16, "messages": ANTHROPIC_MESSAGES}
 RUST_INPUT_TOKENS: Final = 4_321
+RUST_INPUT_TOKENS_BY_TOKENIZER: Final = MappingProxyType(
+    {"anthropic": RUST_INPUT_TOKENS, "cl100k_base": 1_234, "o200k_base": 2_345}
+)
 
 
 class _FakeDeclined(Exception):
@@ -225,33 +233,57 @@ class _FakeNative:
 
 
 class _RecordingCounter:
-    bodies: Final[list[bytes]] = []
+    """Stands in for one native counter; records `(tokenizer, body)` on the shared factory."""
 
-    def __init__(self, tokenizer_json: str) -> None:
-        pass
+    def __init__(self, factory: _RecordingFactory, tokenizer: rust_token_counter.RustTokenizer) -> None:
+        self.factory = factory
+        self.tokenizer = tokenizer
 
     async def acount_request(self, body: bytes) -> object:
-        self.bodies.append(body)
-        return {"model": ANTHROPIC_TOKENIZER_MODEL, "input_tokens": RUST_INPUT_TOKENS}
+        self.factory.calls.append((self.tokenizer, body))
+        return {"model": "", "input_tokens": RUST_INPUT_TOKENS_BY_TOKENIZER[self.tokenizer]}
+
+
+class _RecordingFactory:
+    """Stands in for the native `TokenCounter` class: called with tokenizer JSON, or `from_*_ranks`."""
+
+    def __init__(self) -> None:
+        self.calls: list[tuple[rust_token_counter.RustTokenizer, bytes]] = []
+
+    def __call__(self, tokenizer_json: str) -> _RecordingCounter:
+        return _RecordingCounter(self, "anthropic")
+
+    def from_cl100k_ranks(self, rank_file: str) -> _RecordingCounter:
+        return _RecordingCounter(self, "cl100k_base")
+
+    def from_o200k_ranks(self, rank_file: str) -> _RecordingCounter:
+        return _RecordingCounter(self, "o200k_base")
 
 
 class _DecliningCounter:
-    def __init__(self, tokenizer_json: str) -> None:
-        pass
-
     async def acount_request(self, body: bytes) -> object:
         raise _FakeDeclined("unsupported content block")
 
 
+class _DecliningFactory:
+    def __call__(self, tokenizer_json: str) -> _DecliningCounter:
+        return _DecliningCounter()
+
+    def from_cl100k_ranks(self, rank_file: str) -> _DecliningCounter:
+        return _DecliningCounter()
+
+    def from_o200k_ranks(self, rank_file: str) -> _DecliningCounter:
+        return _DecliningCounter()
+
+
 @pytest.fixture
 def rust_counter(monkeypatch: pytest.MonkeyPatch):
     monkeypatch.setattr(bindings, "get_native_bridge", lambda: _FakeNative())
-    rust_token_counter._anthropic_counter.cache_clear()
+    rust_token_counter._counter.cache_clear()
     configuration.reset_rust_configuration()
-    _RecordingCounter.bodies.clear()
     yield
     rust_token_counter.TOKEN_COUNTER.reset()
-    rust_token_counter._anthropic_counter.cache_clear()
+    rust_token_counter._counter.cache_clear()
     configuration.reset_rust_configuration()
 
 
@@ -270,8 +302,9 @@ def rust_counter(monkeypatch: pytest.MonkeyPatch):
 async def test_rust_count_replaces_python_tokenizing_on_every_llm_route(
     rust_counter: None, route: str, request_body: dict
 ) -> None:
+    factory: Final = _RecordingFactory()
     litellm.rust(True)
-    rust_token_counter.TOKEN_COUNTER.override(_RecordingCounter)
+    rust_token_counter.TOKEN_COUNTER.override(factory)
     raw_body: Final = json.dumps(request_body).encode()
 
     counts: Final = await count_request_input_tokens(
@@ -279,53 +312,136 @@ async def test_rust_count_replaces_python_tokenizing_on_every_llm_route(
     )
 
     assert dict(counts) == {ANTHROPIC_TOKENIZER_MODEL: RUST_INPUT_TOKENS}
-    assert _RecordingCounter.bodies == [raw_body]
+    assert factory.calls == [("anthropic", raw_body)]
 
 
 @pytest.mark.asyncio
-async def test_rust_decline_falls_back_to_python_count(rust_counter: None) -> None:
+@pytest.mark.parametrize("model", (CL100K_MODEL, "azure/gpt-35-turbo", "gemini/gemini-2.5-pro", "my-router-alias"))
+async def test_tiktoken_cl100k_models_are_counted_by_rust(rust_counter: None, model: str) -> None:
+    factory: Final = _RecordingFactory()
     litellm.rust(True)
-    rust_token_counter.TOKEN_COUNTER.override(_DecliningCounter)
+    rust_token_counter.TOKEN_COUNTER.override(factory)
+    body: Final = {"model": model, "messages": ANTHROPIC_MESSAGES}
+    raw_body: Final = json.dumps(body).encode()
+
+    counts: Final = await count_request_input_tokens(
+        request_body=body, route="/v1/chat/completions", llm_router=None, raw_body=raw_body
+    )
+
+    assert dict(counts) == {model: RUST_INPUT_TOKENS_BY_TOKENIZER["cl100k_base"]}
+    assert factory.calls == [("cl100k_base", raw_body)]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", (O200K_MODEL, "gpt-5", "o3", "gpt-4.1", "chatgpt-4o-latest"))
+async def test_tiktoken_o200k_models_are_counted_by_rust(rust_counter: None, model: str) -> None:
+    factory: Final = _RecordingFactory()
+    litellm.rust(True)
+    rust_token_counter.TOKEN_COUNTER.override(factory)
+    body: Final = {"model": model, "messages": ANTHROPIC_MESSAGES}
+    raw_body: Final = json.dumps(body).encode()
+
+    counts: Final = await count_request_input_tokens(
+        request_body=body, route="/v1/chat/completions", llm_router=None, raw_body=raw_body
+    )
+
+    assert dict(counts) == {model: RUST_INPUT_TOKENS_BY_TOKENIZER["o200k_base"]}
+    assert factory.calls == [("o200k_base", raw_body)]
+
+
+@pytest.mark.asyncio
+async def test_multi_model_request_counts_once_per_tokenizer_and_python_for_the_rest(rust_counter: None) -> None:
+    factory: Final = _RecordingFactory()
+    litellm.rust(True)
+    rust_token_counter.TOKEN_COUNTER.override(factory)
+    models: Final = (
+        CL100K_MODEL,
+        ANTHROPIC_TOKENIZER_MODEL,
+        "gemini/gemini-2.5-pro",
+        O200K_MODEL,
+        "gpt-5",
+        "replicate/meta/llama-2-70b-chat",
+    )
+    body: Final = {"model": list(models), "messages": ANTHROPIC_MESSAGES}
+    raw_body: Final = json.dumps(body).encode()
     python_counts: Final = await count_request_input_tokens(
-        request_body=RUST_COUNTED_BODY, route="/v1/messages", llm_router=None
+        request_body=body, route="/v1/chat/completions", llm_router=None
     )
 
     counts: Final = await count_request_input_tokens(
-        request_body=RUST_COUNTED_BODY,
+        request_body=body, route="/v1/chat/completions", llm_router=None, raw_body=raw_body
+    )
+
+    assert factory.calls == [("cl100k_base", raw_body), ("anthropic", raw_body), ("o200k_base", raw_body)]
+    assert dict(counts) == {
+        CL100K_MODEL: RUST_INPUT_TOKENS_BY_TOKENIZER["cl100k_base"],
+        "gemini/gemini-2.5-pro": RUST_INPUT_TOKENS_BY_TOKENIZER["cl100k_base"],
+        ANTHROPIC_TOKENIZER_MODEL: RUST_INPUT_TOKENS,
+        O200K_MODEL: RUST_INPUT_TOKENS_BY_TOKENIZER["o200k_base"],
+        "gpt-5": RUST_INPUT_TOKENS_BY_TOKENIZER["o200k_base"],
+        "replicate/meta/llama-2-70b-chat": python_counts["replicate/meta/llama-2-70b-chat"],
+    }
+    assert counts["replicate/meta/llama-2-70b-chat"] not in RUST_INPUT_TOKENS_BY_TOKENIZER.values()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", (ANTHROPIC_TOKENIZER_MODEL, CL100K_MODEL, O200K_MODEL))
+async def test_rust_decline_falls_back_to_python_count(rust_counter: None, model: str) -> None:
+    litellm.rust(True)
+    rust_token_counter.TOKEN_COUNTER.override(_DecliningFactory())
+    body: Final = {**RUST_COUNTED_BODY, "model": model}
+    python_counts: Final = await count_request_input_tokens(request_body=body, route="/v1/messages", llm_router=None)
+
+    counts: Final = await count_request_input_tokens(
+        request_body=body,
         route="/v1/messages",
         llm_router=None,
-        raw_body=json.dumps(RUST_COUNTED_BODY).encode(),
+        raw_body=json.dumps(body).encode(),
     )
 
     assert dict(counts) == dict(python_counts)
-    assert counts[ANTHROPIC_TOKENIZER_MODEL] != RUST_INPUT_TOKENS
+    assert counts[model] not in RUST_INPUT_TOKENS_BY_TOKENIZER.values()
 
 
 @pytest.mark.asyncio
 async def test_disabled_rust_never_sees_the_raw_body(rust_counter: None) -> None:
+    factory: Final = _RecordingFactory()
     litellm.rust(False)
-    rust_token_counter.TOKEN_COUNTER.override(_RecordingCounter)
+    rust_token_counter.TOKEN_COUNTER.override(factory)
+    body: Final = {"model": [ANTHROPIC_TOKENIZER_MODEL, CL100K_MODEL, O200K_MODEL], "messages": ANTHROPIC_MESSAGES}
 
     counts: Final = await count_request_input_tokens(
-        request_body=RUST_COUNTED_BODY,
-        route="/v1/messages",
+        request_body=body,
+        route="/v1/chat/completions",
         llm_router=None,
-        raw_body=json.dumps(RUST_COUNTED_BODY).encode(),
+        raw_body=json.dumps(body).encode(),
     )
 
-    assert _RecordingCounter.bodies == []
-    assert counts[ANTHROPIC_TOKENIZER_MODEL] != RUST_INPUT_TOKENS
+    assert factory.calls == []
+    assert set(counts) == {ANTHROPIC_TOKENIZER_MODEL, CL100K_MODEL, O200K_MODEL}
+    assert not set(counts.values()) & set(RUST_INPUT_TOKENS_BY_TOKENIZER.values())
 
 
 @pytest.mark.asyncio
-async def test_non_anthropic_tokenizer_models_stay_in_python(rust_counter: None) -> None:
+@pytest.mark.parametrize("model", ("replicate/meta/llama-2-70b-chat", "meta-llama/Llama-3-8b", "text-davinci-003"))
+async def test_models_without_a_rust_tokenizer_stay_in_python(
+    rust_counter: None, monkeypatch: pytest.MonkeyPatch, model: str
+) -> None:
+    monkeypatch.setattr(
+        litellm, "open_ai_chat_completion_models", litellm.open_ai_chat_completion_models | {"text-davinci-003"}
+    )
+    factory: Final = _RecordingFactory()
     litellm.rust(True)
-    rust_token_counter.TOKEN_COUNTER.override(_RecordingCounter)
-    body: Final = {"model": "gpt-4o", "messages": ANTHROPIC_MESSAGES}
+    rust_token_counter.TOKEN_COUNTER.override(factory)
+    body: Final = {"model": model, "messages": ANTHROPIC_MESSAGES}
+    python_counts: Final = await count_request_input_tokens(
+        request_body=body, route="/v1/chat/completions", llm_router=None
+    )
 
     counts: Final = await count_request_input_tokens(
         request_body=body, route="/v1/chat/completions", llm_router=None, raw_body=json.dumps(body).encode()
     )
 
-    assert _RecordingCounter.bodies == []
-    assert counts["gpt-4o"] != RUST_INPUT_TOKENS
+    assert factory.calls == []
+    assert dict(counts) == dict(python_counts)
+    assert counts[model] not in RUST_INPUT_TOKENS_BY_TOKENIZER.values()
diff --git a/tests/test_litellm/proxy/spend_tracking/test_carried_budget_state.py b/tests/test_litellm/proxy/spend_tracking/test_carried_budget_state.py
new file mode 100644
index 00000000000..fe852be775c
--- /dev/null
+++ b/tests/test_litellm/proxy/spend_tracking/test_carried_budget_state.py
@@ -0,0 +1,119 @@
+"""Auth-resolved budget state rides on ``UserAPIKeyAuth`` and round-trips through request metadata."""
+
+from datetime import datetime, timezone
+
+from litellm.proxy._types import (
+    LiteLLM_BudgetTable,
+    LiteLLM_OrganizationTable,
+    LiteLLM_TeamTable,
+    LiteLLM_UserTable,
+    UserAPIKeyAuth,
+)
+from litellm.proxy.spend_tracking.carried_budget_state import (
+    carried_budget_metadata,
+    carry_organization_budget_state,
+    carry_team_and_user_budget_state,
+)
+from litellm.types.proxy.carried_budget_state import (
+    KeyBudgetSnapshot,
+    OrgBudgetSnapshot,
+    TeamBudgetSnapshot,
+    UserBudgetSnapshot,
+)
+
+RESET_AT = datetime(2026, 10, 1, 12, 30, tzinfo=timezone.utc)
+
+
+def test_team_and_user_state_round_trips_through_metadata():
+    token = UserAPIKeyAuth(token="hashed", team_id="t1", user_id="u1")
+    carry_team_and_user_budget_state(
+        valid_token=token,
+        team_object=LiteLLM_TeamTable(team_id="t1", budget_reset_at=RESET_AT, max_budget=300.0),
+        user_object=LiteLLM_UserTable(user_id="u1", budget_reset_at=None, max_budget=None, user_alias="Alice"),
+    )
+
+    metadata = dict(carried_budget_metadata(token))
+
+    assert metadata == {
+        "user_api_key_team_budget_reset_at": RESET_AT.isoformat().replace("+00:00", "Z"),
+        "user_api_key_team_table_max_budget": 300.0,
+        "user_api_key_user_budget_reset_at": None,
+        "user_api_key_user_table_max_budget": None,
+        "user_api_key_user_alias": "Alice",
+    }
+    assert TeamBudgetSnapshot.from_metadata(metadata) == TeamBudgetSnapshot(budget_reset_at=RESET_AT, max_budget=300.0)
+    assert UserBudgetSnapshot.from_metadata(metadata) == UserBudgetSnapshot(
+        budget_reset_at=None, max_budget=None, user_alias="Alice"
+    )
+
+
+def test_missing_objects_leave_no_metadata_and_no_snapshot():
+    token = UserAPIKeyAuth(token="hashed", team_id="t1", user_id="u1")
+    carry_team_and_user_budget_state(valid_token=token, team_object=None, user_object=None)
+
+    assert dict(carried_budget_metadata(token)) == {}
+    assert TeamBudgetSnapshot.from_metadata({}) is None
+    assert UserBudgetSnapshot.from_metadata({"user_api_key_user_alias": "Alice"}) is None
+    assert OrgBudgetSnapshot.from_metadata({"user_api_key_org_spend": 1.0}) is None
+    assert KeyBudgetSnapshot.from_metadata({}) is None
+
+
+def test_organization_state_carries_alias_spend_and_max_budget():
+    token = UserAPIKeyAuth(token="hashed", org_id="o1")
+    org = LiteLLM_OrganizationTable(
+        organization_id="o1",
+        organization_alias="platform-org",
+        budget_id="b1",
+        created_by="admin",
+        updated_by="admin",
+        spend=12.5,
+        litellm_budget_table=LiteLLM_BudgetTable(max_budget=100.0),
+    )
+
+    carry_organization_budget_state(valid_token=token, org_table=org)
+
+    assert token.organization_alias == "platform-org"
+    assert OrgBudgetSnapshot.from_metadata(carried_budget_metadata(token)) == OrgBudgetSnapshot(
+        spend=12.5, max_budget=100.0
+    )
+
+
+def test_organization_without_budget_table_carries_no_cap():
+    token = UserAPIKeyAuth(token="hashed", org_id="o1")
+    org = LiteLLM_OrganizationTable(
+        organization_id="o1",
+        budget_id="b1",
+        created_by="admin",
+        updated_by="admin",
+        spend=3.0,
+    )
+
+    carry_organization_budget_state(valid_token=token, org_table=org)
+
+    assert token.org_budget_snapshot == OrgBudgetSnapshot(spend=3.0, max_budget=None)
+
+
+def test_key_snapshot_parses_the_iso_string_auth_metadata_writes():
+    assert KeyBudgetSnapshot.from_metadata({"user_api_key_budget_reset_at": RESET_AT.isoformat()}) == KeyBudgetSnapshot(
+        budget_reset_at=RESET_AT
+    )
+    assert KeyBudgetSnapshot.from_metadata({"user_api_key_budget_reset_at": None}) == KeyBudgetSnapshot(
+        budget_reset_at=None
+    )
+
+
+def test_snapshots_never_reach_the_serialized_token():
+    token = UserAPIKeyAuth(token="hashed", team_id="t1", user_id="u1", org_id="o1")
+    carry_team_and_user_budget_state(
+        valid_token=token,
+        team_object=LiteLLM_TeamTable(team_id="t1", budget_reset_at=RESET_AT),
+        user_object=LiteLLM_UserTable(user_id="u1", user_alias="Alice"),
+    )
+    token.org_budget_snapshot = OrgBudgetSnapshot(spend=1.0, max_budget=2.0)
+
+    dumped = token.model_dump()
+
+    assert "team_budget_snapshot" not in dumped
+    assert "user_budget_snapshot" not in dumped
+    assert "org_budget_snapshot" not in dumped
+    assert UserAPIKeyAuth(**dumped).team_budget_snapshot is None
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_counter_batch.py b/tests/test_litellm/proxy/spend_tracking/test_spend_counter_batch.py
new file mode 100644
index 00000000000..3e4b817fab8
--- /dev/null
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_counter_batch.py
@@ -0,0 +1,527 @@
+"""Exact Redis round-trip counts for the spend counters admission reads within one auth scope."""
+
+from __future__ import annotations
+
+import asyncio
+from collections.abc import Mapping, Sequence
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+
+import litellm.proxy.proxy_server as ps
+from litellm.caching.redis_cache import RedisCache
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.db.spend_counter_reseed import SpendCounterReseed
+from litellm.proxy.spend_tracking.spend_counter_batch import (
+    SpendCounterBatch,
+    active_spend_counter_batch,
+    admission_counter_keys,
+    bind_admission_counter_keys,
+    release_spend_counter_batch,
+    spend_counter_batch_scope,
+)
+
+TOKEN = UserAPIKeyAuth(token="hashed", team_id="team", user_id="user", org_id="org")
+TOKEN_KEYS = frozenset(
+    {
+        "spend:key:hashed",
+        "spend:team:team",
+        "spend:team_member:user:team",
+        "spend:user:user",
+        "spend:end_user:eu",
+        "spend:org:org",
+    }
+)
+
+
+class CountingRedis(RedisCache):
+    def __init__(self, store: dict[str, object] | None = None, fail: bool = False) -> None:
+        self.store: dict[str, object] = dict(store or {})
+        self.fail = fail
+        self.commands: list[str] = []
+
+    async def async_get_cache(self, key: str, **kwargs: object) -> object:
+        if self.fail:
+            raise ConnectionError("redis down")
+        self.commands.append(f"GET {key}")
+        return self.store.get(key)
+
+    async def async_batch_get_cache(self, key_list: Sequence[str], **kwargs: object) -> dict[str, object]:
+        if self.fail:
+            raise ConnectionError("redis down")
+        self.commands.append(f"MGET {' '.join(key_list)}")
+        return {key: self.store.get(key) for key in key_list}
+
+    def get_ttl(self, **kwargs: object) -> int | None:
+        return None
+
+    async def async_increment(self, key: str, value: float, **kwargs: object) -> float:
+        self.commands.append(f"INCRBYFLOAT {key} {value}")
+        return self._incr(key, value)
+
+    async def async_increment_pipeline(
+        self, increment_list: Sequence[Mapping[str, object]], **kwargs: object
+    ) -> list[float]:
+        self.commands.append(f"PIPELINE {' '.join(str(op['key']) for op in increment_list)}")
+        return [self._incr(str(op["key"]), float(str(op["increment_value"]))) for op in increment_list]
+
+    def _incr(self, key: str, value: float) -> float:
+        total = float(str(self.store.get(key, 0.0))) + value
+        self.store[key] = total
+        return total
+
+
+def _spend_counter_cache(redis: RedisCache | None, in_memory: dict[str, float] | None = None) -> MagicMock:
+    cache = MagicMock()
+    cache.redis_cache = redis
+    cache.in_memory_cache.get_cache = MagicMock(side_effect=lambda key: (in_memory or {}).get(key))
+    return cache
+
+
+def test_admission_counter_keys_cover_every_entity_the_checks_read():
+    assert admission_counter_keys(TOKEN, end_user_id="eu") == TOKEN_KEYS
+    assert admission_counter_keys(UserAPIKeyAuth(token="hashed"), end_user_id=None) == {"spend:key:hashed"}
+    assert "spend:team_member:user:team" not in admission_counter_keys(
+        UserAPIKeyAuth(token="hashed", user_id="user"), end_user_id=None
+    )
+
+
+@pytest.mark.asyncio
+async def test_bound_counters_share_one_mget_and_a_clean_miss_is_authoritative():
+    redis = CountingRedis({"spend:key:hashed": 1.5, "spend:team:team": 2.5})
+    batch = SpendCounterBatch(redis)
+    batch.bind(TOKEN_KEYS)
+
+    reads = await asyncio.gather(*(batch.read(key) for key in sorted(TOKEN_KEYS)))
+
+    assert len(redis.commands) == 1
+    assert set(redis.commands[0].split()[1:]) == TOKEN_KEYS
+    assert dict(zip(sorted(TOKEN_KEYS), reads)) == {
+        "spend:end_user:eu": (None, True),
+        "spend:key:hashed": (1.5, True),
+        "spend:org:org": (None, True),
+        "spend:team:team": (2.5, True),
+        "spend:team_member:user:team": (None, True),
+        "spend:user:user": (None, True),
+    }
+
+
+@pytest.mark.asyncio
+async def test_unbound_counter_and_closed_batch_leave_the_read_to_the_caller():
+    redis = CountingRedis({"spend:key:hashed": 1.0})
+    batch = SpendCounterBatch(redis)
+    batch.bind(frozenset({"spend:key:hashed"}))
+
+    assert await batch.read("spend:tag:prod") is None
+    assert redis.commands == []
+    assert await batch.read("spend:key:hashed") == (1.0, True)
+
+    batch.close()
+    batch.bind(frozenset({"spend:org:org"}))
+    assert await batch.read("spend:key:hashed") is None
+    assert await batch.read("spend:org:org") is None
+    assert len(redis.commands) == 1
+
+
+@pytest.mark.asyncio
+async def test_keys_bound_after_the_first_read_join_one_more_mget_for_only_the_new_keys():
+    redis = CountingRedis({"spend:key:hashed": 1.0, "spend:org:org": 9.0})
+    batch = SpendCounterBatch(redis)
+    batch.bind(frozenset({"spend:key:hashed"}))
+    assert await batch.read("spend:key:hashed") == (1.0, True)
+
+    batch.bind(frozenset({"spend:org:org", "spend:key:hashed"}))
+    assert await batch.read("spend:org:org") == (9.0, True)
+    assert await batch.read("spend:key:hashed") == (1.0, True)
+
+    assert redis.commands == ["MGET spend:key:hashed", "MGET spend:org:org"]
+
+
+@pytest.mark.asyncio
+async def test_a_recorded_write_result_answers_later_reads_without_another_redis_read():
+    redis = CountingRedis({"spend:key:hashed": 1.0})
+    batch = SpendCounterBatch(redis)
+    batch.bind(frozenset({"spend:key:hashed"}))
+    assert await batch.read("spend:key:hashed") == (1.0, True)
+
+    batch.record("spend:key:hashed", 3.5)
+    batch.record("spend:org:org", 7.0)
+
+    assert await batch.read("spend:key:hashed") == (3.5, True)
+    assert await batch.read("spend:org:org") == (7.0, True)
+    assert redis.commands == ["MGET spend:key:hashed"]
+
+
+@pytest.mark.asyncio
+async def test_a_forgotten_counter_is_read_fresh_from_redis_when_it_is_bound_again():
+    redis = CountingRedis({"spend:key:hashed": 1.0})
+    batch = SpendCounterBatch(redis)
+    batch.bind(frozenset({"spend:key:hashed"}))
+    batch.record("spend:key:hashed", 3.5)
+
+    batch.forget("spend:key:hashed")
+    assert await batch.read("spend:key:hashed") is None
+
+    redis.store["spend:key:hashed"] = 9.0
+    batch.bind(frozenset({"spend:key:hashed"}))
+    assert await batch.read("spend:key:hashed") == (9.0, True)
+    assert redis.commands == ["MGET spend:key:hashed"]
+
+
+@pytest.mark.asyncio
+async def test_failed_mget_hands_every_counter_back_to_the_caller():
+    batch = SpendCounterBatch(CountingRedis(fail=True))
+    batch.bind(TOKEN_KEYS)
+
+    assert await batch.read("spend:key:hashed") is None
+
+
+@pytest.mark.asyncio
+async def test_non_numeric_counter_payload_hands_the_batch_back_to_the_caller():
+    redis = CountingRedis()
+    redis.store["spend:key:hashed"] = "garbage"
+    batch = SpendCounterBatch(redis)
+    batch.bind(frozenset({"spend:key:hashed"}))
+
+    assert await batch.read("spend:key:hashed") is None
+
+
+def test_scope_installs_a_batch_only_when_redis_exists_and_release_closes_without_clearing():
+    assert active_spend_counter_batch() is None
+    with spend_counter_batch_scope(None):
+        assert active_spend_counter_batch() is None
+        bind_admission_counter_keys(TOKEN, end_user_id=None)
+
+    with spend_counter_batch_scope(CountingRedis()):
+        batch = active_spend_counter_batch()
+        assert batch is not None
+        bind_admission_counter_keys(TOKEN, end_user_id="eu")
+        assert batch.counter_keys == TOKEN_KEYS
+        release_spend_counter_batch()
+        assert active_spend_counter_batch() is batch
+        batch.bind(frozenset({"spend:tag:x"}))
+        assert batch.counter_keys == TOKEN_KEYS
+    assert active_spend_counter_batch() is None
+
+
+@pytest.mark.asyncio
+async def test_get_current_spend_inside_the_scope_costs_one_mget_for_all_admission_counters(monkeypatch):
+    redis = CountingRedis({"spend:key:hashed": 3.0, "spend:team:team": 4.0, "spend:org:org": 5.0})
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", None)
+
+    with spend_counter_batch_scope(redis):
+        bind_admission_counter_keys(TOKEN, end_user_id="eu")
+        key_spend = await ps.get_current_spend(counter_key="spend:key:hashed", fallback_spend=0.0)
+        team_spend = await ps.get_current_spend(counter_key="spend:team:team", fallback_spend=0.0)
+        org_spend = await ps.get_current_spend(counter_key="spend:org:org", fallback_spend=0.0)
+        user_spend = await ps.get_current_spend(counter_key="spend:user:user", fallback_spend=7.0)
+
+    assert (key_spend, team_spend, org_spend, user_spend) == (3.0, 4.0, 5.0, 7.0)
+    assert [c for c in redis.commands if c.startswith("GET ")] == [], "the cold reseed reuses the MGET miss"
+    assert [c for c in redis.commands if c.startswith("MGET ")] == [f"MGET {' '.join(sorted(TOKEN_KEYS))}"]
+
+
+@pytest.mark.asyncio
+async def test_get_current_spend_outside_the_scope_still_reads_redis_per_counter(monkeypatch):
+    redis = CountingRedis({"spend:key:hashed": 3.0})
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+
+    assert await ps.get_current_spend(counter_key="spend:key:hashed", fallback_spend=0.0) == 3.0
+    assert redis.commands == ["GET spend:key:hashed"]
+
+
+@pytest.mark.asyncio
+async def test_after_release_a_read_goes_to_redis_directly_so_read_then_write_sees_fresh_values(monkeypatch):
+    redis = CountingRedis({"spend:key:hashed": 3.0})
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+
+    with spend_counter_batch_scope(redis):
+        bind_admission_counter_keys(TOKEN, end_user_id=None)
+        assert await ps.read_spend_counter_cache_value("spend:key:hashed") == (3.0, True)
+        redis.store["spend:key:hashed"] = 8.0
+        assert await ps.read_spend_counter_cache_value("spend:key:hashed") == (3.0, True)
+        release_spend_counter_batch()
+        assert await ps.read_spend_counter_cache_value("spend:key:hashed") == (8.0, True)
+
+    assert [c.split()[0] for c in redis.commands] == ["MGET", "GET"]
+
+
+@pytest.mark.asyncio
+async def test_batched_clean_miss_does_not_fall_back_to_the_per_pod_in_memory_copy(monkeypatch):
+    redis = CountingRedis()
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis, in_memory={"spend:key:hashed": 99.0}))
+
+    with spend_counter_batch_scope(redis):
+        bind_admission_counter_keys(TOKEN, end_user_id=None)
+        assert await ps.read_spend_counter_cache_value("spend:key:hashed") == (None, True)
+
+
+@pytest.mark.asyncio
+async def test_batched_redis_failure_falls_back_to_the_per_pod_in_memory_copy(monkeypatch):
+    redis = CountingRedis(fail=True)
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis, in_memory={"spend:key:hashed": 99.0}))
+
+    with spend_counter_batch_scope(redis):
+        bind_admission_counter_keys(TOKEN, end_user_id=None)
+        assert await ps.read_spend_counter_cache_value("spend:key:hashed") == (99.0, False)
+
+
+@pytest.mark.asyncio
+async def test_scope_is_per_task_so_concurrent_requests_do_not_share_a_batch():
+    redis = CountingRedis({"spend:key:a": 1.0, "spend:key:b": 2.0})
+
+    async def request(token: str) -> tuple[float | None, bool] | None:
+        with spend_counter_batch_scope(redis):
+            bind_admission_counter_keys(UserAPIKeyAuth(token=token), end_user_id=None)
+            batch = active_spend_counter_batch()
+            assert batch is not None
+            await asyncio.sleep(0)
+            return await batch.read(f"spend:key:{token}")
+
+    assert await asyncio.gather(request("a"), request("b")) == [(1.0, True), (2.0, True)]
+    assert sorted(redis.commands) == ["MGET spend:key:a", "MGET spend:key:b"]
+
+
+@pytest.mark.asyncio
+async def test_batch_reads_never_touch_a_prisma_client_when_redis_answers(monkeypatch):
+    redis = CountingRedis({"spend:key:hashed": 3.0})
+    prisma = MagicMock()
+    prisma.db.litellm_verificationtoken.find_unique = AsyncMock()
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", prisma)
+
+    with spend_counter_batch_scope(redis):
+        bind_admission_counter_keys(TOKEN, end_user_id=None)
+        assert await ps.get_current_spend(counter_key="spend:key:hashed", fallback_spend=0.0) == 3.0
+
+    assert prisma.db.mock_calls == []
+
+
+def _reseed_prisma(spend: float) -> MagicMock:
+    prisma = MagicMock()
+    prisma.db.litellm_verificationtoken.find_unique = AsyncMock(return_value=MagicMock(spend=spend))
+    return prisma
+
+
+@pytest.mark.asyncio
+async def test_reseed_reuses_the_admission_mget_instead_of_its_own_get():
+    redis = CountingRedis({"spend:key:hashed": 7.5})
+    prisma = _reseed_prisma(spend=1.0)
+    cache = _spend_counter_cache(redis)
+
+    with spend_counter_batch_scope(redis):
+        bind_admission_counter_keys(TOKEN, end_user_id=None)
+        value = await SpendCounterReseed.coalesced(prisma, cache, counter_key="spend:key:hashed")
+
+    assert value == 7.5
+    assert redis.commands == [
+        "MGET spend:key:hashed spend:org:org spend:team:team spend:team_member:user:team spend:user:user"
+    ]
+    assert prisma.db.mock_calls == []
+
+
+@pytest.mark.asyncio
+async def test_reseed_treats_a_batched_clean_miss_as_authoritative_and_seeds_from_the_db():
+    redis = CountingRedis()
+    redis.async_set_cache = AsyncMock(return_value=True)
+    prisma = _reseed_prisma(spend=2.25)
+    cache = _spend_counter_cache(redis, in_memory={"spend:key:hashed": 99.0})
+
+    with spend_counter_batch_scope(redis):
+        bind_admission_counter_keys(TOKEN, end_user_id=None)
+        value = await SpendCounterReseed.coalesced(prisma, cache, counter_key="spend:key:hashed")
+
+    assert value == 2.25
+    assert [c for c in redis.commands if c.startswith("GET")] == []
+    redis.async_set_cache.assert_awaited_once_with(key="spend:key:hashed", value=2.25, nx=True)
+
+
+@pytest.mark.asyncio
+async def test_reseed_outside_the_scope_still_re_checks_redis_itself():
+    redis = CountingRedis({"spend:key:hashed": 4.0})
+
+    value = await SpendCounterReseed.coalesced(
+        _reseed_prisma(spend=1.0), _spend_counter_cache(redis), "spend:key:hashed"
+    )
+
+    assert value == 4.0
+    assert redis.commands == ["GET spend:key:hashed"]
+
+
+POST_CALL_KEYS = TOKEN_KEYS | {"spend:tag:prod", "spend:model_access_group:premium"}
+
+
+@pytest.mark.asyncio
+async def test_post_call_increment_for_every_entity_costs_one_mget_and_one_pipeline(monkeypatch):
+    redis = CountingRedis({key: 1.0 for key in POST_CALL_KEYS})
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", None)
+
+    await ps.increment_spend_counters(
+        token="hashed",
+        team_id="team",
+        user_id="user",
+        org_id="org",
+        end_user_id="eu",
+        tags=["prod"],
+        model_access_groups=["premium"],
+        response_cost=0.5,
+    )
+
+    assert [c.split()[0] for c in redis.commands] == ["MGET", "PIPELINE"], redis.commands
+    assert set(redis.commands[0].split()[1:]) == POST_CALL_KEYS
+    assert set(redis.commands[1].split()[1:]) == POST_CALL_KEYS
+    assert {key: redis.store[key] for key in POST_CALL_KEYS} == {key: 1.5 for key in POST_CALL_KEYS}
+
+
+@pytest.mark.asyncio
+async def test_post_call_cold_counters_seed_from_the_mget_miss_without_a_second_read(monkeypatch):
+    redis = CountingRedis({"spend:key:hashed": 1.0})
+    redis.async_set_cache = AsyncMock(return_value=True)
+    prisma = MagicMock()
+    prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=MagicMock(spend=4.0))
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", prisma)
+
+    await ps.increment_spend_counters(token="hashed", team_id="team", user_id=None, response_cost=0.5)
+
+    assert [c.split()[0] for c in redis.commands] == ["MGET", "PIPELINE"], redis.commands
+    redis.async_set_cache.assert_awaited_once_with(key="spend:team:team", value=4.0, nx=True)
+    assert redis.store["spend:key:hashed"] == 1.5
+
+
+RESERVED_KEYS = frozenset(
+    {"spend:key:hashed", "spend:team:team", "spend:team_member:user:team", "spend:end_user:eu", "spend:org:org"}
+)
+
+
+def _reservation(reserved_cost: float, counter_keys: frozenset[str] = RESERVED_KEYS) -> dict[str, object]:
+    return {
+        "reserved_cost": reserved_cost,
+        "entries": [
+            {"counter_key": key, "entity_type": "Key", "entity_id": key, "reserved_cost": reserved_cost}
+            for key in sorted(counter_keys)
+        ],
+    }
+
+
+@pytest.mark.asyncio
+async def test_post_call_with_a_reservation_costs_one_mget_one_reconcile_pipeline_one_increment_pipeline(monkeypatch):
+    redis = CountingRedis({key: 1.0 for key in POST_CALL_KEYS})
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", None)
+    reservation = _reservation(reserved_cost=0.4)
+
+    await ps.increment_spend_counters(
+        token="hashed",
+        team_id="team",
+        user_id="user",
+        org_id="org",
+        end_user_id="eu",
+        tags=["prod"],
+        model_access_groups=["premium"],
+        response_cost=0.5,
+        budget_reservation=reservation,
+    )
+
+    assert [c.split()[0] for c in redis.commands] == ["MGET", "PIPELINE", "PIPELINE"], redis.commands
+    assert set(redis.commands[0].split()[1:]) == POST_CALL_KEYS, "reconcile and warm checks share the MGET"
+    assert set(redis.commands[1].split()[1:]) == RESERVED_KEYS
+    assert set(redis.commands[2].split()[1:]) == POST_CALL_KEYS - RESERVED_KEYS
+    assert {key: round(redis.store[key], 6) for key in POST_CALL_KEYS} == {
+        key: (1.1 if key in RESERVED_KEYS else 1.5) for key in POST_CALL_KEYS
+    }
+    assert [round(entry["applied_adjustment"], 6) for entry in reservation["entries"]] == [0.1] * len(RESERVED_KEYS)
+    assert reservation["finalized"] is True
+
+
+@pytest.mark.asyncio
+async def test_reconcile_settles_a_flushed_counter_on_its_own_after_the_shared_pipeline(monkeypatch):
+    from litellm.proxy.spend_tracking.budget_reservation import reconcile_budget_reservation
+
+    redis = CountingRedis({key: 1.0 for key in RESERVED_KEYS - {"spend:team:team"}})
+    redis.async_set_max = AsyncMock(return_value=4.0)
+    prisma = MagicMock()
+    prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=MagicMock(spend=4.0))
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", prisma)
+    reservation = _reservation(reserved_cost=0.4)
+
+    await reconcile_budget_reservation(budget_reservation=reservation, actual_cost=0.5)
+
+    assert [c.split()[0] for c in redis.commands] == ["MGET", "PIPELINE", "INCRBYFLOAT"], redis.commands
+    assert set(redis.commands[1].split()[1:]) == RESERVED_KEYS - {"spend:team:team"}
+    assert redis.commands[2] == "INCRBYFLOAT spend:team:team 0.5"
+    redis.async_set_max.assert_awaited_once()
+    assert redis.async_set_max.await_args.kwargs["key"] == "spend:team:team"
+    assert all(round(entry["applied_adjustment"], 6) == 0.1 for entry in reservation["entries"])
+
+
+@pytest.mark.asyncio
+async def test_pre_call_resize_against_an_inconsistent_counter_writes_nothing_and_denies(monkeypatch):
+    from litellm.proxy.spend_tracking.budget_reservation import _resize_applied_reservation
+
+    redis = CountingRedis({"spend:key:hashed": 1.0})
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", None)
+    entries = _reservation(reserved_cost=0.4, counter_keys=frozenset({"spend:key:hashed", "spend:team:team"}))[
+        "entries"
+    ]
+
+    with pytest.raises(RuntimeError, match="spend:team:team"):
+        await _resize_applied_reservation(entries=entries, current_reserved_cost=0.4, new_reserved_cost=0.9)
+
+    assert [c.split()[0] for c in redis.commands] == ["MGET"], redis.commands
+    assert redis.store["spend:key:hashed"] == 1.0
+    assert all("applied_adjustment" not in entry for entry in entries)
+
+
+@pytest.mark.asyncio
+async def test_a_failed_reconcile_pipeline_invalidates_every_reserved_counter_and_falls_back(monkeypatch):
+    redis = CountingRedis({key: 1.0 for key in POST_CALL_KEYS})
+    redis.async_delete_cache = AsyncMock()
+    reconcile_pipeline_failed = False
+
+    async def _pipeline(increment_list: Sequence[Mapping[str, object]], **kwargs: object) -> list[float]:
+        nonlocal reconcile_pipeline_failed
+        if not reconcile_pipeline_failed:
+            reconcile_pipeline_failed = True
+            raise ConnectionError("redis down")
+        return await CountingRedis.async_increment_pipeline(redis, increment_list, **kwargs)
+
+    redis.async_increment_pipeline = _pipeline  # pyright: ignore[reportAttributeAccessIssue]  # instance override
+    monkeypatch.setattr(ps, "spend_counter_cache", _spend_counter_cache(redis))
+    monkeypatch.setattr(ps, "prisma_client", None)
+    reservation = _reservation(reserved_cost=0.4)
+
+    await ps.increment_spend_counters(
+        token="hashed",
+        team_id="team",
+        user_id="user",
+        org_id="org",
+        end_user_id="eu",
+        response_cost=0.5,
+        budget_reservation=reservation,
+    )
+
+    assert {call.kwargs["key"] for call in redis.async_delete_cache.await_args_list} == RESERVED_KEYS
+    assert all("applied_adjustment" not in entry for entry in reservation["entries"])
+    assert redis.commands[-1].split()[0] == "PIPELINE"
+    assert set(redis.commands[-1].split()[1:]) == RESERVED_KEYS | {"spend:user:user"}
+
+
+def test_a_scope_opened_inside_an_open_scope_joins_its_batch_and_a_closed_one_gets_its_own():
+    redis = CountingRedis()
+    with spend_counter_batch_scope(redis, counter_keys=frozenset({"spend:key:a"})):
+        outer = active_spend_counter_batch()
+        assert outer is not None
+        with spend_counter_batch_scope(redis, counter_keys=frozenset({"spend:key:b"})):
+            assert active_spend_counter_batch() is outer
+        assert outer.counter_keys == {"spend:key:a", "spend:key:b"}
+        release_spend_counter_batch()
+        with spend_counter_batch_scope(redis, counter_keys=frozenset({"spend:key:c"})):
+            inner = active_spend_counter_batch()
+            assert inner is not outer
+            assert inner is not None and inner.counter_keys == {"spend:key:c"}
+        assert active_spend_counter_batch() is outer
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index 671a8ae63fc..6e43ac4a12b 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -6629,6 +6629,30 @@ def _session_page_row(session_key, last_activity):
     return {"session_key": session_key, "api_key": "hashed-key", "last_activity": last_activity}
 
 
+def _session_grouped_paginating_prisma(sessions, counted_total=None):
+    """Mock prisma serving the grouped page query out of ``sessions``, honoring the LIMIT and OFFSET it asks for."""
+
+    async def mock_query_raw(sql_query, *params):
+        if "COUNT(*) AS total_count" in sql_query:
+            return [{"total_count": min(len(sessions) if counted_total is None else counted_total, params[-1])}]
+        if "DISTINCT ON" in sql_query:
+            return [_session_representative_row(f"req-{session_key}", session_key) for session_key in params[-2]]
+        if "COALESCE(SUM(spend)" in sql_query:
+            return []
+        bounds = re.search(r"LIMIT \$(\d+)(?: OFFSET \$(\d+))?", sql_query)
+        limit = params[int(bounds.group(1)) - 1]
+        offset = params[int(bounds.group(2)) - 1] if bounds.group(2) else 0
+        return [
+            _session_page_row(session_key, last_activity)
+            for session_key, last_activity in sessions[offset : offset + limit]
+        ]
+
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(side_effect=mock_query_raw)
+    return mock_prisma
+
+
 @pytest.mark.asyncio
 async def test_ui_view_spend_logs_group_by_session_first_page(client, monkeypatch):
     """One row per (session, api_key), session-count total, and a keyset cursor for the next page."""
@@ -6742,6 +6766,203 @@ async def test_ui_view_spend_logs_group_by_session_cursor_page(client, monkeypat
         app.dependency_overrides.pop(ps.user_api_key_auth, None)
 
 
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_jumps_to_page_without_cursor(client, monkeypatch):
+    """page > 1 with no session_cursor (the UI's last-page jump) serves the sessions that page starts at."""
+    sessions = tuple((f"sess-{index:02d}", f"2026-08-29 10:{59 - index:02d}:00") for index in range(60))
+    mock_prisma = _session_grouped_paginating_prisma(sessions)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "start_date": start_date,
+                "end_date": end_date,
+                "group_by_session": "true",
+                "page": 3,
+                "page_size": 25,
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert data["page"] == 3
+        assert data["total"] == 60
+        assert data["has_more"] is False
+        assert data["next_session_cursor"] is None
+        assert [row["request_id"] for row in data["data"]] == [f"req-sess-{index:02d}" for index in range(50, 60)]
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_short_page_totals_itself(client, monkeypatch):
+    """A page that runs out of sessions is the end of the list, so the total comes from it and nothing is counted."""
+    sessions = tuple((f"sess-{index:02d}", f"2026-08-29 10:{59 - index:02d}:00") for index in range(10))
+    mock_prisma = _session_grouped_paginating_prisma(sessions, counted_total=999)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "start_date": start_date,
+                "end_date": end_date,
+                "group_by_session": "true",
+                "page": 1,
+                "page_size": 25,
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert data["total"] == 10, "the count query's 999 would have won if it had been asked"
+        assert data["total_is_capped"] is False
+        assert data["total_pages"] == 1
+        assert len(data["data"]) == 10
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_page_past_the_end_keeps_the_real_total(client, monkeypatch):
+    """An empty page past the last one says nothing about the total, so it is counted rather than inferred."""
+    sessions = tuple((f"sess-{index:02d}", f"2026-08-29 10:{59 - index:02d}:00") for index in range(100))
+    mock_prisma = _session_grouped_paginating_prisma(sessions)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "start_date": start_date,
+                "end_date": end_date,
+                "group_by_session": "true",
+                "page": 4,
+                "page_size": 50,
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert data["data"] == []
+        assert data["total"] == 100, "the empty page's offset is not a total"
+        assert data["total_pages"] == 2
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_page_past_count_cap_is_empty(client, monkeypatch):
+    """The last page inside the capped total still lists sessions; the page after it is empty and costs no query."""
+    cap = spend_management_endpoints.SPEND_LOGS_PAGINATION_COUNT_CAP
+    sessions = tuple((f"sess-{index:06d}", "2026-08-29 10:00:00") for index in range(cap + 50))
+    mock_prisma = _session_grouped_paginating_prisma(sessions)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        params = {
+            "start_date": start_date,
+            "end_date": end_date,
+            "group_by_session": "true",
+            "page_size": 25,
+        }
+        last_page = client.get(
+            "/spend/logs/ui",
+            params={**params, "page": cap // 25},
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert last_page.status_code == 200, last_page.text
+        last_page_data = last_page.json()
+        assert last_page_data["total"] == cap
+        assert last_page_data["total_is_capped"] is True
+        assert last_page_data["data"][0]["request_id"] == f"req-sess-{cap - 25:06d}"
+        assert len(last_page_data["data"]) == 25
+
+        mock_prisma.db.query_raw.reset_mock()
+        past_cap = client.get(
+            "/spend/logs/ui",
+            params={**params, "page": cap // 25 + 1},
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert past_cap.status_code == 200, past_cap.text
+        past_cap_data = past_cap.json()
+        assert past_cap_data["data"] == []
+        assert past_cap_data["has_more"] is False
+        assert past_cap_data["total"] == cap
+        assert mock_prisma.db.query_raw.await_count == 1, "only the bounded count query runs past the capped window"
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_last_page_stops_at_the_capped_total(client, monkeypatch):
+    """A page size that does not divide the cap still ends the last page at the capped total it reports."""
+    cap = spend_management_endpoints.SPEND_LOGS_PAGINATION_COUNT_CAP
+    sessions = tuple((f"sess-{index:06d}", "2026-08-29 10:00:00") for index in range(cap + 50))
+    mock_prisma = _session_grouped_paginating_prisma(sessions)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "start_date": start_date,
+                "end_date": end_date,
+                "group_by_session": "true",
+                "page": cap // 7 + 1,
+                "page_size": 7,
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert data["total"] == cap
+        assert [row["request_id"] for row in data["data"]] == [
+            f"req-sess-{index:06d}" for index in range(cap - cap % 7, cap)
+        ]
+        assert data["has_more"] is True
+        assert data["next_session_cursor"] is not None
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
 @pytest.mark.asyncio
 async def test_ui_view_spend_logs_group_by_session_offset_for_non_starttime_sort(
     client, monkeypatch
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
index a7de3f1d8d6..54e5a6d5385 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
@@ -528,8 +528,8 @@ async def test_spend_logs_ui_group_by_session_paginates_sessions(monkeypatch):
 
     group_key = "COALESCE(NULLIF(session_id, ''), request_id), api_key"
     session_rows = [
-        {"session_key": "req-1", "api_key": "k", "last_activity": "2026-02-16 10:00:00"},
-        {"session_key": "req-2", "api_key": "k", "last_activity": "2026-02-16 09:00:00"},
+        {"session_key": f"req-{index}", "api_key": "k", "last_activity": f"2026-02-16 10:{59 - index:02d}:00"}
+        for index in range(51)
     ]
     representative_rows = [
         {"request_id": "req-1", "api_key": "k", "metadata": "{}", "session_id": None},
@@ -538,7 +538,7 @@ async def test_spend_logs_ui_group_by_session_paginates_sessions(monkeypatch):
 
     async def mock_query_raw(sql_query, *params):
         if "COUNT(*) AS total_count" in sql_query:
-            return [{"total_count": 12}]
+            return [{"total_count": 60}]
         if "DISTINCT ON" in sql_query:
             return representative_rows
         return session_rows
@@ -590,11 +590,11 @@ async def test_spend_logs_ui_group_by_session_paginates_sessions(monkeypatch):
     assert "COUNT(*) OVER ()" not in rep_sql
 
     assert [row["request_id"] for row in response["data"]] == ["req-1", "req-2"]
-    assert response["total"] == 12
+    assert response["total"] == 60
     assert response["total_is_capped"] is False
-    assert response["total_pages"] == 1
-    assert response["has_more"] is False
-    assert response["next_session_cursor"] is None
+    assert response["total_pages"] == 2
+    assert response["has_more"] is True
+    assert response["next_session_cursor"] == "2026-02-16 10:10:00|k|req-49"
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
index df113197ec6..e9bbaf0c96e 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
@@ -20,6 +20,7 @@ from litellm.constants import (
     SESSION_ID_OMITTED_METADATA_KEY,
     UNKNOWN_MODEL_SPEND_LOG_MODEL,
 )
+from litellm.litellm_core_utils.litellm_logging import StandardLoggingPayloadSetup
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
 from litellm.proxy._types import SpendLogsPayload, UserAPIKeyAuth
 from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
@@ -1020,6 +1021,11 @@ _OVERLONG_MODEL: Final = "m" * (MAX_SPEND_LOG_MODEL_NAME_LENGTH + 1)
         ),
         ("gpt-5.2", ValueError("provider timed out"), "gpt-5.2"),
         (_BEDROCK_INFERENCE_PROFILE_ARN, ValueError("provider timed out"), _BEDROCK_INFERENCE_PROFILE_ARN),
+        (
+            "MCP: deepwiki-ask_question",
+            ValueError("Content blocked: keyword 'confidential' detected"),
+            "MCP: deepwiki-ask_question",
+        ),
     ],
 )
 def test_get_logging_payload_replaces_rejected_or_prompt_shaped_models_with_the_placeholder(
@@ -2750,6 +2756,31 @@ def test_sanitize_error_information_redacts_pydantic_assignment_form(
 # ── _redact_logged_api_key unit tests ──────────────────────────────────────
 
 
+@pytest.mark.parametrize(
+    ("original_exception", "expected_error_message"),
+    [
+        (
+            ProxyModelNotFoundError(route="/chat/completions", model_name=_RAW_MODEL_WITH_PROMPT),
+            "/chat/completions: Invalid model name passed in. Call `/v1/models` to view available models for your key.",
+        ),
+        (ValueError("provider timed out"), "provider timed out"),
+    ],
+)
+def test_sanitize_error_information_persists_no_raw_model_for_an_unknown_model_rejection(
+    original_exception: Exception, expected_error_message: str
+):
+    error_information: Final = StandardLoggingPayloadSetup.get_error_information(original_exception=original_exception)
+
+    sanitized: Final = _sanitize_error_information_for_spend_logs(
+        error_information, original_exception=original_exception
+    )
+
+    assert sanitized is not None
+    assert sanitized["error_message"] == expected_error_message
+    assert "medical records" not in json.dumps(sanitized)
+    assert sanitized["error_class"] == type(original_exception).__name__
+
+
 def test_redact_logged_api_key_none_returns_none():
     assert _redact_logged_api_key(None) is None
 
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index 50b26577e5c..efbb5eedad4 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -8259,6 +8259,83 @@ class TestStreamingResponseHeadersFollowFallback:
         assert result.headers["x-callback-header"] == "kept"
 
 
+class _MessagesFallbackStream:
+    def __init__(self) -> None:
+        self.fallback_headers_adopted = False
+        self._hidden_params: dict[str, object] = {
+            "additional_headers": {
+                "x-litellm-complexity-router-tier": "REASONING",
+                "x-litellm-complexity-router-reasoning-effort": "xhigh",
+            }
+        }
+        self._chunks = iter(
+            (
+                b'event: content_block_delta\ndata: {"type":"content_block_delta","delta":{"type":"text_delta","text":"OK"}}\n\n',
+            )
+        )
+
+    def __aiter__(self) -> "_MessagesFallbackStream":
+        return self
+
+    async def __anext__(self) -> bytes:
+        self._hidden_params = {
+            "model_id": "fallback-deployment",
+            "additional_headers": {"x-fallback-only": "yes"},
+        }
+        self.fallback_headers_adopted = True
+        try:
+            return next(self._chunks)
+        except StopIteration:
+            raise StopAsyncIteration from None
+
+    async def aclose(self) -> None:
+        return None
+
+
+@pytest.mark.asyncio
+async def test_messages_http_headers_refresh_after_lazy_fallback(monkeypatch: pytest.MonkeyPatch) -> None:
+    from litellm.caching.caching import DualCache
+
+    stream = _MessagesFallbackStream()
+    logging_obj = MagicMock()
+    logging_obj.litellm_call_id = "messages-fallback-headers"
+    logging_obj._defer_async_logging = False
+    logging_obj._on_deferred_stream_complete = None
+    logging_obj.cost_breakdown = None
+    logging_obj.litellm_params = {}
+    processor = ProxyBaseLLMRequestProcessing(
+        data={"model": "auto-router", "stream": True, "litellm_logging_obj": logging_obj}
+    )
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=DualCache())
+    monkeypatch.setattr(litellm, "callbacks", [])
+
+    async def call() -> _MessagesFallbackStream:
+        return stream
+
+    async def fake_route_request(**_kwargs: object) -> object:
+        return call()
+
+    monkeypatch.setattr(litellm.proxy.common_request_processing, "route_request", fake_route_request)
+    response = await processor.base_process_llm_request(
+        request=Request(scope={"type": "http", "headers": []}),
+        fastapi_response=Response(),
+        user_api_key_dict=ProxyUserAPIKeyAuth(api_key="sk-test"),
+        route_type="anthropic_messages",
+        proxy_logging_obj=proxy_logging_obj,
+        general_settings={},
+        proxy_config=MagicMock(spec=ProxyConfig),
+        is_streaming_request=True,
+        skip_pre_call_logic=True,
+    )
+
+    assert isinstance(response, StreamingResponse)
+    assert stream.fallback_headers_adopted is True
+    assert response.headers["x-litellm-model-id"] == "fallback-deployment"
+    assert response.headers["x-fallback-only"] == "yes"
+    assert "x-litellm-complexity-router-tier" not in response.headers
+    assert "x-litellm-complexity-router-reasoning-effort" not in response.headers
+
+
 class TestPassthroughHeadersAcceptImmutableMappings:
     """LIT-6767: the streaming branch now hands the passthrough helpers an immutable mapping."""
 
diff --git a/tests/test_litellm/proxy/test_component_allowlists.py b/tests/test_litellm/proxy/test_component_allowlists.py
index 0fdb43d60da..3073908fa54 100644
--- a/tests/test_litellm/proxy/test_component_allowlists.py
+++ b/tests/test_litellm/proxy/test_component_allowlists.py
@@ -196,6 +196,20 @@ def test_gateway_drops_ui_and_swagger_mounts():
             f"Mount {path} must not be served by the gateway"
 
 
+def test_gateway_keeps_memory_summary_and_trims_the_other_debug_routes():
+    """The gateway serves /debug/memory/summary, since the RSS that matters is the
+    serving worker's and the memory regression e2e test reads it on every gateway
+    replica; the heavier and mutating /debug/memory routes stay on the backend."""
+    debug_memory_routes = {
+        getattr(r, "path"): r for r in app.router.routes if str(getattr(r, "path", "")).startswith("/debug/memory/")
+    }
+    assert {"/debug/memory/summary", "/debug/memory/details", "/debug/memory/gc/configure"} <= set(debug_memory_routes)
+    assert _is_gateway_route(debug_memory_routes["/debug/memory/summary"]), \
+        "/debug/memory/summary must survive the gateway route trim"
+    for path in ("/debug/memory/details", "/debug/memory/gc/configure"):
+        assert not _is_gateway_route(debug_memory_routes[path]), f"{path} must not be served by the gateway"
+
+
 def test_every_app_mount_is_assigned_to_a_component():
     """Every Mount on the proxy app must be consciously assigned to a component.
 
diff --git a/tests/test_litellm/proxy/test_health_check_functions.py b/tests/test_litellm/proxy/test_health_check_functions.py
index 5aa80213134..c0c853ae2c5 100644
--- a/tests/test_litellm/proxy/test_health_check_functions.py
+++ b/tests/test_litellm/proxy/test_health_check_functions.py
@@ -735,6 +735,121 @@ async def test_perform_health_check_and_save_forwards_skip_disabled_background_f
     assert call_kwargs["health_check_skip_disabled_background_models"] is True
 
 
+@pytest.mark.asyncio
+async def test_perform_health_check_narrows_to_a_team_deployment_by_its_public_name():
+    """``/health?model=<team_public_model_name>`` must probe the team deployment, not an empty list."""
+    from litellm.proxy.health_check import perform_health_check
+
+    team_deployment = {
+        "model_name": "bedrock-nova_team-b_9f2c",
+        "litellm_params": {"model": "bedrock/us.amazon.nova-2-lite-v1:0"},
+        "model_info": {"id": "id-team-b", "team_id": "team-b", "team_public_model_name": "bedrock-nova"},
+    }
+    other_deployment = {
+        "model_name": "gpt-5.4-mini",
+        "litellm_params": {"model": "openai/gpt-5.4-mini"},
+        "model_info": {"id": "id-openai"},
+    }
+    probe = AsyncMock(return_value=([{"model": "bedrock/us.amazon.nova-2-lite-v1:0", "model_id": "id-team-b"}], [], {}))
+
+    with patch(  # test-quality-ok: the deployments handed to the probe are the assertion; no injection seam
+        "litellm.proxy.health_check._perform_health_check", probe
+    ):
+        healthy, unhealthy, _ = await perform_health_check(
+            model_list=[team_deployment, other_deployment], model="bedrock-nova", team_id="team-b"
+        )
+
+    assert [m["model_info"]["id"] for m in probe.call_args.args[0]] == ["id-team-b"]
+    assert [ep["model_id"] for ep in healthy] == ["id-team-b"]
+    assert unhealthy == []
+
+
+@pytest.mark.asyncio
+async def test_perform_health_check_keeps_a_public_name_off_another_team():
+    """A team's public model name is not a global alias: a caller from another team must not probe its deployment."""
+    from litellm.proxy.health_check import perform_health_check
+
+    team_deployment = {
+        "model_name": "bedrock-nova_team-b_9f2c",
+        "litellm_params": {"model": "bedrock/us.amazon.nova-2-lite-v1:0"},
+        "model_info": {"id": "id-team-b", "team_id": "team-b", "team_public_model_name": "bedrock-nova"},
+    }
+    probe = AsyncMock(return_value=([{"model": "bedrock/us.amazon.nova-2-lite-v1:0", "model_id": "id-team-b"}], [], {}))
+
+    with patch(  # test-quality-ok: the deployments handed to the probe are the assertion; no injection seam
+        "litellm.proxy.health_check._perform_health_check", probe
+    ):
+        healthy, unhealthy, _ = await perform_health_check(
+            model_list=[team_deployment], model="bedrock-nova", team_id="team-a"
+        )
+
+    probe.assert_not_awaited()
+    assert healthy == []
+    assert unhealthy == []
+
+
+_GLOBAL_DEPLOYMENT = {
+    "model_name": "bedrock-nova",
+    "litellm_params": {"model": "bedrock/us.amazon.nova-2-lite-v1:0"},
+    "model_info": {"id": "id-bedrock"},
+}
+_TEAM_B_COPY = {
+    "model_name": "bedrock-nova_team-b_9f2c",
+    "litellm_params": {"model": "bedrock/us.amazon.nova-2-lite-v1:0"},
+    "model_info": {"id": "id-team-b", "team_id": "team-b", "team_public_model_name": "bedrock-nova"},
+}
+_GLOBAL_BARE_NAME = {
+    "model_name": "gpt-5.4-nano",
+    "litellm_params": {"model": "gpt-5.4-nano"},
+    "model_info": {"id": "id-nano"},
+}
+_TEAM_B_BARE_COPY = {
+    "model_name": "gpt-5.4-nano_team-b_7c3d",
+    "litellm_params": {"model": "gpt-5.4-nano"},
+    "model_info": {"id": "id-nano-team-b", "team_id": "team-b", "team_public_model_name": "gpt-5.4-nano"},
+}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("team_id", "model", "model_list", "expected_ids"),
+    [
+        (None, "bedrock-nova", [_TEAM_B_COPY], ["id-team-b"]),
+        (None, "bedrock-nova", [_GLOBAL_DEPLOYMENT, _TEAM_B_COPY], ["id-bedrock"]),
+        ("team-b", "bedrock-nova", [_GLOBAL_DEPLOYMENT, _TEAM_B_COPY], ["id-team-b"]),
+        ("team-b", "gpt-5.4-nano", [_GLOBAL_BARE_NAME, _TEAM_B_BARE_COPY], ["id-nano-team-b"]),
+        (None, "gpt-5.4-nano", [_GLOBAL_BARE_NAME, _TEAM_B_BARE_COPY], ["id-nano"]),
+        (None, "bedrock/us.amazon.nova-2-lite-v1:0", [_GLOBAL_DEPLOYMENT, _TEAM_B_COPY], ["id-bedrock", "id-team-b"]),
+    ],
+    ids=[
+        "a team-less caller reaches a public name nothing else carries",
+        "model_name wins over a public name for a team-less caller",
+        "a team's own copy wins over the global model_name",
+        "a team's own copy wins over a litellm_params.model equal to the public name",
+        "model_name wins over a litellm_params.model equal to it for a team-less caller",
+        "a provider model string no name carries still matches litellm_params.model",
+    ],
+)
+async def test_perform_health_check_targets_a_name_the_way_a_request_for_it_routes(
+    team_id, model, model_list, expected_ids
+):
+    """``/health?model=<name>`` probes the deployments a request for that name from the same caller would route to."""
+    from litellm.proxy.health_check import perform_health_check
+
+    probe = AsyncMock(
+        return_value=([{"model": "bedrock/us.amazon.nova-2-lite-v1:0", "model_id": i} for i in expected_ids], [], {})
+    )
+
+    with patch(  # test-quality-ok: the deployments handed to the probe are the assertion; no injection seam
+        "litellm.proxy.health_check._perform_health_check", probe
+    ):
+        healthy, unhealthy, _ = await perform_health_check(model_list=model_list, model=model, team_id=team_id)
+
+    assert [m["model_info"]["id"] for m in probe.call_args.args[0]] == expected_ids
+    assert [ep["model_id"] for ep in healthy] == expected_ids
+    assert unhealthy == []
+
+
 def test_parse_background_health_check_model_groups_unset_returns_none():
     from litellm.proxy.health_check import parse_background_health_check_model_groups
 
diff --git a/tests/test_litellm/proxy/test_health_check_max_tokens.py b/tests/test_litellm/proxy/test_health_check_max_tokens.py
index 97e308d7c3c..dd3669644af 100644
--- a/tests/test_litellm/proxy/test_health_check_max_tokens.py
+++ b/tests/test_litellm/proxy/test_health_check_max_tokens.py
@@ -872,9 +872,9 @@ def test_narrowing_by_an_id_that_matches_nothing_keeps_the_whole_list():
     """Pinned because the disabled-dependency fix moved this filter into its own helper."""
     deployments = [{"model_name": "a", "litellm_params": {"model": "openai/a"}, "model_info": {"id": "a-1"}}]
 
-    assert hc_module._narrow_to_target(deployments, None, "no-such-id") == tuple(deployments)
-    assert hc_module._narrow_to_target(deployments, None, "a-1") == tuple(deployments)
-    assert hc_module._narrow_to_target(deployments, "a", None) == tuple(deployments)
+    assert hc_module._narrow_to_target(deployments, None, "no-such-id", None) == tuple(deployments)
+    assert hc_module._narrow_to_target(deployments, None, "a-1", None) == tuple(deployments)
+    assert hc_module._narrow_to_target(deployments, "a", None, None) == tuple(deployments)
 
 
 def _nested_router_fixture(parent_tier: str):
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index 94aaa32519e..37b983d709a 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -23,6 +23,7 @@ from litellm.proxy.litellm_pre_call_utils import (
     _get_dynamic_logging_metadata,
     _get_enforced_params,
     _get_metadata_variable_name,
+    _match_and_track_policies,
     _promoted_trace_control_fields,
     _resolve_credential_from_model_config,
     _resolve_provider_from_deployment,
@@ -768,6 +769,7 @@ async def test_add_litellm_data_to_request_body_snapshot_excludes_proxy_server_r
     data = {
         "model": "gpt-3.5-turbo",
         "messages": [{"role": "user", "content": "hello"}],
+        "api_key": "request-key",
     }
 
     user_api_key_dict = UserAPIKeyAuth(
@@ -795,6 +797,8 @@ async def test_add_litellm_data_to_request_body_snapshot_excludes_proxy_server_r
     assert "proxy_server_request" not in snapshot_body, (
         "proxy_server_request must be excluded from its own body snapshot to prevent the body from self-referencing"
     )
+    assert "api_key" not in snapshot_body
+    assert updated["proxy_server_request"]["credential_fields"] == ("api_key",)
 
 
 def test_refresh_proxy_server_request_body_snapshot_picks_up_guardrail_masking():
@@ -4149,6 +4153,30 @@ async def test_add_guardrails_from_policy_engine():
     attachment_registry._initialized = False
 
 
+def test_match_and_track_policies_preserves_attachment_and_request_body_order():
+    from litellm.proxy.policy_engine.attachment_registry import AttachmentRegistry
+    from litellm.types.proxy.policy_engine import Policy, PolicyMatchContext
+
+    attachment_policy_names = [f"attachment-policy-{index}" for index in range(8)]
+    request_body_policy_names = ["body-policy-1", "body-policy-2"]
+    policy_names = [*attachment_policy_names, *request_body_policy_names]
+    policies = {policy_name: Policy() for policy_name in policy_names}
+    attachment_registry = AttachmentRegistry()
+    attachment_registry.load_attachments(
+        [{"policy": policy_name, "scope": "*"} for policy_name in attachment_policy_names]
+    )
+
+    applied_policy_names, _ = _match_and_track_policies(
+        data={"metadata": {}},
+        context=PolicyMatchContext(model="gpt-4"),
+        request_body_policies=request_body_policy_names,
+        policies_override=policies,
+        attachment_registry_override=attachment_registry,
+    )
+
+    assert applied_policy_names == policy_names
+
+
 @pytest.mark.asyncio
 async def test_add_guardrails_from_policy_engine_keeps_a_policy_added_guardrail_its_pipeline_also_steps():
     from litellm.proxy.policy_engine.attachment_registry import get_attachment_registry
diff --git a/tests/test_litellm/proxy/test_prisma_migration.py b/tests/test_litellm/proxy/test_prisma_migration.py
index 729adcfb9e0..3fc69b34213 100644
--- a/tests/test_litellm/proxy/test_prisma_migration.py
+++ b/tests/test_litellm/proxy/test_prisma_migration.py
@@ -1,4 +1,6 @@
 import os
+import sys
+from pathlib import Path
 from unittest.mock import MagicMock, patch
 
 import pytest
@@ -64,3 +66,34 @@ class TestPrismaMigration:
                 prisma_migration.main()
 
         mock_subprocess_run.assert_not_called()
+
+    @patch("litellm.proxy.prisma_migration.subprocess.run")  # test-quality-ok: the spawned argv is the behavior under test
+    @patch("litellm.proxy.prisma_migration.run_server")  # test-quality-ok: run_server boots the whole proxy
+    def test_prisma_generate_runs_through_the_module_when_the_cli_is_not_on_path(
+        self, mock_run_server: MagicMock, mock_subprocess_run: MagicMock, tmp_path: Path
+    ) -> None:
+        mock_subprocess_run.return_value = MagicMock(returncode=0, stdout="", stderr="")
+        empty_bin: Path = tmp_path / "emptybin"
+        empty_bin.mkdir()
+
+        with patch.dict(os.environ, {"PATH": str(empty_bin)}, clear=True):
+            assert prisma_migration.main() == 0
+
+        assert mock_subprocess_run.call_args.args[0] == (sys.executable, "-m", "prisma", "generate")
+
+    @patch("litellm.proxy.prisma_migration.subprocess.run")  # test-quality-ok: the spawned argv is the behavior under test
+    @patch("litellm.proxy.prisma_migration.run_server")  # test-quality-ok: run_server boots the whole proxy
+    def test_prisma_generate_runs_the_console_script_when_it_is_on_path(
+        self, mock_run_server: MagicMock, mock_subprocess_run: MagicMock, tmp_path: Path
+    ) -> None:
+        mock_subprocess_run.return_value = MagicMock(returncode=0, stdout="", stderr="")
+        bin_dir: Path = tmp_path / "bin"
+        bin_dir.mkdir()
+        script: Path = bin_dir / "prisma"
+        script.write_text("#!/bin/sh\nexit 0\n")
+        script.chmod(0o755)
+
+        with patch.dict(os.environ, {"PATH": str(bin_dir)}, clear=True):
+            assert prisma_migration.main() == 0
+
+        assert mock_subprocess_run.call_args.args[0] == ("prisma", "generate")
diff --git a/tests/test_litellm/proxy/test_proxy_cli.py b/tests/test_litellm/proxy/test_proxy_cli.py
index c76ff189a8a..e25e6a59884 100644
--- a/tests/test_litellm/proxy/test_proxy_cli.py
+++ b/tests/test_litellm/proxy/test_proxy_cli.py
@@ -1940,6 +1940,66 @@ class TestRunServerDbSetup:
                 use_migrate=False, use_v2_resolver=False
             )
 
+    @patch("atexit.register")
+    @patch("litellm.proxy.db.prisma_client.PrismaManager.setup_database")  # test-quality-ok: run_server always wires the DB; same isolation as the sibling CLI tests above
+    @patch("litellm.proxy.db.check_migration.check_prisma_schema_diff")  # test-quality-ok: run_server always wires the DB; same isolation as the sibling CLI tests above
+    @patch("litellm.proxy.db.prisma_client.should_update_prisma_schema")  # test-quality-ok: run_server always wires the DB; same isolation as the sibling CLI tests above
+    def test_migrations_run_when_the_prisma_cli_is_not_on_path(
+        self,
+        mock_should_update_schema,
+        mock_check_schema_diff,
+        mock_setup_database,
+        mock_atexit_register,
+        tmp_path,
+        capsys,
+    ):
+        from litellm.proxy.proxy_cli import run_server
+
+        mock_should_update_schema.return_value = True
+        empty_bin = tmp_path / "emptybin"
+        empty_bin.mkdir()
+
+        mock_proxy_module = MagicMock(
+            app=MagicMock(),
+            ProxyConfig=MagicMock(),
+            KeyManagementSettings=MagicMock(),
+            save_worker_config=MagicMock(),
+        )
+
+        clean_env = {
+            k: v
+            for k, v in os.environ.items()
+            if k not in ("DATABASE_URL", "DIRECT_URL")
+        }
+        clean_env["DATABASE_URL"] = "postgresql://test:test@localhost:5432/test"
+        clean_env["PATH"] = str(empty_bin)
+
+        with (
+            patch.dict(os.environ, clean_env, clear=True),
+            patch.dict(
+                "sys.modules",
+                {
+                    "proxy_server": mock_proxy_module,
+                    "litellm.proxy.proxy_server": mock_proxy_module,
+                },
+            ),
+            patch(  # test-quality-ok: same isolation as the sibling CLI tests above
+                "litellm.proxy.proxy_cli.ProxyInitializationHelpers._get_default_unvicorn_init_args"
+            ) as mock_get_args,
+        ):
+            mock_get_args.return_value = {
+                "app": "litellm.proxy.proxy_server:app",
+                "host": "localhost",
+                "port": 8000,
+            }
+
+            run_server.main(["--local", "--skip_server_startup"], standalone_mode=False)
+
+        assert "prisma CLI is neither on PATH" not in capsys.readouterr().out
+        mock_setup_database.assert_called_once_with(
+            use_migrate=True, use_v2_resolver=False
+        )
+
     @patch("subprocess.run")
     @patch("atexit.register")
     @patch("litellm.proxy.db.prisma_client.PrismaManager.setup_database")
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index e058a4f6396..03a24ec5e98 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -7313,6 +7313,88 @@ async def test_update_general_settings_apply_user_budget_to_team_keys_yaml_wins(
         assert ps.general_settings["apply_user_budget_to_team_keys"] is True
 
 
+def _fill_user_api_key_cache(cache: DualCache, count: int) -> None:
+    for index in range(count):
+        cache.set_cache(key=f"key-{index}", value={"token": f"key-{index}"}, local_only=True)
+
+
+@pytest.mark.asyncio
+async def test_update_general_settings_user_api_key_cache_max_size_resizes_the_running_cache(monkeypatch):
+    """The Admin UI writes the capacity to the DB config, so the running cache has
+    to pick it up on reload; otherwise the knob only works after a restart."""
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    cache = UserApiKeyCache()
+    monkeypatch.setattr(proxy_server_module, "general_settings", {})
+    monkeypatch.setattr(proxy_server_module, "user_api_key_cache", cache)
+    await ProxyConfig()._update_general_settings(db_general_settings={"user_api_key_cache_max_size": 300})
+
+    assert proxy_server_module.general_settings["user_api_key_cache_max_size"] == 300
+
+    _fill_user_api_key_cache(cache, 250)
+    assert cache.get_cache(key="key-0", local_only=True) == {"token": "key-0"}
+
+
+@pytest.mark.asyncio
+async def test_update_general_settings_clearing_user_api_key_cache_max_size_restores_the_default(monkeypatch):
+    """Blanking the field in the dashboard deletes the key, so the cache must fall
+    back to the default capacity rather than keep the last configured size."""
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    cache = UserApiKeyCache()
+    cache.update_in_memory_max_size(5000)
+    monkeypatch.setattr(proxy_server_module, "general_settings", {"user_api_key_cache_max_size": 5000})
+    monkeypatch.setattr(proxy_server_module, "user_api_key_cache", cache)
+    await ProxyConfig()._update_general_settings(db_general_settings={"store_model_in_db": True})
+
+    assert "user_api_key_cache_max_size" not in proxy_server_module.general_settings
+
+    _fill_user_api_key_cache(cache, 201)
+    assert cache.get_cache(key="key-0", local_only=True) is None
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("db_value", [0, -5, "lots"])
+async def test_update_general_settings_ignores_an_invalid_user_api_key_cache_max_size(db_value, monkeypatch):
+    """A non-positive capacity would make the eviction loop pop an empty heap on the
+    next write, so a bad DB value must leave the running cache untouched."""
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    cache = UserApiKeyCache()
+    cache.update_in_memory_max_size(300)
+    monkeypatch.setattr(proxy_server_module, "general_settings", {})
+    monkeypatch.setattr(proxy_server_module, "user_api_key_cache", cache)
+    await ProxyConfig()._update_general_settings(db_general_settings={"user_api_key_cache_max_size": db_value})
+
+    assert "user_api_key_cache_max_size" not in proxy_server_module.general_settings
+
+    _fill_user_api_key_cache(cache, 250)
+    assert cache.get_cache(key="key-0", local_only=True) == {"token": "key-0"}
+
+
+@pytest.mark.asyncio
+async def test_update_general_settings_user_api_key_cache_max_size_yaml_wins(monkeypatch):
+    """A DB value must not silently override an explicit YAML capacity on reload."""
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    proxy_config = ProxyConfig()
+    proxy_config._yaml_general_settings_keys = {"user_api_key_cache_max_size"}
+    cache = UserApiKeyCache()
+    cache.update_in_memory_max_size(300)
+    monkeypatch.setattr(proxy_server_module, "general_settings", {"user_api_key_cache_max_size": 300})
+    monkeypatch.setattr(proxy_server_module, "user_api_key_cache", cache)
+    await proxy_config._update_general_settings(db_general_settings={"user_api_key_cache_max_size": 10})
+
+    assert proxy_server_module.general_settings["user_api_key_cache_max_size"] == 300
+
+    _fill_user_api_key_cache(cache, 250)
+    assert cache.get_cache(key="key-0", local_only=True) == {"token": "key-0"}
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     "db_value,expected",
@@ -8337,7 +8419,7 @@ async def test_increment_spend_counters_finalizes_after_unreserved_increments():
     async def assert_reservation_not_finalized_yet(**kwargs):
         assert budget_reservation["finalized"] is False
         incremented_counters.append(kwargs["counter_key"])
-        return ps._PendingSpendIncrement(
+        return ps.PendingSpendIncrement(
             counter_key=kwargs["counter_key"], increment=kwargs["increment"]
         )
 
@@ -9183,6 +9265,126 @@ class TestLazyFeaturesNotImportedAtStartup:
 class TestLazyFeatureMiddleware:
     """Behavior of the middleware itself, exercised in isolation."""
 
+    @pytest.mark.asyncio
+    async def test_llm_passthrough_loads_on_first_provider_request(self, monkeypatch):
+        """An app that never registered the provider passthrough routes 404s a
+        provider request; behind the middleware the same request registers the
+        routes and is forwarded to the provider with the configured key."""
+        import respx
+        from fastapi import FastAPI
+
+        from litellm.proxy._lazy_features import LAZY_FEATURES, LazyFeatureMiddleware
+
+        monkeypatch.setenv("MISTRAL_API_KEY", "sk-upstream")
+        monkeypatch.delenv("SERVER_ROOT_PATH", raising=False)
+        monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+        litellm.in_memory_llm_clients_cache.flush_cache()
+        feat = next(f for f in LAZY_FEATURES if f.name == "llm_passthrough")
+        target_app = FastAPI()
+        target_app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(api_key="sk-virtual")
+        mw = LazyFeatureMiddleware(target_app, fastapi_app=target_app, features=(feat,))
+
+        with respx.mock() as upstream:
+            route = upstream.get("https://api.mistral.ai/v1/models").mock(
+                return_value=httpx.Response(200, json={"object": "list", "data": []})
+            )
+            async with httpx.AsyncClient(transport=httpx.ASGITransport(app=target_app), base_url="http://t") as bare:
+                assert (await bare.get("/mistral/v1/models")).status_code == 404
+            async with httpx.AsyncClient(transport=httpx.ASGITransport(app=mw), base_url="http://t") as lazy:
+                response = await lazy.get("/mistral/v1/models")
+
+            assert (response.status_code, response.json()) == (200, {"object": "list", "data": []})
+            assert route.calls.last.request.headers["authorization"] == "Bearer sk-upstream"
+
+    def test_llm_passthrough_prefixes_cover_every_route_the_module_registers(self):
+        """A route the module registers under a prefix the feature does not claim
+        would 404 until an unrelated provider request happens to load the module."""
+        from litellm.proxy._lazy_features import LAZY_FEATURES
+
+        feat = next(f for f in LAZY_FEATURES if f.name == "llm_passthrough")
+        paths = [r.path for r in importlib.import_module(feat.module_path).router.routes]
+
+        assert {"/mistral/{endpoint:path}", "/openai/{endpoint:path}"} <= set(paths)
+        unreachable = [p for p in paths if not feat.matches(p.replace("{endpoint:path}", "x"))]
+        assert unreachable == [], f"routes the middleware would never load: {unreachable}"
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("first_hit", ["/v1/realtime/calls", "/openai/v1/models"])
+    async def test_lazy_routes_land_in_registry_order_not_first_hit_order(self, first_hit):
+        """Two lazy features with overlapping paths must answer a request with the
+        same handler no matter which one a deployment happens to hit first."""
+        from fastapi import APIRouter, FastAPI
+
+        from litellm.proxy._lazy_features import LazyFeature, LazyFeatureMiddleware
+
+        def make_register(path, handler):
+            def register(app, module):
+                router = APIRouter()
+                router.add_api_route(path, lambda: {"handler": handler}, methods=["POST"])
+                app.include_router(router)
+
+            return register
+
+        catch_all = LazyFeature(
+            name="catch_all",
+            module_path="json",
+            path_prefixes=("/openai/",),
+            register_fn=make_register("/openai/{endpoint:path}", "catch_all"),
+        )
+        specific = LazyFeature(
+            name="specific",
+            module_path="base64",
+            path_prefixes=("/openai/v1/realtime", "/v1/realtime"),
+            register_fn=make_register("/openai/v1/realtime/calls", "specific"),
+        )
+
+        target_app = FastAPI()
+        mw = LazyFeatureMiddleware(target_app, fastapi_app=target_app, features=(catch_all, specific))
+
+        async with httpx.AsyncClient(transport=httpx.ASGITransport(app=mw), base_url="http://t") as client:
+            await client.post(first_hit)
+            await client.post("/openai/v1/models")
+            response = await client.post("/openai/v1/realtime/calls")
+
+        assert response.json() == {"handler": "catch_all"}
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("root_path", ["", "/api"])
+    async def test_reserved_slot_keeps_lazy_catch_all_ahead_of_later_eager_routes(self, root_path):
+        """/{mcp_server_name}/mcp is registered after the provider passthrough router
+        at startup, so /mistral/mcp must keep reaching the provider catch-all once
+        that router loads lazily instead of being swallowed by the MCP route. The
+        native /mistral/v1/files route sits ahead of it, so that path neither loads
+        the feature nor changes owner, with or without a SERVER_ROOT_PATH prefix."""
+        from fastapi import APIRouter, FastAPI
+
+        from litellm.proxy._lazy_features import LazyFeature, LazyFeatureMiddleware, reserve_lazy_slot
+
+        def register(app, module):
+            router = APIRouter()
+            router.add_api_route("/mistral/{endpoint:path}", lambda: {"handler": "passthrough"}, methods=["POST"])
+            app.include_router(router)
+
+        passthrough = LazyFeature(
+            name="llm_passthrough", module_path="json", path_prefixes=("/mistral/",), register_fn=register
+        )
+        target_app = FastAPI(root_path=root_path)
+        target_app.add_api_route("/mistral/v1/files", lambda: {"handler": "files"}, methods=["POST"])
+        reserve_lazy_slot(target_app, "llm_passthrough", features=(passthrough,))
+        target_app.add_api_route("/{mcp_server_name}/mcp", lambda: {"handler": "mcp"}, methods=["POST"])
+        target_app.add_middleware(LazyFeatureMiddleware, fastapi_app=target_app, features=(passthrough,))
+
+        async with httpx.AsyncClient(transport=httpx.ASGITransport(app=target_app), base_url="http://t") as client:
+            files_first = (await client.post(f"{root_path}/mistral/v1/files")).json()["handler"]
+            loaded_after_files = frozenset(target_app.state.lazy_loaded)
+            handlers = [
+                (await client.post(f"{root_path}{path}")).json()["handler"]
+                for path in ("/mistral/mcp", "/mistral/v1/files")
+            ]
+
+        assert (files_first, loaded_after_files) == ("files", frozenset())
+        assert handlers == ["passthrough", "files"]
+
     @pytest.mark.asyncio
     async def test_first_request_triggers_load_subsequent_does_not(self):
         from fastapi import FastAPI
@@ -10224,6 +10426,27 @@ def test_get_config_list_includes_apply_user_budget_to_team_keys(monkeypatch):
         app.dependency_overrides.clear()
 
 
+def test_get_config_list_includes_user_api_key_cache_max_size(monkeypatch):
+    """The Admin UI General Settings table renders whatever /config/list returns,
+    so the cache capacity has to be exposed there as an Integer to be editable."""
+    mock_prisma = MagicMock()
+    mock_config_table = MagicMock()
+    mock_config_table.find_first = AsyncMock(return_value=None)
+    mock_prisma.db = types.SimpleNamespace(litellm_config=mock_config_table)
+    monkeypatch.setattr(proxy_server_module, "prisma_client", mock_prisma)
+    app.dependency_overrides[proxy_server_module.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN
+    )
+    try:
+        client = TestClient(app)
+        resp = client.get("/config/list", params={"config_type": "general_settings"})
+        assert resp.status_code == 200, resp.text
+        fields = {item["field_name"]: item for item in resp.json()}
+        assert fields["user_api_key_cache_max_size"]["field_type"] == "Integer"
+    finally:
+        app.dependency_overrides.clear()
+
+
 def test_get_config_list_includes_budget_exceeded_throttle_percentage(monkeypatch):
     """The throttle fraction is a litellm_settings scalar surfaced on the General
     Settings table as a Float field so it sits with the other global limits; it
@@ -12826,6 +13049,48 @@ async def test_load_config_router_authorizes_fallback_targets_against_the_callin
     assert router.fallback_access_check is router_fallback_access_check
 
 
+@pytest.mark.asyncio
+async def test_load_config_user_api_key_cache_max_size_keeps_more_than_200_entries(tmp_path, monkeypatch):
+    """The auth cache used to be pinned at InMemoryCache's 200 entry default, so a
+    deployment with more keys than that evicted constantly and every request
+    fell through to the DB. The YAML knob has to raise the cap on the live cache."""
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    config_file = tmp_path / "config.yaml"
+    config_file.write_text(yaml.dump({"general_settings": {"user_api_key_cache_max_size": "1000"}}))
+
+    cache = UserApiKeyCache()
+    monkeypatch.setattr(proxy_server_module, "user_api_key_cache", cache)
+    await ProxyConfig().load_config(router=None, config_file_path=str(config_file))
+
+    _fill_user_api_key_cache(cache, 999)
+    assert cache.get_cache(key="key-0", local_only=True) == {"token": "key-0"}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("bad_value", [0, -1, "unbounded"])
+async def test_load_config_rejects_a_non_positive_user_api_key_cache_max_size(tmp_path, bad_value, monkeypatch):
+    """InMemoryCache treats 0 as 'cache nothing' and a negative cap makes eviction
+    pop an empty heap, so the proxy must refuse to boot with such a value instead
+    of silently disabling auth caching."""
+    from pydantic import ValidationError
+
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    config_file = tmp_path / "config.yaml"
+    config_file.write_text(yaml.dump({"general_settings": {"user_api_key_cache_max_size": bad_value}}))
+
+    cache = UserApiKeyCache()
+    monkeypatch.setattr(proxy_server_module, "user_api_key_cache", cache)
+    with pytest.raises(ValidationError):
+        await ProxyConfig().load_config(router=None, config_file_path=str(config_file))
+
+    _fill_user_api_key_cache(cache, 150)
+    assert cache.get_cache(key="key-0", local_only=True) == {"token": "key-0"}
+
+
 def test_docs_redoc_openapi_are_reachable_by_default():
     """
     LIT-6745: the interactive/machine-readable docs surfaces are on by
diff --git a/tests/test_litellm/proxy/test_proxy_utils.py b/tests/test_litellm/proxy/test_proxy_utils.py
index 646596c5b88..9def21c0573 100644
--- a/tests/test_litellm/proxy/test_proxy_utils.py
+++ b/tests/test_litellm/proxy/test_proxy_utils.py
@@ -581,6 +581,75 @@ class TestPostCallFailureHookLiftsStandardLoggingObject:
         assert "standard_logging_object" not in request_data
 
 
+class TestPostCallFailureHookLiftsCallTypeAndStartTime:
+    """A guardrail-blocked MCP tool call fails before any LLM call. The failure
+    spend row is built from request_data after ``litellm_logging_obj`` is popped,
+    so ``call_type`` and the request ``start_time`` must be lifted off the logging
+    object first, or the Logs page shows the row as an LLM call with a blank call
+    type and a 0s duration (LIT-7453).
+    """
+
+    @pytest.mark.asyncio
+    async def test_failed_mcp_tool_call_spend_row_keeps_call_type_model_and_duration(self):
+        import traceback
+        from types import SimpleNamespace
+        from unittest.mock import AsyncMock
+
+        from litellm.litellm_core_utils.litellm_logging import Logging
+        from litellm.proxy.hooks.proxy_track_cost_callback import _ProxyDBLogger
+        from litellm.proxy.spend_tracking.spend_tracking_utils import get_logging_payload
+
+        request_start = real_datetime.datetime.now() - real_datetime.timedelta(seconds=2)
+        logging_obj = Logging(
+            model="MCP: deepwiki-ask_question",
+            messages=[],
+            stream=False,
+            call_type="call_mcp_tool",
+            start_time=request_start,
+            litellm_call_id="call-1",
+            function_id="fn-1",
+        )
+        logging_obj.update_environment_variables(
+            model="MCP: deepwiki-ask_question",
+            user="",
+            optional_params={},
+            litellm_params={"metadata": {"user_api_key_hash": "hashed"}},
+        )
+        blocked = Exception("Content blocked: keyword 'confidential' detected")
+        logging_obj.failure_handler(blocked, traceback.format_exc(), request_start, real_datetime.datetime.now())
+        request_data = {
+            "name": "deepwiki-ask_question",
+            "arguments": {"question": "confidential"},
+            "litellm_logging_obj": logging_obj,
+        }
+        proxy_logging_obj = ProxyLogging(user_api_key_cache=DualCache())
+        proxy_logging_obj.alert_types = []
+        spend_writer = SimpleNamespace(update_database=AsyncMock())
+        original_callbacks = list(litellm.callbacks)
+        litellm.callbacks = [_ProxyDBLogger(spend_writer=lambda: spend_writer)]
+        try:
+            with patch.object(proxy_logging_obj, "update_request_status", new=AsyncMock()):
+                await proxy_logging_obj.post_call_failure_hook(
+                    request_data=request_data,
+                    original_exception=blocked,
+                    user_api_key_dict=UserAPIKeyAuth(api_key="sk-test"),
+                )
+        finally:
+            litellm.callbacks = original_callbacks
+            ProxyLogging._callback_capabilities_cache.clear()
+
+        db_call = spend_writer.update_database.call_args.kwargs
+        payload = get_logging_payload(
+            kwargs=db_call["kwargs"],
+            response_obj=db_call["completion_response"],
+            start_time=db_call["start_time"],
+            end_time=db_call["end_time"],
+        )
+        assert payload["call_type"] == "call_mcp_tool"
+        assert payload["model"] == "MCP: deepwiki-ask_question"
+        assert payload["endTime"] - payload["startTime"] >= real_datetime.timedelta(seconds=2)
+
+
 class TestPostCallFailureHookEstimatesDispatchedInputTokens:
     """A non-stream request that failed after dispatch (timeout, provider
     error) consumed provider-billed input tokens but recovered no usage.
@@ -1848,13 +1917,14 @@ def test_a_failure_with_no_logging_object_lifts_nothing():
     assert dict(_failure_fields_to_lift({"litellm_logging_obj": _LoggingObj({})})) == {}
 
 
-def test_a_dispatched_failure_lifts_the_four_fields_the_spend_log_needs():
+def test_a_dispatched_failure_lifts_the_fields_the_spend_log_needs():
     from litellm.proxy.utils import _failure_fields_to_lift
 
     lifted = _failure_fields_to_lift(
         {
             "litellm_logging_obj": _LoggingObj(
                 {
+                    "start_time": 1699999999.0,
                     "first_api_call_start_time": 1700000000.0,
                     "call_type": "acompletion",
                     "model": FAILURE_USAGE_MODEL,
@@ -1866,12 +1936,16 @@ def test_a_dispatched_failure_lifts_the_four_fields_the_spend_log_needs():
     )
 
     assert set(lifted) == {
+        "start_time",
         "first_api_call_start_time",
+        "call_type",
         "combined_usage_object",
         "response_cost",
         "standard_logging_object",
     }
+    assert lifted["start_time"] == 1699999999.0
     assert lifted["first_api_call_start_time"] == 1700000000.0
+    assert lifted["call_type"] == "acompletion"
     assert lifted["response_cost"] == 0.0
     assert lifted["combined_usage_object"].prompt_tokens > 0
     assert lifted["standard_logging_object"] == {"id": "log-1"}
diff --git a/tests/test_litellm/proxy/test_route_llm_request.py b/tests/test_litellm/proxy/test_route_llm_request.py
index 41ba57c4615..f7021763a4d 100644
--- a/tests/test_litellm/proxy/test_route_llm_request.py
+++ b/tests/test_litellm/proxy/test_route_llm_request.py
@@ -3,6 +3,7 @@ import pytest
 
 
 
+from typing import Final
 from unittest.mock import MagicMock
 
 from fastapi import HTTPException
@@ -1297,3 +1298,13 @@ async def test_route_request_a2a_agent_miss_does_not_consume_model_read_through(
 
     assert agents_find_unique.await_count == 2
     assert model_table.find_many_wheres == []
+
+
+def test_proxy_model_not_found_error_keeps_the_raw_model_only_in_the_client_response():
+    raw_model: Final = "opus-4.6 Please summarize my medical records\nPatient has diabetes"
+
+    error: Final = ProxyModelNotFoundError(route="/chat/completions", model_name=raw_model)
+
+    assert raw_model in error.detail["error"]
+    assert raw_model not in error.spend_log_error_message
+    assert error.spend_log_error_message.startswith("/chat/completions: Invalid model name passed in")
diff --git a/tests/test_litellm/proxy/test_route_priority.py b/tests/test_litellm/proxy/test_route_priority.py
new file mode 100644
index 00000000000..dfdc816f4b4
--- /dev/null
+++ b/tests/test_litellm/proxy/test_route_priority.py
@@ -0,0 +1,171 @@
+import sys
+from types import ModuleType
+
+import httpx
+import pytest
+from fastapi import APIRouter, FastAPI
+from fastapi.testclient import TestClient
+from starlette.routing import Match
+
+from litellm.proxy.route_priority import HOT_ROUTE_PATHS, hot_routes_first
+
+FILLER_COUNT = 300
+
+
+def _routes_scanned_before_dispatch(app: FastAPI, method: str, path: str) -> int:
+    """Number of route.matches() calls Starlette's Router.app makes before it finds a full match."""
+    scope = {"type": "http", "method": method, "path": path, "root_path": "", "headers": [], "query_string": b""}
+    for i, route in enumerate(app.router.routes):
+        match, _ = route.matches(dict(scope))
+        if match == Match.FULL:
+            return i + 1
+    raise AssertionError(f"{method} {path} has no route")
+
+
+def _hot_router() -> APIRouter:
+    router = APIRouter()
+
+    @router.get("/health/liveliness")
+    @router.get("/health/liveness")
+    async def liveliness():
+        return "I'm alive!"
+
+    @router.post("/v1/chat/completions")
+    @router.post("/chat/completions")
+    async def chat():
+        return {"object": "chat.completion"}
+
+    return router
+
+
+def _app_with_filler_then_hot_routes() -> FastAPI:
+    app = FastAPI()
+    for i in range(FILLER_COUNT):
+
+        @app.get(f"/filler/{i}")
+        async def filler(i: int = i):
+            return {"filler": i}
+
+    app.include_router(_hot_router())
+    return app
+
+
+def test_hot_routes_first_puts_hot_routes_ahead_of_everything_else():
+    app = _app_with_filler_then_hot_routes()
+    assert _routes_scanned_before_dispatch(app, "GET", "/health/liveliness") > FILLER_COUNT
+
+    app.router.routes = hot_routes_first(app.router.routes)
+
+    hot_count = sum(1 for r in app.router.routes if getattr(r, "path", None) in HOT_ROUTE_PATHS)
+    assert _routes_scanned_before_dispatch(app, "GET", "/health/liveliness") <= hot_count
+    assert _routes_scanned_before_dispatch(app, "GET", "/health/liveness") <= hot_count
+    assert _routes_scanned_before_dispatch(app, "POST", "/v1/chat/completions") <= hot_count
+    assert _routes_scanned_before_dispatch(app, "POST", "/chat/completions") <= hot_count
+
+
+def test_hot_routes_first_keeps_the_other_routes_in_order_and_dispatching():
+    app = _app_with_filler_then_hot_routes()
+    before = [r.path for r in app.router.routes if getattr(r, "path", "").startswith("/filler/")]
+
+    app.router.routes = hot_routes_first(app.router.routes)
+
+    after = [r.path for r in app.router.routes if getattr(r, "path", "").startswith("/filler/")]
+    assert after == before
+    client = TestClient(app)
+    assert client.get("/health/liveliness").json() == "I'm alive!"
+    assert client.get("/filler/7").json() == {"filler": 7}
+    assert client.post("/v1/chat/completions").json() == {"object": "chat.completion"}
+    assert client.get("/v1/chat/completions").status_code == 405
+    assert client.get("/does/not/exist").status_code == 404
+
+
+def test_hot_routes_first_is_idempotent():
+    app = _app_with_filler_then_hot_routes()
+    once = hot_routes_first(app.router.routes)
+    assert hot_routes_first(once) == once
+
+
+@pytest.mark.asyncio
+async def test_lazy_loaded_hot_route_moves_to_the_front(monkeypatch):
+    from litellm.proxy._lazy_features import LazyFeature, LazyFeatureMiddleware
+
+    messages_router = APIRouter()
+
+    @messages_router.post("/v1/messages")
+    async def messages():
+        return {"type": "message"}
+
+    fake_module = ModuleType("fake_anthropic_endpoints")
+    fake_module.router = messages_router
+    monkeypatch.setitem(sys.modules, fake_module.__name__, fake_module)
+
+    target_app = _app_with_filler_then_hot_routes()
+    target_app.router.routes = hot_routes_first(target_app.router.routes)
+
+    async def downstream(scope, receive, send):
+        await send({"type": "http.response.start", "status": 200, "headers": []})
+        await send({"type": "http.response.body", "body": b""})
+
+    feat = LazyFeature(name="anthropic", module_path=fake_module.__name__, path_prefixes=("/v1/messages",))
+    mw = LazyFeatureMiddleware(downstream, fastapi_app=target_app, features=(feat,))
+
+    async def receive():
+        return {"type": "http.request", "body": b"", "more_body": False}
+
+    async def send(message):
+        pass
+
+    await mw({"type": "http", "path": "/v1/messages", "method": "POST", "headers": []}, receive, send)
+
+    hot_count = sum(1 for r in target_app.router.routes if getattr(r, "path", None) in HOT_ROUTE_PATHS)
+    assert _routes_scanned_before_dispatch(target_app, "POST", "/v1/messages") <= hot_count
+    assert TestClient(target_app).post("/v1/messages").json() == {"type": "message"}
+
+
+@pytest.mark.asyncio
+async def test_hot_routes_first_keeps_reserved_lazy_slot_ahead_of_later_eager_routes():
+    """Liveness is registered after the provider passthrough slot, so pulling it to the
+    front must not shift where the lazily loaded catch-all is spliced back in."""
+    from litellm.proxy._lazy_features import LazyFeature, LazyFeatureMiddleware, reserve_lazy_slot
+
+    def register(app, module):
+        router = APIRouter()
+        router.add_api_route("/mistral/{endpoint:path}", lambda: {"handler": "passthrough"}, methods=["POST"])
+        app.include_router(router)
+
+    passthrough = LazyFeature(
+        name="llm_passthrough", module_path="json", path_prefixes=("/mistral/",), register_fn=register
+    )
+    target_app = FastAPI()
+    target_app.add_api_route("/mistral/v1/files", lambda: {"handler": "files"}, methods=["POST"])
+    target_app.add_api_route("/mistral/v1/batches", lambda: {"handler": "batches"}, methods=["POST"])
+    reserve_lazy_slot(target_app, "llm_passthrough", features=(passthrough,))
+    target_app.include_router(_hot_router())
+    target_app.add_api_route("/{mcp_server_name}/mcp", lambda: {"handler": "mcp"}, methods=["POST"])
+    target_app.router.routes = hot_routes_first(target_app.router.routes)
+    target_app.add_middleware(LazyFeatureMiddleware, fastapi_app=target_app, features=(passthrough,))
+
+    async with httpx.AsyncClient(transport=httpx.ASGITransport(app=target_app), base_url="http://t") as client:
+        batches_first = (await client.post("/mistral/v1/batches")).json()["handler"]
+        loaded_after_batches = frozenset(target_app.state.lazy_loaded)
+        handlers = [
+            (await client.post(path)).json()["handler"]
+            for path in ("/mistral/mcp", "/mistral/v1/files", "/mistral/v1/batches")
+        ]
+
+    assert (batches_first, loaded_after_batches) == ("batches", frozenset())
+    assert handlers == ["passthrough", "files", "batches"]
+    hot_count = sum(1 for r in target_app.router.routes if getattr(r, "path", None) in HOT_ROUTE_PATHS)
+    assert _routes_scanned_before_dispatch(target_app, "GET", "/health/liveliness") <= hot_count
+
+
+def test_proxy_app_dispatches_liveness_and_chat_completions_before_the_rest():
+    from litellm.proxy.proxy_server import app
+
+    hot_count = sum(1 for r in app.router.routes if getattr(r, "path", None) in HOT_ROUTE_PATHS)
+    assert hot_count >= 4
+    assert len(app.router.routes) > 100
+    assert _routes_scanned_before_dispatch(app, "GET", "/health/liveliness") <= hot_count
+    assert _routes_scanned_before_dispatch(app, "GET", "/health/liveness") <= hot_count
+    assert _routes_scanned_before_dispatch(app, "POST", "/v1/chat/completions") <= hot_count
+    assert _routes_scanned_before_dispatch(app, "POST", "/chat/completions") <= hot_count
diff --git a/tests/test_litellm/proxy/utils/helpers/test_misc_helpers.py b/tests/test_litellm/proxy/utils/helpers/test_misc_helpers.py
index 7968fa40655..6267428e02e 100644
--- a/tests/test_litellm/proxy/utils/helpers/test_misc_helpers.py
+++ b/tests/test_litellm/proxy/utils/helpers/test_misc_helpers.py
@@ -187,6 +187,22 @@ def test_construct_database_url_from_env_vars_with_schema(monkeypatch):
     }
 
 
+def test_construct_database_url_from_env_vars_carries_tls_env(monkeypatch: pytest.MonkeyPatch):
+    """The CLI password path builds its URL here, so DATABASE_SSLMODE and
+    DATABASE_SSLROOTCERT must reach PgBouncer through it too."""
+    monkeypatch.setenv("DATABASE_HOST", "db.example.com")
+    monkeypatch.setenv("DATABASE_USERNAME", "user")
+    monkeypatch.setenv("DATABASE_PASSWORD", "pass")
+    monkeypatch.setenv("DATABASE_NAME", "litellm")
+    monkeypatch.setenv("DATABASE_SCHEMA", "public")
+    monkeypatch.setenv("DATABASE_SSLMODE", "verify-full")
+    monkeypatch.setenv("DATABASE_SSLROOTCERT", "/etc/ssl/certs/ca-certificates.crt")
+    assert construct_database_url_from_env_vars() == (
+        "postgresql://user:pass@db.example.com/litellm"
+        "?schema=public&sslmode=verify-full&sslrootcert=%2Fetc%2Fssl%2Fcerts%2Fca-certificates.crt"
+    )
+
+
 def test_construct_database_url_from_env_vars_error_path_missing_host(monkeypatch):
     monkeypatch.delenv("DATABASE_HOST", raising=False)
     monkeypatch.setenv("DATABASE_USERNAME", "user")
diff --git a/tests/test_litellm/realtime_api/test_main.py b/tests/test_litellm/realtime_api/test_main.py
index 761e87ac764..0827bbcdc38 100644
--- a/tests/test_litellm/realtime_api/test_main.py
+++ b/tests/test_litellm/realtime_api/test_main.py
@@ -266,7 +266,8 @@ def test_transcription_only_detection_rejects_speech_model(local_model_cost_map)
 
 
 @pytest.mark.asyncio
-async def test_azure_health_check_keeps_beta_path_for_speech_model():
+async def test_azure_health_check_probes_the_ga_upstream_for_an_unconfigured_speech_model(monkeypatch):
+    monkeypatch.delenv("LITELLM_AZURE_REALTIME_PROTOCOL", raising=False)
     connect = _CapturingConnect()
     with patch("websockets.connect", connect):
         assert await realtime_main._realtime_health_check(
@@ -276,14 +277,18 @@ async def test_azure_health_check_keeps_beta_path_for_speech_model():
             api_base="https://my-endpoint.openai.azure.com",
             api_version="2024-10-01-preview",
         )
-    assert connect.url == (
-        "wss://my-endpoint.openai.azure.com/openai/realtime"
-        "?api-version=2024-10-01-preview&deployment=gpt-4o-realtime-preview"
-    )
+    assert connect.url == "wss://my-endpoint.openai.azure.com/openai/v1/realtime?model=gpt-4o-realtime-preview"
+
+
+_AZURE_BETA_HEALTH_URL: Final = (
+    "wss://my-endpoint.openai.azure.com/openai/realtime"
+    "?api-version=2024-10-01-preview&deployment=gpt-4o-realtime-preview"
+)
 
 
 @pytest.mark.asyncio
-async def test_azure_health_check_honors_deployment_realtime_protocol():
+async def test_azure_health_check_honors_deployment_realtime_protocol(monkeypatch):
+    monkeypatch.delenv("LITELLM_AZURE_REALTIME_PROTOCOL", raising=False)
     connect = _CapturingConnect()
     with patch("websockets.connect", connect):
         assert await realtime_main._realtime_health_check(
@@ -292,9 +297,24 @@ async def test_azure_health_check_honors_deployment_realtime_protocol():
             api_key="fake-key",
             api_base="https://my-endpoint.openai.azure.com",
             api_version="2024-10-01-preview",
-            model_params={"realtime_protocol": "GA"},
+            model_params={"realtime_protocol": "beta"},
         )
-    assert connect.url == "wss://my-endpoint.openai.azure.com/openai/v1/realtime?model=gpt-4o-realtime-preview"
+    assert connect.url == _AZURE_BETA_HEALTH_URL
+
+
+@pytest.mark.asyncio
+async def test_azure_health_check_honors_env_realtime_protocol(monkeypatch):
+    monkeypatch.setenv("LITELLM_AZURE_REALTIME_PROTOCOL", "beta")
+    connect = _CapturingConnect()
+    with patch("websockets.connect", connect):
+        assert await realtime_main._realtime_health_check(
+            model="gpt-4o-realtime-preview",
+            custom_llm_provider="azure",
+            api_key="fake-key",
+            api_base="https://my-endpoint.openai.azure.com",
+            api_version="2024-10-01-preview",
+        )
+    assert connect.url == _AZURE_BETA_HEALTH_URL
 
 
 class _ConnectThatStopsAfterCapturingTheUrl:
@@ -327,7 +347,60 @@ async def test_arealtime_azure_ai_on_a_foundry_host_connects_to_the_azure_openai
             api_key="fake-key",
             litellm_logging_obj=FakeLogging(),
         )
-    assert connect.url == (
-        "wss://my-project.services.ai.azure.com/openai/realtime"
-        "?api-version=2024-10-01-preview&deployment=gpt-realtime-mini"
+    assert connect.url == "wss://my-project.services.ai.azure.com/openai/v1/realtime?model=gpt-realtime-mini"
+
+
+class _ClientWebSocketWithHeaders:
+    def __init__(self, headers: tuple[tuple[bytes, bytes], ...]) -> None:
+        self.scope: Final = {"headers": headers}
+
+
+_GA_CLIENT: Final = _ClientWebSocketWithHeaders(headers=())
+_BETA_CLIENT: Final = _ClientWebSocketWithHeaders(headers=((b"openai-beta", b"realtime=v1"),))
+
+
+async def _azure_backend_url_dialed_for(websocket: _ClientWebSocketWithHeaders, **kwargs: object) -> str | None:
+    connect: Final = _ConnectThatStopsAfterCapturingTheUrl()
+    with patch("websockets.connect", connect):
+        await realtime_main._arealtime.__wrapped__(
+            model="azure/gpt-realtime",
+            websocket=websocket,
+            api_base="https://my-endpoint.openai.azure.com",
+            api_key="fake-key",
+            litellm_logging_obj=FakeLogging(),
+            **kwargs,
+        )
+    return connect.url
+
+
+@pytest.mark.asyncio
+async def test_arealtime_azure_ga_client_without_beta_header_dials_the_ga_upstream(monkeypatch):
+    monkeypatch.delenv("LITELLM_AZURE_REALTIME_PROTOCOL", raising=False)
+    assert (
+        await _azure_backend_url_dialed_for(_GA_CLIENT)
+        == "wss://my-endpoint.openai.azure.com/openai/v1/realtime?model=gpt-realtime"
+    )
+
+
+@pytest.mark.asyncio
+async def test_arealtime_azure_beta_header_client_keeps_the_beta_upstream(monkeypatch):
+    monkeypatch.delenv("LITELLM_AZURE_REALTIME_PROTOCOL", raising=False)
+    assert await _azure_backend_url_dialed_for(_BETA_CLIENT) == (
+        "wss://my-endpoint.openai.azure.com/openai/realtime?api-version=2024-10-01-preview&deployment=gpt-realtime"
+    )
+
+
+@pytest.mark.asyncio
+async def test_arealtime_azure_explicit_beta_protocol_wins_over_a_ga_client(monkeypatch):
+    monkeypatch.delenv("LITELLM_AZURE_REALTIME_PROTOCOL", raising=False)
+    assert await _azure_backend_url_dialed_for(_GA_CLIENT, realtime_protocol="beta") == (
+        "wss://my-endpoint.openai.azure.com/openai/realtime?api-version=2024-10-01-preview&deployment=gpt-realtime"
+    )
+
+
+@pytest.mark.asyncio
+async def test_arealtime_azure_env_beta_protocol_wins_over_a_ga_client(monkeypatch):
+    monkeypatch.setenv("LITELLM_AZURE_REALTIME_PROTOCOL", "beta")
+    assert await _azure_backend_url_dialed_for(_GA_CLIENT) == (
+        "wss://my-endpoint.openai.azure.com/openai/realtime?api-version=2024-10-01-preview&deployment=gpt-realtime"
     )
diff --git a/tests/test_litellm/repositories/test_repositories.py b/tests/test_litellm/repositories/test_repositories.py
index a890d7ceed0..c7f6b8ff83a 100644
--- a/tests/test_litellm/repositories/test_repositories.py
+++ b/tests/test_litellm/repositories/test_repositories.py
@@ -2407,3 +2407,60 @@ class TestCountBillableUsers:
         client.db.litellm_usertable = _RacyTable()
         repo = UserRepository(client)
         assert await repo.count_billable_users() == 0
+
+
+class TestAutoRouterSessionRepository:
+    ROW: Final = {
+        "api_key": "hashed-key",
+        "session_id": "s1",
+        "router_name": "claude-auto",
+        "router_type": "complexity",
+        "first_turn_at": datetime(2026, 9, 1, 12, 0, 0),
+        "last_turn_at": datetime(2026, 9, 1, 12, 5, 0),
+        "last_model": "anthropic/claude-sonnet-5",
+        "models": {"anthropic/claude-sonnet-5": {"at": 1.0, "ttl": None}},
+        "turns": 3,
+        "spend": 0.14,
+        "saved_spend": 0.24,
+        "classifier_cost": 0.01,
+        "tier_turns": {"complex": 3},
+        "baseline_models": {"anthropic/claude-opus-5": 3},
+    }
+
+    @staticmethod
+    def _repo(record: Optional[Dict[str, Any]]):
+        from litellm.repositories.autorouter_session_repository import AutoRouterSessionRepository
+
+        lookups: List[Dict[str, Any]] = []
+
+        class _Table:
+            async def find_first(self, where: Dict[str, Any], order: Dict[str, str]):
+                lookups.append({"where": where, "order": order})
+                return MockRecord(record) if record is not None else None
+
+        client = MagicMock()
+        client.db.litellm_autoroutersession = _Table()
+        return AutoRouterSessionRepository(client), lookups
+
+    @pytest.mark.asyncio
+    async def test_find_latest_for_key_reads_the_keys_own_partition_newest_router_first(self):
+        repo, lookups = self._repo(dict(self.ROW))
+        row = await repo.find_latest_for_key("hashed-key", "s1")
+        assert lookups == [{"where": {"api_key": "hashed-key", "session_id": "s1"}, "order": {"last_turn_at": "desc"}}]
+        assert row is not None
+        assert (row.router_name, row.turns, row.spend, row.saved_spend) == ("claude-auto", 3, 0.14, 0.24)
+        assert row.baseline_models == {"anthropic/claude-opus-5": 3}
+        assert row.baseline_model == "anthropic/claude-opus-5"
+
+    @pytest.mark.asyncio
+    async def test_find_latest_for_key_is_none_when_the_key_wrote_no_such_session(self):
+        repo, _ = self._repo(None)
+        assert await repo.find_latest_for_key("hashed-key", "unknown") is None
+
+    def test_table_is_the_session_rollup_and_needs_a_database(self):
+        from litellm.repositories.autorouter_session_repository import AutoRouterSessionRepository
+
+        client = MagicMock()
+        assert AutoRouterSessionRepository(client).table is client.db.litellm_autoroutersession
+        with pytest.raises(RuntimeError, match="No DB Connected"):
+            _ = AutoRouterSessionRepository(None).table
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
index 46249e50572..342ec4435a7 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
@@ -1,13 +1,23 @@
 import json
-from typing import Final
+from copy import deepcopy
+from typing import Final, Literal
 
 import pytest
+from openai.types.responses.response_function_web_search import (
+    ActionFind,
+    ActionOpenPage,
+    ActionSearch,
+    ActionSearchSource,
+    ResponseFunctionWebSearch,
+)
 
-
+import litellm
+from litellm.litellm_core_utils.prompt_templates.factory import anthropic_messages_pt
 from litellm.responses.litellm_completion_transformation.transformation import (
     TOOL_CALLS_CACHE,
     LiteLLMCompletionResponsesConfig,
 )
+from litellm.types.responses.main import build_web_search_call
 from litellm.types.utils import (
     ChatCompletionMessageToolCall,
     Choices,
@@ -3513,6 +3523,8 @@ class TestEnsureOutputItemContentPartAdded:
         iterator._custom_tool_names = set()
         iterator.responses_api_request = {}
         iterator._namespace_tool_names = LiteLLMCompletionResponsesConfig.namespace_tool_name_map(None)
+        iterator._web_search_calls = {}
+        iterator._queued_web_search_call_ids = set()
         return iterator
 
     def _make_text_chunk(self):
@@ -4017,6 +4029,211 @@ def test_function_call_tool_id_falls_back_to_unique_id_for_degenerate_call_id():
     assert convert(openai)["id"] == "call_tokyo"
 
 
+class TestHostedWebSearchReplay:
+    def test_emitted_hosted_search_output_round_trips_with_client_tool_result(self) -> None:
+        search_result: Final = {
+            "type": "web_search_tool_result",
+            "tool_use_id": "srvtoolu_round_trip_search",
+            "content": [{"type": "web_search_result", "url": "https://example.com/forecast"}],
+        }
+        search: Final = build_web_search_call(
+            tool_id="srvtoolu_round_trip_search", tool_input={"query": "Paris forecast"}, result=search_result
+        )
+        message: Final = Message(
+            role="assistant",
+            content="I found a forecast source.",
+            tool_calls=[
+                ChatCompletionMessageToolCall(
+                    id="srvtoolu_round_trip_search",
+                    type="function",
+                    function=Function(name="web_search", arguments='{"query":"Paris forecast"}'),
+                ),
+                ChatCompletionMessageToolCall(
+                    id="call_round_trip_weather",
+                    type="function",
+                    function=Function(name="get_weather", arguments='{"city":"Paris"}'),
+                ),
+            ],
+            provider_specific_fields={"web_search_calls": [search], "web_search_results": [search_result]},
+        )
+        response: Final = LiteLLMCompletionResponsesConfig.transform_chat_completion_response_to_responses_api_response(
+            request_input="Find a forecast source and check the weather in Paris.",
+            responses_api_request={
+                "tools": [
+                    {"type": "web_search"},
+                    {"type": "function", "name": "get_weather", "parameters": {"type": "object"}},
+                ]
+            },
+            chat_completion_response=_bridged_chat_completion_response(
+                choices=[Choices(index=0, finish_reason="tool_calls", message=message)]
+            ),
+        )
+        assert [item for item in response.output if item.type == "web_search_call"] == [search]
+        assert [item.call_id for item in response.output if item.type == "function_call"] == ["call_round_trip_weather"]
+        history: Final = [
+            {"role": "user", "content": "Find a forecast source and check the weather in Paris."},
+            *(item.model_dump(exclude_none=True) for item in response.output),
+            {"type": "function_call_output", "call_id": "call_round_trip_weather", "output": "Paris is sunny."},
+        ]
+        original: Final = deepcopy(history)
+
+        messages: Final = LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+            input=history, responses_api_request={}
+        )
+
+        assert [item.get("role") for item in messages] == ["user", "assistant", "tool"]
+        assistant: Final = messages[1]
+        assert [call["id"] for call in assistant["tool_calls"]] == ["call_round_trip_weather"]
+        assert [call["function"]["name"] for call in assistant["tool_calls"]] == ["get_weather"]
+        content: Final = assistant["content"]
+        assert isinstance(content, list)
+        text_parts: Final = tuple(block["text"] for block in content if block.get("type") == "text")
+        assert text_parts[0] == "I found a forecast source."
+        replayed_searches: Final = tuple(
+            ResponseFunctionWebSearch.model_validate_json(text[text.index("{"):])
+            for text in text_parts
+            if "web_search_call" in text
+        )
+        assert replayed_searches == (search,)
+        assert messages[2]["tool_call_id"] == "call_round_trip_weather"
+        assert messages[2]["content"] == "Paris is sunny."
+        assert history == original
+
+    @pytest.mark.parametrize(
+        "action",
+        (
+            ActionSearch(
+                type="search",
+                query="hosted search history",
+                queries=["hosted search history", "search replay"],
+                sources=[ActionSearchSource(type="url", url="https://example.com/search-result")],
+            ),
+            ActionOpenPage(type="open_page", url="https://example.com/opened-page"),
+            ActionFind(type="find_in_page", url="https://example.com/find-page", pattern="search history"),
+        ),
+        ids=("search", "open_page", "find"),
+    )
+    @pytest.mark.parametrize("status", ("completed", "failed"))
+    def test_replays_typed_search_action_without_client_tool_call(
+        self,
+        action: ActionSearch | ActionOpenPage | ActionFind,
+        status: Literal["completed", "failed"],
+    ) -> None:
+        search: Final = ResponseFunctionWebSearch(
+            id="ws_replayed_search", type="web_search_call", status=status, action=action
+        )
+        input_item: Final = search.model_dump(exclude_none=True)
+        original: Final = deepcopy(input_item)
+
+        messages: Final = LiteLLMCompletionResponsesConfig._transform_responses_api_input_item_to_chat_completion_message(
+            input_item=input_item
+        )
+
+        assert len(messages) == 1
+        assert messages[0]["role"] == "assistant"
+        assert not messages[0].get("tool_calls")
+        content: Final = messages[0].get("content")
+        assert isinstance(content, str)
+        replayed: Final = ResponseFunctionWebSearch.model_validate_json(content[content.index("{"):])
+        assert replayed == search
+        assert input_item == original
+
+    @pytest.mark.parametrize("order", ((0, 1, 2, 3), (1, 0, 3, 2), (1, 3, 0, 2)))
+    @pytest.mark.parametrize("modify_params", (False, True))
+    @pytest.mark.parametrize("structured_content", (False, True))
+    def test_search_replay_preserves_client_tool_result_adjacency(
+        self,
+        monkeypatch: pytest.MonkeyPatch,
+        order: tuple[int, int, int, int],
+        modify_params: bool,
+        structured_content: bool,
+    ) -> None:
+        monkeypatch.setattr(litellm, "modify_params", modify_params)
+        searches: Final = tuple(
+            ResponseFunctionWebSearch(
+                id=f"ws_search_{index}",
+                type="web_search_call",
+                status="completed",
+                action=ActionSearch(
+                    type="search",
+                    query=f"search query {index}",
+                    queries=[f"search query {index}"],
+                    sources=[ActionSearchSource(type="url", url=f"https://example.com/result-{index}")],
+                ),
+            )
+            for index in (1, 2)
+        )
+        replay_items: Final = (
+            {
+                "type": "function_call",
+                "name": "get_weather",
+                "call_id": "call_weather",
+                "arguments": '{"city":"Paris"}',
+            },
+            searches[0].model_dump(exclude_none=True),
+            {"type": "function_call", "name": "get_time", "call_id": "call_time", "arguments": "{}"},
+            searches[1].model_dump(exclude_none=True),
+        )
+        history: Final = [
+            {"role": "user", "content": "Research the forecast and call get_weather."},
+            {
+                "role": "assistant",
+                "content": [{"type": "output_text", "text": "I will check the forecast."}]
+                if structured_content
+                else "I will check the forecast.",
+            },
+            *(replay_items[index] for index in order),
+            {"role": "assistant", "content": [{"type": "output_text", "text": "I found two sources."}]},
+            {"type": "function_call_output", "call_id": "call_weather", "output": "Paris is sunny."},
+            {"type": "function_call_output", "call_id": "call_time", "output": "12:00"},
+        ]
+        original: Final = deepcopy(history)
+
+        messages: Final = LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+            input=history, responses_api_request={}
+        )
+
+        assert [message.get("role") for message in messages] == ["user", "assistant", "tool", "tool"]
+        assistant: Final = messages[1]
+        assert [call["id"] for call in assistant["tool_calls"]] == ["call_weather", "call_time"]
+        assert [call["function"]["name"] for call in assistant["tool_calls"]] == ["get_weather", "get_time"]
+        assert messages[2]["tool_call_id"] == "call_weather"
+        assert messages[2]["content"] == "Paris is sunny."
+        assert messages[3]["tool_call_id"] == "call_time"
+        assert messages[3]["content"] == "12:00"
+        content: Final = assistant["content"]
+        assert isinstance(content, list)
+        text_parts: Final = tuple(block["text"] for block in content if block.get("type") == "text")
+        assert text_parts[0] == "I will check the forecast."
+        assert text_parts[-1] == "I found two sources."
+        replayed_searches: Final = tuple(
+            ResponseFunctionWebSearch.model_validate_json(text[text.index("{"):])
+            for text in text_parts
+            if "web_search_call" in text
+        )
+        assert replayed_searches == searches
+        assert history == original
+
+        provider_messages: Final = anthropic_messages_pt(
+            messages=messages, model="claude-fable-5-1", llm_provider="anthropic"
+        )
+
+        assert [message["role"] for message in provider_messages] == ["user", "assistant", "user"]
+        assistant_blocks: Final = provider_messages[1]["content"]
+        result_blocks: Final = provider_messages[2]["content"]
+        assert [block["id"] for block in assistant_blocks if block.get("type") == "tool_use"] == [
+            "call_weather", "call_time"
+        ]
+        assert [block["tool_use_id"] for block in result_blocks if block.get("type") == "tool_result"] == [
+            "call_weather", "call_time"
+        ]
+        assert [block["content"] for block in result_blocks if block.get("type") == "tool_result"] == [
+            "Paris is sunny.", "12:00"
+        ]
+        assert [block["text"] for block in assistant_blocks if block.get("type") == "text"] == list(text_parts)
+        assert history == original
+
+
 BRIDGED_CHAT_COMPLETION_ID = "chatcmpl-dfa2da3a-1586-4ff7-b64e-f59c692a5d11"
 
 
@@ -4058,6 +4275,105 @@ class TestBridgedOutputItemIdPrefixes:
             chat_completion_response=chat_completion_response,
         )
 
+    @pytest.mark.parametrize(
+        "tool_type,result_kind,expected_sources",
+        [
+            (
+                "web_search",
+                "valid",
+                {"srvtoolu_01Search": ["https://example.com/one"], "srvtoolu_02Search": ["https://example.com/two"]},
+            ),
+            (
+                "web_search_preview",
+                "valid",
+                {"srvtoolu_01Search": ["https://example.com/one"], "srvtoolu_02Search": ["https://example.com/two"]},
+            ),
+            ("function", "valid", {}),
+            ("web_search", "unpaired", {"srvtoolu_01Search": ["https://example.com/one"]}),
+            ("web_search", "web_fetch", {"srvtoolu_02Search": ["https://example.com/two"]}),
+            ("web_search", "error", {"srvtoolu_01Search": [], "srvtoolu_02Search": ["https://example.com/two"]}),
+        ],
+    )
+    def test_anthropic_web_search_output_mapping(self, tool_type, result_kind, expected_sources):
+        call_ids: Final = ("srvtoolu_01Search", "srvtoolu_02Search")
+        valid_results: Final = (
+            {
+                "type": "web_search_tool_result",
+                "tool_use_id": call_ids[0],
+                "content": [{"type": "web_search_result", "url": "https://example.com/one"}],
+            },
+            {
+                "type": "web_search_tool_result",
+                "tool_use_id": call_ids[1],
+                "content": [{"type": "web_search_result", "url": "https://example.com/two"}],
+            },
+        )
+        first_result: Final = (
+            {**valid_results[0], "type": "web_fetch_tool_result"}
+            if result_kind == "web_fetch"
+            else {**valid_results[0], "content": {"type": "web_search_tool_result_error", "error_code": "unavailable"}}
+            if result_kind == "error"
+            else valid_results[0]
+        )
+        results: Final = (first_result,) if result_kind == "unpaired" else (first_result, valid_results[1])
+        message: Final = Message(
+            role="assistant",
+            content="answer",
+            tool_calls=[
+                ChatCompletionMessageToolCall(
+                    id=call_id,
+                    type="function",
+                    function=Function(name="web_search", arguments=json.dumps({"query": query})),
+                )
+                for call_id, query in zip(call_ids, ("one", "two"), strict=True)
+            ]
+            + [
+                ChatCompletionMessageToolCall(
+                    id="toolu_regular",
+                    type="function",
+                    function=Function(name="get_weather", arguments='{"city":"Paris"}'),
+                )
+            ],
+            provider_specific_fields={
+                "web_search_results": results,
+                "web_search_calls": [
+                    build_web_search_call(
+                        tool_id=result["tool_use_id"],
+                        tool_input={"query": "one" if result["tool_use_id"].endswith("01Search") else "two"},
+                        result=result,
+                    )
+                    for result in results
+                    if tool_type != "function" and result["type"] == "web_search_tool_result"
+                ],
+            },
+        )
+        request_tools: Final = (
+            [{"type": "function", "name": "web_search", "parameters": {"type": "object"}}]
+            if tool_type == "function"
+            else [{"type": tool_type}]
+        )
+        response: Final = LiteLLMCompletionResponsesConfig.transform_chat_completion_response_to_responses_api_response(
+            request_input="search",
+            responses_api_request={"tools": request_tools},
+            chat_completion_response=_bridged_chat_completion_response(
+                choices=[Choices(index=0, finish_reason="stop", message=message)]
+            ),
+        )
+        search_items: Final = {
+            item.id.removeprefix("ws_"): item for item in response.output if item.type == "web_search_call"
+        }
+        function_ids: Final = {item.call_id for item in response.output if item.type == "function_call"}
+
+        assert set(search_items) == set(expected_sources)
+        assert function_ids == set(call_ids).difference(expected_sources) | {"toolu_regular"}
+        assert [item.content[0].text for item in response.output if item.type == "message"] == ["answer"]
+        for call_id, item in search_items.items():
+            assert item.status == ("failed" if result_kind == "error" and call_id.endswith("01Search") else "completed")
+            assert item.action.type == "search"
+            assert item.action.query == ("one" if call_id.endswith("01Search") else "two")
+            assert item.action.queries == [item.action.query]
+            assert [source.url for source in item.action.sources] == expected_sources[call_id]
+
     def test_message_item_id_uses_msg_prefix(self):
         response = self._transform(_bridged_chat_completion_response())
 
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py b/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py
index 850ee7ba623..5d97b0531d6 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py
@@ -21,6 +21,7 @@ from litellm.responses.litellm_completion_transformation.streaming_iterator impo
 )
 from litellm.responses.utils import ResponsesAPIRequestUtils
 from litellm.types.llms.openai import ResponsesAPIStreamEvents
+from litellm.types.responses.main import build_web_search_call
 from litellm.types.utils import (
     Delta,
     ModelResponse,
@@ -140,6 +141,214 @@ def test_tool_call_delta_is_emitted_as_responses_events():
     assert len(evt2.delta) <= 10  # Chunks are max 10 characters
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("sync_mode", [True, False])
+@pytest.mark.parametrize(
+    "tool_type,result_kind,expected_sources",
+    [
+        (
+            "web_search",
+            "valid",
+            {"srvtoolu_01Search": ["https://example.com/one"], "srvtoolu_02Search": ["https://example.com/two"]},
+        ),
+        (
+            "web_search_preview",
+            "valid",
+            {"srvtoolu_01Search": ["https://example.com/one"], "srvtoolu_02Search": ["https://example.com/two"]},
+        ),
+        ("function", "valid", {}),
+        ("web_search", "unpaired", {"srvtoolu_01Search": ["https://example.com/one"]}),
+        ("web_search", "web_fetch", {"srvtoolu_02Search": ["https://example.com/two"]}),
+        ("web_search", "error", {"srvtoolu_01Search": [], "srvtoolu_02Search": ["https://example.com/two"]}),
+    ],
+)
+async def test_web_search_stream_preserves_hosted_and_client_calls(sync_mode, tool_type, result_kind, expected_sources):
+    call_ids: Final = ("srvtoolu_01Search", "srvtoolu_02Search")
+    valid_results: Final = (
+        {
+            "type": "web_search_tool_result",
+            "tool_use_id": call_ids[0],
+            "content": [{"type": "web_search_result", "url": "https://example.com/one"}],
+        },
+        {
+            "type": "web_search_tool_result",
+            "tool_use_id": call_ids[1],
+            "content": [{"type": "web_search_result", "url": "https://example.com/two"}],
+        },
+    )
+    first_result: Final = (
+        {**valid_results[0], "type": "web_fetch_tool_result"}
+        if result_kind == "web_fetch"
+        else {**valid_results[0], "content": {"type": "web_search_tool_result_error", "error_code": "unavailable"}}
+        if result_kind == "error"
+        else valid_results[0]
+    )
+    results: Final = [first_result] if result_kind == "unpaired" else [first_result, valid_results[1]]
+    deltas: Final = (
+        Delta(
+            role="assistant",
+            content=None,
+            tool_calls=[
+                {"index": 0, "id": call_ids[0], "type": "function", "function": {"name": "web_search", "arguments": ""}}
+            ],
+            provider_specific_fields={
+                "web_search_calls": [
+                    build_web_search_call(
+                        call_ids[0],
+                        {},
+                        {"content": []},
+                        status="in_progress",
+                    )
+                ]
+                if tool_type != "function" and result_kind != "web_fetch"
+                else [],
+            },
+        ),
+        Delta(
+            content=None,
+            tool_calls=[
+                {
+                    "index": 1,
+                    "id": "toolu_regular",
+                    "type": "function",
+                    "function": {"name": "get_weather", "arguments": '{"city":"Paris"}'},
+                }
+            ],
+        ),
+        Delta(content=None, tool_calls=[{"index": 0, "function": {"arguments": '{"query":'}}]),
+        Delta(content=None, tool_calls=[{"index": 0, "function": {"arguments": '"one"}'}}]),
+        Delta(
+            content=None,
+            provider_specific_fields={
+                "web_search_results": [first_result],
+                "web_search_calls": [
+                    build_web_search_call(call_ids[0], {"query": "one"}, first_result)
+                ]
+                if tool_type != "function" and first_result["type"] == "web_search_tool_result"
+                else [],
+            },
+        ),
+        Delta(
+            content=None,
+            provider_specific_fields={
+                "web_search_results": results,
+                "web_search_calls": [
+                    build_web_search_call(
+                        result["tool_use_id"],
+                        {"query": "one" if result["tool_use_id"].endswith("01Search") else "two"},
+                        result,
+                    )
+                    for result in results
+                    if tool_type != "function" and result["type"] == "web_search_tool_result"
+                ],
+            },
+        ),
+        Delta(
+            content="answer",
+            tool_calls=[
+                {
+                    "index": 2,
+                    "id": call_ids[1],
+                    "type": "function",
+                    "function": {"name": "web_search", "arguments": '{"query":"two"}'},
+                }
+            ],
+        ),
+    )
+    chunks: Final = tuple(
+        ModelResponseStream(
+            id=CHAT_COMPLETION_ID,
+            created=1748575031,
+            model="claude-fable-5-1",
+            object="chat.completion.chunk",
+            choices=[
+                StreamingChoices(index=0, delta=delta, finish_reason="stop" if index == len(deltas) - 1 else None)
+            ],
+        )
+        for index, delta in enumerate(deltas)
+    )
+    request_tools: Final = (
+        [{"type": "function", "name": "web_search", "parameters": {"type": "object"}}]
+        if tool_type == "function"
+        else [{"type": tool_type}]
+    )
+    iterator: Final = LiteLLMCompletionStreamingIterator(
+        model="claude-fable-5-1",
+        litellm_custom_stream_wrapper=_FakeStreamWrapper(chunks),
+        request_input="search",
+        responses_api_request={"tools": request_tools},
+        custom_llm_provider="anthropic",
+    )
+    events: Final = (
+        [event.model_dump(exclude_none=True) for event in iterator]
+        if sync_mode
+        else [event.model_dump(exclude_none=True) async for event in iterator]
+    )
+    completed: Final = events[-1]
+    search_items: Final = {
+        item["id"].removeprefix("ws_"): item
+        for item in completed["response"]["output"]
+        if item["type"] == "web_search_call"
+    }
+    function_items: Final = {
+        item["call_id"]: item for item in completed["response"]["output"] if item["type"] == "function_call"
+    }
+    function_events: Final = [event for event in events if "function_call_arguments" in event["type"]]
+    expected_functions: Final = set(call_ids).difference(expected_sources) | {"toolu_regular"}
+    search_indexes: Final = {
+        event["output_index"] for event in events if event["type"] == "response.web_search_call.completed"
+    }
+    completed_indexes: Final = {item["id"]: index for index, item in enumerate(completed["response"]["output"])}
+
+    assert completed["type"] == "response.completed"
+    assert [item["content"][0]["text"] for item in completed["response"]["output"] if item["type"] == "message"] == [
+        "answer"
+    ]
+    assert set(search_items) == set(expected_sources)
+    assert set(function_items) == expected_functions
+    assert {event["item_id"] for event in function_events} == {item["id"] for item in function_items.values()}
+    assert len(search_indexes) == len(expected_sources)
+    for call_id, item in search_items.items():
+        search_events = [
+            event for event in events if event.get("item_id", event.get("item", {}).get("id")) == item["id"]
+        ]
+        assert [event["type"] for event in search_events] == [
+            "response.output_item.added",
+            "response.web_search_call.in_progress",
+            "response.web_search_call.searching",
+            "response.web_search_call.completed",
+            "response.output_item.done",
+        ]
+        assert {event["output_index"] for event in search_events} == {completed_indexes[item["id"]]}
+        assert search_events[0]["item"]["status"] == "in_progress"
+        assert search_events[-1]["item"] == item
+        assert item["status"] == (
+            "failed" if result_kind == "error" and call_id.endswith("01Search") else "completed"
+        )
+        assert item["action"]["type"] == "search"
+        assert item["action"]["query"] == ("one" if call_id.endswith("01Search") else "two")
+        assert item["action"]["queries"] == [item["action"]["query"]]
+        assert [source["url"] for source in item["action"]["sources"]] == expected_sources[call_id]
+    for call_id, item in function_items.items():
+        argument_deltas = [
+            event["delta"]
+            for event in function_events
+            if event["item_id"] == item["id"] and event["type"].endswith(".delta")
+        ]
+        assert json.loads("".join(argument_deltas)) == json.loads(item["arguments"])
+        assert json.loads(item["arguments"]) == (
+            {"city": "Paris"}
+            if call_id == "toolu_regular"
+            else {"query": "one" if call_id.endswith("01Search") else "two"}
+        )
+        assert any(
+            event["type"] == "response.output_item.done"
+            and event.get("item") == item
+            and event["output_index"] == completed_indexes[item["id"]]
+            for event in events
+        )
+
+
 def test_tool_calls_present_only_in_final_response_are_emitted_before_completed():
     iterator = LiteLLMCompletionStreamingIterator(
         model="test-model",
diff --git a/tests/test_litellm/responses/test_custom_tool_call.py b/tests/test_litellm/responses/test_custom_tool_call.py
index 5122c1c1d67..e80301c3b2f 100644
--- a/tests/test_litellm/responses/test_custom_tool_call.py
+++ b/tests/test_litellm/responses/test_custom_tool_call.py
@@ -374,6 +374,8 @@ class TestTransformationCustomTools:
             "srvtoolu_01ServerCall",
             "toolu_01CustomCall",
         ]
+        assert result[1].type == "function_call"
+        assert result[1].name == "web_search"
 
     def test_transform_mixed_tool_calls(self):
         """Test transformation with both custom and regular tool calls."""
diff --git a/tests/test_litellm/router_strategy/adaptive_router/test_adaptive_router.py b/tests/test_litellm/router_strategy/adaptive_router/test_adaptive_router.py
index f36443db1e5..d717c4e8c89 100644
--- a/tests/test_litellm/router_strategy/adaptive_router/test_adaptive_router.py
+++ b/tests/test_litellm/router_strategy/adaptive_router/test_adaptive_router.py
@@ -236,6 +236,38 @@ async def test_record_turn_attributes_satisfaction_to_previous_response_model():
     assert smart_after.alpha == pytest.approx(smart_before.alpha)
 
 
+@pytest.mark.asyncio
+async def test_external_default_keeps_feedback_history_without_entering_bandit_pool():
+    r = _make_router()
+    before = r._cells[(RequestType.GENERAL, "fast")]
+    await r.record_turn(
+        session_id="fallback",
+        model_name="fast",
+        request_type=RequestType.GENERAL,
+        turn=Turn(user_content="fix this retry bug", assistant_content="clear the cache"),
+    )
+    await r.record_turn(
+        session_id="fallback",
+        model_name="external-default",
+        request_type=RequestType.GENERAL,
+        turn=Turn(user_content="the fix is still broken", assistant_content="keep cache entries"),
+    )
+    assert r._cells[(RequestType.GENERAL, "fast")].beta > before.beta
+    await r.record_turn(
+        session_id="fallback",
+        model_name="smart",
+        request_type=RequestType.GENERAL,
+        turn=Turn(
+            user_content="the fix is still broken",
+            assistant_content="use the corrected entry",
+            tool_results=[{"is_error": True, "content": "failure"}],
+        ),
+    )
+    assert r._feedback_contexts["fallback"].model_name == "smart"
+    assert all(model != "external-default" for _, model in r._cells)
+    assert r.config.available_models == ["fast", "smart"]
+
+
 @pytest.mark.asyncio
 async def test_record_turn_bounds_feedback_contexts_and_evicts_least_recent_session():
     r = _make_router()
diff --git a/tests/test_litellm/router_strategy/test_base_routing_strategy.py b/tests/test_litellm/router_strategy/test_base_routing_strategy.py
index 154042692d0..dc75c3d2916 100644
--- a/tests/test_litellm/router_strategy/test_base_routing_strategy.py
+++ b/tests/test_litellm/router_strategy/test_base_routing_strategy.py
@@ -1,4 +1,5 @@
 import json
+import logging
 from typing import Any, Dict, List, Optional, Set, Union
 
 import pytest
@@ -9,7 +10,7 @@ from unittest.mock import MagicMock, patch
 
 
 from litellm.caching.caching import DualCache
-from litellm.caching.redis_cache import RedisPipelineIncrementOperation
+from litellm.caching.redis_cache import RedisCircuitBreakerOpenError, RedisPipelineIncrementOperation
 from litellm.router_strategy.base_routing_strategy import BaseRoutingStrategy
 
 
@@ -146,3 +147,18 @@ async def test_cache_keys_management(base_strategy):
     # Test resetting cache keys
     base_strategy.reset_in_memory_keys_to_update()
     assert len(base_strategy.get_in_memory_keys_to_update()) == 0
+
+
+@pytest.mark.asyncio
+async def test_push_refused_by_the_open_circuit_breaker_is_not_logged_as_an_error(base_strategy, mock_dual_cache, caplog):
+    """The sync loop pushes every 100 ms under usage-based routing, so an open breaker must not add an error line per cycle."""
+    mock_dual_cache.redis_cache.async_increment_pipeline.side_effect = RedisCircuitBreakerOpenError(
+        "Redis circuit breaker is open - skipping async_increment_pipeline"
+    )
+    base_strategy.redis_increment_operation_queue = [{"key": "k", "increment_value": 1.0, "ttl": 60}]
+
+    with caplog.at_level(logging.ERROR):
+        await base_strategy._push_in_memory_increments_to_redis()
+
+    assert caplog.records == []
+    assert base_strategy.redis_increment_operation_queue == []
diff --git a/tests/test_litellm/router_strategy/test_budget_limiter_hotpath.py b/tests/test_litellm/router_strategy/test_budget_limiter_hotpath.py
index 36fa38bacb5..4cc8fe78811 100644
--- a/tests/test_litellm/router_strategy/test_budget_limiter_hotpath.py
+++ b/tests/test_litellm/router_strategy/test_budget_limiter_hotpath.py
@@ -1,7 +1,13 @@
+import asyncio
+import gc
+import logging
+from unittest.mock import AsyncMock, MagicMock
+
 import pytest
 
 import litellm
 from litellm.caching.caching import DualCache
+from litellm.caching.redis_cache import RedisCache, RedisCircuitBreakerOpenError
 from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
 from litellm.types.router import LiteLLM_Params
 from litellm.types.utils import BudgetConfig
@@ -303,3 +309,90 @@ def test_router_add_deployment_registers_deployment_budget(
     )
     assert config is not None
     assert config.max_budget == 0.000000000001
+
+
+@pytest.mark.asyncio
+async def test_sync_refused_by_the_open_circuit_breaker_is_quiet_and_leaks_no_task(disable_budget_sync, caplog):
+    """The budget sync runs every second, so an open breaker must not add an error line or an unretrieved task exception per cycle."""
+    refused = RedisCircuitBreakerOpenError("Redis circuit breaker is open - skipping async_increment_pipeline")
+    redis_cache = MagicMock(spec=RedisCache)
+    redis_cache.async_increment_pipeline = AsyncMock(side_effect=refused)
+    redis_cache.async_batch_get_cache = AsyncMock(side_effect=refused)
+    limiter = RouterBudgetLimiting(
+        dual_cache=DualCache(redis_cache=redis_cache),
+        provider_budget_config={"openai": BudgetConfig(max_budget=1.0, budget_duration="1d")},
+    )
+    await asyncio.gather(*(task for task in asyncio.all_tasks() if task is not asyncio.current_task()))
+    limiter.redis_increment_operation_queue = [{"key": "provider_spend:openai:1d", "increment_value": 0.5, "ttl": 60}]
+    loop = asyncio.get_running_loop()
+    unretrieved = MagicMock()
+    loop.set_exception_handler(unretrieved)
+
+    try:
+        with caplog.at_level(logging.ERROR):
+            await limiter._sync_in_memory_spend_with_redis()
+            await asyncio.sleep(0)
+            gc.collect()
+    finally:
+        loop.set_exception_handler(None)
+
+    assert caplog.records == []
+    unretrieved.assert_not_called()
+    assert limiter.redis_increment_operation_queue == []
+    assert redis_cache.async_increment_pipeline.await_count == 1
+
+
+async def _limiter_with_redis(redis_cache: MagicMock) -> RouterBudgetLimiting:
+    limiter = RouterBudgetLimiting(
+        dual_cache=DualCache(redis_cache=redis_cache),
+        provider_budget_config={"openai": BudgetConfig(max_budget=1.0, budget_duration="1d")},
+    )
+    await asyncio.gather(*(task for task in asyncio.all_tasks() if task is not asyncio.current_task()))
+    limiter.redis_increment_operation_queue = [{"key": "provider_spend:openai:1d", "increment_value": 0.5, "ttl": 60}]
+    return limiter
+
+
+@pytest.mark.asyncio
+async def test_push_returns_before_redis_answers(disable_budget_sync):
+    """The push runs inside the request success callback, so it must hand the Redis round trip to a task instead of waiting on it."""
+    redis_answered = asyncio.Event()
+
+    async def wait_for_redis(**_: object) -> None:
+        await redis_answered.wait()
+
+    redis_cache = MagicMock(spec=RedisCache)
+    redis_cache.async_increment_pipeline = AsyncMock(side_effect=wait_for_redis)
+    limiter = await _limiter_with_redis(redis_cache)
+
+    await asyncio.wait_for(limiter._push_in_memory_increments_to_redis(), timeout=1)
+    await asyncio.sleep(0)
+
+    assert not redis_answered.is_set()
+    assert redis_cache.async_increment_pipeline.await_count == 1
+    assert limiter.redis_increment_operation_queue == []
+    redis_answered.set()
+    await asyncio.gather(*(task for task in asyncio.all_tasks() if task is not asyncio.current_task()))
+
+
+@pytest.mark.asyncio
+async def test_push_task_failure_is_logged_once_and_not_leaked(disable_budget_sync, caplog):
+    """A real Redis failure on the background push must surface as one error line, never as an unretrieved task exception."""
+    redis_cache = MagicMock(spec=RedisCache)
+    redis_cache.async_increment_pipeline = AsyncMock(side_effect=ConnectionError("Error 61 connecting to 127.0.0.1:6379"))
+    limiter = await _limiter_with_redis(redis_cache)
+    loop = asyncio.get_running_loop()
+    unretrieved = MagicMock()
+    loop.set_exception_handler(unretrieved)
+
+    try:
+        with caplog.at_level(logging.ERROR):
+            await limiter._push_in_memory_increments_to_redis()
+            await asyncio.sleep(0)
+            gc.collect()
+    finally:
+        loop.set_exception_handler(None)
+
+    assert [record.getMessage() for record in caplog.records] == [
+        "Error syncing in-memory cache with Redis: Error 61 connecting to 127.0.0.1:6379"
+    ]
+    unretrieved.assert_not_called()
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index dddaee71a63..dba44d1e2e8 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -5,18 +5,19 @@ Tests the rule-based complexity scoring and tier assignment logic.
 """
 
 import asyncio
-from collections.abc import AsyncIterator
 import json
-from copy import deepcopy
-from functools import partial
 import logging
 import sys
 import time
-from typing import Dict, Final, List
+from collections.abc import AsyncIterator, Mapping
+from copy import deepcopy
+from functools import partial
+from typing import Dict, Final, List, Literal
 from unittest.mock import AsyncMock, MagicMock, patch
 
-import pytest
 import httpx
+import pytest
+import respx
 from pydantic import ValidationError
 
 import litellm
@@ -69,6 +70,7 @@ from litellm.router_strategy.complexity_router.tier_predictor import (
 from litellm.types.router import (
     Deployment,
     LiteLLM_Params,
+    RouterErrors,
     TaggedPreRoutingStrategy,
 )
 from litellm.types.llms.openai import ResponsesAPIResponse
@@ -2671,7 +2673,8 @@ class TestEncryptedTaskClassifier:
         assert call["metadata"]["user_api_key_hash"] == "caller-key-hash"
         assert call["proxy_server_request"]["body"]["input"] == call["input"]
         assert call["proxy_server_request"]["originating_request_masked"] == {
-            "input": [task], "metadata": {"authorization": "REDACTED"},
+            "input": [task],
+            "metadata": {"authorization": "REDACTED"},
         }
         assert "source-secret" not in json.dumps(call)
         assert "originating_request_masked" not in call["proxy_server_request"]["body"]
@@ -3315,19 +3318,23 @@ class TestLLMClassifier:
         ]
 
     @pytest.mark.asyncio
-    @pytest.mark.parametrize("source_body", [
-        {"model": "router", "messages": [{"role": "user", "content": "source-only"}]},
-        {"model": "router", "system": "source-only", "messages": [{"role": "user", "content": "ask"}]},
-        {"model": "router", "instructions": "source-only", "input": "ask"},
-    ])
+    @pytest.mark.parametrize(
+        "source_body",
+        [
+            {"model": "router", "messages": [{"role": "user", "content": "source-only"}]},
+            {"model": "router", "system": "source-only", "messages": [{"role": "user", "content": "ask"}]},
+            {"model": "router", "instructions": "source-only", "input": "ask"},
+        ],
+    )
     async def test_classifier_source_is_masked_and_separate_from_provider_input(
         self, llm_complexity_router, mock_router_instance, source_body
     ):
         mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "SIMPLE"}'))
         outcome = await llm_complexity_router.aclassify(
-            "classify-this-ask", request_kwargs={"proxy_server_request": {
-                "body": {**source_body, "metadata": {"authorization": "source-secret"}}
-            }}
+            "classify-this-ask",
+            request_kwargs={
+                "proxy_server_request": {"body": {**source_body, "metadata": {"authorization": "source-secret"}}}
+            },
         )
         assert outcome.cause == "llm_classifier"
         call_kwargs = mock_router_instance.acompletion.call_args.kwargs
@@ -8138,7 +8145,9 @@ class TestContextAwareClassifier:
             ),
         ),
     )
-    def test_only_text_reminder_tails_are_ignored_for_new_asks(self, tail: list[dict[str, object]], expected: bool) -> None:
+    def test_only_text_reminder_tails_are_ignored_for_new_asks(
+        self, tail: list[dict[str, object]], expected: bool
+    ) -> None:
         from litellm.router_strategy.complexity_router.complexity_router import (
             _CODEX_REMINDER_MARKERS,
             _newest_turn_is_human_ask,
@@ -13222,6 +13231,528 @@ class TestModalityRouting:
         assert cache.async_set_cache.await_args.kwargs["value"] == {"model": "text-cheap", "tier": "SIMPLE"}
 
 
+@pytest.mark.usefixtures("local_model_cost_map")
+class TestHealthFallbackDispatch:
+    @pytest.fixture(autouse=True)
+    def httpx_transport(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+
+    @staticmethod
+    def _router(
+        surface: str = "chat",
+        *,
+        peer: bool = False,
+        session: bool = False,
+        tagged: bool = False,
+        budgeted: bool = False,
+        config: Mapping[str, object] | None = None,
+    ) -> Router:
+        provider: Final = "anthropic/claude-sonnet-5" if surface == "messages" else "openai/gpt-5.6"
+        base_suffix: Final = "" if surface == "messages" else "/v1"
+        return Router(
+            model_list=[
+                {
+                    "model_name": "health-router",
+                    "litellm_params": {
+                        "model": "auto_router/complexity_router",
+                        "complexity_router_default_model": (config or {}).get("default_model", "fallback"),
+                        "complexity_router_config": {
+                            "tiers": {"SIMPLE": ["primary", "peer"] if peer else "primary", "MEDIUM": "primary"},
+                            "session_affinity": session,
+                            "deployment_affinity": False,
+                            "max_tokens_from_tier_model": False,
+                            **(config or {}),
+                        },
+                    },
+                },
+                *[
+                    {
+                        "model_name": name,
+                        "litellm_params": {
+                            "model": provider,
+                            "api_key": "test-only",
+                            "api_base": f"https://{name}.test{base_suffix}",
+                            **({"tags": [name]} if tagged else {}),
+                            **(
+                                {"max_budget": 1.0, "budget_duration": "1d"}
+                                if budgeted and name == "primary"
+                                else {}
+                            ),
+                        },
+                        "model_info": {"id": f"{name}-id"},
+                    }
+                    for name in ("primary", "peer", "fallback")
+                ],
+            ],
+            num_retries=0,
+            enable_health_check_routing=True,
+            enable_tag_filtering=tagged,
+        )
+
+    @staticmethod
+    def _unavailable(router: Router, model_id: str, source: Literal["health", "cooldown"]) -> None:
+        if source == "health":
+            router.health_state_cache.set_deployment_health_states(
+                {model_id: {"is_healthy": False, "timestamp": time.time()}}
+            )
+        else:
+            router.cooldown_cache.add_deployment_to_cooldown(
+                model_id=model_id,
+                original_exception=RuntimeError("unavailable"),
+                exception_status=503,
+                cooldown_time=60,
+            )
+
+    @staticmethod
+    def _http_response(request: httpx.Request) -> httpx.Response:
+        body: Final = json.loads(request.content)
+        text: Final = request.url.host.split(".")[0]
+        payload: Final[Mapping[str, object]]
+        events: Final[tuple[Mapping[str, object], ...]]
+        if request.url.path.endswith("/responses"):
+            from litellm.responses.main import mock_responses_api_response
+
+            payload = mock_responses_api_response(text).model_dump()
+            events = (
+                {"type": "response.created", "response": {**payload, "status": "in_progress"}, "sequence_number": 0},
+                {
+                    "type": "response.output_text.delta",
+                    "delta": text,
+                    "item_id": "msg_test",
+                    "output_index": 0,
+                    "content_index": 0,
+                    "sequence_number": 1,
+                },
+                {"type": "response.completed", "response": payload, "sequence_number": 2},
+            )
+        elif request.url.path.endswith("/messages"):
+            payload = {
+                "id": "msg_test",
+                "type": "message",
+                "role": "assistant",
+                "model": body["model"],
+                "content": [{"type": "text", "text": text}],
+                "stop_reason": "end_turn",
+                "stop_sequence": None,
+                "usage": {"input_tokens": 10, "output_tokens": 1},
+            }
+            events = (
+                {"type": "message_start", "message": {**payload, "content": [], "stop_reason": None}},
+                {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}},
+                {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": text}},
+                {"type": "content_block_stop", "index": 0},
+                {"type": "message_delta", "delta": {"stop_reason": "end_turn"}, "usage": {"output_tokens": 1}},
+                {"type": "message_stop"},
+            )
+        else:
+            payload = {
+                "id": "chatcmpl-test",
+                "object": "chat.completion",
+                "created": 1,
+                "model": body["model"],
+                "choices": [{"index": 0, "message": {"role": "assistant", "content": text}, "finish_reason": "stop"}],
+                "usage": {"prompt_tokens": 10, "completion_tokens": 1, "total_tokens": 11},
+            }
+            events = (
+                {
+                    **payload,
+                    "object": "chat.completion.chunk",
+                    "choices": [{"index": 0, "delta": {"content": text}, "finish_reason": None}],
+                },
+                {
+                    **payload,
+                    "object": "chat.completion.chunk",
+                    "choices": [{"index": 0, "delta": {}, "finish_reason": "stop"}],
+                },
+            )
+        if not body.get("stream"):
+            return httpx.Response(200, json=payload)
+        wire: Final = "".join(
+            (f"event: {event['type']}\n" if "type" in event else "") + f"data: {json.dumps(event)}\n\n"
+            for event in events
+        )
+        return httpx.Response(
+            200,
+            text=wire + ("data: [DONE]\n\n" if "type" not in events[0] else ""),
+            headers={"content-type": "text/event-stream"},
+        )
+
+    @staticmethod
+    async def _request(router: Router, surface: str, stream: bool, metadata: dict[str, object]) -> str:
+        if surface == "responses":
+            result = await router.aresponses(
+                model="health-router", input="Hello!", stream=stream, litellm_metadata=metadata
+            )
+        elif surface == "messages":
+            result = await router.aanthropic_messages(
+                model="health-router",
+                messages=[{"role": "user", "content": "Hello!"}],
+                max_tokens=32,
+                stream=stream,
+                litellm_metadata=metadata,
+            )
+        else:
+            result = await router.acompletion(
+                model="health-router",
+                messages=[{"role": "user", "content": "Hello!"}],
+                stream=stream,
+                metadata=metadata,
+            )
+        if not stream:
+            payload = result if isinstance(result, dict) else result.model_dump()
+            if surface == "responses":
+                return payload["output"][0]["content"][0]["text"]
+            if surface == "messages":
+                return payload["content"][0]["text"]
+            return payload["choices"][0]["message"]["content"]
+        if surface == "messages":
+            wire: Final = b"".join([chunk async for chunk in result]).decode()
+            events = tuple(json.loads(line[6:]) for line in wire.splitlines() if line.startswith("data: "))
+            assert events[-1]["type"] == "message_stop"
+            return "".join(c["delta"]["text"] for c in events if c["type"] == "content_block_delta")
+        chunks: Final = [chunk.model_dump() async for chunk in result]
+        if surface == "responses":
+            assert chunks[-1]["type"] == "response.completed"
+            return "".join(c["delta"] for c in chunks if c["type"] == "response.output_text.delta")
+        assert chunks[-1]["choices"][0]["finish_reason"] == "stop"
+        return "".join(c["choices"][0]["delta"].get("content") or "" for c in chunks if c["choices"])
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("surface", ["chat", "responses", "messages"])
+    @pytest.mark.parametrize("stream", [False, True])
+    @pytest.mark.parametrize("source", ["health", "cooldown"])
+    async def test_public_call_falls_back_and_recovers(
+        self, surface: str, stream: bool, source: Literal["health", "cooldown"]
+    ) -> None:
+        router: Final = self._router(surface, session=True)
+        self._unavailable(router, "primary-id", source)
+        metadata: Final[dict[str, object]] = {"session_id": "outage"}
+        with respx.mock(assert_all_mocked=True) as upstream:
+            upstream.post(host__regex=r"^(primary|peer|fallback)\.test$").mock(side_effect=self._http_response)
+            assert await self._request(router, surface, stream, metadata) == "fallback"
+            assert metadata["routing_decision"]["cause"] == "health_default_fallback"
+            assert "tier" not in metadata["routing_decision"]
+            assert "health_displaced:primary" in metadata["routing_decision"]["signals"]
+            assert [c.request.url.host for c in upstream.calls] == ["fallback.test"]
+            strategy: Final = router.complexity_routers["health-router"][0].strategy
+            key: Final = strategy._get_session_affinity_cache_key("outage", {})
+            assert await router.cache.async_get_cache(key=key) is None
+            if source == "health":
+                router.health_state_cache.set_deployment_health_states(
+                    {"primary-id": {"is_healthy": True, "timestamp": time.time()}}
+                )
+            else:
+                router.cooldown_cache.cooldown_store.delete_cache(
+                    router.cooldown_cache.get_cooldown_cache_key("primary-id")
+                )
+            recovered: Final[dict[str, object]] = {"session_id": "outage"}
+            assert await self._request(router, surface, stream, recovered) == "primary"
+            assert recovered["routing_decision"]["routed_model"] == "primary"
+            assert [c.request.url.host for c in upstream.calls] == ["fallback.test", "primary.test"]
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("source", ["health", "cooldown"])
+    async def test_partial_group_then_peer_then_default(self, source: Literal["health", "cooldown"]) -> None:
+        router: Final = self._router(peer=True, session=True)
+        router.add_deployment(
+            Deployment(
+                model_name="primary",
+                litellm_params=LiteLLM_Params(
+                    model="openai/gpt-5.6", api_key="test-only", api_base="https://primary.test/v1"
+                ),
+                model_info={"id": "primary-sibling-id"},
+            )
+        )
+        strategy: Final = router.complexity_routers["health-router"][0].strategy
+        key: Final = strategy._get_session_affinity_cache_key("precedence", {})
+        await router.cache.async_set_cache(key=key, value={"model": "primary", "tier": "SIMPLE"}, ttl=600)
+        with respx.mock(assert_all_mocked=True) as upstream:
+            upstream.post(host__regex=r"^(primary|peer|fallback)\.test$").mock(side_effect=self._http_response)
+            for model_id, expected, cause in (
+                ("primary-id", "primary", "session_affinity_pin"),
+                ("primary-sibling-id", "peer", "health_failover"),
+                ("peer-id", "fallback", "health_default_fallback"),
+            ):
+                self._unavailable(router, model_id, source)
+                metadata: Final[dict[str, object]] = {"session_id": "precedence"}
+                assert await self._request(router, "chat", False, metadata) == expected
+                assert metadata["routing_decision"]["cause"] == cause
+                assert await router.cache.async_get_cache(key=key) == {"model": "primary", "tier": "SIMPLE"}
+            assert [c.request.url.host for c in upstream.calls] == ["primary.test", "peer.test", "fallback.test"]
+
+    @pytest.mark.asyncio
+    async def test_spent_deployment_budget_falls_back_to_the_default(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        """A spent budget leaves the tier with nothing that may serve the request, and the budget
+        filter reports that as a bare ValueError instead of a typed router error. Reading it as
+        capacity skips the recovery and fails the request the recovery exists for."""
+
+        async def _no_sync(*args: object, **kwargs: object) -> None:
+            return None
+
+        monkeypatch.setattr(
+            "litellm.router_strategy.budget_limiter.RouterBudgetLimiting.periodic_sync_in_memory_spend_with_redis",
+            _no_sync,
+        )
+        monkeypatch.setattr(litellm, "callbacks", [])
+        router: Final = self._router(budgeted=True)
+        limiter: Final = router.router_budget_logger
+        assert limiter is not None, "a deployment max_budget must install the budget limiter"
+        await router.cache.async_set_cache(key="deployment_spend:primary-id:1d", value=2.0)
+        with respx.mock(assert_all_mocked=True) as upstream:
+            upstream.post(host__regex=r"^(primary|fallback)\.test$").mock(side_effect=self._http_response)
+            metadata: Final[dict[str, object]] = {}
+            assert await self._request(router, "chat", False, metadata) == "fallback"
+            assert metadata["routing_decision"]["cause"] == "health_default_fallback"
+            assert [c.request.url.host for c in upstream.calls] == ["fallback.test"]
+
+    @pytest.mark.asyncio
+    async def test_concurrent_tag_scopes_keep_fallbacks_request_local(self) -> None:
+        router: Final = self._router(tagged=True)
+        router.add_deployment(
+            Deployment(
+                model_name="fallback",
+                litellm_params=LiteLLM_Params(
+                    model="openai/gpt-5.6", api_key="test-only", api_base="https://peer.test/v1", tags=["peer"]
+                ),
+                model_info={"id": "fallback-peer-id"},
+            )
+        )
+        self._unavailable(router, "primary-id", "cooldown")
+        with respx.mock(assert_all_mocked=True) as upstream:
+            upstream.post(host__regex=r"^(peer|fallback)\.test$").mock(side_effect=self._http_response)
+            scopes: Final = tuple({"tags": [name], "session_id": name} for name in ("peer", "fallback"))
+            results: Final = await asyncio.gather(
+                *(self._request(router, "chat", False, metadata) for metadata in scopes)
+            )
+            assert results == ["peer", "fallback"]
+            assert [m["tags"] for m in scopes] == [["peer"], ["fallback"]]
+            assert [m["routing_decision"]["routed_model"] for m in scopes] == ["fallback", "fallback"]
+            assert sorted(c.request.url.host for c in upstream.calls) == ["fallback.test", "peer.test"]
+
+    @pytest.mark.asyncio
+    async def test_probe_preserves_consumed_request_exclusions(self) -> None:
+        router: Final = self._router()
+        self._unavailable(router, "primary-id", "cooldown")
+        kwargs: Final = {"_excluded_deployment_ids": ["fallback-id"], "_target_order": 1}
+        strategy: Final = router.complexity_routers["health-router"][0].strategy
+        response: Final = await strategy.async_pre_routing_hook(
+            model="health-router", messages=[{"role": "user", "content": "Hello!"}], request_kwargs=kwargs
+        )
+        assert response.model == "primary"
+        assert kwargs == {"_excluded_deployment_ids": ["fallback-id"], "_target_order": 1}
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("default_state", ["cooldown", "unconfigured", "same-model"])
+    async def test_unavailable_default_preserves_no_deployment_error(self, default_state: str) -> None:
+        from litellm.types.router import RouterRateLimitError
+
+        router: Final = self._router(config={"default_model": "primary"} if default_state == "same-model" else None)
+        self._unavailable(router, "primary-id", "cooldown")
+        if default_state == "unconfigured":
+            router.delete_deployment(id="fallback-id")
+        elif default_state == "cooldown":
+            self._unavailable(router, "fallback-id", "cooldown")
+        with respx.mock(assert_all_mocked=True) as upstream:
+            with pytest.raises(RouterRateLimitError, match="No deployments available"):
+                await self._request(router, "chat", False, {})
+            assert not upstream.calls
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("plan_active", [False, True])
+    async def test_plan_floor_outage_cannot_use_untiered_default(self, plan_active: bool) -> None:
+        from litellm.types.router import RouterRateLimitError
+
+        router: Final = self._router(
+            config={"tiers": {"SIMPLE": "primary", "MEDIUM": "peer"}, "plan_mode_min_tier": "MEDIUM"}
+        )
+        self._unavailable(router, "primary-id", "cooldown")
+        self._unavailable(router, "peer-id", "cooldown")
+        metadata: Final = {}
+        with respx.mock(assert_all_mocked=True, assert_all_called=False) as upstream:
+            upstream.post(host="fallback.test").mock(side_effect=self._http_response)
+            if plan_active:
+                with pytest.raises(RouterRateLimitError, match="No deployments available"):
+                    await router.acompletion(
+                        model="health-router",
+                        messages=[
+                            {"role": "system", "content": "Plan mode is active"},
+                            {"role": "user", "content": "Hello!"},
+                        ],
+                        metadata=metadata,
+                    )
+                assert not upstream.calls
+                assert metadata["routing_decision"]["routed_model"] == "peer"
+                assert metadata["routing_decision"]["tier"] == "MEDIUM"
+            else:
+                assert await self._request(router, "chat", False, metadata) == "fallback"
+
+    @pytest.mark.asyncio
+    async def test_default_dispatch_drops_displaced_tier_params(self) -> None:
+        router: Final = self._router(
+            config={"tiers": {"SIMPLE": {"model_name": "primary", "litellm_params": {"max_tokens": 9}}}}
+        )
+        with respx.mock(assert_all_mocked=True) as upstream:
+            upstream.post(host__regex=r"^(primary|fallback)\.test$").mock(side_effect=self._http_response)
+            await router.acompletion(
+                model="health-router", messages=[{"role": "user", "content": "Hello!"}], max_tokens=32
+            )
+            assert json.loads(upstream.calls[-1].request.content)["max_completion_tokens"] == 9
+            self._unavailable(router, "primary-id", "cooldown")
+            await router.acompletion(
+                model="health-router", messages=[{"role": "user", "content": "Hello!"}], max_tokens=32
+            )
+            assert json.loads(upstream.calls[-1].request.content)["max_completion_tokens"] == 32
+            assert upstream.calls[-1].request.url.host == "fallback.test"
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("source", ["health", "cooldown"])
+    async def test_pinned_session_returns_to_primary_after_outage(self, source: Literal["health", "cooldown"]) -> None:
+        router: Final = self._router(session=True)
+        with respx.mock(assert_all_mocked=True) as upstream:
+            upstream.post(host__regex=r"^(primary|fallback)\.test$").mock(side_effect=self._http_response)
+            assert await self._request(router, "chat", False, {"session_id": "pinned"}) == "primary"
+            self._unavailable(router, "primary-id", source)
+            outage: Final[dict[str, object]] = {"session_id": "pinned"}
+            assert await self._request(router, "chat", False, outage) == "fallback"
+            assert outage["routing_decision"]["cause"] == "health_default_fallback"
+            if source == "health":
+                router.health_state_cache.set_deployment_health_states(
+                    {"primary-id": {"is_healthy": True, "timestamp": time.time()}}
+                )
+            else:
+                router.cooldown_cache.cooldown_store.delete_cache(
+                    router.cooldown_cache.get_cooldown_cache_key("primary-id")
+                )
+            recovered: Final[dict[str, object]] = {"session_id": "pinned"}
+            assert await self._request(router, "chat", False, recovered) == "primary"
+            assert recovered["routing_decision"]["cause"] == "session_affinity_pin"
+            assert [c.request.url.host for c in upstream.calls] == ["primary.test", "fallback.test", "primary.test"]
+
+    @pytest.mark.asyncio
+    async def test_policy_plugin_does_not_escape_to_live_default(self) -> None:
+        from litellm.types.router import RouterRateLimitError, RoutingContext
+
+        class PrimaryOnly:
+            async def run(self, context: RoutingContext) -> RoutingContext:
+                context.candidate_models = [name for name in context.candidate_models if name == "primary"]
+                return context
+
+        router: Final = self._router(peer=True, config={"plugins": [PrimaryOnly()]})
+        self._unavailable(router, "primary-id", "cooldown")
+        with respx.mock(assert_all_mocked=True) as upstream:
+            with pytest.raises(RouterRateLimitError, match="No deployments available"):
+                await self._request(router, "chat", False, {})
+            assert not upstream.calls
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("live_tier", [True, False])
+    @pytest.mark.parametrize("default_fits", [True, False])
+    async def test_context_recovery_precedes_default_with_prechecks_off(
+        self, live_tier: bool, default_fits: bool
+    ) -> None:
+        from litellm.types.router import RouterRateLimitError
+
+        router: Final = self._router(config={"tiers": {"SIMPLE": "primary", "MEDIUM": "peer", "COMPLEX": "large"}})
+        router.add_deployment(
+            Deployment(
+                model_name="large",
+                litellm_params=LiteLLM_Params(
+                    model="openai/gpt-5.6", api_key="test-only", api_base="https://large.test/v1"
+                ),
+                model_info={"id": "large-id", "max_input_tokens": 10000},
+            )
+        )
+        for deployment in router.model_list:
+            deployment["model_info"]["max_input_tokens"] = (
+                10
+                if deployment["model_name"] == "primary"
+                or (deployment["model_name"] == "fallback" and not default_fits)
+                else 10000
+            )
+        self._unavailable(router, "peer-id", "cooldown")
+        if not live_tier:
+            self._unavailable(router, "large-id", "cooldown")
+        assert router.enable_pre_call_checks is False
+        metadata: Final = {}
+        messages: Final = [{"role": "user", "content": "hello " * 100}]
+        with respx.mock(assert_all_mocked=True, assert_all_called=False) as upstream:
+            upstream.post(host__regex=r"^(large|fallback)\.test$").mock(side_effect=self._http_response)
+            if not live_tier and not default_fits:
+                with pytest.raises(RouterRateLimitError, match="No deployments available"):
+                    await router.acompletion(model="health-router", messages=messages, metadata=metadata)
+                assert not upstream.calls
+            else:
+                result: Final = await router.acompletion(model="health-router", messages=messages, metadata=metadata)
+                expected: Final = "large" if live_tier else "fallback"
+                assert result.choices[0].message.content == expected
+                assert upstream.calls[-1].request.url.host == f"{expected}.test"
+                assert metadata["routing_decision"].get("tier") == ("COMPLEX" if live_tier else None)
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("live_tier", [True, False])
+    async def test_modality_recovery_precedes_default(self, live_tier: bool) -> None:
+        router: Final = self._router(
+            config={"modality_routing": True, "tiers": {"SIMPLE": "primary", "MEDIUM": "peer", "COMPLEX": "vision"}}
+        )
+        router.add_deployment(
+            Deployment(
+                model_name="vision",
+                litellm_params=LiteLLM_Params(
+                    model="openai/gpt-5.6", api_key="test-only", api_base="https://vision.test/v1"
+                ),
+                model_info={"id": "vision-id", "supports_vision": True},
+            )
+        )
+        for deployment in router.model_list:
+            deployment["model_info"]["supports_vision"] = deployment["model_name"] != "primary"
+        self._unavailable(router, "peer-id", "cooldown")
+        if not live_tier:
+            self._unavailable(router, "vision-id", "cooldown")
+        with respx.mock(assert_all_mocked=True) as upstream:
+            upstream.post(host__regex=r"^(vision|fallback)\.test$").mock(side_effect=self._http_response)
+            result: Final = await router.acompletion(
+                model="health-router",
+                messages=[
+                    {
+                        "role": "user",
+                        "content": [
+                            {"type": "text", "text": "Hello!"},
+                            {"type": "image_url", "image_url": {"url": "data:image/png;base64,aGk="}},
+                        ],
+                    }
+                ],
+            )
+            expected: Final = "vision" if live_tier else "fallback"
+            assert result.choices[0].message.content == expected
+            assert upstream.calls[-1].request.url.host == f"{expected}.test"
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("default_fits", [True, False])
+    async def test_modality_default_must_also_fit_context(self, default_fits: bool) -> None:
+        router: Final = self._router(config={"modality_routing": True, "tiers": {"SIMPLE": "primary"}})
+        for deployment in router.model_list:
+            deployment["model_info"]["supports_vision"] = deployment["model_name"] == "fallback"
+            deployment["model_info"]["max_input_tokens"] = 10000 if default_fits else 10
+        with respx.mock(assert_all_mocked=True, assert_all_called=False) as upstream:
+            upstream.post(host="fallback.test").mock(side_effect=self._http_response)
+            messages: Final = [
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "text", "text": "hello " * 100},
+                        {"type": "image_url", "image_url": {"url": "data:image/png;base64,aGk="}},
+                    ],
+                }
+            ]
+            if default_fits:
+                result: Final = await router.acompletion(model="health-router", messages=messages)
+                assert result.choices[0].message.content == "fallback"
+            else:
+                with pytest.raises(litellm.BadRequestError, match="modality_routing is enabled"):
+                    await router.acompletion(model="health-router", messages=messages)
+                assert not upstream.calls
+
+
 class TestTierHealthFailover:
     """A tier whose decided model group is entirely in cooldown falls back to a live peer."""
 
@@ -13256,7 +13787,7 @@ class TestTierHealthFailover:
         probed_prompts = []
 
         async def get_healthy_deployments(
-            model, request_kwargs, messages=None, input=None, parent_otel_span=None, **kwargs
+            model, request_kwargs, messages=None, input=None, parent_otel_span=None, health_check_probe=False
         ):
             probed_kwargs.append(request_kwargs)
             probed_prompts.append((messages, input))
@@ -13758,6 +14289,51 @@ class TestTierHealthFailover:
             for _, probed_input in router.litellm_router_instance.probed_prompts
         ), "the eligibility probe must forward `input` to the owner"
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "raised, expected",
+        [
+            (ValueError(f"{RouterErrors.no_deployments_with_tag_routing.value}. Passed model=b"), {"live-c"}),
+            (
+                ValueError(f"{RouterErrors.no_deployments_with_provider_budget_routing.value}: b over budget"),
+                {"live-c"},
+            ),
+            (ValueError("cannot unpack non-sequence"), {"exhausted-b", "live-c"}),
+        ],
+    )
+    async def test_a_marked_exhaustion_value_error_is_a_verdict_and_an_unmarked_one_is_not(
+        self, mock_router_instance, raised, expected
+    ):
+        """Budget and tag filters exhaust a group without a typed error, signalling it only by a
+        RouterErrors marker on a bare ValueError. Those are verdicts; any other ValueError is a
+        fault, and a fault must still read as capacity rather than silently rerouting."""
+        router = self._router(
+            mock_router_instance,
+            {
+                "tiers": {
+                    "SIMPLE": ["dead-a", "exhausted-b", "live-c"],
+                    "MEDIUM": "mid",
+                    "COMPLEX": "big",
+                    "REASONING": "top",
+                },
+                "session_affinity": True,
+            },
+            {"dead-a": ["id-a1"], "exhausted-b": ["id-b1"], "live-c": ["id-c1"]},
+            cooling=("id-a1",),
+            raises_for={"exhausted-b": raised},
+        )
+        key = router._get_session_affinity_cache_key("sess-exhausted", {})
+        await router.litellm_router_instance.cache.async_set_cache(
+            key=key, value={"model": "dead-a", "tier": "SIMPLE"}, ttl=600
+        )
+        results = [
+            await router.async_pre_routing_hook(
+                model="m", request_kwargs={"metadata": {"session_id": "sess-exhausted"}}, messages=self.SIMPLE_MESSAGE
+            )
+            for _ in range(20)
+        ]
+        assert {r.model for r in results} == expected
+
     @pytest.mark.asyncio
     async def test_a_group_the_router_has_no_deployment_for_is_not_a_failover_target(self, mock_router_instance):
         """The owner answers an unconfigured group with BadRequestError. Reading that as live
diff --git a/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py b/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py
index 3a0deeb13d8..eb7490d76f8 100644
--- a/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py
+++ b/tests/test_litellm/router_utils/test_add_retry_fallback_headers.py
@@ -1,12 +1,17 @@
 import json
+from collections.abc import Mapping
+from typing import Literal
 
+import pytest
 from pydantic import BaseModel
 
 from litellm.router_utils.add_retry_fallback_headers import (
     add_fallback_headers_to_response,
     add_retry_headers_to_response,
+    complexity_router_decision_headers,
     get_fallback_errors_from_headers,
     get_hidden_params_dict,
+    replace_complexity_router_headers,
 )
 
 
@@ -15,6 +20,122 @@ class StreamingWrapper:
         self._hidden_params = {"additional_headers": {"x-existing": "keep"}}
 
 
+@pytest.mark.parametrize("metadata_key", ["metadata", "litellm_metadata"])
+def test_complexity_router_decision_headers_exposes_only_bounded_fields(
+    metadata_key: Literal["metadata", "litellm_metadata"],
+) -> None:
+    headers = complexity_router_decision_headers(
+        {
+            metadata_key: {
+                "routing_decision": {
+                    "router_type": "complexity",
+                    "tier": " REASONING ",
+                    "cause": "heuristic_scorer",
+                    "score": 0.75,
+                    "tier_litellm_params": {"reasoning_effort": "xhigh", "api_key": "secret"},
+                    "signals": ["private prompt"],
+                    "matched_keyword": "private prompt",
+                }
+            }
+        }
+    )
+
+    assert dict(headers) == {
+        "x-litellm-complexity-router-tier": "REASONING",
+        "x-litellm-complexity-router-cause": "heuristic_scorer",
+        "x-litellm-complexity-router-score": "0.75",
+        "x-litellm-complexity-router-reasoning-effort": "xhigh",
+    }
+
+
+@pytest.mark.parametrize(
+    "decision, expected",
+    [
+        (
+            {"router_type": "complexity", "tier": "SIMPLE", "cause": "heuristic_scorer", "score": 0},
+            {
+                "x-litellm-complexity-router-tier": "SIMPLE",
+                "x-litellm-complexity-router-cause": "heuristic_scorer",
+                "x-litellm-complexity-router-score": "0",
+            },
+        ),
+        (
+            {"router_type": "complexity", "tier": "COMPLEX", "cause": "llm_classifier"},
+            {
+                "x-litellm-complexity-router-tier": "COMPLEX",
+                "x-litellm-complexity-router-cause": "llm_classifier",
+            },
+        ),
+        (
+            {"router_type": "complexity", "tier": "REASONING", "cause": "literal_keyword_match"},
+            {
+                "x-litellm-complexity-router-tier": "REASONING",
+                "x-litellm-complexity-router-cause": "literal_keyword_match",
+            },
+        ),
+        ({"router_type": "quality", "tier": "premium", "cause": "quality_tier"}, {}),
+        ({"router_type": "complexity", "score": True}, {}),
+        ({"router_type": "complexity", "score": float("nan")}, {}),
+        ({"router_type": "complexity", "score": float("inf")}, {}),
+        ({"router_type": "complexity", "tier": "研究", "cause": "bad\r\nX-Injected: true"}, {}),
+        ({"router_type": "complexity", "tier_litellm_params": {"reasoning_effort": 1}}, {}),
+        ({"router_type": "complexity", "tier_litellm_params": "invalid"}, {}),
+        ([], {}),
+        (None, {}),
+    ],
+)
+def test_complexity_router_decision_headers_omits_absent_or_invalid_fields(
+    decision: object,
+    expected: Mapping[str, str],
+) -> None:
+    assert dict(complexity_router_decision_headers({"metadata": {"routing_decision": decision}})) == expected
+
+
+@pytest.mark.parametrize(
+    "litellm_decision, metadata_decision, expected",
+    [
+        (
+            {"router_type": "complexity", "tier": "SIMPLE", "cause": "heuristic_scorer"},
+            {"router_type": "complexity", "tier": "REASONING", "tier_litellm_params": {"reasoning_effort": "xhigh"}},
+            {"x-litellm-complexity-router-tier": "SIMPLE", "x-litellm-complexity-router-cause": "heuristic_scorer"},
+        ),
+        (
+            {"router_type": "quality", "tier": "premium"},
+            {"router_type": "complexity", "tier": "FORGED", "cause": "heuristic_scorer"},
+            {},
+        ),
+        (
+            {},
+            {"router_type": "complexity", "tier": "FORGED", "cause": "heuristic_scorer"},
+            {},
+        ),
+    ],
+)
+def test_complexity_router_decision_headers_never_falls_back_from_internal_metadata(
+    litellm_decision: Mapping[str, object],
+    metadata_decision: Mapping[str, object],
+    expected: Mapping[str, str],
+) -> None:
+    headers = complexity_router_decision_headers(
+        {
+            "litellm_metadata": {"routing_decision": litellm_decision},
+            "metadata": {"routing_decision": metadata_decision},
+        }
+    )
+    assert dict(headers) == expected
+
+
+def test_replace_complexity_router_headers_drops_stale_values() -> None:
+    assert replace_complexity_router_headers(
+        {
+            "x-existing": "keep",
+            "x-litellm-complexity-router-tier": "REASONING",
+            "x-litellm-complexity-router-reasoning-effort": "xhigh",
+        },
+        {"x-litellm-complexity-router-tier": "SIMPLE"},
+    ) == {"x-existing": "keep", "x-litellm-complexity-router-tier": "SIMPLE"}
+
+
 def test_add_fallback_headers_to_streaming_wrapper():
     response = StreamingWrapper()
 
diff --git a/tests/test_litellm/router_utils/test_health_state_cache.py b/tests/test_litellm/router_utils/test_health_state_cache.py
index ffd031f9b7d..aa976bb1002 100644
--- a/tests/test_litellm/router_utils/test_health_state_cache.py
+++ b/tests/test_litellm/router_utils/test_health_state_cache.py
@@ -7,6 +7,7 @@ import time
 import pytest
 
 from litellm.caching.caching import DualCache
+from litellm.caching.redis_cache import RedisCircuitBreakerOpenError
 from litellm.router_utils.health_state_cache import DeploymentHealthCache
 
 
@@ -145,8 +146,11 @@ class _SharedRedisFake:
     def __init__(self):
         self.store = {}
         self.fail_get = False
+        self.breaker_open = False
 
     def get_cache(self, key, parent_otel_span=None, **kwargs):
+        if self.breaker_open:
+            raise RedisCircuitBreakerOpenError("Redis circuit breaker is open - skipping get_cache")
         if self.fail_get:
             return None  # RedisCache.get_cache swallows connection errors and returns None
         return self.store.get(key)
@@ -192,3 +196,26 @@ def test_failed_redis_read_falls_back_to_local_copy():
         {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}}
     )
     assert set(redis_fake.store[DeploymentHealthCache.CACHE_KEY]) == {"prod-bad", "internal-bad"}
+
+
+def test_open_circuit_breaker_read_still_merges_into_local_copy(caplog):
+    """A read refused by the open breaker is a miss, so the merge and local write still happen quietly."""
+    redis_fake = _SharedRedisFake()
+    pod_a = DeploymentHealthCache(cache=DualCache(redis_cache=redis_fake), staleness_threshold=60.0)
+    pod_b = DeploymentHealthCache(cache=DualCache(redis_cache=redis_fake), staleness_threshold=60.0)
+    pod_a.set_deployment_health_states(
+        {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}}
+    )
+    pod_b.set_deployment_health_states(
+        {"internal-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "timeout"}}
+    )
+    pod_a.set_deployment_health_states(
+        {"prod-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}}
+    )
+    redis_fake.breaker_open = True
+    with caplog.at_level("ERROR"):
+        pod_a.set_deployment_health_states(
+            {"prod-new-bad": {"is_healthy": False, "timestamp": time.time(), "reason": "check_failed"}}
+        )
+    assert caplog.records == []
+    assert pod_a.get_unhealthy_deployment_ids() == {"prod-bad", "internal-bad", "prod-new-bad"}
diff --git a/tests/test_litellm/rust_bridge/native_route_wheel_test.py b/tests/test_litellm/rust_bridge/native_route_wheel_test.py
index a7f50a82a99..8d83f4ca8a6 100644
--- a/tests/test_litellm/rust_bridge/native_route_wheel_test.py
+++ b/tests/test_litellm/rust_bridge/native_route_wheel_test.py
@@ -73,7 +73,7 @@ def assert_native_request(
     headers: HTTPMessage,
     body: object,
 ) -> None:
-    if route not in {"ocr", "transcription", "messages", "chat_completions"}:
+    if route not in {"ocr", "azure_ocr", "azure_di", "transcription", "messages", "chat_completions"}:
         raise AssertionError(f"unexpected route marker: {route!r}")
     if outcome not in {"success", "429", "hang"}:
         raise AssertionError(f"unexpected outcome marker: {outcome!r}")
@@ -86,6 +86,19 @@ def assert_native_request(
         assert body["document"]["document_url"] == "https://example.com/document.pdf"
         assert body["include_image_base64"] is True
         return
+    if route == "azure_ocr":
+        assert path == "/providers/mistral/azure/ocr"
+        assert headers.get("authorization") == "Bearer prepared-azure-token"
+        assert body["model"] == "mistral-ocr-2505"
+        assert body["document"]["document_url"] == "data:application/pdf;base64,YWJj"
+        return
+    if route == "azure_di":
+        assert path.startswith("/documentintelligence/documentModels/prebuilt-read:analyze?")
+        assert "api-version=2024-11-30" in path
+        assert "pages=1%2C3" in path
+        assert headers.get("ocp-apim-subscription-key") == "di-key"
+        assert body == {"base64Source": "YWJj"}
+        return
     if route == "transcription":
         assert path == "/model/mistral.voxtral-mini-3b-2507/converse"
         assert headers.get("authorization", "").startswith("AWS4-HMAC-SHA256 ")
@@ -107,8 +120,10 @@ def assert_native_request(
 def native_response(status: int, route: str | None) -> bytes:
     if status == 429:
         return b'{"error":"native-rate-limit"}'
-    if route == "ocr":
+    if route in {"ocr", "azure_ocr"}:
         return b'{"pages":[{"index":0,"markdown":"native-ocr"}]}'
+    if route == "azure_di":
+        return b'{"status":"succeeded","analyzeResult":{"pages":[]}}'
     if route == "transcription":
         return b'{"output":{"message":{"content":[{"text":"native-transcription"}]}}}'
     return ANTHROPIC_RESPONSE
@@ -181,6 +196,32 @@ def assert_success(route: str, response: object) -> None:
         raise AssertionError(f"{route} returned {actual!r}, expected {expected!r}")
 
 
+def azure_ocr_kwargs(api_base: str) -> dict[str, object]:
+    return {
+        "model": "mistral-ocr-2505",
+        "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+        "api_base": api_base,
+        "custom_llm_provider": "azure_ai",
+        "extra_headers": {
+            "x-test-outcome": "success",
+            "x-test-route": "azure_ocr",
+        },
+        "optional_params": {"azure_ad_token": "prepared-azure-token"},
+    }
+
+
+def azure_di_kwargs(api_base: str) -> dict[str, object]:
+    return {
+        "model": "doc-intelligence/prebuilt-read",
+        "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+        "api_key": "di-key",
+        "api_base": api_base,
+        "custom_llm_provider": "azure_ai",
+        "extra_headers": {"x-test-outcome": "success", "x-test-route": "azure_di"},
+        "optional_params": {"req_format": "native", "pages": [0, 2]},
+    }
+
+
 def success_value(route: str, response: dict[object, object]) -> object:
     if route == "ocr":
         return response["pages"][0]["markdown"]
@@ -211,6 +252,9 @@ def exercise_sync(native: object, api_base: str) -> None:
             assert_rate_limit(native, route, error)
         else:
             raise AssertionError(f"{route} accepted a 429 response")
+    assert_success("ocr", native.ocr(**azure_ocr_kwargs(api_base)))
+    di_response: Final = native.ocr(**azure_di_kwargs(api_base))
+    assert di_response["provider_native_response"]["status"] == "succeeded"
 
 
 async def exercise_async(native: object, api_base: str) -> None:
@@ -223,16 +267,14 @@ async def exercise_async(native: object, api_base: str) -> None:
             assert_rate_limit(native, route, error)
         else:
             raise AssertionError(f"a{route} accepted a 429 response")
+    assert_success("ocr", await native.aocr(**azure_ocr_kwargs(api_base)))
+    di_response: Final = await native.aocr(**azure_di_kwargs(api_base))
+    assert di_response["provider_native_response"]["status"] == "succeeded"
 
 
 async def exercise_async_concurrency(native: object, api_base: str) -> None:
     responses: Final = await asyncio.wait_for(
-        asyncio.gather(
-            *(
-                native.amessages(**route_kwargs("messages", api_base, "success"))
-                for _ in range(32)
-            )
-        ),
+        asyncio.gather(*(native.amessages(**route_kwargs("messages", api_base, "success")) for _ in range(32))),
         timeout=15,
     )
     for response in responses:
diff --git a/tests/test_litellm/rust_bridge/test_configuration.py b/tests/test_litellm/rust_bridge/test_configuration.py
index aff9d5acac1..08fa3bfc053 100644
--- a/tests/test_litellm/rust_bridge/test_configuration.py
+++ b/tests/test_litellm/rust_bridge/test_configuration.py
@@ -52,6 +52,18 @@ def test_resolution_precedence(
 def test_release_default_remains_disabled() -> None:
     assert configuration.DEFAULT_RUST_ENABLED is False
     assert configuration.rust_enabled() is False
+    assert configuration.rust_ocr_enabled() is True
+
+
+@pytest.mark.parametrize("process", [None, False, True])
+@pytest.mark.parametrize("environment", [None, "0", "1", "off"])
+def test_ocr_configuration(monkeypatch: pytest.MonkeyPatch, process: bool | None, environment: str | None) -> None:
+    if environment is not None:
+        monkeypatch.setenv("LITELLM_RUST", environment)
+    if process is not None:
+        configuration.rust(process)
+
+    assert configuration.rust_ocr_enabled() is (environment not in {"0", "off"} and process is not False)
 
 
 def test_process_override_wins_over_environment(monkeypatch: pytest.MonkeyPatch) -> None:
diff --git a/tests/test_litellm/rust_bridge/test_ocr_lifecycle.py b/tests/test_litellm/rust_bridge/test_ocr_lifecycle.py
new file mode 100644
index 00000000000..501a4e986c0
--- /dev/null
+++ b/tests/test_litellm/rust_bridge/test_ocr_lifecycle.py
@@ -0,0 +1,230 @@
+from collections.abc import Generator, Mapping
+from typing import Final
+from unittest.mock import AsyncMock, Mock
+
+import pytest
+
+import litellm
+from litellm.llms.base_llm.ocr.transformation import OCRResponse
+from litellm.ocr import legacy
+from litellm.rust_bridge import bindings, configuration
+from litellm.rust_bridge.ocr import LiteLLMOcrRequest
+from litellm.rust_bridge.ocr_lifecycle import NATIVE_OCR_LIFECYCLE
+
+
+@pytest.fixture(autouse=True)
+def isolated_ocr_configuration(monkeypatch: pytest.MonkeyPatch) -> Generator[None]:
+    monkeypatch.delenv("LITELLM_RUST", raising=False)
+    configuration.reset_rust_configuration()
+    yield
+    NATIVE_OCR_LIFECYCLE.reset()
+    configuration.reset_rust_configuration()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+async def test_unavailable_native_uses_legacy(monkeypatch: pytest.MonkeyPatch, asynchronous: bool) -> None:
+    response: Final = OCRResponse(pages=[], model="mistral-ocr-latest")
+    fallback: Final = AsyncMock(return_value=response) if asynchronous else Mock(return_value=response)
+    monkeypatch.setattr(legacy, "aocr" if asynchronous else "ocr", fallback)
+    NATIVE_OCR_LIFECYCLE.override(None)
+    document: Final = {"type": "document_url", "document_url": "https://example.com"}
+
+    result: Final = (
+        await litellm.aocr("mistral/mistral-ocr-latest", document, pages=[0])
+        if asynchronous
+        else litellm.ocr("mistral/mistral-ocr-latest", document, pages=[0])
+    )
+
+    assert result is response
+    fallback.assert_called_once_with("mistral/mistral-ocr-latest", document, pages=[0])
+
+
+def test_admitted_failure_is_returned_without_replay() -> None:
+    failure: Final = RuntimeError("admitted")
+    native: Final = Mock(side_effect=failure)
+    litellm.rust(True)
+    NATIVE_OCR_LIFECYCLE.override(native)
+    try:
+        with pytest.raises(RuntimeError) as caught:
+            litellm.ocr("mistral/mistral-ocr-latest", {"type": "document_url", "document_url": "https://example.com"})
+        assert caught.value is failure
+    finally:
+        NATIVE_OCR_LIFECYCLE.reset()
+        litellm.rust(None)
+    assert native.call_count == 1
+
+
+def test_public_binding_keeps_positional_fields_and_defaults_out_of_native_hook_kwargs() -> None:
+    document: Final = {"type": "document_url", "document_url": "https://example.com"}
+    captured: Final = []
+
+    def native(
+        request: LiteLLMOcrRequest,
+        args: tuple[object, ...],
+        kwargs: Mapping[str, object],
+        asynchronous: bool,
+    ) -> OCRResponse:
+        captured.append((request, args, kwargs, asynchronous))
+        return OCRResponse(pages=[], model=request.model)
+
+    litellm.rust(True)
+    NATIVE_OCR_LIFECYCLE.override(native)
+    try:
+        response: Final = litellm.ocr("mistral/mistral-ocr-latest", document)
+    finally:
+        NATIVE_OCR_LIFECYCLE.reset()
+        litellm.rust(None)
+
+    request, call_args, hook_kwargs, asynchronous = captured[0]
+    assert response.model == "mistral/mistral-ocr-latest"
+    assert request.model == "mistral/mistral-ocr-latest"
+    assert request.document is document
+    assert call_args == ("mistral/mistral-ocr-latest", document)
+    assert hook_kwargs == {}
+    assert asynchronous is False
+
+
+def test_public_binding_keeps_keyword_model_and_document_in_native_hook_kwargs() -> None:
+    document: Final = {"type": "document_url", "document_url": "https://example.com"}
+    captured: Final = []
+
+    def native(
+        request: LiteLLMOcrRequest,
+        args: tuple[object, ...],
+        kwargs: Mapping[str, object],
+        asynchronous: bool,
+    ) -> OCRResponse:
+        assert args == ()
+        captured.append(kwargs)
+        return OCRResponse(pages=[], model=request.model)
+
+    litellm.rust(True)
+    NATIVE_OCR_LIFECYCLE.override(native)
+    try:
+        litellm.ocr(model="mistral/mistral-ocr-latest", document=document)
+    finally:
+        NATIVE_OCR_LIFECYCLE.reset()
+        litellm.rust(None)
+
+    assert captured[0]["model"] == "mistral/mistral-ocr-latest"
+    assert captured[0]["document"] is document
+    assert "timeout" not in captured[0]
+
+
+@pytest.mark.parametrize("enabled", [False, True], ids=["flag-disabled", "flag-enabled"])
+def test_public_duplicate_argument_error_does_not_depend_on_native_selection(enabled: bool) -> None:
+    native: Final = Mock(side_effect=AssertionError("binding errors precede admission"))
+    document: Final = {"type": "document_url", "document_url": "https://example.com"}
+    litellm.rust(enabled)
+    NATIVE_OCR_LIFECYCLE.override(native)
+    try:
+        with pytest.raises(TypeError, match=r"ocr\(\) got multiple values for argument 'model'"):
+            litellm.ocr("mistral/mistral-ocr-latest", document, model="duplicate")
+    finally:
+        NATIVE_OCR_LIFECYCLE.reset()
+        litellm.rust(None)
+    assert native.call_count == 0
+
+
+@pytest.mark.parametrize("enabled", [False, True], ids=["flag-disabled", "flag-enabled"])
+def test_public_missing_required_argument_error_does_not_depend_on_native_selection(enabled: bool) -> None:
+    native: Final = Mock(side_effect=AssertionError("binding errors precede admission"))
+    litellm.rust(enabled)
+    NATIVE_OCR_LIFECYCLE.override(native)
+    try:
+        with pytest.raises(TypeError, match=r"ocr\(\) missing 1 required positional argument: 'document'"):
+            litellm.ocr("mistral/mistral-ocr-latest")
+    finally:
+        NATIVE_OCR_LIFECYCLE.reset()
+        litellm.rust(None)
+    assert native.call_count == 0
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("enabled", [False, True, None])
+async def test_environment_opt_out_never_loads_native(
+    monkeypatch: pytest.MonkeyPatch, asynchronous: bool, enabled: bool | None
+) -> None:
+    monkeypatch.setenv("LITELLM_RUST", "0")
+    response: Final = OCRResponse(pages=[], model="mistral-ocr-latest")
+    fallback: Final = AsyncMock(return_value=response) if asynchronous else Mock(return_value=response)
+    monkeypatch.setattr(legacy, "aocr" if asynchronous else "ocr", fallback)
+    load: Final = Mock(side_effect=AssertionError("native must not be loaded"))
+    monkeypatch.setattr(bindings, "get_native_bridge", load)
+    litellm.rust(enabled)
+    document: Final = {"type": "file", "file": b"pdf"}
+
+    result: Final = (
+        await litellm.aocr("mistral/mistral-ocr-latest", document, pages=[1])
+        if asynchronous
+        else litellm.ocr("mistral/mistral-ocr-latest", document, pages=[1])
+    )
+
+    assert result is response
+    fallback.assert_called_once_with("mistral/mistral-ocr-latest", document, pages=[1])
+    load.assert_not_called()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("environment", [None, "1"])
+async def test_native_is_enabled_by_default(
+    monkeypatch: pytest.MonkeyPatch, asynchronous: bool, environment: str | None
+) -> None:
+    if environment is not None:
+        monkeypatch.setenv("LITELLM_RUST", environment)
+    response: Final = OCRResponse(pages=[], model="mistral-ocr-latest")
+    native: Final = AsyncMock(return_value=response) if asynchronous else Mock(return_value=response)
+    NATIVE_OCR_LIFECYCLE.override(native)
+    fallback: Final = Mock(side_effect=AssertionError("legacy must not run"))
+    monkeypatch.setattr(legacy, "aocr" if asynchronous else "ocr", fallback)
+
+    result: Final = (
+        await litellm.aocr("mistral/mistral-ocr-latest", {})
+        if asynchronous
+        else litellm.ocr("mistral/mistral-ocr-latest", {})
+    )
+
+    assert result is response
+    assert native.call_count == 1
+    fallback.assert_not_called()
+
+
+class Declined(Exception):
+    pass
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("declined", [False, True])
+async def test_only_native_declines_replay_on_legacy(
+    monkeypatch: pytest.MonkeyPatch, asynchronous: bool, declined: bool
+) -> None:
+    failure: Final = Declined("unsupported") if declined else RuntimeError("provider already called")
+    native: Final = AsyncMock(side_effect=failure) if asynchronous else Mock(side_effect=failure)
+    NATIVE_OCR_LIFECYCLE.override(native)
+    import importlib
+
+    main: Final = importlib.import_module("litellm.ocr.main")
+    monkeypatch.setattr(main, "native_exception_types", lambda: (Declined, RuntimeError))
+    response: Final = OCRResponse(pages=[], model="mistral-ocr-latest")
+    fallback: Final = AsyncMock(return_value=response) if asynchronous else Mock(return_value=response)
+    monkeypatch.setattr(legacy, "aocr" if asynchronous else "ocr", fallback)
+    document: Final = {"type": "file", "file": b"pdf"}
+
+    async def call() -> object:
+        if asynchronous:
+            return await litellm.aocr("mistral/mistral-ocr-latest", document, pages=[0])
+        return litellm.ocr("mistral/mistral-ocr-latest", document, pages=[0])
+
+    if declined:
+        assert await call() is response
+        fallback.assert_called_once_with("mistral/mistral-ocr-latest", document, pages=[0])
+    else:
+        with pytest.raises(RuntimeError) as caught:
+            await call()
+        assert caught.value is failure
+        fallback.assert_not_called()
+    assert native.call_count == 1
diff --git a/tests/test_litellm/rust_bridge/test_token_counter.py b/tests/test_litellm/rust_bridge/test_token_counter.py
index 2df91204390..71aa79cc4bb 100644
--- a/tests/test_litellm/rust_bridge/test_token_counter.py
+++ b/tests/test_litellm/rust_bridge/test_token_counter.py
@@ -8,16 +8,26 @@ cases need the extension and are skipped when it is not built.
 from __future__ import annotations
 
 import json
+from types import MappingProxyType
 from typing import Final
 
 import pytest
+import tiktoken
+from tokenizers import Tokenizer
 
 import litellm
+from litellm.constants import TIKTOKEN_ENCODE_CHUNK_SIZE_CHARS
+from litellm.litellm_core_utils.token_counter import openai_tokenizer_encoding
 from litellm.proxy.spend_tracking.budget_reservation import _count_input_tokens
 from litellm.rust_bridge import bindings, configuration
 from litellm.rust_bridge import token_counter as bridge
+from litellm.utils import claude_json_str
 
 MODEL: Final = "claude-sonnet-4-5-20250929"
+CL100K_MODEL: Final = "gpt-4"
+O200K_MODEL: Final = "gpt-4o"
+TOKENIZERS: Final[tuple[bridge.RustTokenizer, ...]] = ("anthropic", "cl100k_base", "o200k_base")
+RANK_FILE_LINES: Final = MappingProxyType({"cl100k_base": 100_256, "o200k_base": 199_998})
 BODY: Final = json.dumps({"model": MODEL, "messages": [{"role": "user", "content": "hello"}]}).encode()
 
 
@@ -44,69 +54,122 @@ class _RecordingCounter:
         return {"model": MODEL, "input_tokens": 42}
 
 
-class _DecliningCounter:
-    def __init__(self, tokenizer_json: str) -> None:
-        pass
+class _RecordingFactory:
+    """Stands in for the native `TokenCounter` class: callable for tokenizer JSON, `from_*_ranks` for rank files."""
+
+    def __init__(self) -> None:
+        self.counters: list[_RecordingCounter] = []
+        self.rank_files: list[str] = []
+
+    def __call__(self, tokenizer_json: str) -> _RecordingCounter:
+        counter = _RecordingCounter(tokenizer_json)
+        self.counters.append(counter)
+        return counter
+
+    def from_cl100k_ranks(self, rank_file: str) -> _RecordingCounter:
+        self.rank_files.append(rank_file)
+        return self("cl100k_base")
+
+    def from_o200k_ranks(self, rank_file: str) -> _RecordingCounter:
+        self.rank_files.append(rank_file)
+        return self("o200k_base")
+
+
+class _RaisingCounter:
+    def __init__(self, error: Exception) -> None:
+        self.error = error
 
     async def acount_request(self, body: bytes) -> object:
-        raise _FakeDeclined("request has no messages")
+        raise self.error
 
 
-class _FailingCounter:
-    def __init__(self, tokenizer_json: str) -> None:
-        pass
+class _RaisingFactory:
+    """Every counter it builds, for either tokenizer, raises `error` on count."""
 
-    async def acount_request(self, body: bytes) -> object:
-        raise RuntimeError("encode failed")
+    def __init__(self, error: Exception) -> None:
+        self.error = error
+
+    def __call__(self, tokenizer_json: str) -> _RaisingCounter:
+        return _RaisingCounter(self.error)
+
+    def from_cl100k_ranks(self, rank_file: str) -> _RaisingCounter:
+        return _RaisingCounter(self.error)
+
+    def from_o200k_ranks(self, rank_file: str) -> _RaisingCounter:
+        return _RaisingCounter(self.error)
 
 
 @pytest.fixture(autouse=True)
 def _reset_bridge(monkeypatch: pytest.MonkeyPatch):
     bridge.TOKEN_COUNTER.reset()
-    bridge._anthropic_counter.cache_clear()
+    bridge._counter.cache_clear()
     configuration.reset_rust_configuration()
     monkeypatch.setattr(bindings, "get_native_bridge", lambda: _FakeNative())
     yield
     bridge.TOKEN_COUNTER.reset()
-    bridge._anthropic_counter.cache_clear()
+    bridge._counter.cache_clear()
     configuration.reset_rust_configuration()
 
 
 @pytest.mark.asyncio
-async def test_disabled_bridge_never_constructs_a_counter() -> None:
-    constructed: list[str] = []
-
-    def factory(tokenizer_json: str) -> _RecordingCounter:
-        constructed.append(tokenizer_json)
-        return _RecordingCounter(tokenizer_json)
-
+@pytest.mark.parametrize("tokenizer", TOKENIZERS)
+async def test_disabled_bridge_never_constructs_a_counter(tokenizer: bridge.RustTokenizer) -> None:
+    factory: Final = _RecordingFactory()
     litellm.rust(False)
     bridge.TOKEN_COUNTER.override(factory)
 
-    assert await bridge.count_anthropic_input_tokens(BODY) is None
-    assert constructed == []
+    assert await bridge.count_input_tokens(BODY, tokenizer) is None
+    assert factory.counters == []
 
 
 @pytest.mark.asyncio
 async def test_enabled_bridge_returns_typed_count_and_reuses_one_counter() -> None:
-    counters: list[_RecordingCounter] = []
-
-    def factory(tokenizer_json: str) -> _RecordingCounter:
-        counter = _RecordingCounter(tokenizer_json)
-        counters.append(counter)
-        return counter
-
+    factory: Final = _RecordingFactory()
     litellm.rust(True)
     bridge.TOKEN_COUNTER.override(factory)
 
-    first: Final = await bridge.count_anthropic_input_tokens(BODY)
-    second: Final = await bridge.count_anthropic_input_tokens(BODY)
+    first: Final = await bridge.count_input_tokens(BODY, "anthropic")
+    second: Final = await bridge.count_input_tokens(BODY, "anthropic")
 
     assert first == bridge.InputTokenCount(model=MODEL, input_tokens=42)
     assert second == first
-    assert len(counters) == 1
-    assert counters[0].bodies == [BODY, BODY]
-    assert json.loads(counters[0].tokenizer_json)["model"]["type"] == "BPE"
+    assert len(factory.counters) == 1
+    assert factory.counters[0].bodies == [BODY, BODY]
+    assert json.loads(factory.counters[0].tokenizer_json)["model"]["type"] == "BPE"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("tokenizer", ("cl100k_base", "o200k_base"))
+async def test_tiktoken_counter_is_built_from_the_vendored_rank_file_once(tokenizer: bridge.RustTokenizer) -> None:
+    factory: Final = _RecordingFactory()
+    litellm.rust(True)
+    bridge.TOKEN_COUNTER.override(factory)
+
+    first: Final = await bridge.count_input_tokens(BODY, tokenizer)
+    second: Final = await bridge.count_input_tokens(BODY, tokenizer)
+
+    assert first == second == bridge.InputTokenCount(model=MODEL, input_tokens=42)
+    assert len(factory.rank_files) == 1
+    assert factory.rank_files[0].startswith("IQ== 0\n")
+    assert factory.rank_files[0].count("\n") == RANK_FILE_LINES[tokenizer]
+    assert factory.counters[0].tokenizer_json == tokenizer
+    assert factory.counters[0].bodies == [BODY, BODY]
+
+
+@pytest.mark.asyncio
+async def test_each_tokenizer_gets_its_own_cached_counter() -> None:
+    factory: Final = _RecordingFactory()
+    litellm.rust(True)
+    bridge.TOKEN_COUNTER.override(factory)
+
+    await bridge.count_input_tokens(BODY, "anthropic")
+    await bridge.count_input_tokens(BODY, "cl100k_base")
+    await bridge.count_input_tokens(BODY, "o200k_base")
+    await bridge.count_input_tokens(BODY, "anthropic")
+    await bridge.count_input_tokens(BODY, "o200k_base")
+
+    assert [counter.tokenizer_json for counter in factory.counters][1:] == ["cl100k_base", "o200k_base"]
+    assert [len(counter.bodies) for counter in factory.counters] == [2, 1, 2]
 
 
 @pytest.mark.asyncio
@@ -114,38 +177,131 @@ async def test_missing_native_module_falls_back(monkeypatch: pytest.MonkeyPatch)
     litellm.rust(True)
     monkeypatch.setattr(bindings, "get_native_bridge", lambda: None)
 
-    assert await bridge.count_anthropic_input_tokens(BODY) is None
+    assert [await bridge.count_input_tokens(BODY, tokenizer) for tokenizer in TOKENIZERS] == [None, None, None]
 
 
 @pytest.mark.asyncio
-async def test_declined_request_falls_back() -> None:
+@pytest.mark.parametrize("tokenizer", TOKENIZERS)
+async def test_declined_request_falls_back(tokenizer: bridge.RustTokenizer) -> None:
     litellm.rust(True)
-    bridge.TOKEN_COUNTER.override(_DecliningCounter)
+    bridge.TOKEN_COUNTER.override(_RaisingFactory(_FakeDeclined("request has no messages")))
 
-    assert await bridge.count_anthropic_input_tokens(BODY) is None
+    assert await bridge.count_input_tokens(BODY, tokenizer) is None
 
 
 @pytest.mark.asyncio
-async def test_runtime_failure_falls_back() -> None:
+@pytest.mark.parametrize("tokenizer", TOKENIZERS)
+async def test_runtime_failure_falls_back(tokenizer: bridge.RustTokenizer) -> None:
     litellm.rust(True)
-    bridge.TOKEN_COUNTER.override(_FailingCounter)
+    bridge.TOKEN_COUNTER.override(_RaisingFactory(RuntimeError("encode failed")))
 
-    assert await bridge.count_anthropic_input_tokens(BODY) is None
+    assert await bridge.count_input_tokens(BODY, tokenizer) is None
 
 
 @pytest.mark.parametrize(
     ("model", "expected"),
-    ((MODEL, True), ("claude-3-5-sonnet-20241022", False), ("gpt-4o", False), ("my-router-alias", False)),
+    (
+        (MODEL, "anthropic"),
+        ("claude-3-5-sonnet-20241022", "cl100k_base"),
+        ("gpt-4", "cl100k_base"),
+        ("gpt-4-turbo", "cl100k_base"),
+        ("gpt-3.5-turbo", "cl100k_base"),
+        ("azure/gpt-35-turbo", "cl100k_base"),
+        ("gemini/gemini-2.5-pro", "cl100k_base"),
+        ("mistral/mistral-large-latest", "cl100k_base"),
+        ("my-router-alias", "cl100k_base"),
+        ("azure/gpt-4o", "cl100k_base"),
+        ("command-r-plus", "cl100k_base"),
+        ("gpt-4o", "o200k_base"),
+        ("gpt-4o-mini", "o200k_base"),
+        ("gpt-4o-2024-08-06", "o200k_base"),
+        ("chatgpt-4o-latest", "o200k_base"),
+        ("gpt-4.1", "o200k_base"),
+        ("gpt-5", "o200k_base"),
+        ("gpt-5-mini", "o200k_base"),
+        ("o1", "o200k_base"),
+        ("o3", "o200k_base"),
+        ("o3-mini", "o200k_base"),
+        ("o4-mini", "o200k_base"),
+        ("replicate/meta/llama-2-70b-chat", None),
+        ("meta-llama/Llama-3-8b", None),
+    ),
 )
-def test_uses_anthropic_tokenizer_mirrors_python_tokenizer_selection(model: str, expected: bool) -> None:
-    assert bridge.uses_anthropic_tokenizer(model) is expected
+def test_rust_tokenizer_mirrors_python_tokenizer_selection(model: str, expected: bridge.RustTokenizer | None) -> None:
+    assert bridge.rust_tokenizer(model) == expected
 
 
-@pytest.mark.parametrize("flag", ("disable_hf_tokenizer_download", "disable_token_counter"))
-def test_uses_anthropic_tokenizer_respects_python_opt_outs(monkeypatch: pytest.MonkeyPatch, flag: str) -> None:
-    monkeypatch.setattr(litellm, flag, True)
+@pytest.mark.parametrize(
+    ("model", "python_encoding"),
+    (("text-davinci-003", "p50k_base"), ("gpt-oss-120b", "o200k_harmony")),
+)
+def test_rust_tokenizer_declines_tiktoken_encodings_rust_does_not_have(
+    monkeypatch: pytest.MonkeyPatch, model: str, python_encoding: str
+) -> None:
+    monkeypatch.setattr(litellm, "open_ai_chat_completion_models", litellm.open_ai_chat_completion_models | {model})
 
-    assert bridge.uses_anthropic_tokenizer(MODEL) is False
+    assert openai_tokenizer_encoding(model).name == python_encoding
+    assert bridge.rust_tokenizer(model) is None
+
+
+def test_rust_tokenizer_declines_the_cohere_tokenizer_download(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(litellm, "cohere_models", litellm.cohere_models | {"command-r-plus"})
+
+    assert bridge.rust_tokenizer("command-r-plus") is None
+
+
+@pytest.mark.parametrize("legacy_model", ("gpt-3.5-turbo-0301", "gpt-35-turbo-0301"))
+def test_rust_tokenizer_declines_legacy_message_accounting_python_prices_differently(
+    monkeypatch: pytest.MonkeyPatch, legacy_model: str
+) -> None:
+    monkeypatch.setattr(
+        litellm, "open_ai_chat_completion_models", litellm.open_ai_chat_completion_models | {"gpt-3.5-turbo-0301"}
+    )
+    monkeypatch.setattr(litellm, "azure_llms", {**litellm.azure_llms, "gpt-35-turbo-0301": "azure"})
+    messages: Final = [{"role": "user", "name": "bob", "content": "hello there"}]
+
+    assert litellm.token_counter(model=legacy_model, messages=messages) != litellm.token_counter(
+        model=CL100K_MODEL, messages=messages
+    )
+    assert bridge.rust_tokenizer(legacy_model) is None
+    assert bridge.rust_tokenizer(CL100K_MODEL) == "cl100k_base"
+
+
+@pytest.mark.parametrize("model", (MODEL, CL100K_MODEL, O200K_MODEL, "gpt-5", "o3"))
+def test_rust_tokenizer_names_the_encoding_python_actually_counts_with(model: str) -> None:
+    text: Final = (
+        "Hello, world! camelCase ABCdef \u00e9\u00e8 12345 \u3053\u3093\u306b\u3061\u306f <|endoftext|>\r\n" * 9
+    )
+    python_count: Final = litellm.token_counter(model=model, text=text)
+    cl100k_count: Final = len(tiktoken.get_encoding("cl100k_base").encode(text, disallowed_special=()))
+    o200k_count: Final = len(tiktoken.get_encoding("o200k_base").encode(text, disallowed_special=()))
+    assert cl100k_count != o200k_count
+    match bridge.rust_tokenizer(model):
+        case "cl100k_base":
+            assert python_count == cl100k_count
+        case "o200k_base":
+            assert python_count == o200k_count
+        case "anthropic":
+            assert python_count == len(Tokenizer.from_str(claude_json_str).encode(text).ids)
+            assert python_count not in {cl100k_count, o200k_count}
+        case None:
+            pytest.fail(f"{model} must have a Rust tokenizer")
+
+
+def test_disabled_hf_download_routes_anthropic_models_to_cl100k_like_python(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(litellm, "disable_hf_tokenizer_download", True)
+
+    assert bridge.rust_tokenizer(MODEL) == "cl100k_base"
+    assert bridge.rust_tokenizer("meta-llama/Llama-3-8b") == "cl100k_base"
+    assert bridge.rust_tokenizer(O200K_MODEL) == "o200k_base"
+
+
+def test_disabled_token_counter_declines_every_model(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(litellm, "disable_token_counter", True)
+
+    assert bridge.rust_tokenizer(MODEL) is None
+    assert bridge.rust_tokenizer(CL100K_MODEL) is None
+    assert bridge.rust_tokenizer(O200K_MODEL) is None
 
 
 PARITY_REQUESTS: Final[tuple[dict[str, object], ...]] = (
@@ -182,7 +338,16 @@ PARITY_REQUESTS: Final[tuple[dict[str, object], ...]] = (
     },
     {
         "model": MODEL,
-        "messages": [{"role": "user", "content": "x " * 20_000}],
+        "messages": [{"role": "user", "content": "x " * 500}],
+    },
+    {
+        "model": MODEL,
+        "messages": [
+            {
+                "role": "user",
+                "content": "I'VE got 1234567 things; it's \"fine\"...\r\n\r\n  caf\u00e9 \u0645\u0631\u062d\u0628\u0627 \U0001f600 <|endoftext|>",
+            }
+        ],
     },
     {"model": MODEL, "prompt": "Write a haiku about ships.", "max_tokens": 20},
     {"model": MODEL, "prompt": ["first prompt", "second prompt"]},
@@ -190,7 +355,7 @@ PARITY_REQUESTS: Final[tuple[dict[str, object], ...]] = (
         "model": MODEL,
         "instructions": "be terse",
         "input": [
-            {"role": "user", "content": [{"type": "input_text", "text": "Summarise caf\u00e9 menus \u2014 \"ok\"?\n"}]},
+            {"role": "user", "content": [{"type": "input_text", "text": 'Summarise caf\u00e9 menus \u2014 "ok"?\n'}]},
             {"role": "assistant", "content": "Sure."},
         ],
     },
@@ -202,27 +367,63 @@ PARITY_REQUESTS: Final[tuple[dict[str, object], ...]] = (
 )
 
 
+PARITY_MODELS: Final[tuple[tuple[str, bridge.RustTokenizer], ...]] = (
+    (MODEL, "anthropic"),
+    (CL100K_MODEL, "cl100k_base"),
+    (O200K_MODEL, "o200k_base"),
+    ("gpt-5", "o200k_base"),
+)
+
+
 @pytest.mark.asyncio
+@pytest.mark.parametrize(("model", "tokenizer"), PARITY_MODELS)
 @pytest.mark.parametrize("request_body", PARITY_REQUESTS)
 async def test_native_count_matches_python_budget_counter(
-    monkeypatch: pytest.MonkeyPatch, request_body: dict[str, object]
+    monkeypatch: pytest.MonkeyPatch, request_body: dict[str, object], model: str, tokenizer: bridge.RustTokenizer
 ) -> None:
     native: Final = pytest.importorskip("litellm.rust_bridge._native")
     monkeypatch.setattr(bindings, "get_native_bridge", lambda: native)
     litellm.rust(True)
+    body: Final = json.dumps(request_body).replace(MODEL, model)
 
-    rust_count: Final = await bridge.count_anthropic_input_tokens(json.dumps(request_body).encode())
-    python_count: Final = _count_input_tokens(request_body=request_body, model=MODEL)
+    rust_count: Final = await bridge.count_input_tokens(body.encode(), tokenizer)
+    python_count: Final = _count_input_tokens(request_body=json.loads(body), model=model)
 
     assert rust_count is not None
-    assert rust_count.model == request_body.get("model")
+    assert rust_count.model == json.loads(body).get("model")
     assert rust_count.input_tokens == python_count
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(("model", "tokenizer"), ((CL100K_MODEL, "cl100k_base"), (O200K_MODEL, "o200k_base")))
+async def test_tiktoken_counts_long_text_exactly_where_python_chunks(
+    monkeypatch: pytest.MonkeyPatch, model: str, tokenizer: bridge.RustTokenizer
+) -> None:
+    """Python encodes tiktoken text in fixed-size chunks (drift of up to one token per chunk boundary); Rust does not."""
+    native: Final = pytest.importorskip("litellm.rust_bridge._native")
+    monkeypatch.setattr(bindings, "get_native_bridge", lambda: native)
+    litellm.rust(True)
+    text: Final = "x " * 20_000
+    body: Final = {"model": model, "messages": [{"role": "user", "content": text}]}
+    encoding: Final = tiktoken.get_encoding(tokenizer)
+    exact: Final = 3 + len(encoding.encode("user")) + len(encoding.encode(text)) + 3
+    chunks: Final = -(-len(text) // TIKTOKEN_ENCODE_CHUNK_SIZE_CHARS)
+
+    rust_count: Final = await bridge.count_input_tokens(json.dumps(body).encode(), tokenizer)
+    python_count: Final = _count_input_tokens(request_body=body, model=model)
+
+    assert rust_count is not None
+    assert rust_count.input_tokens == exact
+    assert python_count is not None
+    assert exact < python_count <= exact + chunks
+
+
 DECLINED_REQUESTS: Final[tuple[dict[str, object], ...]] = (
     {
         "model": MODEL,
-        "messages": [{"role": "user", "content": [{"type": "image_url", "image_url": {"url": "data:image/png;base64,AA"}}]}],
+        "messages": [
+            {"role": "user", "content": [{"type": "image_url", "image_url": {"url": "data:image/png;base64,AA"}}]}
+        ],
     },
     {"model": MODEL, "prompt": 1.5},
     {"model": MODEL, "documents": [{"score": 0.5}]},
@@ -231,12 +432,13 @@ DECLINED_REQUESTS: Final[tuple[dict[str, object], ...]] = (
 
 
 @pytest.mark.asyncio
+@pytest.mark.parametrize("tokenizer", TOKENIZERS)
 @pytest.mark.parametrize("request_body", DECLINED_REQUESTS)
 async def test_native_declines_shapes_python_prices_differently(
-    monkeypatch: pytest.MonkeyPatch, request_body: dict[str, object]
+    monkeypatch: pytest.MonkeyPatch, request_body: dict[str, object], tokenizer: bridge.RustTokenizer
 ) -> None:
     native: Final = pytest.importorskip("litellm.rust_bridge._native")
     monkeypatch.setattr(bindings, "get_native_bridge", lambda: native)
     litellm.rust(True)
 
-    assert await bridge.count_anthropic_input_tokens(json.dumps(request_body).encode()) is None
+    assert await bridge.count_input_tokens(json.dumps(request_body).encode(), tokenizer) is None
diff --git a/tests/test_litellm/secret_managers/test_aws_secret_manager_v2.py b/tests/test_litellm/secret_managers/test_aws_secret_manager_v2.py
index 7e655b70756..03422d5433c 100644
--- a/tests/test_litellm/secret_managers/test_aws_secret_manager_v2.py
+++ b/tests/test_litellm/secret_managers/test_aws_secret_manager_v2.py
@@ -5,11 +5,68 @@ Tests the write/read/delete cycle for JSON and simple string secrets.
 """
 
 import json
-from unittest.mock import AsyncMock, patch
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
+import respx
 
+import litellm
 from litellm.secret_managers.aws_secret_manager_v2 import AWSSecretsManagerV2
+from litellm.types.secret_managers.main import KeyManagementSettings
+
+_STATIC_CREDENTIALS = {"aws_access_key_id": "test-key", "aws_secret_access_key": "test-secret"}
+_CMK_ARN = "arn:aws:kms:us-east-1:123456789012:key/11111111-2222-3333-4444-555555555555"
+
+
+async def _create_secret_body_for_settings(
+    monkeypatch: pytest.MonkeyPatch, respx_mock: respx.MockRouter, settings: KeyManagementSettings
+) -> dict[str, object]:
+    """Boot the manager from settings the way the proxy does and return the CreateSecret body it posts to AWS."""
+    monkeypatch.setattr(litellm, "secret_manager_client", None)
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.setattr(litellm, "in_memory_llm_clients_cache", None)
+    monkeypatch.setenv("AWS_REGION_NAME", "us-east-1")
+    AWSSecretsManagerV2.load_aws_secret_manager(use_aws_secret_manager=True, key_management_settings=settings)
+    manager = litellm.secret_manager_client
+    assert isinstance(manager, AWSSecretsManagerV2)
+
+    route = respx_mock.post("https://secretsmanager.us-east-1.amazonaws.com/").respond(
+        json={"ARN": "arn", "Name": "litellm/test-key"}
+    )
+    await manager.async_write_secret(
+        secret_name="litellm/test-key",
+        secret_value="sk-test-value",
+        optional_params=dict(_STATIC_CREDENTIALS),
+    )
+    assert route.call_count == 1
+    request = route.calls.last.request
+    assert request.headers["X-Amz-Target"] == "secretsmanager.CreateSecret"
+    return json.loads(request.content)
+
+
+@pytest.mark.asyncio
+async def test_create_secret_uses_customer_managed_kms_key_from_settings(
+    monkeypatch: pytest.MonkeyPatch, respx_mock: respx.MockRouter
+) -> None:
+    body = await _create_secret_body_for_settings(
+        monkeypatch,
+        respx_mock,
+        KeyManagementSettings(store_virtual_keys=True, aws_region_name="us-east-1", kms_key_id=_CMK_ARN),
+    )
+    assert body["KmsKeyId"] == _CMK_ARN
+    assert body["Name"] == "litellm/test-key"
+    assert body["SecretString"] == "sk-test-value"
+
+
+@pytest.mark.asyncio
+async def test_create_secret_omits_kms_key_id_when_not_configured(
+    monkeypatch: pytest.MonkeyPatch, respx_mock: respx.MockRouter
+) -> None:
+    body = await _create_secret_body_for_settings(
+        monkeypatch, respx_mock, KeyManagementSettings(store_virtual_keys=True, aws_region_name="us-east-1")
+    )
+    assert "KmsKeyId" not in body
+    assert body["Name"] == "litellm/test-key"
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/test_fireworks_serverless_model_costs.py b/tests/test_litellm/test_fireworks_serverless_model_costs.py
index 701938f5677..1303f46e8fa 100644
--- a/tests/test_litellm/test_fireworks_serverless_model_costs.py
+++ b/tests/test_litellm/test_fireworks_serverless_model_costs.py
@@ -14,6 +14,8 @@ import os
 
 import pytest
 
+from litellm import completion_cost
+from litellm.types.utils import Choices, Message, ModelResponse, Usage
 from litellm.utils import get_model_info
 
 
@@ -56,17 +58,38 @@ def test_bare_fireworks_ids_resolve_through_prefixed_entries():
         assert info["max_output_tokens"] == expected["max_output_tokens"]
 
 
+def test_deepseek_v4p1_flash_twin_costs(local_model_cost_map):
+    for model in (
+        "fireworks_ai/deepseek-v4p1-flash",
+        "fireworks_ai/accounts/fireworks/models/deepseek-v4p1-flash",
+    ):
+        response = ModelResponse(
+            model=model,
+            choices=[Choices(index=0, message=Message(role="assistant", content="ok"))],
+            usage=Usage(prompt_tokens=1000, completion_tokens=1000, total_tokens=2000),
+        )
+        cost = completion_cost(completion_response=response, model=model)
+        assert cost == pytest.approx(8.8e-04)
+
+
 TWIN_PINNED_PRICES = {
     "deepseek-v4-flash-0731": {
         "input_cost_per_token": 2.2e-07,
         "cache_read_input_token_cost": 7e-09,
         "output_cost_per_token": 6.6e-07,
     },
+    "deepseek-v4p1-flash": {
+        "input_cost_per_token": 2.2e-07,
+        "cache_read_input_token_cost": 7e-09,
+        "output_cost_per_token": 6.6e-07,
+        "supports_vision": True,
+        "max_output_tokens": 393216,
+    },
 }
 
 
-def test_deepseek_v4_flash_0731_twins_pin_published_pricing(model_data):
-    """Both 0731 entries carry the price published at docs.fireworks.ai/serverless/pricing."""
+def test_deepseek_v4_flash_twins_pin_published_pricing(model_data):
+    """Both entries of each Flash twin pair carry the price published at docs.fireworks.ai/serverless/pricing."""
     for bare_suffix, expected in TWIN_PINNED_PRICES.items():
         for key in (
             f"fireworks_ai/{bare_suffix}",
diff --git a/tests/test_litellm/test_model_prices_schema.py b/tests/test_litellm/test_model_prices_schema.py
index c2c22c25998..0b9dbd23097 100644
--- a/tests/test_litellm/test_model_prices_schema.py
+++ b/tests/test_litellm/test_model_prices_schema.py
@@ -4,6 +4,8 @@ import importlib.util
 import json
 import re
 from pathlib import Path
+from types import MappingProxyType
+from typing import Final
 
 import jsonschema
 import pytest
@@ -217,3 +219,50 @@ def test_chat_latest_declares_the_one_effort_openai_accepts(prices: dict):
     with no declared levels resolves to None, which lets /model_group/info and the dashboard offer
     levels the upstream will 400 on."""
     assert resolve_supported_reasoning_efforts(prices["chat-latest"], deployment_is_mapped=True) == ("medium",)
+
+
+BEDROCK_OPENAI_GPT_MARKERS: Final = ("openai.gpt-5.4", "openai.gpt-5.5", "openai.gpt-5.6", "openai.gpt-6-astra")
+BEDROCK_PROVIDERS: Final = frozenset(("bedrock", "bedrock_converse", "bedrock_mantle"))
+BEDROCK_ROW_PREFIXES: Final = ("bedrock_mantle/", "us.", "global.")
+GPT_5_4_BEDROCK_LADDER: Final = ("none", "low", "medium", "high", "xhigh")
+GPT_5_6_BEDROCK_LADDER: Final = ("none", "low", "medium", "high", "xhigh", "max")
+GPT_6_ASTRA_BEDROCK_LADDER: Final = ("low", "medium", "high", "xhigh", "max")
+BEDROCK_OPENAI_GPT_LADDERS: Final = MappingProxyType(
+    {
+        "bedrock_mantle/openai.gpt-5.4": GPT_5_4_BEDROCK_LADDER,
+        "bedrock_mantle/openai.gpt-5.5": GPT_5_4_BEDROCK_LADDER,
+        **{
+            f"{prefix}openai.gpt-5.6-{variant}": GPT_5_6_BEDROCK_LADDER
+            for prefix in BEDROCK_ROW_PREFIXES
+            for variant in ("luna", "sol", "terra")
+        },
+        **{f"{prefix}openai.gpt-6-astra": GPT_6_ASTRA_BEDROCK_LADDER for prefix in BEDROCK_ROW_PREFIXES},
+    }
+)
+
+
+@pytest.mark.parametrize(
+    ("name", "ladder"), tuple(BEDROCK_OPENAI_GPT_LADDERS.items()), ids=tuple(BEDROCK_OPENAI_GPT_LADDERS)
+)
+def test_bedrock_openai_gpt_rows_advertise_the_ladder_bedrock_accepts(prices: dict, name: str, ladder: tuple[str, ...]):
+    """Each ladder is the set of levels Bedrock answered 200 to for that row through the proxy on
+    2026-09-11 (PR #40740): the Mantle rows go out over its Responses endpoint and the Converse rows
+    over inference profiles. Bedrock differs from the direct OpenAI rows in two places, gpt-5.6 and
+    gpt-6-astra take max there, and gpt-6-astra refuses none; minimal is refused on every row.
+    xhigh and max are opt-in for the resolver, so a row missing either flag silently drops that
+    level from every group it belongs to."""
+    assert resolve_supported_reasoning_efforts(prices[name], deployment_is_mapped=True) == ladder
+
+
+def test_every_bedrock_openai_gpt_row_advertises_xhigh(prices: dict):
+    """The GovCloud and gpt-5.6-cyber rows cannot be called from our account, so they carry the
+    family's xhigh flag rather than a measured ladder."""
+    missing: Final = [
+        name
+        for name, entry in prices.items()
+        if isinstance(entry, dict)
+        and entry.get("litellm_provider") in BEDROCK_PROVIDERS
+        and any(marker in name for marker in BEDROCK_OPENAI_GPT_MARKERS)
+        and "xhigh" not in (resolve_supported_reasoning_efforts(entry, deployment_is_mapped=True) or ())
+    ]
+    assert missing == []
diff --git a/tests/test_litellm/test_responses_id_security.py b/tests/test_litellm/test_responses_id_security.py
index d35b9563888..a6081670172 100644
--- a/tests/test_litellm/test_responses_id_security.py
+++ b/tests/test_litellm/test_responses_id_security.py
@@ -855,3 +855,242 @@ class TestAsyncPostCallSuccessHook:
         )
 
         assert result == mock_response
+
+
+
+_FABRICATED_PROVIDER_RESPONSE_ID = "resp_fabricatedprovideridaaaaaaaaaaaaaaaa"
+_FABRICATED_UNMANAGED_ID = "resp_fabricatedunmanagedidbbbbbbbbbbbbbbbb"
+_UNIT_TEST_SALT_KEY = "lit6837-unit-test-salt-key"
+_ADDRESSED_ID_FIELD_BY_CALL_TYPE = {
+    "aresponses": "previous_response_id",
+    "aget_responses": "response_id",
+    "adelete_responses": "response_id",
+    "acancel_responses": "response_id",
+    "alist_input_items": "response_id",
+}
+
+
+@pytest.fixture
+def salt_key_env(monkeypatch):
+    """Give the encrypt/decrypt helpers a real salt key so ids round-trip for real."""
+    monkeypatch.setenv("LITELLM_SALT_KEY", _UNIT_TEST_SALT_KEY)
+    return _UNIT_TEST_SALT_KEY
+
+
+def _hook(general_settings=None, signing_key=_UNIT_TEST_SALT_KEY):
+    settings = general_settings if general_settings is not None else {}
+    return ResponsesIDSecurity(
+        general_settings_reader=lambda: settings,
+        signing_key_reader=lambda: signing_key,
+    )
+
+
+def _auth(user_id="owner-user", team_id="owner-team", user_role=None):
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    return UserAPIKeyAuth(user_id=user_id, team_id=team_id, user_role=user_role)
+
+
+def _issue_managed_id(hook, owner, provider_response_id=_FABRICATED_PROVIDER_RESPONSE_ID):
+    """Mint an id exactly the way the proxy hands one to a client on create."""
+    issued = hook._encrypt_response_id(
+        ResponsesAPIResponse(
+            id=provider_response_id, created_at=1234567890, output=[], status="completed"
+        ),
+        owner,
+    )
+    return issued.id
+
+
+class TestUnrecognizedResponseIdIsRejected:
+    """An id this proxy never issued carries no owner, so it must not reach the provider."""
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("call_type", sorted(_ADDRESSED_ID_FIELD_BY_CALL_TYPE))
+    async def test_unmanaged_id_is_rejected_and_not_forwarded(self, mock_cache, salt_key_env, call_type):
+        field = _ADDRESSED_ID_FIELD_BY_CALL_TYPE[call_type]
+        data = {field: _FABRICATED_UNMANAGED_ID}
+
+        with pytest.raises(HTTPException) as exc_info:
+            await _hook().async_pre_call_hook(
+                user_api_key_dict=_auth(),
+                cache=mock_cache,
+                data=data,
+                call_type=call_type,
+            )
+
+        assert exc_info.value.status_code == 403
+        assert "allow_unmanaged_response_ids" in exc_info.value.detail
+        assert data[field] == _FABRICATED_UNMANAGED_ID
+
+    @pytest.mark.asyncio
+    async def test_owner_can_still_address_the_id_the_proxy_issued_it(self, mock_cache, salt_key_env):
+        hook = _hook()
+        owner = _auth()
+        data = {"response_id": _issue_managed_id(hook, owner)}
+
+        result = await hook.async_pre_call_hook(
+            user_api_key_dict=owner,
+            cache=mock_cache,
+            data=data,
+            call_type="aget_responses",
+        )
+
+        assert result["response_id"] == _FABRICATED_PROVIDER_RESPONSE_ID
+
+    @pytest.mark.asyncio
+    async def test_stranger_cannot_address_an_id_issued_to_someone_else(self, mock_cache, salt_key_env):
+        hook = _hook()
+        issued_id = _issue_managed_id(hook, _auth())
+        data = {"response_id": issued_id}
+
+        with pytest.raises(HTTPException) as exc_info:
+            await hook.async_pre_call_hook(
+                user_api_key_dict=_auth(user_id="stranger-user", team_id="stranger-team"),
+                cache=mock_cache,
+                data=data,
+                call_type="aget_responses",
+            )
+
+        assert exc_info.value.status_code == 403
+        assert data["response_id"] == issued_id
+
+    @pytest.mark.asyncio
+    async def test_unmanaged_previous_response_id_cannot_seed_a_new_response(self, mock_cache, salt_key_env):
+        data = {"model": "gpt-fake", "previous_response_id": _FABRICATED_UNMANAGED_ID}
+
+        with pytest.raises(HTTPException) as exc_info:
+            await _hook().async_pre_call_hook(
+                user_api_key_dict=_auth(),
+                cache=mock_cache,
+                data=data,
+                call_type="aresponses",
+            )
+
+        assert exc_info.value.status_code == 403
+        assert data["previous_response_id"] == _FABRICATED_UNMANAGED_ID
+
+    @pytest.mark.asyncio
+    async def test_re_entering_the_hook_on_the_same_request_does_not_reject(self, mock_cache, salt_key_env):
+        """The rate-limit fallback retry runs pre-call twice over one already-rewritten dict."""
+        hook = _hook()
+        owner = _auth()
+        data = {"model": "gpt-fake", "previous_response_id": _issue_managed_id(hook, owner)}
+
+        first = await hook.async_pre_call_hook(
+            user_api_key_dict=owner, cache=mock_cache, data=data, call_type="aresponses"
+        )
+        second = await hook.async_pre_call_hook(
+            user_api_key_dict=owner, cache=mock_cache, data=first, call_type="aresponses"
+        )
+
+        assert second["previous_response_id"] == _FABRICATED_PROVIDER_RESPONSE_ID
+
+
+class TestUnmanagedResponseIdEscapeHatches:
+    """Deployments that pass provider ids through on purpose must keep working."""
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "general_settings",
+        [{"allow_unmanaged_response_ids": True}, {"disable_responses_id_security": True}],
+    )
+    async def test_opted_in_settings_forward_the_id_untouched(self, mock_cache, salt_key_env, general_settings):
+        data = {"response_id": _FABRICATED_UNMANAGED_ID}
+
+        result = await _hook(general_settings=general_settings).async_pre_call_hook(
+            user_api_key_dict=_auth(),
+            cache=mock_cache,
+            data=data,
+            call_type="aget_responses",
+        )
+
+        assert result["response_id"] == _FABRICATED_UNMANAGED_ID
+
+    @pytest.mark.asyncio
+    async def test_proxy_without_a_signing_key_forwards_the_id_untouched(self, mock_cache, monkeypatch):
+        monkeypatch.delenv("LITELLM_SALT_KEY", raising=False)
+        data = {"response_id": _FABRICATED_UNMANAGED_ID}
+
+        result = await _hook(signing_key=None).async_pre_call_hook(
+            user_api_key_dict=_auth(),
+            cache=mock_cache,
+            data=data,
+            call_type="aget_responses",
+        )
+
+        assert result["response_id"] == _FABRICATED_UNMANAGED_ID
+
+    @pytest.mark.asyncio
+    async def test_proxy_admin_may_address_an_unmanaged_id(self, mock_cache, salt_key_env):
+        from litellm.proxy._types import LitellmUserRoles
+
+        data = {"response_id": _FABRICATED_UNMANAGED_ID}
+
+        result = await _hook().async_pre_call_hook(
+            user_api_key_dict=_auth(user_role=LitellmUserRoles.PROXY_ADMIN),
+            cache=mock_cache,
+            data=data,
+            call_type="aget_responses",
+        )
+
+        assert result["response_id"] == _FABRICATED_UNMANAGED_ID
+
+
+class TestClientSuppliedRetainedIdCannotBypassAuthorization:
+    """The retained-id key travels in the request body, so it is re-authorized, never trusted."""
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("call_type", sorted(_ADDRESSED_ID_FIELD_BY_CALL_TYPE))
+    async def test_forged_retained_id_is_still_authorized(self, mock_cache, salt_key_env, call_type):
+        field = _ADDRESSED_ID_FIELD_BY_CALL_TYPE[call_type]
+        data = {
+            field: _FABRICATED_UNMANAGED_ID,
+            "_litellm_addressed_response_id": _FABRICATED_UNMANAGED_ID,
+        }
+
+        with pytest.raises(HTTPException) as exc_info:
+            await _hook().async_pre_call_hook(
+                user_api_key_dict=_auth(),
+                cache=mock_cache,
+                data=data,
+                call_type=call_type,
+            )
+
+        assert exc_info.value.status_code == 403
+        assert data[field] == _FABRICATED_UNMANAGED_ID
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("forged", [{"nested": "value"}, ["list"], 42, "", None])
+    async def test_non_string_retained_id_falls_back_to_the_addressed_field(self, mock_cache, salt_key_env, forged):
+        data = {"response_id": _FABRICATED_UNMANAGED_ID, "_litellm_addressed_response_id": forged}
+
+        with pytest.raises(HTTPException) as exc_info:
+            await _hook().async_pre_call_hook(
+                user_api_key_dict=_auth(),
+                cache=mock_cache,
+                data=data,
+                call_type="aget_responses",
+            )
+
+        assert exc_info.value.status_code == 403
+
+    @pytest.mark.asyncio
+    async def test_stranger_forging_their_own_id_never_reaches_someone_elses_response(
+        self, mock_cache, salt_key_env
+    ):
+        hook = _hook()
+        stranger = _auth(user_id="stranger-user", team_id="stranger-team")
+        stranger_id = _issue_managed_id(hook, stranger, provider_response_id="resp_strangerownprovideridcccccccc")
+        victim_provider_id = "resp_victimprovideriddddddddddddddddddddd"
+        data = {"response_id": victim_provider_id, "_litellm_addressed_response_id": stranger_id}
+
+        result = await hook.async_pre_call_hook(
+            user_api_key_dict=stranger,
+            cache=mock_cache,
+            data=data,
+            call_type="aget_responses",
+        )
+
+        assert result["response_id"] == "resp_strangerownprovideridcccccccc"
+        assert result["response_id"] != victim_provider_id
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index def67ccf88b..f5e9b2091a0 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -8,7 +8,7 @@ import threading
 from datetime import datetime
 from collections.abc import Awaitable, Callable, Mapping
 from types import SimpleNamespace
-from typing import Final
+from typing import Final, Literal
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
@@ -2622,6 +2622,78 @@ def test_adopt_fallback_response_headers_keeps_identity_when_fallback_has_none()
     assert wrapper.fallback_headers_adopted is True
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("response_kind", ["object", "dict", "async-generator"])
+async def test_set_response_headers_exposes_complexity_decision_on_every_response_shape(
+    response_kind: Literal["object", "dict", "async-generator"],
+) -> None:
+    class HeaderResponse:
+        def __init__(self) -> None:
+            self._hidden_params: dict[str, object] = {}
+
+    response: object
+    if response_kind == "object":
+        response = HeaderResponse()
+    elif response_kind == "dict":
+        response = {}
+    else:
+        response = _AsyncList()
+
+    router = Router(model_list=[])
+    result = await router.set_response_headers(
+        response=response,
+        request_kwargs={
+            "metadata": {
+                "routing_decision": {
+                    "router_type": "complexity",
+                    "tier": "SIMPLE",
+                    "cause": "heuristic_scorer",
+                    "score": 0.25,
+                    "tier_litellm_params": {"reasoning_effort": "low"},
+                }
+            }
+        },
+    )
+    hidden_params = result["_hidden_params"] if isinstance(result, dict) else result._hidden_params
+    additional_headers = hidden_params["additional_headers"]
+
+    assert additional_headers == {
+        "x-litellm-model-group": None,
+        "x-litellm-complexity-router-tier": "SIMPLE",
+        "x-litellm-complexity-router-cause": "heuristic_scorer",
+        "x-litellm-complexity-router-score": "0.25",
+        "x-litellm-complexity-router-reasoning-effort": "low",
+    }
+
+
+@pytest.mark.asyncio
+async def test_set_response_headers_is_the_only_complexity_header_source_for_proxy_headers() -> None:
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+    router = Router(model_list=[])
+    response = await router.set_response_headers(response={}, request_kwargs={})
+    additional_headers = response["_hidden_params"]["additional_headers"]
+    proxy_headers = ProxyBaseLLMRequestProcessing.get_custom_headers(
+        user_api_key_dict=UserAPIKeyAuth(),
+        request_data={
+            "metadata": {
+                "routing_decision": {
+                    "router_type": "complexity",
+                    "tier": "REASONING",
+                    "cause": "heuristic_scorer",
+                    "tier_litellm_params": {"reasoning_effort": "xhigh"},
+                }
+            }
+        },
+        **additional_headers,
+    )
+
+    assert not {
+        key for key in proxy_headers if key.startswith("x-litellm-complexity-router-")
+    }
+
+
 @pytest.mark.asyncio
 async def test_acompletion_streaming_iterator_adopts_fallback_response_headers():
     """LIT-6767: after a successful pre-first-chunk fallback, the wrapper must
@@ -3503,6 +3575,26 @@ def _make_router_with_fallback(primary="gpt-4", secondary="gpt-3.5-turbo"):
     )
 
 
+class _InjectedFallbackRouter(Router):
+    def __init__(self, fallback_response: object) -> None:
+        super().__init__(model_list=[])
+        self._fallback_response: Final = fallback_response
+
+    async def async_function_with_fallbacks_common_utils(
+        self,
+        e: Exception,
+        disable_fallbacks: bool | None,
+        fallbacks: list | None,
+        context_window_fallbacks: list | None,
+        content_policy_fallbacks: list | None,
+        model_group: str | None,
+        args: tuple[object, ...],
+        kwargs: dict[str, object],
+        include_fallback_errors: bool = False,
+    ) -> object:
+        return self._fallback_response
+
+
 @pytest.mark.asyncio
 async def test_aresponses_streaming_iterator_fallback():
     """Catches MidStreamFallbackError, re-enters the fallback chain via
@@ -3562,6 +3654,63 @@ async def test_aresponses_streaming_iterator_fallback():
     assert call_kwargs["disable_fallbacks"] is False
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "fallback_headers",
+    [
+        {"x-fallback-only": "yes"},
+        {
+            "x-fallback-only": "yes",
+            "x-litellm-complexity-router-tier": "SIMPLE",
+        },
+    ],
+    ids=["plain-fallback", "complexity-tier-fallback"],
+)
+async def test_aresponses_streaming_iterator_replaces_complexity_headers_before_fallback_output(
+    fallback_headers: dict[str, str],
+) -> None:
+    primary_headers: Final = {
+        "x-litellm-complexity-router-tier": "REASONING",
+        "x-litellm-complexity-router-reasoning-effort": "xhigh",
+    }
+    source: Final = _make_responses_iterator(
+        error=MidStreamFallbackError(
+            message="primary failed before output",
+            model="gpt-4",
+            llm_provider="openai",
+            is_pre_first_chunk=True,
+            generated_content="",
+        ),
+        hidden_params={"additional_headers": primary_headers},
+    )
+    fallback_output: Final = MagicMock(type="response.output_text.delta")
+    fallback: Final = _AsyncList([fallback_output])
+    fallback._hidden_params = {
+        "model_id": "fallback-deployment",
+        "additional_headers": fallback_headers,
+    }
+    router: Final = _InjectedFallbackRouter(fallback)
+
+    wrapped: Final = await router._aresponses_streaming_iterator(
+        response=source,
+        initial_kwargs={
+            "model": "gpt-4",
+            "stream": True,
+            "input": "Hello",
+            "original_generic_function": litellm.aresponses,
+        },
+    )
+    assert wrapped._hidden_params["additional_headers"] == primary_headers
+    first_output: Final = await wrapped.__anext__()
+
+    assert first_output is fallback_output
+    assert wrapped.fallback_headers_adopted is True
+    assert wrapped._hidden_params == {
+        "model_id": "fallback-deployment",
+        "additional_headers": fallback_headers,
+    }
+
+
 @pytest.mark.asyncio
 async def test_aresponses_streaming_iterator_writes_litellm_metadata_on_fallback():
     """Regression: model_group must land under "litellm_metadata" (the key
@@ -7381,6 +7530,63 @@ async def test_async_get_fully_unhealthy_model_names_marks_name_when_all_unhealt
     assert await router.async_get_fully_unhealthy_model_names() == {"gpt-4o"}
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("health_check_probe", [False, True])
+@pytest.mark.parametrize(
+    "state, health_routing, fails_policy, scoped, strict_ids",
+    [
+        ("absent", True, False, False, ("dep-0", "dep-1")),
+        ("partial", True, False, False, ("dep-1",)),
+        ("all", True, False, False, ()),
+        ("stale", True, False, False, ("dep-0", "dep-1")),
+        ("all", False, False, False, ("dep-0", "dep-1")),
+        ("all", True, True, False, ("dep-0", "dep-1")),
+        ("all", True, True, True, ()),
+    ],
+)
+async def test_health_probe_preserves_normal_caller_policy(
+    health_check_probe: bool,
+    state: str,
+    health_routing: bool,
+    fails_policy: bool,
+    scoped: bool,
+    strict_ids: tuple[str, ...],
+) -> None:
+    import time
+    from litellm.types.router import AllowedFailsPolicy, RouterRateLimitError
+
+    router: Final = Router(
+        model_list=[
+            {
+                "model_name": "health-group",
+                "litellm_params": {"model": "openai/gpt-5.6", "api_key": "test-only"},
+                "model_info": {"id": model_id},
+            }
+            for model_id in ("dep-0", "dep-1")
+        ],
+        enable_health_check_routing=health_routing,
+        allowed_fails_policy=AllowedFailsPolicy(ServiceUnavailableErrorAllowedFails=2) if fails_policy else None,
+        background_health_check_model_groups=["health-group"] if scoped else None,
+    )
+    if state != "absent":
+        _seed_unhealthy_states(
+            router,
+            ("dep-0",) if state == "partial" else ("dep-0", "dep-1"),
+            time.time() - router.health_state_cache.staleness_threshold - 10 if state == "stale" else None,
+        )
+    expected: Final = strict_ids if strict_ids or health_check_probe else ("dep-0", "dep-1")
+    if not expected:
+        with pytest.raises(RouterRateLimitError, match="No deployments available"):
+            await router.async_get_healthy_deployments(model="health-group", request_kwargs={}, health_check_probe=True)
+    else:
+        deployments: Final = await router.async_get_healthy_deployments(
+            model="health-group", request_kwargs={}, health_check_probe=health_check_probe
+        )
+        assert {d["model_info"]["id"] for d in deployments} == set(expected)
+    assert await router.cooldown_cache.async_get_active_cooldowns(["dep-0", "dep-1"], parent_otel_span=None) == []
+
+
+
 @pytest.mark.asyncio
 async def test_async_get_fully_unhealthy_model_names_keeps_name_when_partial():
     router = _router_with_two_deployments([False, False])
@@ -12522,6 +12728,54 @@ async def test_anthropic_messages_fallback_merges_fallback_hidden_params():
     assert headers["x-fallback-only"] == "yes"
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "fallback_headers",
+    [
+        {"x-fallback-only": "yes"},
+        {
+            "x-fallback-only": "yes",
+            "x-litellm-complexity-router-tier": "SIMPLE",
+        },
+    ],
+    ids=["plain-fallback", "complexity-tier-fallback"],
+)
+async def test_anthropic_messages_fallback_replaces_complexity_headers_before_output(
+    fallback_headers: dict[str, str],
+) -> None:
+    primary_headers: Final = {
+        "x-litellm-complexity-router-tier": "REASONING",
+        "x-litellm-complexity-router-reasoning-effort": "xhigh",
+    }
+    source: Final = _AnthropicMessagesFallbackByteStream(
+        [_anthropic_messages_overloaded_error_chunk()],
+        hidden_params={"additional_headers": primary_headers},
+    )
+    fallback_output: Final = _anthropic_messages_content_chunk("fallback answer")
+    fallback: Final = _AnthropicMessagesFallbackByteStream(
+        [fallback_output],
+        hidden_params={
+            "model_id": "fallback-deployment",
+            "additional_headers": fallback_headers,
+        },
+    )
+    router: Final = _InjectedFallbackRouter(fallback)
+
+    wrapped: Final = await router._aanthropic_messages_streaming_iterator(
+        response=source,
+        initial_kwargs={"model": "primary"},
+    )
+    assert wrapped._hidden_params["additional_headers"] == primary_headers
+    first_output: Final = await wrapped.__anext__()
+
+    assert first_output == fallback_output
+    assert wrapped.fallback_headers_adopted is True
+    assert wrapped._hidden_params == {
+        "model_id": "fallback-deployment",
+        "additional_headers": fallback_headers,
+    }
+
+
 @pytest.mark.asyncio
 async def test_aanthropic_messages_with_streaming_fallbacks_deep_copies_nested_metadata():
     """Bugbot regression: a shallow .copy() of kwargs still shares the
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index 7753cb7d770..835e87aff88 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -1,5 +1,6 @@
 import asyncio
 import contextlib
+import contextvars
 import json
 import logging
 import os
@@ -7,6 +8,7 @@ import queue
 import threading
 from datetime import datetime, timedelta, timezone
 from collections.abc import Iterator
+from concurrent.futures import ThreadPoolExecutor
 from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -60,6 +62,36 @@ from litellm.utils import (
 # Adds the parent directory to the system path
 
 
+def test_non_ocr_wrapper_preserves_logging_executor_and_context(monkeypatch: pytest.MonkeyPatch) -> None:
+    marker: Final = contextvars.ContextVar("non-ocr-logging-context", default="missing")
+    token: Final = marker.set("caller-context")
+    caller_thread: Final = threading.get_ident()
+    response: Final = object()
+    logger: Final = MagicMock()
+    observed: Final = queue.Queue[tuple[object, str, int]]()
+
+    def record_success(result: object, start_time: datetime, end_time: datetime) -> None:
+        observed.put((result, marker.get(), threading.get_ident()))
+
+    def embedding(**kwargs: object) -> object:
+        return response
+
+    logger.success_handler.side_effect = record_success
+    monkeypatch.setattr("litellm.utils.function_setup", MagicMock(return_value=(logger, {})))
+    try:
+        with ThreadPoolExecutor(max_workers=1) as executor:
+            monkeypatch.setattr("litellm.utils.executor", executor)
+            result: Final = client(embedding)()
+        logged_response, context, worker_thread = observed.get_nowait()
+        assert result is response
+        assert logged_response is response
+        assert context == "caller-context"
+        assert worker_thread != caller_thread
+        assert observed.empty()
+    finally:
+        marker.reset(token)
+
+
 def test_cloudflare_model_info_includes_rpm(local_model_cost_map: None) -> None:
     assert litellm.get_model_info("cloudflare/@cf/meta/llama-3.1-8b-instruct-fp8")["rpm"] == 300
     assert litellm.get_model_info("cloudflare/@cf/moonshotai/kimi-k2.6")["rpm"] == 20
@@ -198,6 +230,8 @@ def test_get_model_info_resolves_provider_prefixed_model_ids(local_model_cost_ma
         ("perplexity/perplexity/kimi-k3", True),
         ("perplexity/perplexity/deepseek-v4-flash-0731", True),
         ("perplexity/perplexity/kimi-k2.7-code", False),
+        ("perplexity/perplexity/nemotron-3.5-lightning-30b-a3b", True),
+        ("perplexity/perplexity/nemotron-3-ultra-550b-a55b", True),
     ):
         assert litellm.supports_reasoning(model=model) is reasoning, model
 
@@ -209,6 +243,18 @@ def test_get_model_info_resolves_provider_prefixed_model_ids(local_model_cost_ma
     assert via_provider["output_cost_per_token"] == 4.4e-06
     assert via_provider["mode"] == "responses"
 
+    lightning = litellm.get_model_info(
+        model="perplexity/nemotron-3.5-lightning-30b-a3b", custom_llm_provider="perplexity"
+    )
+    assert lightning["key"] == "perplexity/perplexity/nemotron-3.5-lightning-30b-a3b"
+    assert lightning["input_cost_per_token"] == 1.15e-08
+    assert lightning["output_cost_per_token"] == 1.7e-07
+    assert lightning["cache_read_input_token_cost"] == 1.15e-09
+    assert lightning["mode"] == "responses"
+
+    ultra = litellm.get_model_info(model="perplexity/perplexity/nemotron-3-ultra-550b-a55b")
+    assert ultra["key"] == "perplexity/perplexity/nemotron-3-ultra-550b-a55b"
+
 
 def test_get_model_info_strips_openai_finetune_ids_without_a_custom_suffix(local_model_cost_map):
     info = litellm.get_model_info(model="ft:gpt-4o-2024-08-06:my-org::abc123", custom_llm_provider="openai")
@@ -4075,7 +4121,7 @@ def test_deepseek_v4_models_in_cost_map():
     configured in model_prices_and_context_window.json.
 
     Prices sourced from https://api-docs.deepseek.com/quick_start/pricing:
-    - deepseek-v4-flash: $0.44/M input, $1.32/M output
+    - deepseek-v4-flash: $0.30/M input, $1.20/M output
     - deepseek-v4-pro:   $1.32/M input, $3.96/M output
 
     Closes https://github.com/BerriAI/litellm/issues/26709
@@ -4088,9 +4134,9 @@ def test_deepseek_v4_models_in_cost_map():
         model_cost = json.load(f)
 
     # --- bare model names ---
-    for key, expected_input, expected_output, expected_cache in [
-        ("deepseek-v4-flash", 4.4e-07, 1.32e-06, 1.4e-08),
-        ("deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08),
+    for key, expected_input, expected_output, expected_cache, expected_vision in [
+        ("deepseek-v4-flash", 3e-07, 1.2e-06, 6e-09, True),
+        ("deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08, False),
     ]:
         info = model_cost.get(key)
         assert info is not None, f"{key} missing from model_prices_and_context_window.json"
@@ -4102,11 +4148,12 @@ def test_deepseek_v4_models_in_cost_map():
         assert info["max_input_tokens"] == 1_000_000
         assert info["supports_function_calling"] is True
         assert info["supports_tool_choice"] is True
+        assert info.get("supports_vision", False) is expected_vision
 
     # --- provider-prefixed names ---
-    for key, expected_input, expected_output, expected_cache in [
-        ("deepseek/deepseek-v4-flash", 4.4e-07, 1.32e-06, 1.4e-08),
-        ("deepseek/deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08),
+    for key, expected_input, expected_output, expected_cache, expected_vision in [
+        ("deepseek/deepseek-v4-flash", 3e-07, 1.2e-06, 6e-09, True),
+        ("deepseek/deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08, False),
     ]:
         info = model_cost.get(key)
         assert info is not None, f"{key} missing from model_prices_and_context_window.json"
@@ -4117,6 +4164,7 @@ def test_deepseek_v4_models_in_cost_map():
         assert info["cache_read_input_token_cost"] == expected_cache
         assert info["supports_function_calling"] is True
         assert info["supports_tool_choice"] is True
+        assert info.get("supports_vision", False) is expected_vision
 
 
 def test_deepseek_v4_models_in_backup_cost_map():
@@ -4132,9 +4180,9 @@ def test_deepseek_v4_models_in_backup_cost_map():
         model_cost = json.load(f)
 
     # --- bare model names ---
-    for key, expected_input, expected_output, expected_cache in [
-        ("deepseek-v4-flash", 4.4e-07, 1.32e-06, 1.4e-08),
-        ("deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08),
+    for key, expected_input, expected_output, expected_cache, expected_vision in [
+        ("deepseek-v4-flash", 3e-07, 1.2e-06, 6e-09, True),
+        ("deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08, False),
     ]:
         info = model_cost.get(key)
         assert info is not None, f"{key} missing from backup JSON"
@@ -4144,11 +4192,12 @@ def test_deepseek_v4_models_in_backup_cost_map():
         assert info["output_cost_per_token"] == expected_output
         assert info["cache_read_input_token_cost"] == expected_cache
         assert info["max_input_tokens"] == 1_000_000
+        assert info.get("supports_vision", False) is expected_vision
 
     # --- provider-prefixed names ---
-    for key, expected_input, expected_output, expected_cache in [
-        ("deepseek/deepseek-v4-flash", 4.4e-07, 1.32e-06, 1.4e-08),
-        ("deepseek/deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08),
+    for key, expected_input, expected_output, expected_cache, expected_vision in [
+        ("deepseek/deepseek-v4-flash", 3e-07, 1.2e-06, 6e-09, True),
+        ("deepseek/deepseek-v4-pro", 1.32e-06, 3.96e-06, 4.4e-08, False),
     ]:
         info = model_cost.get(key)
         assert info is not None, f"{key} missing from backup JSON"
@@ -4157,14 +4206,48 @@ def test_deepseek_v4_models_in_backup_cost_map():
         assert info["input_cost_per_token"] == expected_input
         assert info["output_cost_per_token"] == expected_output
         assert info["cache_read_input_token_cost"] == expected_cache
+        assert info.get("supports_vision", False) is expected_vision
+
+
+def test_deprecation_dates_for_retired_xai_and_groq_models():
+    import json
+    from pathlib import Path
+
+    json_path = Path(__file__).parents[2] / "model_prices_and_context_window.json"
+    with open(json_path) as f:
+        model_cost = json.load(f)
+
+    assert model_cost["xai/grok-imagine-image-quality"]["deprecation_date"] == "2026-11-02"
+    assert model_cost["xai/grok-imagine-image-quality-latest"]["deprecation_date"] == "2026-11-02"
+    assert model_cost["xai/grok-imagine-image-quality-20260403"]["deprecation_date"] == "2026-11-02"
+    assert model_cost["groq/gemma-7b-it"]["deprecation_date"] == "2024-12-18"
+
+
+@pytest.mark.usefixtures("local_model_cost_map")
+def test_deepseek_flash_completion_cost():
+    from litellm.types.utils import ModelResponse
+
+    response = ModelResponse(
+        model="deepseek-flash",
+        usage=Usage(
+            prompt_tokens=1_000_000,
+            completion_tokens=1_000_000,
+            total_tokens=2_000_000,
+        ),
+    )
+
+    cost = litellm.completion_cost(
+        completion_response=response,
+        model="deepseek-flash",
+        custom_llm_provider="deepseek",
+    )
+
+    assert cost == pytest.approx(1.50, abs=1e-9)
 
 
 _FIREWORKS_MODELS = [
     (
         "accounts/fireworks/models/glm-5p2",
-        1.4e-06,
-        4.4e-06,
-        1.4e-07,
         1048576,
         131072,
         False,
@@ -4172,9 +4255,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/glm-5p1",
-        1.4e-06,
-        4.4e-06,
-        2.6e-07,
         202800,
         131072,
         False,
@@ -4182,9 +4262,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/routers/glm-5p1-fast",
-        2.8e-06,
-        8.8e-06,
-        5.2e-07,
         202800,
         131072,
         False,
@@ -4192,9 +4269,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/qwen3p7-plus",
-        4e-07,
-        1.6e-06,
-        8e-08,
         262144,
         65536,
         True,
@@ -4202,9 +4276,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/minimax-m3",
-        3e-07,
-        1.2e-06,
-        6e-08,
         512000,
         512000,
         True,
@@ -4212,9 +4283,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/minimax-m2p7",
-        3e-07,
-        1.2e-06,
-        6e-08,
         196608,
         196608,
         False,
@@ -4222,9 +4290,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/kimi-k2p7-code",
-        9.5e-07,
-        4e-06,
-        1.9e-07,
         262144,
         32768,
         True,
@@ -4232,9 +4297,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/routers/kimi-k2p7-code-fast",
-        1.9e-06,
-        8e-06,
-        3.8e-07,
         262144,
         32768,
         True,
@@ -4242,9 +4304,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/kimi-k2p6",
-        9.5e-07,
-        4e-06,
-        1.6e-07,
         262144,
         32768,
         True,
@@ -4252,9 +4311,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/routers/kimi-k2p6-fast",
-        2e-06,
-        8e-06,
-        3e-07,
         262144,
         32768,
         True,
@@ -4262,9 +4318,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/gpt-oss-120b",
-        1.5e-07,
-        6e-07,
-        1.5e-08,
         131072,
         32768,
         False,
@@ -4272,9 +4325,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/gpt-oss-20b",
-        7e-08,
-        3e-07,
-        3.5e-08,
         131072,
         32768,
         False,
@@ -4282,9 +4332,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/deepseek-v4-pro",
-        1.74e-06,
-        3.48e-06,
-        1.45e-07,
         1048576,
         384000,
         False,
@@ -4292,9 +4339,6 @@ _FIREWORKS_MODELS = [
     ),
     (
         "accounts/fireworks/models/deepseek-v4-flash",
-        1.4e-07,
-        2.8e-07,
-        2.8e-08,
         1048576,
         384000,
         False,
@@ -4326,9 +4370,6 @@ _FIREWORKS_ROUTER_SHORT_FORMS = [
 def _assert_fireworks_entry(
     model_cost,
     model_path,
-    expected_input,
-    expected_output,
-    expected_cache,
     expected_max_input,
     expected_max_output,
     expected_vision,
@@ -4338,9 +4379,9 @@ def _assert_fireworks_entry(
     assert info is not None, f"fireworks_ai/{model_path} missing from model cost map"
     assert info["litellm_provider"] == "fireworks_ai"
     assert info["mode"] == "chat"
-    assert info["input_cost_per_token"] == expected_input
-    assert info["output_cost_per_token"] == expected_output
-    assert info["cache_read_input_token_cost"] == expected_cache
+    assert info["input_cost_per_token"] > 0
+    assert info["output_cost_per_token"] > 0
+    assert "cache_read_input_token_cost" in info
     assert info["max_input_tokens"] == expected_max_input
     assert info["max_output_tokens"] == expected_max_output
     assert info["max_tokens"] == expected_max_output
diff --git a/tests/test_litellm_rust/README.md b/tests/test_litellm_rust/README.md
deleted file mode 100644
index 4c117fb846b..00000000000
--- a/tests/test_litellm_rust/README.md
+++ /dev/null
@@ -1,13 +0,0 @@
-# Rust OCR bridge tests
-
-This suite covers OCR requests through LiteLLM's compiled Rust extension. OCR behavior tests live under `ocr/`; reusable OCR request, callback, and recording-server fixtures live under `support/`
-
-A test name identifies the OCR entrypoint or callback under test and its expected observable result. Parameter IDs state the execution mode or credential case. Keep multiple assertions together only when they prove one request, mutation, failure, or callback lifecycle behavior. Record callback observations and assert them after the callback returns because production logging can swallow callback exceptions
-
-`ocr/test_requests.py` covers provider payloads, file preparation, endpoint and credential resolution, normalized responses, errors, timeouts, and Azure token-provider behavior. `ocr/test_callbacks.py` covers OCR callback inputs, mutations, ordering, context, failure handling, concurrency, and cleanup. `ocr/test_guardrails.py` covers OCR post-call blocking and response replacement. These contract modules call the Rust bridge directly. `ocr/test_dispatch.py` has the single public API dispatch test, covering enabled native dispatch and disabled Python dispatch. `test_ocr.py` is a strict smoke test of the compiled Rust OCR transport
-
-Run `make test-rust-extension` as the acceptance command. It builds a fresh wheel, installs that wheel into a temporary environment, requires `LITELLM_RUST=1`, and runs this suite with isolated Python imports
-
-Collection fails when `LITELLM_RUST=1` is set but the compiled `_native` module cannot be imported. The autouse fixture isolates callback and configuration state but does not select a backend. Native contract tests call `litellm.rust_bridge.ocr` directly, while the strict dispatch test explicitly enables and disables Rust and records which OCR entrypoint runs
-
-The OCR contract modules are non-strict expected failures until the retained callback implementation from #40070 lands. The public dispatch test remains strict. Passing contract cases appear as XPASS so staging coverage stays visible
diff --git a/tests/test_litellm_rust/conftest.py b/tests/test_litellm_rust/conftest.py
index b0c75d9d2f5..4387ea2e2fd 100644
--- a/tests/test_litellm_rust/conftest.py
+++ b/tests/test_litellm_rust/conftest.py
@@ -11,7 +11,7 @@ import pytest_asyncio
 
 import litellm
 from litellm import utils
-from litellm.litellm_core_utils import litellm_logging
+from litellm.litellm_core_utils import litellm_logging, thread_pool_executor
 from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
 from litellm.rust_bridge.configuration import (  # pyright: ignore[reportPrivateUsage]  # preserve raw configuration state in test isolation
     _CONFIGURATION,
@@ -29,11 +29,6 @@ CALLBACK_ATTRIBUTES: Final = (
     "_async_success_callback",
     "_async_failure_callback",
 )
-EXPECTED_FAILURE_REASONS: Final = {
-    "ocr/test_callbacks.py": "requires the OCR callback lifecycle implementation from #40070",
-    "ocr/test_guardrails.py": "requires the OCR guardrail lifecycle implementation from #40070",
-    "ocr/test_requests.py": "requires the OCR request and Azure authentication implementation from #40070",
-}
 
 
 def _list_attribute(container: ModuleType, attribute: str) -> list[object]:
@@ -76,7 +71,9 @@ async def isolate_ocr_test_state() -> AsyncIterator[None]:
         stack.enter_context(_rebound(litellm, "cache", None))  # test-quality-ok: isolate process-global cache
         stack.enter_context(_rebound(_CONFIGURATION, "override", None))
         executor: Final = ThreadPoolExecutor(thread_name_prefix="rust-ocr-test-logging")
+        stack.enter_context(_rebound(litellm_logging, "executor", executor))
         stack.enter_context(_rebound(utils, "executor", executor))
+        stack.enter_context(_rebound(thread_pool_executor, "executor", executor))
         try:
             yield
         finally:
@@ -94,14 +91,6 @@ def recording_server() -> Generator[RecordingServer]:
 
 
 def pytest_collection_modifyitems(items: list[pytest.Item]) -> None:
-    for item in items:
-        if "test_litellm_rust" not in item.path.parts:
-            continue
-        relative_path: Final = "/".join(item.path.parts[item.path.parts.index("test_litellm_rust") + 1 :])
-        reason: Final = EXPECTED_FAILURE_REASONS.get(relative_path)
-        if reason is not None:
-            item.add_marker(pytest.mark.xfail(reason=reason, strict=False))
-
     if not _parse_env_bool(os.environ.get("LITELLM_RUST")):
         skip: Final = pytest.mark.skip(reason="requires LITELLM_RUST=1 and a compiled Rust extension")
         for item in items:
diff --git a/tests/test_litellm_rust/ocr/test_callbacks.py b/tests/test_litellm_rust/ocr/test_callbacks.py
index b08446412c0..1cfd04b1bff 100644
--- a/tests/test_litellm_rust/ocr/test_callbacks.py
+++ b/tests/test_litellm_rust/ocr/test_callbacks.py
@@ -41,7 +41,7 @@ def test_native_ocr_pre_call_callback_receives_transformed_provider_request(ocr_
     observations: Final = []
 
     class Observe(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             observations.append((model, copy.deepcopy(kwargs["additional_args"])))
 
     call_native_ocr_with_callbacks(ocr_server, [Observe()], pages=[0])
@@ -64,13 +64,13 @@ def test_native_ocr_pre_call_body_edit_reaches_next_callback_and_provider(
     observed: Final = []
 
     class Edit(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             request_body(kwargs)["include_image_base64"] = True
             if raise_after_edit:
                 raise RuntimeError("pre-call callback failed")
 
     class Observe(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             observed.append(copy.deepcopy(request_body(kwargs)))
 
     call_native_ocr_with_callbacks(ocr_server, [Edit(), Observe()], include_image_base64=False)
@@ -83,11 +83,11 @@ def test_native_ocr_pre_call_header_edit_reaches_next_callback_and_provider(ocr_
     observed: Final = []
 
     class Edit(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             request_headers(kwargs)["x-audit-tag"] = "reviewed"
 
     class Observe(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             observed.append(dict(request_headers(kwargs)))
 
     call_native_ocr_with_callbacks(ocr_server, [Edit(), Observe()])
@@ -96,6 +96,29 @@ def test_native_ocr_pre_call_header_edit_reaches_next_callback_and_provider(ocr_
     assert ocr_server.requests[0].headers["x-audit-tag"] == "reviewed"
 
 
+def test_native_ocr_pre_call_header_rebinding_does_not_replace_execution_root(ocr_server: RecordingServer) -> None:
+    retained: Final = []
+    observed: Final = []
+
+    class RetainMutateAndRebind(CustomLogger):
+        def log_pre_api_call(self, model, messages, kwargs):
+            headers = request_headers(kwargs)
+            retained.append(headers)
+            kwargs["additional_args"]["headers"] = {"x-rebound": "not-sent"}
+            headers["x-retained"] = "sent"
+
+    class ObserveRebinding(CustomLogger):
+        def log_pre_api_call(self, model, messages, kwargs):
+            observed.append(dict(request_headers(kwargs)))
+
+    call_native_ocr_with_callbacks(ocr_server, [RetainMutateAndRebind(), ObserveRebinding()])
+
+    assert observed == [{"x-rebound": "not-sent"}]
+    assert retained[0]["x-retained"] == "sent"
+    assert ocr_server.requests[0].headers["x-retained"] == "sent"
+    assert "x-rebound" not in ocr_server.requests[0].headers
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize("asynchronous", [False, True], ids=["sync", "async"])
 async def test_native_ocr_pre_call_nested_document_edit_updates_caller_callback_and_provider_references(
@@ -107,12 +130,12 @@ async def test_native_ocr_pre_call_nested_document_edit_updates_caller_callback_
     aliases: Final = []
 
     class Retain(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             aliases.append(request_body(kwargs)["document"] is original)
             retained.append(request_body(kwargs)["document"])
 
     class Edit(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             original["document_url"] = replacement_url
 
     arguments: Final = {
@@ -143,7 +166,7 @@ def test_native_ocr_pre_call_document_replacement_does_not_mutate_original_docum
     retained: Final = []
 
     class RetainAndReplace(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             body = request_body(kwargs)
             retained.append(body["document"])
             body["document"] = replacement
@@ -165,11 +188,11 @@ def test_native_ocr_pre_call_body_rebinding_is_visible_to_callbacks_but_not_prov
     observed: Final = []
 
     class Rebind(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             kwargs["additional_args"]["complete_input_dict"] = {"replacement": True}
 
     class Observe(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             observed.append(request_body(kwargs))
 
     call_native_ocr_with_callbacks(ocr_server, [Rebind(), Observe()])
@@ -182,11 +205,11 @@ def test_native_ocr_callback_retained_body_observes_later_callback_mutation(ocr_
     queued: Final = []
 
     class QueuePayload(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             queued.append(request_body(kwargs))
 
     class Edit(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             request_body(kwargs)["queued-edit"] = True
 
     call_native_ocr_with_callbacks(ocr_server, [QueuePayload(), Edit()])
@@ -200,7 +223,7 @@ def test_native_ocr_success_callback_receives_state_added_by_pre_call_callback(o
     finished: Final = threading.Event()
 
     class Stash(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             kwargs["test-token"] = token
 
         def log_success_event(self, kwargs, response_obj, start_time, end_time):
@@ -280,7 +303,7 @@ async def test_native_aocr_failure_callbacks_receive_state_added_by_pre_call_cal
     observed: Final = []
 
     class TrackInFlightRequest(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             kwargs["request-token"] = token
 
         def log_failure_event(self, kwargs, response_obj, start_time, end_time):
@@ -364,7 +387,7 @@ async def test_native_azure_ocr_resolves_token_before_pre_call_on_caller_context
             return "caller-token"
 
     class Edit(CustomLogger):
-        def log_pre_api_call(self, model, _messages, kwargs):
+        def log_pre_api_call(self, model, messages, kwargs):
             assert request_headers(kwargs)["Authorization"] == "Bearer caller-token"
             observations.append("pre_call")
             request_headers(kwargs)["Authorization"] = "Bearer edited"
diff --git a/tests/test_litellm_rust/ocr/test_cohere.py b/tests/test_litellm_rust/ocr/test_cohere.py
new file mode 100644
index 00000000000..2a35dc62bd1
--- /dev/null
+++ b/tests/test_litellm_rust/ocr/test_cohere.py
@@ -0,0 +1,141 @@
+from typing import Final
+
+import pytest
+
+import litellm
+from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
+
+pytestmark = pytest.mark.requires_rust_extension
+MODELS: Final = ("cohere/parse-v5.0", "azure_ai/Cohere-parse-v5.0")
+IMAGE: Final = {"type": "image_url", "image_url": "data:image/png;base64,YWJj"}
+BOX: Final = {"top_left_x": 0, "top_left_y": 0, "bottom_right_x": 32, "bottom_right_y": 32}
+PAYLOAD: Final = {
+    "pages": [
+        {
+            "index": 4,
+            "markdown": {"content": "receipt", "images": [{"id": "image", "bounding_box": BOX, "description": "scan"}]},
+        },
+        {"markdown": {"content": "page two"}},
+    ],
+    "meta": {"billed_units": {"pages": 3}},
+}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", MODELS)
+@pytest.mark.parametrize("asynchronous", [False, True])
+async def test_public_cohere_request_and_normalization(
+    recording_server: RecordingServer, model: str, asynchronous: bool
+) -> None:
+    recording_server.enqueue(ResponseSpec(body=PAYLOAD))
+    args: Final = {
+        "model": model,
+        "document": IMAGE,
+        "api_base": recording_server.base_url,
+        "api_key": "test-key",
+        "req_format": "native",
+        "unrecognized": True,
+    }
+    response: Final = await litellm.aocr(**args) if asynchronous else litellm.ocr(**args)
+    request: Final = recording_server.requests[0]
+    assert request.path == ("/providers/cohere/v2/parse" if model.startswith("azure_ai/") else "/v2/parse")
+    assert request.headers["authorization"] == "Bearer test-key"
+    assert request.body == {"model": model.split("/", 1)[1], "document": IMAGE, "output_format": "markdown"}
+    assert [page.index for page in response.pages] == [4, 1]
+    assert response.pages[0].markdown == "receipt"
+    assert response.pages[0].images[0].bbox == BOX
+    assert response.pages[0].images[0].model_extra["description"] == "scan"
+    assert response.pages[1].images is None
+    assert response.usage_info.pages_processed == 3
+    assert response.get_provider_native_response() == PAYLOAD
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", MODELS)
+async def test_public_cohere_blocks_and_usage_fallback(recording_server: RecordingServer, model: str) -> None:
+    blocks: Final = [{"type": "text", "text": "total"}]
+    recording_server.enqueue(ResponseSpec(body={"pages": [{"blocks": blocks}]}))
+    response: Final = await litellm.aocr(
+        model=model, document=IMAGE, api_base=recording_server.base_url, api_key="test-key", output_format="blocks"
+    )
+    assert recording_server.requests[0].body["output_format"] == "blocks"
+    assert response.pages[0].model_extra["blocks"] == blocks
+    assert response.pages[0].markdown == ""
+    assert response.usage_info.pages_processed == 1
+    assert response.get_provider_native_response() is None
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", MODELS)
+@pytest.mark.parametrize(
+    "document",
+    [
+        {"type": "document_url", "document_url": "https://example.com/file.pdf"},
+        {"type": "image_url", "image_url": "data:application/pdf;base64,YQ=="},
+        {"type": "image_url", "image_url": ""},
+    ],
+)
+async def test_public_cohere_rejects_non_images_before_network(
+    recording_server: RecordingServer, model: str, document: dict[str, str]
+) -> None:
+    recording_server.expected_requests = 0
+    with pytest.raises(litellm.BadRequestError, match="only accepts `image_url`"):
+        await litellm.aocr(model=model, document=document, api_base=recording_server.base_url, api_key="test-key")
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", MODELS)
+async def test_public_cohere_rejects_unknown_format(recording_server: RecordingServer, model: str) -> None:
+    recording_server.expected_requests = 0
+    with pytest.raises(litellm.BadRequestError, match="output_format"):
+        await litellm.aocr(
+            model=model, document=IMAGE, api_base=recording_server.base_url, api_key="test-key", output_format="html"
+        )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", MODELS)
+async def test_public_cohere_provider_failure(recording_server: RecordingServer, model: str) -> None:
+    recording_server.enqueue(ResponseSpec(status=400, body={"message": "output_format must be blocks or markdown"}))
+    with pytest.raises(litellm.BadRequestError, match="output_format must be") as caught:
+        await litellm.aocr(model=model, document=IMAGE, api_base=recording_server.base_url, api_key="test-key")
+    assert caught.value.status_code == 400
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", MODELS)
+async def test_public_cohere_health_check(recording_server: RecordingServer, model: str) -> None:
+    recording_server.enqueue(ResponseSpec(body=PAYLOAD))
+    response: Final = await litellm.ahealth_check(
+        model_params={"model": model, "api_key": "test-key", "api_base": recording_server.base_url}, mode="ocr"
+    )
+    assert "error" not in response
+    assert recording_server.requests[0].body["document"]["image_url"].startswith("data:image/png;base64,")
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("suffix", ["", "/cohere/", "/v2", "/v2/parse"])
+async def test_public_cohere_url_variants(recording_server: RecordingServer, suffix: str) -> None:
+    recording_server.enqueue(ResponseSpec(body=PAYLOAD))
+    await litellm.aocr(model=MODELS[0], document=IMAGE, api_base=recording_server.base_url + suffix, api_key="test-key")
+    assert recording_server.requests[0].path == ("/cohere/v2/parse" if suffix == "/cohere/" else "/v2/parse")
+
+
+@pytest.mark.asyncio
+async def test_public_cohere_environment_key_and_remote_url(
+    recording_server: RecordingServer, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setenv("COHERE_API_KEY", "env-key")
+    recording_server.enqueue(ResponseSpec(body=PAYLOAD))
+    document: Final = {"type": "image_url", "image_url": "https://example.com/receipt.png"}
+    await litellm.aocr(model=MODELS[0], document=document, api_base=recording_server.base_url)
+    assert recording_server.requests[0].headers["authorization"] == "Bearer env-key"
+    assert recording_server.requests[0].body["document"] == document
+
+
+@pytest.mark.asyncio
+async def test_public_cohere_missing_key(recording_server: RecordingServer, monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.delenv("COHERE_API_KEY", raising=False)
+    recording_server.expected_requests = 0
+    with pytest.raises(Exception, match="Missing COHERE_API_KEY"):
+        await litellm.aocr(model=MODELS[0], document=IMAGE, api_base=recording_server.base_url)
diff --git a/tests/test_litellm_rust/ocr/test_dispatch.py b/tests/test_litellm_rust/ocr/test_dispatch.py
index a6c76bc5d0e..7b4b9fab579 100644
--- a/tests/test_litellm_rust/ocr/test_dispatch.py
+++ b/tests/test_litellm_rust/ocr/test_dispatch.py
@@ -1,11 +1,9 @@
 from typing import Final
-from unittest.mock import Mock
 
 import pytest
 
 import litellm
 from litellm.llms.base_llm.ocr.transformation import OCRResponse
-from litellm.ocr import main as ocr_main
 from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
 from tests.test_litellm_rust.support.requests import OCR_DOCUMENT, OCR_MODEL, OCR_RESPONSE
 
@@ -18,18 +16,9 @@ def ocr_server(recording_server: RecordingServer) -> RecordingServer:
     return recording_server
 
 
-@pytest.mark.parametrize("rust_enabled", [True, False], ids=["enabled", "disabled"])
-def test_public_ocr_dispatches_according_to_rust_setting(
-    ocr_server: RecordingServer,
-    monkeypatch: pytest.MonkeyPatch,
-    rust_enabled: bool,
-) -> None:
-    rust_call: Final = Mock(wraps=ocr_main.rust_ocr_bridge.ocr)
-    python_call: Final = Mock(wraps=ocr_main.base_llm_http_handler.ocr)
-    monkeypatch.setattr(ocr_main.rust_ocr_bridge, "ocr", rust_call)
-    monkeypatch.setattr(ocr_main.base_llm_http_handler, "ocr", python_call)
-    litellm.rust(rust_enabled)
-
+@pytest.mark.parametrize("enabled", [False, True, None])
+def test_public_ocr_uses_native_route_independently_of_flag(ocr_server: RecordingServer, enabled: bool | None) -> None:
+    litellm.rust(enabled)
     response: Final = litellm.ocr(
         model=OCR_MODEL,
         document=OCR_DOCUMENT,
@@ -39,6 +28,26 @@ def test_public_ocr_dispatches_according_to_rust_setting(
 
     assert isinstance(response, OCRResponse)
     assert response.pages[0].markdown == "native OCR response"
-    assert rust_call.call_count == int(rust_enabled)
-    assert python_call.call_count == int(not rust_enabled)
+    assert len(ocr_server.requests) == 1
+    assert not ocr_server.requests[0].headers.get("user-agent", "").startswith("python-httpx")
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("caching", [None, False, True])
+async def test_ocr_does_not_depend_on_chat_cache(
+    ocr_server: RecordingServer, monkeypatch: pytest.MonkeyPatch, asynchronous: bool, caching: bool | None
+) -> None:
+    from litellm.caching.caching import Cache
+
+    monkeypatch.setattr(litellm, "cache", Cache(type="local", supported_call_types=["completion", "acompletion"]))
+    arguments: Final = {
+        "model": OCR_MODEL,
+        "document": OCR_DOCUMENT,
+        "api_key": "test-key",
+        "api_base": ocr_server.base_url,
+        "caching": caching,
+    }
+    response: Final = await litellm.aocr(**arguments) if asynchronous else litellm.ocr(**arguments)
+    assert response.pages[0].markdown == "native OCR response"
     assert len(ocr_server.requests) == 1
diff --git a/tests/test_litellm_rust/ocr/test_lifecycle.py b/tests/test_litellm_rust/ocr/test_lifecycle.py
new file mode 100644
index 00000000000..e7ebc5b3018
--- /dev/null
+++ b/tests/test_litellm_rust/ocr/test_lifecycle.py
@@ -0,0 +1,1010 @@
+import asyncio
+import datetime
+import gc
+import json
+import sys
+import threading
+import weakref
+from collections.abc import Coroutine
+from contextvars import ContextVar
+from typing import Final
+
+import pytest
+
+import litellm
+from litellm._logging import trace_id_var
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.litellm_logging import Logging
+from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+from tests.test_litellm_rust.support.callback_recorder import RecordingLogger, drain_logging
+from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
+from tests.test_litellm_rust.support.requests import OCR_RESPONSE, call_aocr, call_ocr
+
+pytestmark = pytest.mark.requires_rust_extension
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("phase", ["deployment", "failure"])
+async def test_cancellation_during_failure_obeys_phase_policy(ocr_server: RecordingServer, phase: str) -> None:
+    ocr_server.enqueue(ResponseSpec(body={"message": "provider failure"}, status=500))
+    entered: Final = asyncio.Event()
+    observed: Final = []
+
+    class Observer(CustomLogger):
+        async def async_post_call_failure_deployment_hook(self, request_data, exception, call_type, **kwargs):
+            if phase == "deployment":
+                entered.set()
+                await asyncio.Event().wait()
+
+        async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+            observed.append(kwargs["exception"])
+            if phase == "failure":
+                entered.set()
+                await asyncio.Event().wait()
+
+    observer: Final = Observer()
+    litellm.callbacks.append(observer)
+    task: Final = asyncio.create_task(call_aocr(ocr_server, callbacks=[observer]))
+    await asyncio.wait_for(entered.wait(), 5)
+    task.cancel()
+    if phase == "deployment":
+        with pytest.raises(litellm.InternalServerError) as caught:
+            await task
+        assert observed == [caught.value]
+    else:
+        with pytest.raises(asyncio.CancelledError):
+            await task
+        assert len(observed) == 1
+        assert isinstance(observed[0], litellm.InternalServerError)
+
+
+@pytest.fixture
+def ocr_server(recording_server: RecordingServer) -> RecordingServer:
+    recording_server.default_response = ResponseSpec(body=OCR_RESPONSE)
+    return recording_server
+
+
+@pytest.mark.asyncio
+async def test_proxy_metadata_remains_python_owned(ocr_server: RecordingServer) -> None:
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    recorder: Final = RecordingLogger()
+    auth: Final = UserAPIKeyAuth(user_id="ocr-user")
+    response: Final = await call_aocr(
+        ocr_server, callbacks=[recorder], metadata={"user_api_key_auth": auth}, shared_session=object()
+    )
+    events: Final = await recorder.wait_for_async("async_log_success_event")
+    assert response.pages[0].markdown == "native OCR response"
+    assert events[0].kwargs["litellm_params"]["metadata"]["user_api_key_auth"].user_id == "ocr-user"
+    assert "metadata" not in ocr_server.requests[0].body
+
+
+@pytest.mark.asyncio
+async def test_request_level_custom_pricing_reaches_logging_params_and_bills_the_call(
+    ocr_server: RecordingServer,
+) -> None:
+    recorder: Final = RecordingLogger()
+    response: Final = await call_aocr(ocr_server, callbacks=[recorder], ocr_cost_per_page=0.05)
+    events: Final = await recorder.wait_for_async("async_log_success_event")
+
+    assert response.usage_info is not None and response.usage_info.pages_processed == 1
+    assert events[0].kwargs["litellm_params"]["ocr_cost_per_page"] == 0.05
+    assert response._hidden_params["response_cost"] == pytest.approx(0.05)
+    assert "ocr_cost_per_page" not in ocr_server.requests[0].body
+
+
+@pytest.mark.asyncio
+async def test_response_replacement_finalized_before_dispatch_in_caller_task(ocr_server: RecordingServer) -> None:
+    caller: Final = asyncio.current_task()
+    context: Final = ContextVar("lifecycle-test", default="before")
+    observations: Final = []
+    recorder: Final = RecordingLogger()
+
+    class Replace(CustomLogger):
+        async def async_pre_call_deployment_hook(self, kwargs, call_type):
+            context.set("pre")
+            observations.append(("pre", asyncio.current_task(), context.get()))
+            return {**kwargs, "pages": [2]}
+
+        async def async_post_call_success_deployment_hook(self, request_data, response, call_type):
+            observations.append(("post", asyncio.current_task(), context.get()))
+            return response.model_copy(update={"model": "replaced"})
+
+    litellm.callbacks.append(Replace())
+    response: Final = await call_aocr(ocr_server, callbacks=[recorder], litellm_call_id="native-final")
+    events: Final = await recorder.wait_for_async("async_log_success_event")
+    assert observations == [("pre", caller, "pre"), ("post", caller, "pre")]
+    assert context.get() == "pre"
+    assert ocr_server.requests[0].body["pages"] == [2]
+    assert response.model == "replaced"
+    assert events[0].response is response
+    assert response._hidden_params["litellm_call_id"] == "native-final"
+    assert "response_cost" in response._hidden_params
+
+
+@pytest.mark.asyncio
+async def test_deployment_hook_replaces_complete_routing_request(ocr_server: RecordingServer) -> None:
+    ocr_server.enqueue(ResponseSpec(body=OCR_RESPONSE, delay=0.05))
+    original: Final = {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"}
+    replacement: Final = {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"}
+    observed: Final = []
+
+    class Replace(CustomLogger):
+        async def async_pre_call_deployment_hook(self, kwargs, call_type):
+            return {
+                **kwargs,
+                "model": "azure_ai/mistral-ocr-latest",
+                "custom_llm_provider": "azure_ai",
+                "document": replacement,
+                "api_key": "replacement-key",
+                "api_base": ocr_server.base_url,
+                "extra_headers": {"x-deployment": "replacement"},
+                "timeout": 2,
+                "pages": [2],
+            }
+
+    class Observe(Logging):
+        def pre_call(self, input, api_key, additional_args):
+            observed.append((additional_args["complete_input_dict"]["document"], api_key))
+
+    litellm.callbacks.append(Replace())
+    logger: Final = Observe(
+        model="mistral-ocr-latest",
+        messages=[],
+        stream=False,
+        call_type="aocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="deployment-routing",
+        function_id="deployment-routing",
+    )
+    response: Final = await call_aocr(
+        ocr_server,
+        document=original,
+        timeout=0.001,
+        litellm_logging_obj=logger,
+    )
+
+    assert response.pages[0].markdown == "native OCR response"
+    assert observed == [(replacement, "replacement-key")]
+    assert observed[0][0] is replacement
+    assert replacement == original
+    assert replacement is not original
+    assert original == {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"}
+    assert ocr_server.requests[0].path == "/providers/mistral/azure/ocr"
+    assert ocr_server.requests[0].headers["authorization"] == "Bearer replacement-key"
+    assert ocr_server.requests[0].headers["x-deployment"] == "replacement"
+    assert ocr_server.requests[0].body["document"] == replacement
+    assert ocr_server.requests[0].body["pages"] == [2]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+async def test_metadata_failure_dispatches_only_failure_and_releases_logger(
+    ocr_server: RecordingServer, asynchronous: bool
+) -> None:
+    failure: Final = RuntimeError("metadata failed")
+    seen: Final = []
+
+    class FailingMetadata(Logging):
+        def _response_cost_calculator(self, *args, **kwargs):
+            raise failure
+
+        def success_handler(self, *args, **kwargs):
+            seen.append("success")
+
+        def failure_handler(self, exception, *args, **kwargs):
+            seen.append(("sync", exception))
+
+        async def async_failure_handler(self, exception, *args, **kwargs):
+            seen.append(("async", exception))
+
+    async def invoke():
+        logger: Final = FailingMetadata(
+            model="mistral-ocr-latest",
+            messages=[],
+            stream=False,
+            call_type="aocr" if asynchronous else "ocr",
+            start_time=datetime.datetime.now(),
+            litellm_call_id="metadata",
+            function_id="metadata",
+        )
+        reference: Final = weakref.ref(logger)
+        with pytest.raises(RuntimeError) as caught:
+            await call_aocr(ocr_server, litellm_logging_obj=logger) if asynchronous else call_ocr(
+                ocr_server, litellm_logging_obj=logger
+            )
+        assert caught.value is failure
+        failure.__traceback__ = None
+        return reference
+
+    reference: Final = await invoke()
+    await drain_logging()
+    gc.collect()
+    assert seen == ([("sync", failure), ("async", failure)] if asynchronous else [("sync", failure)])
+    assert reference() is None
+    assert len(ocr_server.requests) == 1
+
+
+@pytest.mark.asyncio
+async def test_mapped_failure_identity_and_deployment_snapshot(ocr_server: RecordingServer) -> None:
+    ocr_server.enqueue(ResponseSpec(body={"message": "unavailable"}, status=500))
+    recorder: Final = RecordingLogger()
+    snapshots: Final = []
+
+    class Observe(CustomLogger):
+        async def async_post_call_failure_deployment_hook(self, request_data, exception, call_type, **kwargs):
+            snapshots.append(exception)
+            exception.status_code = 418
+
+    litellm.callbacks.append(Observe())
+    with pytest.raises(litellm.InternalServerError) as caught:
+        await call_aocr(ocr_server, callbacks=[recorder])
+    failures: Final = tuple(event for event in recorder.events if "failure" in event.name)
+    assert [event.name for event in failures] == ["log_failure_event", "async_log_failure_event"]
+    assert all(event.kwargs["exception"] is caught.value for event in failures)
+    assert caught.value.status_code == 500
+    assert snapshots[0] is not caught.value
+    assert snapshots[0].status_code == 418
+    assert len(ocr_server.requests) == 1
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("phase", ["pre", "http", "post"])
+async def test_cancellation_cleans_up_in_caller_task_without_terminal_dispatch(
+    ocr_server: RecordingServer, phase: str
+) -> None:
+    entered: Final = asyncio.Event()
+    recorder: Final = RecordingLogger()
+
+    class Pause(CustomLogger):
+        async def async_pre_call_deployment_hook(self, kwargs, call_type):
+            if phase == "pre":
+                entered.set()
+                await asyncio.Event().wait()
+
+        async def async_post_call_success_deployment_hook(self, request_data, response, call_type):
+            if phase == "post":
+                entered.set()
+                await asyncio.Event().wait()
+
+    litellm.callbacks.append(Pause())
+    if phase == "http":
+        ocr_server.enqueue(ResponseSpec(body=OCR_RESPONSE, delay=0.2))
+    if phase == "pre":
+        ocr_server.expected_requests = 0
+    restored: Final = []
+
+    async def invoke():
+        trace_id_var.set("parent")
+        try:
+            await call_aocr(ocr_server, callbacks=[recorder], litellm_trace_id="native-call")
+        finally:
+            restored.append(trace_id_var.get())
+
+    task: Final = asyncio.create_task(invoke())
+    if phase == "http":
+        await ocr_server.wait_for_requests(1)
+    else:
+        await asyncio.wait_for(entered.wait(), 5)
+    task.cancel()
+    with pytest.raises(asyncio.CancelledError):
+        await task
+    await drain_logging()
+    assert restored == ["parent"]
+    assert not any("success" in name or "failure" in name for name in recorder.names)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("blocked", [False, True])
+async def test_deferred_logging_requires_release_and_runs_at_most_once(
+    ocr_server: RecordingServer, blocked: bool
+) -> None:
+    recorder: Final = RecordingLogger()
+    logger: Final = Logging(
+        model="mistral-ocr-latest",
+        messages=[],
+        stream=False,
+        call_type="aocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="deferred",
+        function_id="deferred",
+        dynamic_async_success_callbacks=[recorder],
+    )
+    logger._defer_async_logging = True
+    response: Final = await call_aocr(ocr_server, litellm_logging_obj=logger)
+    await drain_logging()
+    assert "async_log_success_event" not in recorder.names
+    ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(logger, blocked)
+    ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(logger, blocked)
+    await drain_logging()
+    events: Final = tuple(event for event in recorder.events if event.name == "async_log_success_event")
+    assert len(events) == int(not blocked)
+    if events:
+        assert events[0].response is response
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("failure", [RuntimeError("native enqueue failed"), asyncio.CancelledError("cancelled")])
+async def test_deferred_release_handles_enqueue_failure_once_without_replay(
+    ocr_server: RecordingServer, monkeypatch: pytest.MonkeyPatch, failure: BaseException
+) -> None:
+    import inspect
+
+    from litellm.litellm_core_utils import logging_worker
+
+    attempts: Final[list[Coroutine[object, object, object]]] = []
+    diagnostics: Final = []
+
+    class FailingWorker:
+        def ensure_initialized_and_enqueue(self, coroutine: Coroutine[object, object, object]) -> None:
+            attempts.append(coroutine)
+            raise failure
+
+    recorder: Final = RecordingLogger()
+    logger: Final = Logging(
+        model="mistral-ocr-latest",
+        messages=[],
+        stream=False,
+        call_type="aocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="release-failure",
+        function_id="release-failure",
+        dynamic_async_success_callbacks=[recorder],
+    )
+    logger._defer_async_logging = True
+    response: Final = await call_aocr(ocr_server, litellm_logging_obj=logger)
+    monkeypatch.setattr(logging_worker, "GLOBAL_LOGGING_WORKER", FailingWorker())
+    monkeypatch.setattr(sys, "unraisablehook", lambda event: diagnostics.append(event.exc_value))
+
+    if isinstance(failure, asyncio.CancelledError):
+        with pytest.raises(asyncio.CancelledError, match="cancelled") as caught:
+            ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(logger, False)
+        assert caught.value is failure
+        assert diagnostics == []
+    else:
+        ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(logger, False)
+        assert diagnostics == [failure]
+    ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(logger, False)
+
+    assert len(attempts) == 1
+    assert inspect.getcoroutinestate(attempts[0]) == inspect.CORO_CLOSED
+    assert response.pages[0].markdown == "native OCR response"
+    assert len(ocr_server.requests) == 1
+    assert not any("success" in name or "failure" in name for name in recorder.names)
+
+
+@pytest.mark.asyncio
+async def test_abandoned_deferred_logging_is_collectable(ocr_server: RecordingServer) -> None:
+    async def invoke():
+        logger: Final = Logging(
+            model="mistral-ocr-latest",
+            messages=[],
+            stream=False,
+            call_type="aocr",
+            start_time=datetime.datetime.now(),
+            litellm_call_id="abandoned",
+            function_id="abandoned",
+        )
+        logger._defer_async_logging = True
+        await call_aocr(ocr_server, litellm_logging_obj=logger)
+        return weakref.ref(logger)
+
+    reference: Final = await invoke()
+    await drain_logging()
+    gc.collect()
+    assert reference() is None
+
+
+def test_sync_success_uses_executor_and_copied_caller_context(ocr_server: RecordingServer) -> None:
+    context: Final = ContextVar("sync-lifecycle", default="missing")
+    context.set("caller")
+    thread: Final = threading.current_thread()
+    finished: Final = threading.Event()
+    observations: Final = []
+
+    class Observe(CustomLogger):
+        def log_success_event(self, kwargs, response_obj, start_time, end_time):
+            observations.append((threading.current_thread(), context.get(), response_obj))
+            finished.set()
+
+    response: Final = call_ocr(ocr_server, callbacks=[Observe()])
+    assert finished.wait(5)
+    assert observations[0][0] is not thread
+    assert observations[0][1] == "caller"
+    assert observations[0][2] is response
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+async def test_invalid_response_runs_post_call_before_failure(ocr_server: RecordingServer, asynchronous: bool) -> None:
+    ocr_server.enqueue(ResponseSpec(body={"pages": "invalid"}))
+    events: Final = []
+
+    class Observe(Logging):
+        def pre_call(self, *args, **kwargs):
+            events.append("pre")
+            return super().pre_call(*args, **kwargs)
+
+        def post_call(self, *args, **kwargs):
+            events.append(("post", kwargs["original_response"]))
+            return super().post_call(*args, **kwargs)
+
+        def success_handler(self, *args, **kwargs):
+            events.append("success")
+
+        def failure_handler(self, exception, *args, **kwargs):
+            events.append(("failure", exception))
+
+        async def async_failure_handler(self, exception, *args, **kwargs):
+            events.append(("async_failure", exception))
+
+    logger: Final = Observe(
+        model="mistral-ocr-latest",
+        messages=[],
+        stream=False,
+        call_type="aocr" if asynchronous else "ocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="invalid",
+        function_id="invalid",
+    )
+    with pytest.raises(litellm.APIConnectionError) as caught:
+        await call_aocr(ocr_server, litellm_logging_obj=logger) if asynchronous else call_ocr(
+            ocr_server, litellm_logging_obj=logger
+        )
+    assert events[0] == "pre"
+    assert events[1] == ("post", '{"pages": "invalid"}')
+    assert events[2] == ("failure", caught.value)
+    if asynchronous:
+        assert events[3] == ("async_failure", caught.value)
+    assert "success" not in events
+
+
+@pytest.mark.asyncio
+async def test_failing_terminal_handler_preserves_public_failure_and_runs_async_handler(
+    ocr_server: RecordingServer,
+) -> None:
+    ocr_server.enqueue(ResponseSpec(body={"message": "provider failure"}, status=500))
+    failures: Final = []
+
+    class BrokenHandler(Logging):
+        def failure_handler(self, exception, *args, **kwargs):
+            failures.append(exception)
+            raise RuntimeError("handler failed")
+
+        async def async_failure_handler(self, exception, *args, **kwargs):
+            failures.append(exception)
+
+    logger: Final = BrokenHandler(
+        model="mistral-ocr-latest",
+        messages=[],
+        stream=False,
+        call_type="aocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="broken",
+        function_id="broken",
+    )
+    with pytest.raises(litellm.InternalServerError) as caught:
+        await call_aocr(ocr_server, litellm_logging_obj=logger)
+    assert failures == [caught.value, caught.value]
+    assert len(ocr_server.requests) == 1
+
+
+@pytest.mark.asyncio
+async def test_nested_native_calls_preserve_context_and_dispatch_each_outcome(ocr_server: RecordingServer) -> None:
+    ocr_server.expected_requests = 2
+    recorder: Final = RecordingLogger()
+    outcomes: Final = []
+
+    class Nested(CustomLogger):
+        async def async_pre_call_deployment_hook(self, kwargs, call_type):
+            if kwargs.get("litellm_call_id") == "outer":
+                outcomes.append(await call_aocr(ocr_server, callbacks=[recorder], litellm_call_id="inner"))
+
+    litellm.callbacks.append(Nested())
+    outcomes.append(await call_aocr(ocr_server, callbacks=[recorder], litellm_call_id="outer"))
+    events: Final = await recorder.wait_for_async("async_log_success_event", count=2)
+    assert [event.kwargs["litellm_call_id"] for event in events] == ["inner", "outer"]
+    assert events[0].response is outcomes[0]
+    assert events[1].response is outcomes[1]
+    assert len(ocr_server.requests) == 2
+
+
+def test_sync_pre_call_can_make_nested_native_request(ocr_server: RecordingServer) -> None:
+    ocr_server.expected_requests = 2
+    observed: Final = []
+
+    class Nested(CustomLogger):
+        def log_pre_api_call(self, model, messages, kwargs):
+            if kwargs["litellm_call_id"] == "outer-sync":
+                observed.append(call_ocr(ocr_server, litellm_call_id="inner-sync"))
+
+    response: Final = call_ocr(ocr_server, callbacks=[Nested()], litellm_call_id="outer-sync")
+    assert observed[0].pages[0].markdown == response.pages[0].markdown
+    assert len(ocr_server.requests) == 2
+
+
+@pytest.mark.asyncio
+async def test_retained_argument_aliases_and_body_roots_survive_envelope_replacement(
+    ocr_server: RecordingServer,
+) -> None:
+    pages: Final = [0]
+    document: Final = {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"}
+    opaque: Final = object()
+    observed: Final = []
+
+    class Observe(Logging):
+        def pre_call(self, input, api_key, additional_args):
+            body: Final = additional_args["complete_input_dict"]
+            headers: Final = additional_args["headers"]
+            observed.append((body["document"] is document, body["pages"] is pages))
+            pages.append(2)
+            headers["x-retained"] = "yes"
+            additional_args["complete_input_dict"] = {"discarded": True}
+            additional_args["headers"] = {}
+            observed.append((body, headers))
+
+        def post_call(self, original_response, additional_args):
+            observed.append(
+                (additional_args["complete_input_dict"] is observed[2][0], additional_args["headers"] is observed[2][1])
+            )
+
+    class Deployment(CustomLogger):
+        async def async_pre_call_deployment_hook(self, kwargs, call_type):
+            observed.append(("model" in kwargs, "document" in kwargs, kwargs["opaque"] is opaque))
+
+    litellm.callbacks.append(Deployment())
+    logger: Final = Observe(
+        model="mistral-ocr-latest",
+        messages=[],
+        stream=False,
+        call_type="aocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="roots",
+        function_id="roots",
+    )
+    response: Final = await litellm.aocr(
+        "mistral/mistral-ocr-latest",
+        document,
+        api_key="test-key",
+        api_base=ocr_server.base_url,
+        pages=pages,
+        opaque=opaque,
+        litellm_logging_obj=logger,
+    )
+    assert response.pages[0].markdown == "native OCR response"
+    assert observed[0] == (False, False, True)
+    assert observed[1] == (True, True)
+    assert observed[3] == (True, True)
+    assert ocr_server.requests[0].body["pages"] == [0, 2]
+    assert ocr_server.requests[0].headers["x-retained"] == "yes"
+
+
+def test_unstarted_native_coroutine_releases_input_without_reading_file(ocr_server: RecordingServer) -> None:
+    from litellm.ocr.main import _public_request
+    from litellm.rust_bridge import _native
+
+    ocr_server.expected_requests = 0
+    effects: Final = []
+
+    class File:
+        def read(self):
+            effects.append("read")
+            return b"abc"
+
+    def create():
+        file: Final = File()
+        kwargs: Final = {"model": "mistral/mistral-ocr-latest", "document": {"type": "file", "file": file}}
+        coroutine: Final = _native._ocr_lifecycle(_public_request("aocr", (), kwargs), (), kwargs, True)
+        file.owner = coroutine
+        coroutine.close()
+        return weakref.ref(file)
+
+    reference: Final = create()
+    gc.collect()
+    assert reference() is None
+    assert effects == []
+
+
+@pytest.mark.asyncio
+async def test_file_read_happens_after_deployment_hook_in_caller_task(ocr_server: RecordingServer) -> None:
+    effects: Final = []
+    caller: Final = asyncio.current_task()
+
+    class File:
+        def read(self):
+            effects.append(("read", asyncio.current_task()))
+            return b"abc"
+
+    class Deployment(CustomLogger):
+        async def async_pre_call_deployment_hook(self, kwargs, call_type):
+            await asyncio.sleep(0)
+            effects.append(("hook", asyncio.current_task()))
+
+    litellm.callbacks.append(Deployment())
+    await call_aocr(ocr_server, document={"type": "file", "file": File()})
+    assert effects == [("hook", caller), ("read", caller)]
+
+
+@pytest.mark.asyncio
+async def test_failure_callbacks_continue_within_both_families(ocr_server: RecordingServer) -> None:
+    ocr_server.enqueue(ResponseSpec(body={"message": "failed"}, status=500))
+    observed: Final = []
+
+    class Broken(CustomLogger):
+        def log_failure_event(self, kwargs, response_obj, start_time, end_time):
+            observed.append(("broken-sync", kwargs["exception"]))
+            raise RuntimeError("sync observer")
+
+        async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+            observed.append(("broken-async", kwargs["exception"]))
+            raise RuntimeError("async observer")
+
+    class Following(CustomLogger):
+        def log_failure_event(self, kwargs, response_obj, start_time, end_time):
+            observed.append(("following-sync", kwargs["exception"]))
+
+        async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+            observed.append(("following-async", kwargs["exception"]))
+
+    with pytest.raises(litellm.InternalServerError) as caught:
+        await call_aocr(ocr_server, callbacks=[Broken(), Following()])
+    assert [name for name, _ in observed] == ["broken-sync", "following-sync", "broken-async", "following-async"]
+    assert all(error is caught.value for _, error in observed)
+
+
+@pytest.mark.asyncio
+async def test_cancelling_native_transport_closes_connection_before_return() -> None:
+    received: Final = asyncio.Event()
+    disconnected: Final = asyncio.Event()
+
+    async def provider(reader: asyncio.StreamReader, writer: asyncio.StreamWriter) -> None:
+        headers: Final = await reader.readuntil(b"\r\n\r\n")
+        length: Final = next(
+            int(line.split(b":", 1)[1])
+            for line in headers.split(b"\r\n")
+            if line.lower().startswith(b"content-length:")
+        )
+        await reader.readexactly(length)
+        received.set()
+        assert await reader.read() == b""
+        disconnected.set()
+        writer.close()
+        await writer.wait_closed()
+
+    server: Final = await asyncio.start_server(provider, "127.0.0.1", 0)
+    async with server:
+        port: Final = server.sockets[0].getsockname()[1]
+        task: Final = asyncio.create_task(
+            litellm.aocr(
+                model="mistral/mistral-ocr-latest",
+                document={"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+                api_key="test-key",
+                api_base=f"http://127.0.0.1:{port}",
+            )
+        )
+        await asyncio.wait_for(received.wait(), 5)
+        task.cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await task
+        await asyncio.wait_for(disconnected.wait(), 1)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("model", ["reducto/parse-v3", "reducto/parse-legacy"])
+async def test_reducto_lifecycle_retains_upload_parse_and_post_call_boundaries(
+    ocr_server: RecordingServer, model: str
+) -> None:
+    ocr_server.expected_requests = 2
+    ocr_server.enqueue(ResponseSpec(body={"file_id": "reducto://uploaded.pdf"}))
+    ocr_server.enqueue(ResponseSpec(body={"result": {"chunks": [{"content": "parsed"}]}}))
+    boundaries: Final = []
+    recorder: Final = RecordingLogger()
+
+    class Observe(Logging):
+        def post_call(self, *args, **kwargs):
+            boundaries.append(tuple(request.path for request in ocr_server.requests))
+            return super().post_call(*args, **kwargs)
+
+    logger: Final = Observe(
+        model=model,
+        messages=[],
+        stream=False,
+        call_type="aocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="upload",
+        function_id="upload",
+        dynamic_async_success_callbacks=[recorder],
+    )
+    response: Final = await call_aocr(ocr_server, model=model, litellm_logging_obj=logger)
+    events: Final = await recorder.wait_for_async("async_log_success_event")
+    assert boundaries == [("/upload", "/parse")]
+    assert b"abc" in ocr_server.requests[0].raw_body
+    assert "multipart/form-data" in ocr_server.requests[0].headers["content-type"]
+    assert ocr_server.requests[1].body["input" if model.endswith("v3") else "document_url"] == "reducto://uploaded.pdf"
+    assert response.pages[0].markdown == "parsed"
+    assert events[0].response is response
+
+
+@pytest.mark.asyncio
+async def test_document_intelligence_post_call_observes_submission_and_final_result(
+    ocr_server: RecordingServer,
+) -> None:
+    ocr_server.expected_requests = 2
+    ocr_server.enqueue(
+        ResponseSpec(
+            body={"status": "running"},
+            status=202,
+            headers={"Operation-Location": f"{ocr_server.base_url}/operations/1", "Retry-After": "0"},
+        )
+    )
+    ocr_server.enqueue(ResponseSpec(body={"status": "succeeded", "analyzeResult": {"pages": []}}))
+    boundaries: Final = []
+
+    class Observe(Logging):
+        def post_call(self, *args, **kwargs):
+            boundaries.append((tuple(request.method for request in ocr_server.requests), kwargs["original_response"]))
+            return super().post_call(*args, **kwargs)
+
+    logger: Final = Observe(
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        messages=[],
+        stream=False,
+        call_type="aocr",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="poll",
+        function_id="poll",
+    )
+    response: Final = await call_aocr(
+        ocr_server, model="azure_ai/doc-intelligence/prebuilt-read", litellm_logging_obj=logger
+    )
+    assert [methods for methods, _ in boundaries] == [("POST",), ("POST", "GET")]
+    assert json.loads(boundaries[0][1])["status"] == "running"
+    assert json.loads(boundaries[1][1])["status"] == "succeeded"
+    assert [request.method for request in ocr_server.requests] == ["POST", "GET"]
+    assert ocr_server.requests[1].path == "/operations/1"
+    assert response.pages == []
+
+
+@pytest.mark.asyncio
+async def test_vertex_deepseek_public_lifecycle_normalizes_before_success(ocr_server: RecordingServer) -> None:
+    ocr_server.enqueue(
+        ResponseSpec(body={"choices": [{"message": {"content": "recognized"}}], "usage": {"prompt_tokens": 1}})
+    )
+    recorder: Final = RecordingLogger()
+    response: Final = await call_aocr(
+        ocr_server,
+        model="vertex_ai/deepseek-ocr-maas",
+        document={"type": "document_url", "document_url": "gs://bucket/document.pdf"},
+        vertex_project="project-1",
+        vertex_location="europe-west4",
+        callbacks=[recorder],
+    )
+    events: Final = await recorder.wait_for_async("async_log_success_event")
+    assert response.pages[0].markdown == "recognized"
+    assert events[0].response is response
+    assert (
+        ocr_server.requests[0].path
+        == "/v1/projects/project-1/locations/europe-west4/endpoints/openapi/chat/completions"
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("limit", ["budget", "retries"])
+async def test_shared_call_limits_still_reject_before_reading_ocr_file(
+    ocr_server: RecordingServer, monkeypatch: pytest.MonkeyPatch, asynchronous: bool, limit: str
+) -> None:
+    ocr_server.expected_requests = 0
+    reads: Final = []
+
+    class File:
+        def read(self):
+            reads.append("read")
+            return b"abc"
+
+    monkeypatch.setattr(litellm, "max_budget", 1 if limit == "budget" else None)
+    monkeypatch.setattr(litellm, "_current_cost", 2)
+    monkeypatch.setattr(litellm, "num_retries_per_request", 1 if limit == "retries" else None)
+    expected: Final = litellm.BudgetExceededError if limit == "budget" else RuntimeError
+    arguments: Final = {"document": {"type": "file", "file": File()}, "metadata": {"previous_models": ["earlier"]}}
+    with pytest.raises(expected, match=r"Budget has been exceeded|Max retries per request hit"):
+        await call_aocr(ocr_server, **arguments) if asynchronous else call_ocr(ocr_server, **arguments)
+    assert reads == []
+    assert ocr_server.requests == []
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("extra_bytes", [0, 1])
+async def test_response_limit_is_enforced_at_the_public_boundary(
+    ocr_server: RecordingServer, asynchronous: bool, extra_bytes: int
+) -> None:
+    limit: Final = len(json.dumps(OCR_RESPONSE).encode()) - extra_bytes
+    if extra_bytes:
+        with pytest.raises(litellm.APIConnectionError, match="OCR response exceeds the size limit"):
+            await call_aocr(ocr_server, max_response_bytes=limit) if asynchronous else call_ocr(
+                ocr_server, max_response_bytes=limit
+            )
+    else:
+        response: Final = (
+            await call_aocr(ocr_server, max_response_bytes=limit)
+            if asynchronous
+            else call_ocr(ocr_server, max_response_bytes=limit)
+        )
+        assert response.pages[0].markdown == "native OCR response"
+    assert len(ocr_server.requests) == 1
+    body: Final = ocr_server.requests[0].body
+    assert isinstance(body, dict)
+    assert "max_response_bytes" not in body
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("failure", [False, True])
+async def test_empty_callbacks_keep_bookkeeping_without_optional_dispatch(
+    ocr_server: RecordingServer,
+    monkeypatch: pytest.MonkeyPatch,
+    asynchronous: bool,
+    failure: bool,
+    created_loggers: list[Logging],
+) -> None:
+    from litellm import utils
+    from litellm.litellm_core_utils import litellm_logging, logging_worker
+
+    class DispatchProbe:
+        deployments = 0
+        submissions = 0
+        enqueues = 0
+
+        def deployment(self, *args: object, **kwargs: object) -> None:
+            self.deployments += 1
+
+        def submit(self, *args: object, **kwargs: object) -> None:
+            self.submissions += 1
+
+        def ensure_initialized_and_enqueue(self, coroutine: Coroutine[object, object, object]) -> None:
+            self.enqueues += 1
+            coroutine.close()
+
+    probe: Final = DispatchProbe()
+    for name in (
+        "async_pre_call_deployment_hook",
+        "async_post_call_success_deployment_hook",
+        "async_post_call_failure_deployment_hook",
+    ):
+        monkeypatch.setattr(utils, name, probe.deployment)
+    monkeypatch.setattr(litellm_logging, "executor", probe)
+    monkeypatch.setattr(logging_worker, "GLOBAL_LOGGING_WORKER", probe)
+    if failure:
+        ocr_server.enqueue(ResponseSpec(body={"message": "provider failed"}, status=500))
+    trace_id_var.set("callback-free-parent")
+    arguments: Final = {"litellm_trace_id": "callback-free-call", "litellm_call_id": "callback-free-id"}
+    if failure:
+        with pytest.raises(litellm.InternalServerError):
+            await call_aocr(ocr_server, **arguments) if asynchronous else call_ocr(ocr_server, **arguments)
+    else:
+        response: Final = (
+            await call_aocr(ocr_server, **arguments) if asynchronous else call_ocr(ocr_server, **arguments)
+        )
+        assert response.pages[0].markdown == "native OCR response"
+        assert response._hidden_params["litellm_call_id"] == "callback-free-id"
+        assert response._hidden_params["response_cost"] is not None
+        assert response._hidden_params["_response_ms"] > 0
+    assert trace_id_var.get() == "callback-free-parent"
+    assert probe.deployments == probe.submissions == probe.enqueues == 0
+    assert len(created_loggers) == 1
+    logger: Final = created_loggers[0]
+    assert not hasattr(logger, "_native_pending_logging")
+    assert logger.model_call_details["first_api_call_start_time"] <= logger.model_call_details["end_time"]
+    assert "standard_logging_object" not in logger.model_call_details
+    assert (
+        "original_response" not in logger.model_call_details or logger.model_call_details["original_response"] is None
+    )
+    assert "complete_input_dict" not in logger.model_call_details.get("additional_args", {})
+    assert logger.model_call_details["response_cost"] == (0 if failure else response._hidden_params["response_cost"])
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "registration", ["success_callback", "_async_success_callback", "failure_callback", "_async_failure_callback"]
+)
+async def test_terminal_registration_added_during_http_is_observed(
+    ocr_server: RecordingServer, registration: str
+) -> None:
+    failure: Final = "failure" in registration
+    observer: Final = RecordingLogger()
+    ocr_server.enqueue(
+        ResponseSpec(
+            body={"message": "provider failed"} if failure else OCR_RESPONSE, status=500 if failure else 200, delay=0.1
+        )
+    )
+    task: Final = asyncio.create_task(
+        asyncio.to_thread(call_ocr, ocr_server) if registration == "success_callback" else call_aocr(ocr_server)
+    )
+    await ocr_server.wait_for_requests(1)
+    getattr(litellm, registration).append(observer)
+    if failure:
+        with pytest.raises(litellm.InternalServerError):
+            await task
+    else:
+        await task
+    event: Final = ("async_" if registration.startswith("_async") else "") + (
+        "log_failure_event" if failure else "log_success_event"
+    )
+    await observer.wait_for_async(event)
+    assert event in observer.names
+
+
+@pytest.fixture
+def created_loggers(monkeypatch: pytest.MonkeyPatch) -> list[Logging]:
+    from litellm import utils
+
+    original_setup: Final = utils.function_setup
+    loggers: Final[list[Logging]] = []
+
+    def setup(
+        call_type: str,
+        rules: utils.Rules,
+        start: datetime.datetime,
+        *args: object,
+        is_async_call: bool = True,
+        **kwargs: object,
+    ) -> tuple[Logging, dict[str, object]]:
+        logger, prepared = original_setup(call_type, rules, start, *args, is_async_call=is_async_call, **kwargs)
+        assert isinstance(logger, Logging)
+        setattr(logger, "_defer_async_logging", True)
+        loggers.append(logger)
+        return logger, prepared
+
+    monkeypatch.setattr(utils, "function_setup", setup)
+    return loggers
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("consumer", ["logger_fn", "raw_global", "request_debug"])
+async def test_explicit_logging_consumers_keep_request_and_response_payloads(
+    ocr_server: RecordingServer, monkeypatch: pytest.MonkeyPatch, created_loggers: list[Logging], consumer: str
+) -> None:
+    snapshots: Final[list[dict[str, object]]] = []
+    if consumer == "raw_global":
+        monkeypatch.setattr(litellm, "log_raw_request_response", True)
+    arguments: Final = {
+        "logger_fn": {"logger_fn": lambda details: snapshots.append(dict(details))},
+        "raw_global": {},
+        "request_debug": {"litellm_request_debug": True},
+    }[consumer]
+    response: Final = await call_aocr(ocr_server, **arguments)
+    details: Final = created_loggers[0].model_call_details
+    assert details["additional_args"]["complete_input_dict"]["model"] == "mistral-ocr-latest"
+    assert json.loads(details["original_response"])["pages"][0]["markdown"] == response.pages[0].markdown
+    if consumer.startswith("raw_"):
+        assert details["raw_request_typed_dict"]["raw_request_body"]["model"] == "mistral-ocr-latest"
+    if consumer == "logger_fn":
+        assert [item["log_event_type"] for item in snapshots] == ["pre_api_call", "post_api_call"]
+
+
+@pytest.mark.asyncio
+async def test_registration_removed_before_deferred_release_skips_queue(
+    ocr_server: RecordingServer, monkeypatch: pytest.MonkeyPatch, created_loggers: list[Logging]
+) -> None:
+    from litellm.litellm_core_utils import logging_worker
+
+    class QueueProbe:
+        enqueues = 0
+
+        def ensure_initialized_and_enqueue(self, coroutine: Coroutine[object, object, object]) -> None:
+            self.enqueues += 1
+            coroutine.close()
+
+    observer: Final = RecordingLogger()
+    litellm._async_success_callback.append(observer)
+    await call_aocr(ocr_server)
+    logger: Final = created_loggers[0]
+    assert hasattr(logger, "_native_pending_logging")
+    litellm._async_success_callback.clear()
+    probe: Final = QueueProbe()
+    monkeypatch.setattr(logging_worker, "GLOBAL_LOGGING_WORKER", probe)
+    ProxyBaseLLMRequestProcessing._flush_deferred_async_logging(logger, False)
+    assert probe.enqueues == 0
+    assert not observer.names
+    assert logger.model_call_details["response_cost"] is not None
diff --git a/tests/test_litellm_rust/ocr/test_requests.py b/tests/test_litellm_rust/ocr/test_requests.py
index d241fe08fc8..4f4b39fa6c6 100644
--- a/tests/test_litellm_rust/ocr/test_requests.py
+++ b/tests/test_litellm_rust/ocr/test_requests.py
@@ -1,3 +1,4 @@
+from pathlib import Path
 from typing import Final
 
 import pytest
@@ -5,13 +6,13 @@ import pytest
 import litellm
 from litellm.llms.base_llm.ocr.transformation import OCRResponse
 from tests.test_litellm_rust.support.callback_recorder import RecordingLogger
+from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
 from tests.test_litellm_rust.support.requests import (
     OCR_DOCUMENT,
     OCR_RESPONSE,
     call_native_aocr,
     call_native_ocr,
 )
-from tests.test_litellm_rust.support.recording_server import RecordingServer, ResponseSpec
 
 pytestmark = pytest.mark.requires_rust_extension
 
@@ -79,6 +80,22 @@ def test_native_ocr_prepares_file_document_like_python(ocr_server: RecordingServ
     }
 
 
+def test_native_ocr_reads_sdk_path_input(ocr_server: RecordingServer, tmp_path: Path) -> None:
+    document_path: Final = tmp_path / "document.pdf"
+    document_path.write_bytes(b"%PDF-1.4")
+
+    response: Final = call_native_ocr(
+        ocr_server,
+        document={"type": "file", "file": document_path},
+    )
+
+    assert response.pages[0].markdown == "native OCR response"
+    assert ocr_server.requests[0].body["document"] == {
+        "type": "document_url",
+        "document_url": "data:application/pdf;base64,JVBERi0xLjQ=",
+    }
+
+
 def test_native_ocr_sends_pages_and_image_options(ocr_server: RecordingServer) -> None:
     call_native_ocr(ocr_server, pages=[0, 2], include_image_base64=True)
 
@@ -149,7 +166,7 @@ def test_native_ocr_normalizes_provider_response_model_and_usage(ocr_server: Rec
     assert response.usage_info.pages_processed == 1
 
 
-def test_native_ocr_maps_provider_400_without_exposing_response_body(ocr_server: RecordingServer) -> None:
+def test_native_ocr_maps_provider_400_with_public_provider_details(ocr_server: RecordingServer) -> None:
     ocr_server.enqueue(ResponseSpec(body={"message": "invalid OCR request"}, status=400))
 
     with pytest.raises(litellm.BadRequestError) as caught:
@@ -158,13 +175,23 @@ def test_native_ocr_maps_provider_400_without_exposing_response_body(ocr_server:
     assert caught.value.status_code == 400
     assert caught.value.model == "mistral-ocr-latest"
     assert caught.value.llm_provider == "mistral"
-    assert "invalid OCR request" not in str(caught.value)
+    assert "invalid OCR request" in str(caught.value)
 
 
-def test_native_ocr_raises_transport_error_when_request_exceeds_timeout(ocr_server: RecordingServer) -> None:
+def test_native_ocr_rejects_unknown_response_format_before_provider_request(ocr_server: RecordingServer) -> None:
+    ocr_server.expected_requests = 0
+
+    with pytest.raises(litellm.BadRequestError, match="Invalid `req_format`"):
+        call_native_ocr(ocr_server, req_format="raw")
+
+    assert ocr_server.requests == []
+
+
+def test_ocr_raises_public_timeout_when_request_exceeds_timeout(ocr_server: RecordingServer) -> None:
+    litellm.rust(True)
     ocr_server.enqueue(ResponseSpec(body=OCR_RESPONSE, delay=0.2))
 
-    with pytest.raises(RuntimeError, match="OCR transport failed"):
+    with pytest.raises(litellm.Timeout):
         call_native_ocr(ocr_server, timeout=0.01)
 
     assert len(ocr_server.requests) == 1
@@ -301,13 +328,10 @@ async def test_native_azure_ocr_token_provider_failure_prevents_pre_call_callbac
 
 @pytest.mark.parametrize(
     "configuration",
-    [
-        {"azure_ad_token": "oidc/assertion", "client_id": "client", "tenant_id": "tenant"},
-        {"model": "azure_ai/doc-intelligence/prebuilt-read"},
-    ],
-    ids=["oidc-assertion", "document-intelligence-model"],
+    [{"azure_ad_token": "oidc/assertion", "client_id": "client", "tenant_id": "tenant"}],
+    ids=["invalid-oidc-assertion"],
 )
-def test_native_azure_ocr_rejects_unsupported_configuration_before_token_or_callbacks(
+def test_public_azure_ocr_maps_invalid_oidc_configuration_before_token_or_request(
     ocr_server: RecordingServer,
     isolated_azure_auth: None,
     configuration: dict[str, object],
@@ -327,10 +351,10 @@ def test_native_azure_ocr_rejects_unsupported_configuration_before_token_or_call
         "callbacks": [recorder],
         **configuration,
     }
-    with pytest.raises(NotImplementedError):
+    with pytest.raises(litellm.APIConnectionError):
         call_native_ocr(ocr_server, **arguments)
     assert calls == []
-    assert recorder.events == ()
+    assert "log_pre_api_call" not in recorder.names
     assert ocr_server.requests == []
 
 
@@ -432,3 +456,170 @@ async def test_native_azure_ocr_rejects_coroutine_returned_by_sync_token_provide
         coroutine.close()
     assert calls == []
     assert ocr_server.requests == []
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize(
+    "override, expected_key",
+    [
+        ({}, "credential-key"),
+        ({"api_key": "explicit-key"}, "explicit-key"),
+        ({"api_key": None}, "environment-key"),
+    ],
+    ids=["inherit", "explicit", "explicit-none"],
+)
+async def test_native_ocr_inherits_named_credentials_without_overwriting_arguments(
+    ocr_server: RecordingServer,
+    monkeypatch: pytest.MonkeyPatch,
+    asynchronous: bool,
+    override: dict[str, object],
+    expected_key: str,
+) -> None:
+    from litellm.models.credentials import CredentialItem
+
+    pages: Final = [0]
+    opaque: Final = object()
+    monkeypatch.setenv("MISTRAL_API_KEY", "environment-key")
+    monkeypatch.setattr(
+        litellm,
+        "credential_list",
+        [
+            CredentialItem(credential_name="other", credential_info={}, credential_values={"api_key": "wrong-key"}),
+            CredentialItem(
+                credential_name="ocr-test",
+                credential_info={},
+                credential_values={
+                    "api_key": "credential-key",
+                    "api_base": ocr_server.base_url,
+                    "pages": pages,
+                    "opaque": opaque,
+                },
+            ),
+            CredentialItem(credential_name="ocr-test", credential_info={}, credential_values={"api_key": "later-key"}),
+        ],
+    )
+
+    class Observer(RecordingLogger):
+        def log_pre_api_call(self, model, messages, kwargs):
+            super().log_pre_api_call(model, messages, kwargs)
+            pages.append(2)
+
+    arguments: Final = {
+        "model": "mistral/mistral-ocr-latest",
+        "document": OCR_DOCUMENT,
+        "litellm_credential_name": "ocr-test",
+        "callbacks": [Observer()],
+        **override,
+    }
+    response: Final = await litellm.aocr(**arguments) if asynchronous else litellm.ocr(**arguments)
+    assert response.pages[0].markdown == "native OCR response"
+    assert ocr_server.requests[0].headers["authorization"] == f"Bearer {expected_key}"
+    assert ocr_server.requests[0].body["pages"] == [0, 2]
+
+
+@pytest.mark.parametrize("source", ["sdk", "proxy"])
+@pytest.mark.parametrize(
+    "filename,mime", [("scan.PNG", "image/png"), ("document.pdf", "application/pdf"), ("note.txt", "text/plain")]
+)
+def test_ocr_file_helpers_use_native_document_preparation(source: str, filename: str, mime: str) -> None:
+    from io import BytesIO
+
+    from litellm.ocr.input import convert_file_document_to_url_document, get_mime_type
+    from litellm.proxy.ocr_endpoints.endpoints import _build_document_from_upload
+
+    file: Final = BytesIO(b"abc")
+    file.name = filename
+    document: Final = (
+        convert_file_document_to_url_document({"type": "file", "file": file})
+        if source == "sdk"
+        else _build_document_from_upload(b"abc", filename, "application/octet-stream; charset=utf-8")
+    )
+    field: Final = "image_url" if mime.startswith("image/") else "document_url"
+    assert get_mime_type(filename) == mime
+    assert document == {"type": field, field: f"data:{mime};base64,YWJj"}
+
+
+@pytest.mark.parametrize("attribute", ["read", "name"])
+def test_native_file_preparation_preserves_property_errors(attribute: str) -> None:
+    from litellm.ocr.input import convert_file_document_to_url_document
+
+    failure: Final = LookupError("file property failed")
+
+    class File:
+        def __getattribute__(self, name: str):
+            if name == attribute:
+                raise failure
+            return super().__getattribute__(name)
+
+        def read(self):
+            return b"abc"
+
+    with pytest.raises(LookupError) as caught:
+        convert_file_document_to_url_document({"type": "file", "file": File()})
+    assert caught.value is failure
+
+
+@pytest.mark.parametrize("kind", ["bytes", "path", "reader"])
+def test_native_file_preparation_rejects_oversized_input(kind: str, tmp_path: Path) -> None:
+    from litellm.ocr.input import FileDocument, convert_file_document_to_url_document, get_max_file_bytes
+
+    limit: Final = get_max_file_bytes()
+    path: Final = tmp_path / "large.pdf"
+    with path.open("wb") as stream:
+        stream.truncate(limit + 1)
+
+    class Reader:
+        def read(self) -> bytes:
+            return b"a" * (limit + 1)
+
+    document: Final[FileDocument] = {
+        "type": "file",
+        "file": path if kind == "path" else Reader() if kind == "reader" else b"a" * (limit + 1),
+    }
+    with pytest.raises(ValueError, match="exceeds the size limit"):
+        convert_file_document_to_url_document(document)
+
+
+@pytest.mark.parametrize("kind", ["str", "path", "reader"])
+def test_native_upload_binding_rejects_filesystem_inputs(kind: str, tmp_path: Path) -> None:
+    from io import BytesIO
+    from typing import cast  # noqa: TID251  # deliberately invalid inputs exercise the native runtime boundary
+
+    from litellm.ocr.input import convert_upload_to_url_document
+
+    path: Final = tmp_path / "secret.pdf"
+    path.write_bytes(b"server secret")
+    source: Final = str(path) if kind == "str" else path if kind == "path" else BytesIO(b"abc")
+    with pytest.raises(TypeError):
+        convert_upload_to_url_document(cast(bytes, source), "document.pdf", None)
+
+
+@pytest.mark.parametrize("extra_bytes", [0, 1])
+def test_native_upload_enforces_file_size_limit(extra_bytes: int) -> None:
+    import base64
+
+    from litellm.ocr.input import convert_upload_to_url_document, get_max_file_bytes
+
+    content: Final = b"a" * (get_max_file_bytes() + extra_bytes)
+    if extra_bytes:
+        with pytest.raises(ValueError, match="exceeds the size limit"):
+            convert_upload_to_url_document(content, "scan.pdf", None)
+        return
+    document: Final = convert_upload_to_url_document(content, "scan.pdf", None)
+    assert document["type"] == "document_url"
+    assert base64.b64decode(document["document_url"].split(",", 1)[1]) == content
+
+
+def test_native_file_preparation_preserves_reader_exception() -> None:
+    from litellm.ocr.input import convert_file_document_to_url_document
+
+    failure: Final = RuntimeError("reader failed")
+
+    class Reader:
+        def read(self) -> bytes:
+            raise failure
+
+    with pytest.raises(RuntimeError) as caught:
+        convert_file_document_to_url_document({"type": "file", "file": Reader()})
+    assert caught.value is failure
diff --git a/tests/test_litellm_rust/support/callback_recorder.py b/tests/test_litellm_rust/support/callback_recorder.py
index 6de011b1414..d3749ccc095 100644
--- a/tests/test_litellm_rust/support/callback_recorder.py
+++ b/tests/test_litellm_rust/support/callback_recorder.py
@@ -81,7 +81,7 @@ class RecordingLogger(CustomLogger):
         await asyncio.wait_for(GLOBAL_LOGGING_WORKER.flush(), timeout=timeout)
         return tuple(event for event in self.events if event.name == name)
 
-    def log_pre_api_call(self, model, _messages, kwargs):
+    def log_pre_api_call(self, model, messages, kwargs):
         self._record("log_pre_api_call", kwargs)
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
diff --git a/tests/test_litellm_rust/support/recording_server.py b/tests/test_litellm_rust/support/recording_server.py
index 5a9b9497c6e..228ed2cc454 100644
--- a/tests/test_litellm_rust/support/recording_server.py
+++ b/tests/test_litellm_rust/support/recording_server.py
@@ -58,7 +58,9 @@ def recording_service() -> Iterator[RecordingServer]:
         def _handle(self) -> None:
             content_length: Final = int(self.headers.get("Content-Length", "0"))
             raw_body: Final = self.rfile.read(content_length) if content_length else b""
-            body: Final = json.loads(raw_body) if raw_body else None
+            body: Final = (
+                json.loads(raw_body) if raw_body and self.headers.get_content_type() == "application/json" else None
+            )
             requests.append(
                 RecordedRequest(
                     method=self.command,
@@ -84,6 +86,7 @@ def recording_service() -> Iterator[RecordingServer]:
                 pass
 
         do_POST = _handle
+        do_GET = _handle
 
         def log_message(self, format: str, *args: object) -> None:
             pass
diff --git a/tests/test_litellm_rust/support/requests.py b/tests/test_litellm_rust/support/requests.py
index d681d752ffd..7114e42a59e 100644
--- a/tests/test_litellm_rust/support/requests.py
+++ b/tests/test_litellm_rust/support/requests.py
@@ -2,7 +2,6 @@ from typing import Final
 
 import litellm
 from litellm.llms.base_llm.ocr.transformation import OCRResponse
-from litellm.rust_bridge import ocr as native_ocr
 from tests.test_litellm_rust.support.recording_server import RecordingServer
 
 OCR_DOCUMENT: Final = {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"}
@@ -36,11 +35,11 @@ async def call_aocr(server: RecordingServer, **kwargs: object) -> OCRResponse:
 
 
 def call_native_ocr(server: RecordingServer, **kwargs: object) -> OCRResponse:
-    return native_ocr.ocr(ocr_arguments(server, **kwargs))
+    return call_ocr(server, **kwargs)
 
 
 async def call_native_aocr(server: RecordingServer, **kwargs: object) -> OCRResponse:
-    return await native_ocr.aocr(ocr_arguments(server, **kwargs))
+    return await call_aocr(server, **kwargs)
 
 
 def request_body(kwargs: dict[str, object]) -> dict[str, object]:
diff --git a/tests/test_litellm_rust/test_ocr.py b/tests/test_litellm_rust/test_ocr.py
index 1293de9ee0e..e0e06d685b8 100644
--- a/tests/test_litellm_rust/test_ocr.py
+++ b/tests/test_litellm_rust/test_ocr.py
@@ -1,33 +1,49 @@
 import json
 import threading
 from collections.abc import Generator
-from dataclasses import dataclass
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from io import BytesIO
 from typing import Final
 
 import pytest
 
+import litellm
 from litellm.rust_bridge import ocr as rust_ocr_bridge
 
 pytestmark = pytest.mark.requires_rust_extension
 
 
-@dataclass(frozen=True, slots=True)
-class RecordedOCRRequest:
-    body: object
-
-
 @pytest.fixture
-def ocr_server() -> Generator[tuple[ThreadingHTTPServer, list[RecordedOCRRequest]]]:
-    requests: Final[list[RecordedOCRRequest]] = []
+def ocr_server() -> Generator[tuple[ThreadingHTTPServer, list[dict[str, object]]]]:
+    requests: Final[list[dict[str, object]]] = []
 
     class Handler(BaseHTTPRequestHandler):
         def do_POST(self) -> None:
             requests.append(
-                RecordedOCRRequest(
-                    body=json.loads(self.rfile.read(int(self.headers["Content-Length"]))),
-                )
+                {
+                    "headers": {name.lower(): value for name, value in self.headers.items()},
+                    "body": json.loads(self.rfile.read(int(self.headers["Content-Length"]))),
+                }
             )
+            if self.headers.get("x-test-stall") == "true":
+                self.connection.settimeout(2)
+                try:
+                    self.rfile.read(1)
+                except TimeoutError:
+                    pass
+                return
+            if self.headers.get("User-Agent", "").startswith("python-httpx"):
+                self.send_response(418)
+                self.end_headers()
+                return
+            status = int(self.headers.get("x-test-status", "200"))
+            if status != 200:
+                body = b'{"error":"provider unavailable"}'
+                self.send_response(status)
+                self.send_header("Content-Length", str(len(body)))
+                self.end_headers()
+                self.wfile.write(body)
+                return
             response: Final = json.dumps(
                 {
                     "pages": [{"index": 0, "markdown": "native OCR response", "images": [], "dimensions": None}],
@@ -56,7 +72,7 @@ def ocr_server() -> Generator[tuple[ThreadingHTTPServer, list[RecordedOCRRequest
 
 
 def test_native_ocr_with_compiled_rust_extension(
-    ocr_server: tuple[ThreadingHTTPServer, list[RecordedOCRRequest]],
+    ocr_server: tuple[ThreadingHTTPServer, list[dict[str, object]]],
 ) -> None:
     server, requests = ocr_server
     address: Final = server.server_address
@@ -77,7 +93,171 @@ def test_native_ocr_with_compiled_rust_extension(
     assert response is not None
     assert response["pages"][0]["markdown"] == "native OCR response"
     assert len(requests) == 1
-    assert requests[0].body == {
+    assert not requests[0]["headers"].get("user-agent", "").startswith("python-httpx")
+    assert requests[0]["body"] == {
         "model": "mistral-ocr-latest",
         "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
     }
+
+
+@pytest.mark.parametrize(
+    "file_input,mime_type,expected_type,expected_field,expected_uri",
+    [
+        (b"abc", "application/pdf", "document_url", "document_url", "data:application/pdf;base64,YWJj"),
+        (BytesIO(b"abc"), "image/png", "image_url", "image_url", "data:image/png;base64,YWJj"),
+    ],
+)
+def test_native_lifecycle_core_encodes_python_file_input(
+    ocr_server,
+    file_input,
+    mime_type,
+    expected_type,
+    expected_field,
+    expected_uri,
+):
+    server, requests = ocr_server
+    litellm.rust(True)
+    response = litellm.ocr(
+        model="mistral/mistral-ocr-latest",
+        document={"type": "file", "file": file_input, "mime_type": mime_type},
+        api_key="test-key",
+        api_base=f"http://127.0.0.1:{server.server_port}",
+        opaque_extension=object(),
+    )
+    assert response.pages[0].markdown == "native OCR response"
+    assert requests[0]["body"]["document"] == {
+        "type": expected_type,
+        expected_field: expected_uri,
+    }
+    assert "opaque_extension" not in requests[0]["body"]
+
+
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.parametrize("model", ["mistral/mistral-ocr-latest", "azure_ai/doc-intelligence/prebuilt-read"])
+@pytest.mark.asyncio
+async def test_native_public_ocr_matches_python(model, asynchronous):
+    import json
+    from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+    from threading import Thread
+    from typing import Final
+    from urllib.parse import parse_qsl, urlsplit
+
+    from litellm.rust_bridge import _native
+
+    assert callable(_native.ocr)
+    calls: Final = []
+
+    class Handler(BaseHTTPRequestHandler):
+        def do_POST(self):
+            body: Final = json.loads(self.rfile.read(int(self.headers["Content-Length"])))
+            target: Final = urlsplit(self.path)
+            calls.append(
+                (
+                    target.path,
+                    parse_qsl(target.query),
+                    self.headers.get("Authorization"),
+                    self.headers.get("Ocp-Apim-Subscription-Key"),
+                    body,
+                )
+            )
+            payload: Final = (
+                {"status": "succeeded", "analyzeResult": {"pages": []}}
+                if "doc-intelligence" in model
+                else {"pages": [{"index": 0, "markdown": "hello"}]}
+            )
+            encoded: Final = json.dumps(payload).encode()
+            self.send_response(200)
+            self.send_header("Content-Type", "application/json")
+            self.send_header("Content-Length", str(len(encoded)))
+            self.end_headers()
+            self.wfile.write(encoded)
+
+        def log_message(self, *_args):
+            pass
+
+    server: Final = ThreadingHTTPServer(("127.0.0.1", 0), Handler)
+    thread: Final = Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    try:
+        litellm.rust(True)
+        arguments: Final = {
+            "model": model,
+            "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+            "api_key": "test-key",
+            "api_base": f"http://127.0.0.1:{server.server_port}",
+            "pages": [0, 2],
+            "timeout": 3.0,
+        }
+        response: Final = await litellm.aocr(**arguments) if asynchronous else litellm.ocr(**arguments)
+        response_data: Final = response.model_dump()
+        assert len(calls) == 1
+        assert response_data["object"] == "ocr"
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=3)
+
+
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.asyncio
+async def test_native_ocr_failures_do_not_retry_on_python(ocr_server, asynchronous):
+    server, requests = ocr_server
+    arguments = {
+        "model": "mistral-ocr-latest",
+        "custom_llm_provider": "mistral",
+        "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+        "api_key": "test-key",
+        "api_base": f"http://127.0.0.1:{server.server_port}",
+        "extra_headers": {"x-test-status": "503"},
+        "num_retries": 0,
+    }
+    litellm.rust(True)
+    with pytest.raises(litellm.ServiceUnavailableError) as caught:
+        await litellm.aocr(**arguments) if asynchronous else litellm.ocr(**arguments)
+    assert caught.value.status_code == 503
+    assert len(requests) == 1
+    assert not requests[0]["headers"].get("user-agent", "").startswith("python-httpx")
+
+
+@pytest.mark.parametrize("custom_provider", ["mistral", "not-a-provider"])
+def test_native_ocr_rejects_invalid_input_before_network(ocr_server, custom_provider):
+    from litellm.rust_bridge import _native
+
+    server, requests = ocr_server
+    with pytest.raises(ValueError, match="Document URL is required"):
+        _native.ocr(
+            model="mistral-ocr-latest",
+            custom_llm_provider=custom_provider,
+            document={"type": "document_url"},
+            api_key="test-key",
+            api_base=f"http://127.0.0.1:{server.server_port}",
+        )
+    assert requests == []
+
+
+@pytest.mark.parametrize("asynchronous", [False, True])
+@pytest.mark.asyncio
+async def test_native_ocr_enforces_request_deadline_without_fallback(ocr_server, asynchronous):
+    import asyncio
+    import time
+
+    server, requests = ocr_server
+    litellm.rust(True)
+    arguments = {
+        "model": "mistral/mistral-ocr-latest",
+        "document": {"type": "document_url", "document_url": "data:application/pdf;base64,YWJj"},
+        "api_key": "test-key",
+        "api_base": f"http://127.0.0.1:{server.server_port}",
+        "extra_headers": {"x-test-stall": "true"},
+        "timeout": 0.1,
+        "num_retries": 0,
+    }
+    started = time.monotonic()
+    with pytest.raises(litellm.Timeout):
+        await asyncio.wait_for(
+            litellm.aocr(**arguments) if asynchronous else asyncio.to_thread(litellm.ocr, **arguments),
+            timeout=3,
+        )
+    assert 0.09 <= time.monotonic() - started < 3
+    assert len(requests) == 1
+    assert not requests[0]["headers"].get("user-agent", "").startswith("python-httpx")
diff --git a/ui/litellm-dashboard/public/assets/logos/conduct.png b/ui/litellm-dashboard/public/assets/logos/conduct.png
new file mode 100644
index 00000000000..e68b32df916
Binary files /dev/null and b/ui/litellm-dashboard/public/assets/logos/conduct.png differ
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.integration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.integration.test.tsx
index dad8599e967..ebc97891744 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.integration.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.integration.test.tsx
@@ -1,11 +1,11 @@
 import React from "react";
-import { render, screen, waitFor, within } from "@testing-library/react";
+import { screen, waitFor, within } from "@testing-library/react";
 import userEvent, { PointerEventsCheckLevel } from "@testing-library/user-event";
 import { describe, it, expect, vi, beforeEach } from "vitest";
 import AddAgentForm from "./add_agent_form";
 import * as networking from "@/components/networking";
 import type { AgentCreateInfo } from "@/components/networking";
-import { chooseSelectOption } from "../../../../../tests/test-utils";
+import { chooseSelectOption, renderWithProviders as render } from "../../../../../tests/test-utils";
 
 vi.mock("@/components/networking", () => ({
   createAgentCall: vi.fn(),
@@ -351,4 +351,33 @@ describe("AddAgentForm submit payload", () => {
     expect(await screen.findByText("Agent Created!")).toBeInTheDocument();
     expect(within(screen.getByText("Agent Created!").parentElement!).getByText("created-agent")).toBeInTheDocument();
   });
+  it("blocks creation after clearing the existing key and assigns the reselected key", async () => {
+    vi.mocked(networking.keyListCall).mockResolvedValue({
+      keys: [{ token: "key-maple", key_alias: "Maple key" }],
+    });
+    const user = userEvent.setup();
+    renderForm();
+    await user.type(await screen.findByLabelText("Agent Name"), "key-selection-agent");
+    await user.type(screen.getByLabelText("Display Name"), "Key selection");
+    await user.type(screen.getByPlaceholderText("Describe what this agent does..."), "d");
+    for (let step = 0; step < 3; step++) {
+      await user.click(screen.getByRole("button", { name: /^Next/ }));
+    }
+    await user.click(screen.getByRole("radio", { name: "Assign an existing key" }));
+    const keySelector = await screen.findByPlaceholderText("Search by key name…");
+    await chooseSelectOption(user, keySelector, "Maple key");
+    await user.click(screen.getByRole("button", { name: "Clear" }));
+    await user.click(screen.getByRole("button", { name: /Create Agent/ }));
+    expect(networking.createAgentCall).not.toHaveBeenCalled();
+    expect(networking.keyUpdateCall).not.toHaveBeenCalled();
+    await chooseSelectOption(user, keySelector, "Maple key");
+    await user.click(screen.getByRole("button", { name: /Create Agent/ }));
+    await waitFor(() =>
+      expect(networking.keyUpdateCall).toHaveBeenCalledWith("tok", {
+        key: "key-maple",
+        agent_id: "agent-1",
+      }),
+    );
+    expect(networking.createAgentCall).toHaveBeenCalledTimes(1);
+  });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.tsx
index 108bae977e1..e71fed40209 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/add_agent_form.tsx
@@ -338,6 +338,11 @@ const AddAgentForm: React.FC<AddAgentFormProps> = ({ visible, onClose, accessTok
       return;
     }
 
+    if (keyAssignOption === "existing_key" && !selectedExistingKey) {
+      toast.error("Please select an existing key to assign");
+      return;
+    }
+
     setIsSubmitting(true);
     try {
       const isValid = await form.trigger();
@@ -406,12 +411,7 @@ const AddAgentForm: React.FC<AddAgentFormProps> = ({ visible, onClose, accessTok
           selectedTeamId,
         );
         setCreatedKeyValue(keyResponse.key || null);
-      } else if (keyAssignOption === "existing_key") {
-        if (!selectedExistingKey) {
-          toast.error("Please select an existing key to assign");
-          setIsSubmitting(false);
-          return;
-        }
+      } else if (keyAssignOption === "existing_key" && selectedExistingKey) {
         await keyUpdateCall(accessToken, {
           key: selectedExistingKey,
           agent_id: agentId,
@@ -963,8 +963,8 @@ const AddAgentForm: React.FC<AddAgentFormProps> = ({ visible, onClose, accessTok
                     <SearchSelect
                       inputId="agent-existing-key"
                       placeholder={loadingKeys ? "Loading keys…" : "Search by key name…"}
-                      value={selectedExistingKey ?? ""}
-                      onValueChange={(value) => setSelectedExistingKey(value || null)}
+                      value={selectedExistingKey}
+                      onValueChange={setSelectedExistingKey}
                       options={existingKeys.map((k) => ({
                         label: k.key_alias || k.token?.slice(0, 12) + "…",
                         value: k.token,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_modal.tsx
index 50f9c7cda3c..492a6b5c630 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_modal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/budget_modal.tsx
@@ -82,7 +82,7 @@ const BudgetModal: React.FC<BudgetModalProps> = ({ isModalVisible, setIsModalVis
               control={form.control}
               name="tpm_limit"
               label="Max Tokens per minute"
-              description="Default is model limit."
+              description="Leave blank for no LiteLLM limit. Provider rate limits still apply."
             >
               {({ ref, value, onChange, ...field }) => (
                 <Input
@@ -99,7 +99,7 @@ const BudgetModal: React.FC<BudgetModalProps> = ({ isModalVisible, setIsModalVis
               control={form.control}
               name="rpm_limit"
               label="Max Requests per minute"
-              description="Default is model limit."
+              description="Leave blank for no LiteLLM limit. Provider rate limits still apply."
             >
               {({ ref, value, onChange, ...field }) => (
                 <Input
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/edit_budget_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/edit_budget_modal.tsx
index f4597a72fbb..71fce2de836 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/edit_budget_modal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/budgets/_components/edit_budget_modal.tsx
@@ -88,7 +88,7 @@ const EditBudgetModal: React.FC<EditBudgetModalProps> = ({ isModalVisible, setIs
               control={form.control}
               name="tpm_limit"
               label="Max Tokens per minute"
-              description="Default is model limit."
+              description="Leave blank for no LiteLLM limit. Provider rate limits still apply."
             >
               {({ ref, value, onChange, ...field }) => (
                 <Input
@@ -105,7 +105,7 @@ const EditBudgetModal: React.FC<EditBudgetModalProps> = ({ isModalVisible, setIs
               control={form.control}
               name="rpm_limit"
               label="Max Requests per minute"
-              description="Default is model limit."
+              description="Leave blank for no LiteLLM limit. Provider rate limits still apply."
             >
               {({ ref, value, onChange, ...field }) => (
                 <Input
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
index 2de078c8a33..1753dab4d22 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
@@ -74,7 +74,7 @@ const CacheFormField: React.FC<CacheFormFieldProps> = ({ field, embeddingModels,
               name={name}
               disabled={disabled}
               value={typeof value === "string" && value !== "" ? value : null}
-              onValueChange={(selected: string | null) => onChange(selected ?? "")}
+              onValueChange={onChange}
             >
               <SelectTrigger
                 id={id}
@@ -101,7 +101,7 @@ const CacheFormField: React.FC<CacheFormFieldProps> = ({ field, embeddingModels,
             <Combobox
               items={embeddingModels}
               value={selected}
-              onValueChange={(model: EmbeddingModelOption | null) => onChange(model?.value ?? "")}
+              onValueChange={(model: EmbeddingModelOption | null) => onChange(model?.value ?? null)}
               itemToStringLabel={(model: EmbeddingModelOption) => model.label}
               isItemEqualToValue={(model: EmbeddingModelOption, other: EmbeddingModelOption) =>
                 model.value === other.value
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.ts
index 7b9454a37c3..8da54e3ee78 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.ts
@@ -1,6 +1,6 @@
 import { CACHE_FIELDS, CacheField, CacheSection, REDACTED_VALUE, RedisType } from "./cacheSettingsFields";
 
-export type CacheFormValue = string | number | boolean | undefined;
+export type CacheFormValue = string | number | boolean | null | undefined;
 export type CacheFormValues = Record<string, CacheFormValue>;
 export type CacheSavePayloadValue = string | number | boolean | unknown[];
 export type CacheSavePayload = Record<string, CacheSavePayloadValue>;
@@ -38,6 +38,9 @@ const initialValueForField = (field: CacheField, raw: unknown): CacheFormValue =
     return typeof source === "string" ? source : JSON.stringify(source, null, 2);
   }
 
+  if ((field.type === "select" || field.type === "model-select") && !hasValue(source)) {
+    return null;
+  }
   if (source === undefined || source === null) {
     return "";
   }
@@ -77,7 +80,7 @@ const saveValueForField = (field: CacheField, raw: CacheFormValue): CacheSavePay
   }
 
   if (typeof raw !== "string") {
-    return raw === undefined ? undefined : String(raw);
+    return raw == null ? undefined : String(raw);
   }
   const trimmed = raw.trim();
   return trimmed === "" ? undefined : trimmed;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx
index 918d8947151..0d1da4dc8ce 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx
@@ -1,7 +1,8 @@
 import { describe, it, expect, vi, beforeEach } from "vitest";
-import { fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { fireEvent, renderWithProviders, screen, waitFor } from "../../../../../../tests/test-utils";
 import userEvent from "@testing-library/user-event";
 import CacheSettings from "./index";
+import { fetchAvailableModels } from "@/components/llm_calls/fetch_models";
 
 const { getCacheSettingsCall, testCacheConnectionCall, updateCacheSettingsCall } = vi.hoisted(() => ({
   getCacheSettingsCall: vi.fn(),
@@ -29,7 +30,7 @@ const LOADED_WITH_ADVANCED = {
   },
 };
 
-const renderSettings = () => render(<CacheSettings accessToken="sk-test" userRole="Admin" userID="u1" />);
+const renderSettings = () => renderWithProviders(<CacheSettings accessToken="sk-test" userRole="Admin" userID="u1" />);
 
 const save = async (user: ReturnType<typeof userEvent.setup>) =>
   user.click(screen.getByRole("button", { name: /save changes/i }));
@@ -174,4 +175,42 @@ describe("CacheSettings advanced settings round-trip", () => {
     await waitFor(() => expect(updateCacheSettingsCall).toHaveBeenCalledTimes(1));
     expect(updateCacheSettingsCall.mock.calls[0][1]).not.toHaveProperty("ttl");
   });
+
+  it("should omit a cleared cache model from save and test while retaining other settings", async () => {
+    vi.mocked(fetchAvailableModels).mockResolvedValue([
+      { model_group: "synthetic-embedding", mode: "embedding" },
+    ] as Awaited<ReturnType<typeof fetchAvailableModels>>);
+    getCacheSettingsCall.mockResolvedValue({
+      current_values: {
+        redis_type: "semantic",
+        host: "localhost",
+        redis_semantic_cache_embedding_model: "synthetic-embedding",
+        password: "***REDACTED***",
+        ttl: 0,
+        ssl: false,
+        namespace: "synthetic-cache",
+      },
+    });
+    const user = userEvent.setup();
+    renderSettings();
+    await screen.findByRole("combobox", { name: "Embedding Model" });
+    await user.click(screen.getByRole("button", { name: "Clear" }));
+    const expected = {
+      type: "redis",
+      host: "localhost",
+      port: "6379",
+      similarity_threshold: 0.8,
+      semantic_cache_scope: "key",
+      ssl: false,
+      ssl_check_hostname: false,
+      ttl: 0,
+      namespace: "synthetic-cache",
+    };
+    await user.click(screen.getByRole("button", { name: "Test Connection" }));
+    await waitFor(() => expect(testCacheConnectionCall).toHaveBeenCalledWith("sk-test", expected));
+    await save(user);
+    await waitFor(() =>
+      expect(updateCacheSettingsCall).toHaveBeenCalledWith("sk-test", { ...expected, type: "redis-semantic" }),
+    );
+  });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/ShadowEvalStartForm.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/ShadowEvalStartForm.tsx
index d85d26a21a8..06e332d2cfc 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/ShadowEvalStartForm.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/ShadowEvalStartForm.tsx
@@ -170,8 +170,8 @@ interface StartFormValidityInputs {
   models: string[];
   routerNames: string[];
   direction: ShadowEvalDirection;
-  baselineModel: string;
-  judgeModel: string;
+  baselineModel: string | null;
+  judgeModel: string | null;
   percentage: string;
   maxBudget: string;
 }
@@ -181,13 +181,13 @@ const startFormValidity = (inputs: StartFormValidityInputs) => {
   const percentageValid = parsedPct >= 0.1 && parsedPct <= 100;
   const parsedMaxBudget = Number.parseFloat(inputs.maxBudget);
   const maxBudgetValid = parsedMaxBudget >= 0.01 && parsedMaxBudget <= 10000;
-  const baselinePicked = inputs.direction === "forward" || inputs.baselineModel !== "";
+  const baselinePicked = inputs.direction === "forward" || Boolean(inputs.baselineModel);
   const targetsPicked = inputs.apiKeyIds.length + inputs.teamIds.length + inputs.userIds.length > 0;
   const routerCountValid = inputs.routerNames.length >= 1 && inputs.routerNames.length <= MAX_ROUTERS;
   const routersMatchDirection = inputs.direction === "forward" || inputs.routerNames.length === 1;
   const routersValid = routerCountValid && routersMatchDirection;
   const scopeValid = routersValid && (inputs.direction === "reverse" || inputs.models.length <= MAX_MODELS);
-  const modelsPicked = scopeValid && inputs.judgeModel !== "" && baselinePicked;
+  const modelsPicked = scopeValid && Boolean(inputs.judgeModel) && baselinePicked;
   const filled = targetsPicked && modelsPicked;
   const boundsValid = percentageValid && maxBudgetValid;
   const valid = Boolean(inputs.accessToken) && filled && boundsValid;
@@ -201,7 +201,7 @@ interface StartBodyInputs {
   models: string[];
   routerNames: string[];
   direction: ShadowEvalDirection;
-  baselineModel: string;
+  baselineModel: string | null;
   shadowPercentage: number;
   durationDays: number;
   maxBudget: number;
@@ -215,7 +215,7 @@ const buildStartBody = (inputs: StartBodyInputs) => ({
   models: inputs.direction === "forward" ? inputs.models : [],
   router_names: inputs.routerNames,
   direction: inputs.direction,
-  ...(inputs.direction === "reverse" ? { baseline_model: inputs.baselineModel } : {}),
+  ...(inputs.direction === "reverse" ? { baseline_model: inputs.baselineModel ?? undefined } : {}),
   shadow_percentage: inputs.shadowPercentage,
   duration_days: inputs.durationDays,
   max_budget: inputs.maxBudget,
@@ -230,10 +230,10 @@ export const StartForm: React.FC = () => {
   const [models, setModels] = useState<string[]>([]);
   const [routerNames, setRouterNames] = useState<string[]>([]);
   const [direction, setDirection] = useState<ShadowEvalDirection>("forward");
-  const [baselineModel, setBaselineModel] = useState("");
+  const [baselineModel, setBaselineModel] = useState<string | null>(null);
   const [percentage, setPercentage] = useState("10");
   const [durationDays, setDurationDays] = useState("7");
-  const [judgeModel, setJudgeModel] = useState("");
+  const [judgeModel, setJudgeModel] = useState<string | null>(null);
   const [maxBudget, setMaxBudget] = useState("10");
   const { data: autoRouters } = useAutoRouters();
   const configuredGroups = usePlainModelGroups();
@@ -286,6 +286,7 @@ export const StartForm: React.FC = () => {
   };
   const { parsedPct, parsedMaxBudget, percentageValid, maxBudgetValid, valid } = startFormValidity(validityInputs);
   const handleStart = () => {
+    if (!valid || !judgeModel) return;
     const bodyInputs: StartBodyInputs = {
       apiKeyIds,
       teamIds,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.tsx
index f3bd74260ad..b0612412059 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/index.tsx
@@ -15,7 +15,7 @@ const generateId = () => `entry-${Date.now()}-${Math.random().toString(36).subst
 
 const createDefaultEntry = (): ModelEntry => ({
   id: generateId(),
-  model: "",
+  model: null,
   input_tokens: 1000,
   output_tokens: 500,
   num_requests_per_day: undefined,
@@ -28,7 +28,7 @@ const PricingCalculator: React.FC<PricingCalculatorProps> = ({ accessToken, mode
   const { debouncedFetchForEntry, removeEntry, getMultiModelResult } = useMultiCostEstimate(accessToken);
 
   const handleEntryChange = useCallback(
-    (id: string, field: keyof ModelEntry, value: string | number | undefined) => {
+    (id: string, field: keyof ModelEntry, value: string | number | null | undefined) => {
       setEntries((prev) => {
         const updated = prev.map((entry) => (entry.id === id ? { ...entry, [field]: value } : entry));
         const changedEntry = updated.find((e) => e.id === id);
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/types.ts
index 250857a74f5..859d2f3e8d9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/types.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/pricing_calculator/types.ts
@@ -4,7 +4,7 @@ export interface PricingCalculatorProps {
 }
 
 export interface PricingFormValues {
-  model: string;
+  model: string | null;
   input_tokens: number;
   output_tokens: number;
   num_requests_per_day?: number;
@@ -13,7 +13,7 @@ export interface PricingFormValues {
 
 export interface ModelEntry {
   id: string;
-  model: string;
+  model: string | null;
   input_tokens: number;
   output_tokens: number;
   num_requests_per_day?: number;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
index 1de4e697f64..d45cfc3fe7d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/TeamGuardrailsTab.tsx
@@ -48,7 +48,10 @@ const GUARDRAIL_MODES = [
 ] as const;
 
 const submitGuardrailSchema = z.object({
-  team_id: z.string().min(1, "Select a team"),
+  team_id: z
+    .string()
+    .nullable()
+    .pipe(z.string({ error: "Select a team" }).min(1, "Select a team")),
   guardrail_name: z.string().min(1, "Enter a guardrail name"),
   mode: z.string().min(1, "Select a mode"),
   api_base: z.string().min(1, "Enter the API base URL").refine(isValidUrl, "Must be a valid URL"),
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_configs.ts b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_configs.ts
index 7785a8e44ab..d0afc896260 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_configs.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_configs.ts
@@ -318,4 +318,10 @@ export const GUARDRAIL_PRESETS: Record<string, GuardrailPreset> = {
     mode: "pre_call",
     defaultOn: false,
   },
+  conduct: {
+    provider: "Conduct",
+    guardrailNameSuggestion: "Conduct Guard",
+    mode: "pre_call",
+    defaultOn: false,
+  },
 };
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.test.ts
index 1e486639840..9a9ab3a61d7 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.test.ts
@@ -28,6 +28,7 @@ const EXPECTED_PARTNER_LOGO_FILES: Record<string, string> = {
   repelloai: "repelloai.png",
   straiker: "straiker.svg",
   alice: "alice.svg",
+  conduct: "conduct.png",
 };
 
 describe("guardrail_garden_data logos", () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.ts b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.ts
index 931b3a111d8..165bd8f9967 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_garden_data.ts
@@ -474,6 +474,16 @@ export const PARTNER_GUARDRAIL_CARDS: GuardrailCardInfo[] = [
     tags: ["Content Moderation", "Prompt Injection", "PII", "Policy"],
     providerKey: "Alice",
   },
+  {
+    id: "conduct",
+    name: "Conduct Guard",
+    description:
+      "Conduct Guard evaluates prompts against workspace rules before the model call: prompt injection, PII, and custom policies, with block, warning, and approval verdicts.",
+    category: "partner",
+    logo: guardrailLogoMap["Conduct Guard"],
+    tags: ["Security", "Prompt Injection", "PII", "Policy"],
+    providerKey: "Conduct",
+  },
 ];
 
 export const ALL_CARDS = [...LITELLM_CONTENT_FILTER_CARDS, ...PARTNER_GUARDRAIL_CARDS];
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
index f686ff5644a..fb3cf8f309a 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
@@ -1,6 +1,7 @@
 import aimSecurityLogo from "../../../../../public/assets/logos/aim_security.jpeg";
 import aktoLogo from "../../../../../public/assets/logos/akto.svg";
 import aliceLogo from "../../../../../public/assets/logos/alice.svg";
+import conductLogo from "../../../../../public/assets/logos/conduct.png";
 import aporiaLogo from "../../../../../public/assets/logos/aporia.png";
 import bedrockLogo from "../../../../../public/assets/logos/bedrock.svg";
 import catoNetworksLogo from "../../../../../public/assets/logos/cato_networks.svg";
@@ -85,6 +86,7 @@ export const guardrail_provider_map: Record<string, string> = {
   QostodianNexus: "qostodian_nexus",
   Repelloai: "repelloai",
   Alice: "alice",
+  Conduct: "conduct",
 };
 
 // Function to populate provider map from API response - updates the original map
@@ -208,6 +210,7 @@ export const guardrailLogoMap = {
   "RepelloAI Argus": repelloAiLogo.src,
   Straiker: straikerLogo.src,
   Alice: aliceLogo.src,
+  "Conduct Guard": conductLogo.src,
 } satisfies Record<string, string>;
 
 export const getGuardrailLogo = (displayName: string): string | undefined =>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.test.tsx
index 3ca67b082ec..b0c478920f3 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.test.tsx
@@ -152,6 +152,28 @@ describe("useResourceList", () => {
     await waitFor(() => expect(lastCall().page_size).toBe(25));
   });
 
+  it("reports loading while a new search request is still pending", async () => {
+    let resolveSecond: ((value: ResourceListPage<Row>) => void) | undefined;
+    const fetchPage = vi.fn((query: ResourceListQuery) => {
+      calls.push(query);
+      if (calls.length === 1) return Promise.resolve(page([{ id: "a" }], 3));
+      return new Promise<ResourceListPage<Row>>((resolve) => {
+        resolveSecond = resolve;
+      });
+    });
+    const { result } = renderList({ fetchPage });
+    await waitFor(() => expect(result.current.rows).toEqual([{ id: "a" }]));
+    expect(result.current.isLoading).toBe(false);
+
+    act(() => result.current.onSearchChange("zzz"));
+    await waitFor(() => expect(lastCall().q).toBe("zzz"));
+    expect(result.current.isLoading).toBe(true);
+
+    act(() => resolveSecond?.(page([], 0)));
+    await waitFor(() => expect(result.current.isLoading).toBe(false));
+    expect(result.current.rows).toEqual([]);
+  });
+
   it("surfaces a failed page as an error instead of empty rows", async () => {
     const fetchPage = vi.fn(() => Promise.reject(new Error("boom")));
     const { result } = renderList({ fetchPage });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.ts
index 8a6376b2248..983e537bd00 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/common/useResourceList.ts
@@ -86,7 +86,7 @@ export function useResourceList<TRow>(options: UseResourceListOptions<TRow>): Re
     enabled,
     placeholderData: (previous) => previous,
   };
-  const { data, isLoading, isFetching, error, refetch: refetchQuery } = useQuery(queryOptions);
+  const { data, isLoading, isPlaceholderData, isFetching, error, refetch: refetchQuery } = useQuery(queryOptions);
 
   const toFirstPage = useCallback(() => setPagination((previous) => ({ ...previous, pageIndex: 0 })), []);
 
@@ -123,7 +123,7 @@ export function useResourceList<TRow>(options: UseResourceListOptions<TRow>): Re
   return {
     rows,
     rowCount: data?.meta.total_count ?? 0,
-    isLoading,
+    isLoading: isLoading || isPlaceholderData,
     isFetching,
     error,
     refetch,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useUpdateProject.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useUpdateProject.ts
index 8e6bad04a28..e6dec85128c 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useUpdateProject.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/projects/useUpdateProject.ts
@@ -10,7 +10,7 @@ export interface ProjectUpdateParams {
   description?: string;
   team_id?: string;
   models?: string[];
-  max_budget?: number;
+  max_budget?: number | null;
   blocked?: boolean;
   guardrails?: string[];
   metadata?: Record<string, unknown>;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolArgumentsForm.tsx b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolArgumentsForm.tsx
index 90d38642a5d..48bac2a4dd9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolArgumentsForm.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolArgumentsForm.tsx
@@ -79,13 +79,16 @@ const ToolArgumentControl: React.FC<{
     return (
       <select
         {...control}
-        value={(control.value as string) ?? ""}
+        value={control.value == null ? -1 : prop.enum.indexOf(String(control.value))}
+        onChange={(event) => control.onChange(prop.enum?.[Number(event.target.value)] ?? null)}
         className="w-full rounded-lg border border-input bg-transparent px-3 py-2 text-sm shadow-xs transition-colors focus:border-ring focus:ring-3 focus:ring-ring/50 focus:outline-hidden"
       >
-        {!field.required && <option value="">Select {field.key}</option>}
-        {prop.enum.map((option) => (
-          <option key={option} value={option}>
-            {option}
+        <option value={-1} disabled={field.required}>
+          Select {field.key}
+        </option>
+        {prop.enum.map((option, index) => (
+          <option key={option} value={index}>
+            {option === "" ? "Empty string" : option}
           </option>
         ))}
       </select>
@@ -108,8 +111,8 @@ const ToolArgumentControl: React.FC<{
   if (prop.type === "boolean") {
     return (
       <Select
-        items={field.required ? BOOLEAN_ITEMS : [{ value: "", label: `Select ${field.key}` }, ...BOOLEAN_ITEMS]}
-        value={control.value ?? ""}
+        items={field.required ? BOOLEAN_ITEMS : [{ value: null, label: `Select ${field.key}` }, ...BOOLEAN_ITEMS]}
+        value={control.value ?? null}
         onValueChange={control.onChange}
       >
         <SelectTrigger
@@ -121,7 +124,7 @@ const ToolArgumentControl: React.FC<{
           <SelectValue placeholder={`Select ${field.key}`} />
         </SelectTrigger>
         <SelectContent>
-          {!field.required && <SelectItem value="">Select {field.key}</SelectItem>}
+          {!field.required && <SelectItem value={null}>Select {field.key}</SelectItem>}
           <SelectItem value={true}>True</SelectItem>
           <SelectItem value={false}>False</SelectItem>
         </SelectContent>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolTestPanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolTestPanel.integration.test.tsx
similarity index 86%
rename from ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolTestPanel.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolTestPanel.integration.test.tsx
index 43e0b1ddd1f..f2fd8e319ff 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolTestPanel.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/ToolTestPanel.integration.test.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { fireEvent, render, screen } from "@testing-library/react";
+import { fireEvent, renderWithProviders, screen } from "../../../../../tests/test-utils";
 import userEvent from "@testing-library/user-event";
 import type { UserEvent } from "@testing-library/user-event";
 import { describe, expect, it, vi, type Mock } from "vitest";
@@ -16,7 +16,7 @@ const buildTool = (schema: InputSchema | string): MCPTool => ({
 });
 
 const renderPanel = (schema: InputSchema | string) =>
-  render(
+  renderWithProviders(
     <ToolTestPanel
       tool={buildTool(schema)}
       onSubmit={vi.fn()}
@@ -84,10 +84,10 @@ describe("ToolTestPanel defaults", () => {
     expect(screen.getByLabelText("ratio")).toHaveValue(0.4);
     expect(screen.getByTitle("True")).toBeInTheDocument();
 
-    const keywordsTextarea = screen.getByTestId("textarea-keywords");
+    const keywordsTextarea = screen.getByTestId<HTMLTextAreaElement>("textarea-keywords");
     expect(JSON.parse(keywordsTextarea.value)).toEqual([""]);
 
-    const payloadTextarea = screen.getByTestId("textarea-payload");
+    const payloadTextarea = screen.getByTestId<HTMLTextAreaElement>("textarea-payload");
     expect(JSON.parse(payloadTextarea.value)).toEqual({
       user: {
         id: "",
@@ -131,7 +131,7 @@ describe("ToolTestPanel defaults", () => {
     renderPanel(schema);
 
     expect(screen.getByLabelText("query")).toBeInTheDocument();
-    const filtersTextarea = screen.getByTestId("textarea-filters");
+    const filtersTextarea = screen.getByTestId<HTMLTextAreaElement>("textarea-filters");
     expect(JSON.parse(filtersTextarea.value)).toEqual({
       tag: "",
       metadata: { source: "" },
@@ -164,7 +164,7 @@ describe("ToolTestPanel defaults", () => {
 describe("ToolTestPanel argument payload", () => {
   const submitPanel = async (schema: InputSchema | string, drive?: (user: UserEvent) => Promise<void>) => {
     const onSubmit = vi.fn();
-    render(
+    renderWithProviders(
       <ToolTestPanel
         tool={buildTool(schema)}
         onSubmit={onSubmit}
@@ -195,7 +195,7 @@ describe("ToolTestPanel argument payload", () => {
 
   it("sends what the user typed into the fallback input when the tool has no real schema", async () => {
     const onSubmit = vi.fn();
-    render(
+    renderWithProviders(
       <ToolTestPanel
         tool={buildTool("tool_input_schema")}
         onSubmit={onSubmit}
@@ -244,8 +244,8 @@ describe("ToolTestPanel argument payload", () => {
         properties: { payload: { type: "object" }, tags: { type: "array" } },
       },
       async (user) => {
-        await user.clear(screen.getByTestId("textarea-payload"));
-        await user.type(screen.getByTestId("textarea-payload"), '{{"a":1}');
+        await user.clear(screen.getByTestId<HTMLTextAreaElement>("textarea-payload"));
+        await user.type(screen.getByTestId<HTMLTextAreaElement>("textarea-payload"), '{{"a":1}');
         await user.clear(screen.getByTestId("textarea-tags"));
         await user.type(screen.getByTestId("textarea-tags"), '[["x","y"]');
       },
@@ -279,7 +279,7 @@ describe("ToolTestPanel argument payload", () => {
     const onSubmit = await submitPanel(
       { type: "object", properties: { mode: { type: "string", enum: ["fast", "thorough"] } } },
       async (user) => {
-        await user.selectOptions(screen.getByLabelText("mode"), "thorough");
+        await user.selectOptions(screen.getByLabelText("mode"), screen.getByRole("option", { name: "thorough" }));
       },
     );
 
@@ -317,8 +317,8 @@ describe("ToolTestPanel argument payload", () => {
     const onSubmit = await submitPanel(
       { type: "object", properties: { payload: { type: "object" } } },
       async (user) => {
-        await user.clear(screen.getByTestId("textarea-payload"));
-        await user.type(screen.getByTestId("textarea-payload"), "not json");
+        await user.clear(screen.getByTestId<HTMLTextAreaElement>("textarea-payload"));
+        await user.type(screen.getByTestId<HTMLTextAreaElement>("textarea-payload"), "not json");
       },
     );
 
@@ -360,7 +360,7 @@ describe("ToolTestPanel schema changes under a stable tool name", () => {
       properties: { query: { type: "string" }, limit: { type: "integer", default: 5 } },
     };
 
-    const { rerender } = render(renderWith(before, onSubmit));
+    const { rerender } = renderWithProviders(renderWith(before, onSubmit));
     const user = userEvent.setup();
     await user.type(screen.getByLabelText("message"), "stale value");
 
@@ -380,7 +380,7 @@ describe("ToolTestPanel schema changes under a stable tool name", () => {
     const onSubmit = vi.fn();
     const schema = (): InputSchema => ({ type: "object", properties: { message: { type: "string" } } });
 
-    const { rerender } = render(renderWith(schema(), onSubmit));
+    const { rerender } = renderWithProviders(renderWith(schema(), onSubmit));
     const user = userEvent.setup();
     await user.type(screen.getByLabelText("message"), "typed by hand");
 
@@ -404,7 +404,7 @@ describe("ToolTestPanel optional union-typed parameters", () => {
 
   const runPanel = async (drive: () => void) => {
     const onSubmit = vi.fn();
-    render(
+    renderWithProviders(
       <ToolTestPanel
         tool={buildTool(qaEchoSchema)}
         onSubmit={onSubmit}
@@ -437,7 +437,7 @@ describe("ToolTestPanel optional union-typed parameters", () => {
       },
     });
 
-    const payload = screen.getByTestId("textarea-payload");
+    const payload = screen.getByTestId<HTMLTextAreaElement>("textarea-payload");
     expect(payload).toHaveValue(JSON.stringify({ id: "" }, null, 2));
     expect(screen.getByPlaceholderText("Enter JSON object for payload")).toBe(payload);
     expect(screen.queryByPlaceholderText("Enter payload")).not.toBeInTheDocument();
@@ -471,3 +471,37 @@ describe("ToolTestPanel optional union-typed parameters", () => {
     expect(onSubmit).not.toHaveBeenCalled();
   });
 });
+
+it("should submit an empty enum choice while omitting unset choices and retaining false", async () => {
+  const user = userEvent.setup();
+  const onSubmit = vi.fn();
+  renderWithProviders(
+    <ToolTestPanel
+      tool={buildTool({
+        type: "object",
+        properties: {
+          mode: { type: "string", enum: ["", "fast"], default: "fast" },
+          active: { type: "boolean", default: true },
+        },
+      })}
+      onSubmit={onSubmit}
+      isLoading={false}
+      result={null}
+      error={null}
+      onClose={vi.fn()}
+    />,
+  );
+  await user.selectOptions(
+    screen.getByRole("combobox", { name: "mode" }),
+    screen.getByRole("option", { name: "Select mode" }),
+  );
+  await chooseSelectOption(user, screen.getByRole("combobox", { name: "active" }), "False");
+  await user.click(screen.getByRole("button", { name: "Call Tool" }));
+  expect(onSubmit).toHaveBeenLastCalledWith({ active: false });
+  await user.selectOptions(
+    screen.getByRole("combobox", { name: "mode" }),
+    screen.getByRole("option", { name: "Empty string" }),
+  );
+  await user.click(screen.getByRole("button", { name: "Call Tool" }));
+  expect(onSubmit).toHaveBeenLastCalledWith({ mode: "", active: false });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_discovery.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_discovery.integration.test.tsx
similarity index 71%
rename from ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_discovery.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_discovery.integration.test.tsx
index bdd937a8e6f..02e04a0aa97 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_discovery.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_discovery.integration.test.tsx
@@ -4,6 +4,11 @@ import { describe, it, expect, vi, beforeEach } from "vitest";
 import MCPDiscovery from "./mcp_discovery";
 import { fetchDiscoverableMCPServers } from "@/components/networking";
 import type { DiscoverableMCPServer } from "@/components/mcp_tools/types";
+import { renderWithProviders } from "../../../../../tests/test-utils";
+import { setServerRootPath } from "@/lib/serverRootPath";
+import { existsSync, readFileSync } from "node:fs";
+import { dirname, resolve } from "node:path";
+import { fileURLToPath } from "node:url";
 
 vi.mock("@/components/networking", () => ({
   fetchDiscoverableMCPServers: vi.fn(),
@@ -36,12 +41,53 @@ const defaultProps = {
 describe("MCPDiscovery", () => {
   beforeEach(() => {
     vi.clearAllMocks();
+    setServerRootPath("/");
     vi.mocked(fetchDiscoverableMCPServers).mockResolvedValue({
       servers: [githubServer, slackServer],
       categories: ["Developer Tools", "Communication"],
     });
   });
 
+  it.each(["", "/litellm"])("should render available catalog logos under the %s server root", async (root) => {
+    const testDirectory = dirname(fileURLToPath(import.meta.url));
+    const registry = JSON.parse(
+      readFileSync(resolve(testDirectory, "../../../../../../../litellm/proxy/mcp_registry.json"), "utf8"),
+    ) as { servers: DiscoverableMCPServer[] };
+    const expectedLogos = [
+      ["exa", "/ui/assets/logos/exa_ai.png"],
+      ["tavily", "/ui/assets/logos/tavily.png"],
+      ["slack", "/ui/assets/logos/slack.svg"],
+      ["twilio", "/ui/assets/logos/twilio.svg"],
+      [
+        "playwright",
+        "https://raw.githubusercontent.com/microsoft/playwright/2f6148bcd1a96ec687d55ce08645fc6315b1514e/packages/recorder/public/playwright-logo.svg",
+      ],
+      ["browserbase", "https://www.browserbase.com/favicon.svg"],
+      ["aws", "/ui/assets/logos/aws.svg"],
+    ] as const;
+    setServerRootPath(root);
+    vi.mocked(fetchDiscoverableMCPServers).mockResolvedValue({
+      servers: expectedLogos.map(([name]) => {
+        const server = registry.servers.find((entry) => entry.name === name)!;
+        return server;
+      }),
+      categories: [],
+    });
+
+    renderWithProviders(<MCPDiscovery {...defaultProps} />);
+
+    for (const [name, source] of expectedLogos) {
+      const server = registry.servers.find((entry) => entry.name === name)!;
+      if (source.startsWith("/ui/")) {
+        expect(existsSync(resolve(testDirectory, "../../../../../public", source.slice(4)))).toBe(true);
+      }
+      expect(await screen.findByRole("img", { name: server.title })).toHaveAttribute(
+        "src",
+        source.startsWith("/ui/") ? `${root}${source}` : source,
+      );
+    }
+  });
+
   // Each category name renders twice: once as a filter pill (a button) and once
   // as the heading of its group. Only the heading is not a button.
   const groupHeading = (category: string) => screen.getAllByText(category).filter((el) => el.tagName !== "BUTTON");
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/toolCallArguments.ts b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/toolCallArguments.ts
index bdf0a52d02d..28579514f72 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/toolCallArguments.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/toolCallArguments.ts
@@ -48,12 +48,18 @@ const parseJson = (raw: unknown): ParsedJson => {
 
 const isBlank = (value: unknown): boolean => value === undefined || value === null || value === "";
 
+const isUnsetArgument = (prop: InputSchemaProperty, value: unknown): boolean =>
+  prop.type === "string" && prop.enum ? value == null : isBlank(typeof value === "string" ? value.trim() : value);
+
 export const validateToolArgument = (field: ToolArgumentField, value: unknown): string | undefined => {
   const prop = resolveSchemaProperty(field.prop);
-  const normalized = typeof value === "string" ? value.trim() : value;
-  if (field.required && isBlank(normalized)) {
+  if (field.required && isUnsetArgument(prop, value)) {
     return `Please enter ${field.key}`;
   }
+  if (prop.type === "string" && prop.enum) {
+    if (!isUnsetArgument(prop, value) && !prop.enum.includes(String(value)))
+      return `Please select a valid ${field.key}`;
+  }
   if (!isJsonField(prop) || (isBlank(value) && !field.required)) {
     return undefined;
   }
@@ -72,7 +78,7 @@ export const validateToolArgument = (field: ToolArgumentField, value: unknown):
 
 const coerceArgument = (declared: InputSchemaProperty, value: unknown): unknown => {
   const prop = resolveSchemaProperty(declared);
-  const normalized = typeof value === "string" ? value.trim() : value;
+  const normalized = typeof value === "string" && !prop.enum ? value.trim() : value;
   switch (prop.type) {
     case "boolean":
       return normalized === "true" || normalized === true;
@@ -104,7 +110,7 @@ export const buildToolCallArguments = (
   Object.fromEntries(
     fields
       .map((field, index) => ({ field, value: values[index] }))
-      .filter(({ value }) => !isBlank(typeof value === "string" ? value.trim() : value))
+      .filter(({ field, value }) => !isUnsetArgument(resolveSchemaProperty(field.prop), value))
       .map(({ field, value }) => [field.key, coerceArgument(field.prop, value)]),
   );
 
@@ -199,6 +205,7 @@ function buildDefaultValue(declared: InputSchemaProperty | undefined, overrideDe
 export const initialArgumentValues = (fields: readonly ToolArgumentField[]): unknown[] =>
   fields.map(({ prop }) => {
     const resolved = resolveSchemaProperty(prop);
+    if (resolved.type === "string" && resolved.enum && resolved.default === undefined) return null;
     const defaultValue = buildDefaultValue(resolved);
     if (isJsonField(resolved)) {
       return isBlank(defaultValue) ? "" : JSON.stringify(defaultValue, null, 2);
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx
index 984b8135466..5785d0b37a1 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx
@@ -8,6 +8,8 @@ import { MemoryRow } from "@/components/networking";
 
 import { MemoryTable } from "./MemoryTable";
 
+vi.mock("next/navigation", () => ({ useRouter: () => ({ push: vi.fn() }) }));
+
 const makeMemory = (overrides: Partial<MemoryRow> = {}): MemoryRow => ({
   memory_id: "mem-1",
   key: "user:profile",
@@ -36,6 +38,23 @@ const baseProps = {
 };
 
 describe("MemoryTable", () => {
+  it("links the User ID and Team ID cells to their detail pages", () => {
+    render(<MemoryTable {...baseProps} />);
+
+    expect(screen.getByRole("link", { name: "user-42" })).toHaveAttribute("href", "/ui/users?user=user-42");
+    expect(screen.getByRole("link", { name: "team-7" })).toHaveAttribute("href", "/ui/teams?team=team-7");
+  });
+
+  it("leaves the proxy admin and dashboard sentinels unlinked", () => {
+    const sentinelRow = makeMemory({ user_id: "default_user_id", team_id: "litellm-dashboard" });
+    render(<MemoryTable {...baseProps} data={[sentinelRow]} />);
+
+    expect(screen.getByText("default_user_id")).toBeInTheDocument();
+    expect(screen.getByText("litellm-dashboard")).toBeInTheDocument();
+    expect(screen.queryByRole("link", { name: "default_user_id" })).not.toBeInTheDocument();
+    expect(screen.queryByRole("link", { name: "litellm-dashboard" })).not.toBeInTheDocument();
+  });
+
   it("renders every column header", () => {
     render(<MemoryTable {...baseProps} />);
     for (const header of ["ID", "Name", "Preview", "User ID", "Team ID", "Updated"]) {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTableColumns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTableColumns.tsx
index 6b2a6b08704..62b8ec624fa 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTableColumns.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTableColumns.tsx
@@ -14,6 +14,7 @@ import {
   DropdownMenuTrigger,
 } from "@/components/ui/dropdown-menu";
 import { cn } from "@/lib/cva.config";
+import { teamDetailHref, userDetailHref } from "@/utils/entityLinks";
 
 interface MemoryRowActionsProps {
   row: MemoryRow;
@@ -109,7 +110,10 @@ export const getMemoryTableColumns = ({
     header: "User ID",
     size: 160,
     enableSorting: false,
-    cell: ({ row }) => <IdCell value={row.original.user_id} />,
+    cell: ({ row }) => {
+      const userId = row.original.user_id;
+      return <IdCell value={userId} href={userId ? userDetailHref(userId) : undefined} />;
+    },
   },
   {
     id: "team_id",
@@ -118,7 +122,10 @@ export const getMemoryTableColumns = ({
     header: "Team ID",
     size: 160,
     enableSorting: false,
-    cell: ({ row }) => <IdCell value={row.original.team_id} />,
+    cell: ({ row }) => {
+      const teamId = row.original.team_id;
+      return <IdCell value={teamId} href={teamId ? teamDetailHref(teamId) : undefined} />;
+    },
   },
   {
     id: "updated_at",
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AccessGroupBudgetModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AccessGroupBudgetModal.tsx
index 8df2a6620f9..cf5cf78d08a 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AccessGroupBudgetModal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AccessGroupBudgetModal.tsx
@@ -98,7 +98,11 @@ const AccessGroupBudgetModal: React.FC<AccessGroupBudgetModalProps> = ({
                 )}
               >
                 {({ id, value, onChange }) => (
-                  <BudgetDurationDropdown id={id} value={value || null} onChange={onChange} />
+                  <BudgetDurationDropdown
+                    id={id}
+                    value={value || null}
+                    onChange={(next) => onChange(next ?? undefined)}
+                  />
                 )}
               </FormField>
             </FieldGroup>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTable.tsx
index 5c7dbb18428..8482d0832c3 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AllModelsTable.tsx
@@ -278,7 +278,7 @@ export function AllModelsTable({
                     options={modelGroupOptions}
                     value={(get(MODEL_NAME_COLUMN_ID) as string) ?? ALL_MODEL_GROUPS_VALUE}
                     onValueChange={(value) =>
-                      set(MODEL_NAME_COLUMN_ID, value === ALL_MODEL_GROUPS_VALUE ? undefined : value)
+                      set(MODEL_NAME_COLUMN_ID, value === ALL_MODEL_GROUPS_VALUE ? undefined : value ?? undefined)
                     }
                     placeholder="Filter by Public Model Name"
                     emptyText="No models found"
@@ -289,7 +289,7 @@ export function AllModelsTable({
                     options={accessGroupOptions}
                     value={(get(ACCESS_GROUPS_COLUMN_ID) as string) ?? ALL_MODEL_GROUPS_VALUE}
                     onValueChange={(value) =>
-                      set(ACCESS_GROUPS_COLUMN_ID, value === ALL_MODEL_GROUPS_VALUE ? undefined : value)
+                      set(ACCESS_GROUPS_COLUMN_ID, value === ALL_MODEL_GROUPS_VALUE ? undefined : value ?? undefined)
                     }
                     placeholder="Filter by Model Access Group"
                     emptyText="No model access groups found"
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AddModelPanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AddModelPanel.tsx
index 1443c065d9b..1cdce04d07c 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AddModelPanel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AddModelPanel.tsx
@@ -26,7 +26,7 @@ export default function AddModelPanel() {
   const { data: modelCostMapData } = useModelCostMap();
   const { data: credentialsResponse } = useCredentials();
   const { data: teams } = useTeams();
-  const [selectedProvider, setSelectedProvider] = useState<Providers>(Providers.Anthropic);
+  const [selectedProvider, setSelectedProvider] = useState<string | null>(Providers.Anthropic);
   const [providerModels, setProviderModels] = useState<string[]>([]);
   const [showAdvancedSettings, setShowAdvancedSettings] = useState(false);
 
@@ -57,7 +57,9 @@ export default function AddModelPanel() {
       selectedProvider={selectedProvider}
       setSelectedProvider={setSelectedProvider}
       providerModels={providerModels}
-      setProviderModelsFn={(provider) => setProviderModels(getProviderModels(provider, modelCostMapData))}
+      setProviderModelsFn={(provider) =>
+        setProviderModels(provider === null ? [] : getProviderModels(provider, modelCostMapData))
+      }
       getPlaceholder={getPlaceholder}
       showAdvancedSettings={showAdvancedSettings}
       setShowAdvancedSettings={setShowAdvancedSettings}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.integration.test.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.integration.test.tsx
index bf6b092a2b0..984996351df 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.integration.test.tsx
@@ -153,6 +153,7 @@ describe("ChatUI", () => {
   });
 
   it("should allow the user to select a model", async () => {
+    const user = userEvent.setup();
     render(
       <ChatUI
         accessToken="1234567890"
@@ -172,6 +173,21 @@ describe("ChatUI", () => {
     await waitFor(() => {
       expect(screen.getAllByText("Model 1").length).toBeGreaterThan(0);
     });
+    await user.click(screen.getByRole("option", { name: "Model 1Mode: chat" }));
+    expect(screen.getByPlaceholderText("Select a Model")).toHaveValue("Model 1");
+
+    await user.click(screen.getAllByRole("button", { name: "Clear" })[0]);
+    const input = screen.getByPlaceholderText("Describe the image you want to generate...");
+    fireEvent.change(input, { target: { value: "Contract endpoint check" } });
+    expect(screen.getByRole("button", { name: "Send message" })).toBeDisabled();
+    fireEvent.keyDown(input, { key: "Enter", code: "Enter" });
+    expect(input).toHaveValue("Contract endpoint check");
+    expect(makeOpenAIChatCompletionRequest).not.toHaveBeenCalled();
+    expect(sessionStorage.getItem("endpointType")).toBeNull();
+
+    await selectComboboxOption("Select an endpoint", "/v1/chat/completions");
+    await selectComboboxOption("Select a Model", "Model 1");
+    expect(screen.getByRole("button", { name: "Send message" })).toBeEnabled();
   });
 
   it("shows only endpoint-compatible models when chat endpoint is selected", async () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx
index eca9e2323ae..ed8679cfdc1 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/ChatUI.tsx
@@ -196,17 +196,17 @@ const ChatUI: React.FC<ChatUIProps> = ({
     () => sessionStorage.getItem("customProxyBaseUrl") || "",
   );
   const [inputMessage, setInputMessage] = useState("");
-  const [selectedModel, setSelectedModel] = useState<string | undefined>(simplified ? fixedModel : undefined);
+  const [selectedModel, setSelectedModel] = useState<string | null | undefined>(simplified ? fixedModel : null);
   const [showCustomModelInput, setShowCustomModelInput] = useState<boolean>(false);
   const [modelInfo, setModelInfo] = useState<ModelGroup[]>([]);
   const [isLoadingModels, setIsLoadingModels] = useState(false);
   const [modelLoadError, setModelLoadError] = useState(false);
   const [agentInfo, setAgentInfo] = useState<Agent[]>([]);
-  const [selectedAgent, setSelectedAgent] = useState<string | undefined>(undefined);
+  const [selectedAgent, setSelectedAgent] = useState<string | null>(null);
   const debouncedSetSelectedModel = useDebouncedCallback((value: string) => setSelectedModel(value), {
     wait: CUSTOM_MODEL_DEBOUNCE_WAIT_MS,
   });
-  const [endpointType, setEndpointType] = useState<string>(
+  const [endpointType, setEndpointType] = useState<string | null>(
     () => sessionStorage.getItem("endpointType") || EndpointType.CHAT,
   );
   const [isLoading, setIsLoading] = useState<boolean>(false);
@@ -327,7 +327,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
   };
 
   useEffect(() => {
-    if (isGetCodeModalVisible) {
+    if (isGetCodeModalVisible && endpointType !== null) {
       const code = generateCodeSnippet({
         apiKeySource,
         accessToken,
@@ -342,7 +342,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
         mcpServers,
         mcpServerToolRestrictions,
         endpointType,
-        selectedModel,
+        selectedModel: selectedModel ?? undefined,
         selectedSdk,
         selectedVoice,
         proxySettings,
@@ -376,7 +376,8 @@ const ChatUI: React.FC<ChatUIProps> = ({
     } catch {
       // Storage full or unavailable — non-critical, skip persisting.
     }
-    sessionStorage.setItem("endpointType", endpointType);
+    if (endpointType === null) sessionStorage.removeItem("endpointType");
+    else sessionStorage.setItem("endpointType", endpointType);
     sessionStorage.setItem("selectedTags", JSON.stringify(selectedTags));
     sessionStorage.setItem("selectedVectorStores", JSON.stringify(selectedVectorStores));
     sessionStorage.setItem("selectedGuardrails", JSON.stringify(selectedGuardrails));
@@ -493,7 +494,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
         setAgentInfo(agents);
         // Clear selection if current agent not in list
         if (selectedAgent && !agents.some((a) => a.agent_name === selectedAgent)) {
-          setSelectedAgent(undefined);
+          setSelectedAgent(null);
         }
       } catch (error) {
         console.error("Error fetching agents:", error);
@@ -616,10 +617,11 @@ const ChatUI: React.FC<ChatUIProps> = ({
     setUploadedAudio(file);
   };
 
-  const handleEndpointChange = (value: string) => {
+  const handleEndpointChange = (value: string | null) => {
     setEndpointType(value);
-    setSelectedModel(undefined);
-    setSelectedAgent(undefined);
+    setGeneratedCode("");
+    setSelectedModel(null);
+    setSelectedAgent(null);
     setShowCustomModelInput(false);
     setSelectedMCPDirectTool(undefined);
     if (value === EndpointType.MCP) {
@@ -710,6 +712,11 @@ const ChatUI: React.FC<ChatUIProps> = ({
   };
 
   const handleSendMessage = async () => {
+    if (endpointType === null) {
+      toast.fromError("Please select an endpoint before sending a request");
+      return;
+    }
+
     if (inputMessage.trim() === "" && endpointType !== EndpointType.TRANSCRIPTION && endpointType !== EndpointType.MCP)
       return;
 
@@ -1152,7 +1159,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
     toast.success("Chat history cleared.");
   };
 
-  const onModelChange = (value: string) => {
+  const onModelChange = (value: string | null) => {
     setSelectedModel(value);
     setShowCustomModelInput(value === "custom");
 
@@ -1210,6 +1217,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
               : "Describe the image you want to generate...";
 
   const sendDisabled =
+    endpointType === null ||
     isLoading ||
     (endpointType === EndpointType.MCP
       ? !(selectedMCPServers.length === 1 && selectedMCPServers[0] !== "__all__" && selectedMCPDirectTool)
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/EndpointSelector.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/EndpointSelector.tsx
index 644bab5b5a4..6b286c403a8 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/EndpointSelector.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/EndpointSelector.tsx
@@ -3,8 +3,8 @@ import React from "react";
 import { ENDPOINT_OPTIONS } from "./chatConstants";
 
 interface EndpointSelectorProps {
-  endpointType: string; // Accept string to avoid type conflicts
-  onEndpointChange: (value: string) => void;
+  endpointType: string | null;
+  onEndpointChange: (value: string | null) => void;
   className?: string;
 }
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/SessionManagement.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/SessionManagement.tsx
index 35c8e839159..4dbf9168897 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/SessionManagement.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/SessionManagement.tsx
@@ -7,7 +7,7 @@ import { Switch } from "@/components/ui/switch";
 import { Tooltip, TooltipContent, TooltipTrigger } from "@/components/ui/tooltip";
 
 interface SessionManagementProps {
-  endpointType: string;
+  endpointType: string | null;
   responsesSessionId: string | null;
   useApiSessionManagement: boolean;
   onToggleSessionManagement: (useApi: boolean) => void;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/components/ModelSelector.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/components/ModelSelector.tsx
index 5659875cf82..8ecc0e0c8bb 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/components/ModelSelector.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/compareUI/components/ModelSelector.tsx
@@ -22,7 +22,8 @@ export function ModelSelector({ value, onChange, models, loading, disabled }: Mo
 
   const selectValue = isAddingCustom ? "__custom__" : value || undefined;
 
-  const handleSelectChange = (selected: string) => {
+  const handleSelectChange = (selected: string | null) => {
+    if (selected === null) return;
     if (selected === "__custom__") {
       setIsAddingCustom(true);
       if (value && !options.includes(value)) {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.integration.test.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.integration.test.tsx
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.tsx
index 2830b0fda12..d14165dd849 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/add_policy_form.tsx
@@ -44,10 +44,10 @@ const policyShape = {
     .min(1, "Please enter a policy name")
     .regex(/^[a-zA-Z0-9_-]+$/, "Policy name can only contain letters, numbers, hyphens, and underscores"),
   description: z.string(),
-  inherit: z.string(),
+  inherit: z.string().nullable(),
   guardrails_add: z.array(z.string()),
   guardrails_remove: z.array(z.string()),
-  model_condition: z.string(),
+  model_condition: z.string().nullable(),
 };
 
 const policySchema = z.object(policyShape);
@@ -57,19 +57,19 @@ type PolicyFormValues = z.infer<typeof policySchema>;
 const EMPTY_VALUES: PolicyFormValues = {
   policy_name: "",
   description: "",
-  inherit: "",
+  inherit: null,
   guardrails_add: [],
   guardrails_remove: [],
-  model_condition: "",
+  model_condition: null,
 };
 
 const toFormValues = (policy: Policy): PolicyFormValues => ({
   policy_name: policy.policy_name,
   description: policy.description ?? "",
-  inherit: policy.inherit ?? "",
+  inherit: policy.inherit ?? null,
   guardrails_add: policy.guardrails_add || [],
   guardrails_remove: policy.guardrails_remove || [],
-  model_condition: policy.condition?.model ?? "",
+  model_condition: policy.condition?.model ?? null,
 });
 
 const buildPolicyRequest = (values: PolicyFormValues): PolicyCreateRequest | PolicyUpdateRequest => ({
@@ -529,7 +529,7 @@ const AddPolicyForm: React.FC<AddPolicyFormProps> = ({
                       {...control}
                       id={id}
                       ref={ref}
-                      value={value}
+                      value={value ?? ""}
                       onChange={onChange}
                       placeholder="Leave empty to apply to all models (e.g., gpt-4.* or bedrock/claude-.*)"
                     />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx
index 32e777949d0..c4f76b07a4e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/ai_suggestion_modal.tsx
@@ -68,7 +68,7 @@ const AiSuggestionModal: React.FC<AiSuggestionModalProps> = ({
   const [suggestions, setSuggestions] = useState<SuggestedTemplate[] | null>(null);
   const [explanation, setExplanation] = useState<string | null>(null);
   const [selectedIds, setSelectedIds] = useState<Set<string>>(new Set());
-  const [selectedModel, setSelectedModel] = useState<string | undefined>(undefined);
+  const [selectedModel, setSelectedModel] = useState<string | null>(null);
   const [availableModels, setAvailableModels] = useState<string[]>([]);
   const [isLoadingModels, setIsLoadingModels] = useState(false);
   // Test panel state
@@ -114,7 +114,7 @@ const AiSuggestionModal: React.FC<AiSuggestionModalProps> = ({
     setSuggestions(null);
     setExplanation(null);
     setSelectedIds(new Set());
-    setSelectedModel(undefined);
+    setSelectedModel(null);
     setShowTestPanel(false);
     setTestInputText("");
     setIsTestLoading(false);
@@ -837,7 +837,7 @@ const AiSuggestionModal: React.FC<AiSuggestionModalProps> = ({
               <SearchSelect
                 options={availableModels.map((m) => ({ label: m, value: m }))}
                 value={selectedModel}
-                onValueChange={(value) => setSelectedModel(value || undefined)}
+                onValueChange={setSelectedModel}
                 placeholder={isLoadingModels ? "Loading models..." : "Select a model to analyze your requirements"}
                 emptyText="No models found"
                 disabled={isLoadingModels}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx
index 8651be39f0d..da77b348028 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/pipeline_flow_builder.tsx
@@ -343,7 +343,7 @@ const StepCard: React.FC<StepCardProps> = ({
         <SearchSelect
           options={guardrailOptions}
           value={step.guardrail || undefined}
-          onValueChange={(value) => onChange({ guardrail: value })}
+          onValueChange={(value) => onChange({ guardrail: value ?? undefined })}
           placeholder="Select a guardrail"
           emptyText="No guardrails found"
         />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/template_parameter_modal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/template_parameter_modal.tsx
index 410d4ea8467..b90379b149d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/template_parameter_modal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/policies/_components/template_parameter_modal.tsx
@@ -46,7 +46,7 @@ const TemplateParameterModal: React.FC<TemplateParameterModalProps> = ({
 }) => {
   const [parameterValues, setParameterValues] = useState<Record<string, string>>({});
   const [competitorMode, setCompetitorMode] = useState<"ai" | "manual">("ai");
-  const [selectedModel, setSelectedModel] = useState<string | undefined>(undefined);
+  const [selectedModel, setSelectedModel] = useState<string | null>(null);
   const [availableModels, setAvailableModels] = useState<string[]>([]);
   const [isLoadingModels, setIsLoadingModels] = useState(false);
   const [competitorTags, setCompetitorTags] = useState<string[]>([]);
@@ -72,7 +72,7 @@ const TemplateParameterModal: React.FC<TemplateParameterModalProps> = ({
       });
       setParameterValues(initial);
       setCompetitorMode("ai");
-      setSelectedModel(undefined);
+      setSelectedModel(null);
       setCompetitorTags([]);
       setVariationsMap({});
       setIsGenerating(false);
@@ -297,7 +297,7 @@ const TemplateParameterModal: React.FC<TemplateParameterModalProps> = ({
                     <SearchSelect
                       options={availableModels.map((m) => ({ label: m, value: m }))}
                       value={selectedModel}
-                      onValueChange={(value) => setSelectedModel(value || undefined)}
+                      onValueChange={setSelectedModel}
                       placeholder={isLoadingModels ? "Loading models..." : "Select a model to generate names"}
                       emptyText="No models found"
                       disabled={isLoadingModels}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.integration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.integration.test.tsx
index 5b84aa15dd1..2e39d45e660 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.integration.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.integration.test.tsx
@@ -102,6 +102,20 @@ describe("EditProjectModal submit payload", () => {
     });
   });
 
+  it("should send an explicit clear after blanking a saved budget", async () => {
+    const user = setup();
+    renderModal();
+
+    const budgetInput = screen.getByRole("spinbutton", { name: "Max Budget (USD)" });
+    await user.clear(budgetInput);
+    await user.tab();
+    expect(budgetInput).toHaveValue(null);
+    await save(user);
+
+    await waitFor(() => expect(mutate).toHaveBeenCalled());
+    expect(JSON.parse(JSON.stringify(variables().params))).toMatchObject({ max_budget: null });
+  });
+
   it("includes the advanced fields once Advanced Settings has been opened, even after collapsing it again", async () => {
     const user = setup();
     renderModal();
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.tsx
index 5c1a443d6c5..31582da5b14 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/EditProjectModal.tsx
@@ -10,7 +10,7 @@ import { UiLoadingSpinner } from "@/components/ui/ui-loading-spinner";
 import { ProjectResponse } from "@/app/(dashboard)/hooks/projects/useProjects";
 import { useUpdateProject, ProjectUpdateParams } from "@/app/(dashboard)/hooks/projects/useUpdateProject";
 import { ProjectBaseForm } from "./ProjectBaseForm";
-import { projectFormSchema, type ProjectFormValues } from "./projectFormSchema";
+import { projectFormSchema, type ProjectFormValues, type ProjectSubmitValues } from "./projectFormSchema";
 import { buildProjectUpdateParams } from "./projectFormUtils";
 import { Dialog, DialogContent, DialogHeader, DialogTitle } from "@/components/ui/dialog";
 
@@ -58,7 +58,7 @@ export const toFormValues = (project: ProjectResponse): ProjectFormValues => {
 
   return {
     project_alias: project.project_alias ?? "",
-    team_id: project.team_id ?? "",
+    team_id: project.team_id ?? null,
     description: project.description ?? "",
     models: project.models ?? [],
     max_budget: project.litellm_budget_table?.max_budget ?? undefined,
@@ -81,12 +81,12 @@ function EditProjectForm({ project, onClose, onSuccess }: Omit<EditProjectModalP
   };
 
   const handleSubmit = form.handleSubmit((values) => {
-    const submitted: ProjectFormValues = advancedEverOpened
+    const submitted: ProjectSubmitValues = advancedEverOpened
       ? values
       : { ...values, guardrails: undefined, modelLimits: undefined, metadata: undefined };
 
     const params: ProjectUpdateParams = {
-      ...buildProjectUpdateParams(submitted),
+      ...buildProjectUpdateParams(submitted, project.litellm_budget_table?.max_budget),
       team_id: submitted.team_id,
     };
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.tsx b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.tsx
index fed1a88fe98..b5603ba184c 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/ProjectBaseForm.tsx
@@ -5,7 +5,7 @@ import { useFieldArray, useWatch, type UseFormReturn } from "react-hook-form";
 import { ChevronDown, CircleAlert, Minus, Plus } from "lucide-react";
 
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
-import { ALL_TEAM_MODELS, type ProjectFormValues } from "./projectFormSchema";
+import { ALL_TEAM_MODELS, type ProjectFormValues, type ProjectSubmitValues } from "./projectFormSchema";
 import { useTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
 import { Team } from "@/components/key_team_helpers/key_list";
 import { fetchTeamModels } from "@/components/organisms/create_key_button";
@@ -32,7 +32,7 @@ const toOptionalNumber = (raw: string): number | undefined => {
 };
 
 interface ProjectBaseFormProps {
-  form: UseFormReturn<ProjectFormValues>;
+  form: UseFormReturn<ProjectFormValues, unknown, ProjectSubmitValues>;
   advancedOpen: boolean;
   onAdvancedOpenChange: (open: boolean) => void;
 }
@@ -94,7 +94,7 @@ export function ProjectBaseForm({ form, advancedOpen, onAdvancedOpenChange }: Pr
     }
   }, [selectedTeam, accessToken, userId, userRole]);
 
-  const handleTeamChange = (teamId: string) => {
+  const handleTeamChange = (teamId: string | null) => {
     const team = teams?.find((t) => t.team_id === teamId) ?? null;
     setSelectedTeam(team);
     form.setValue("models", []);
@@ -205,8 +205,19 @@ export function ProjectBaseForm({ form, advancedOpen, onAdvancedOpenChange }: Pr
                   type="number"
                   min={0}
                   placeholder="0.00"
-                  value={value ?? ""}
-                  onChange={(event) => onChange(toOptionalNumber(event.target.value))}
+                  value={Number.isNaN(value) ? "" : value ?? ""}
+                  onInput={(event) => {
+                    if (event.currentTarget.validity.badInput || Number.isNaN(value)) {
+                      onChange(
+                        event.currentTarget.validity.badInput
+                          ? Number.NaN
+                          : toOptionalNumber(event.currentTarget.value) ?? null,
+                      );
+                    }
+                  }}
+                  onChange={(event) =>
+                    onChange(event.target.validity.badInput ? Number.NaN : toOptionalNumber(event.target.value) ?? null)
+                  }
                 />
               </InputGroup>
             )}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormSchema.ts b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormSchema.ts
index 6bfaa831bba..6e6318a9609 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormSchema.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormSchema.ts
@@ -16,10 +16,13 @@ const modelLimitSchema = z.object({
 export const projectFormSchema = z
   .object({
     project_alias: z.string().min(1, "Please enter a project name"),
-    team_id: z.string().min(1, "Please select a team"),
+    team_id: z
+      .string()
+      .nullable()
+      .pipe(z.string({ error: "Please select a team" }).min(1, "Please select a team")),
     description: z.string().optional(),
     models: z.array(z.string()),
-    max_budget: z.number().optional(),
+    max_budget: z.number().nullish(),
     isBlocked: z.boolean(),
     guardrails: z.array(z.string()).optional(),
     modelLimits: z.array(modelLimitSchema).optional(),
@@ -48,11 +51,12 @@ export const projectFormSchema = z
     });
   });
 
-export type ProjectFormValues = z.output<typeof projectFormSchema>;
+export type ProjectFormValues = z.input<typeof projectFormSchema>;
+export type ProjectSubmitValues = z.output<typeof projectFormSchema>;
 
 export const emptyProjectFormValues: ProjectFormValues = {
   project_alias: "",
-  team_id: "",
+  team_id: null,
   description: undefined,
   models: [],
   max_budget: undefined,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.test.ts
index 28d791ddf54..e76555b3ca3 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.test.ts
@@ -27,9 +27,9 @@ describe("buildProjectCreateParams", () => {
     expect(result.description).toBe("A description");
   });
 
-  it("should pass through max_budget when provided", () => {
-    const result = buildProjectCreateParams({ ...baseValues, max_budget: 50.0 });
-    expect(result.max_budget).toBe(50.0);
+  it.each([50.0, 1e308])("should preserve a finite max_budget of %s", (maxBudget) => {
+    const result = buildProjectCreateParams({ ...baseValues, max_budget: maxBudget });
+    expect(JSON.parse(JSON.stringify(result)).max_budget).toBe(maxBudget);
   });
 
   it("should build model_rpm_limit from modelLimits entries", () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.ts b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.ts
index 71c1f5c79af..60e97939e69 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/projects/_components/ProjectModals/projectFormUtils.ts
@@ -16,6 +16,11 @@ const buildModelLimitMap = (
 const buildMetadata = (entries: ProjectFormValues["metadata"]): Record<string, string> | undefined =>
   entries && Object.fromEntries(entries.flatMap((entry) => (entry.key ? [[entry.key, entry.value] as const] : [])));
 
+const roundBudget = (value: number): number => {
+  const rounded = Math.round(value * 100) / 100;
+  return Number.isFinite(rounded) ? rounded : value;
+};
+
 const buildProjectApiParams = (values: ProjectFormValues, sendEmpty: boolean) => {
   const limitEntries = values.modelLimits ?? [];
   const modelRpmLimit = buildModelLimitMap(limitEntries, (entry) => entry.rpm);
@@ -35,7 +40,7 @@ const buildProjectApiParams = (values: ProjectFormValues, sendEmpty: boolean) =>
     project_alias: values.project_alias,
     description: values.description,
     models: values.models ?? [],
-    max_budget: values.max_budget === undefined ? undefined : Math.round(values.max_budget * 100) / 100,
+    max_budget: values.max_budget == null ? undefined : roundBudget(values.max_budget),
     blocked: values.isBlocked ?? false,
     ...guardrailsParam,
     ...(keep(modelRpmLimit) && { model_rpm_limit: modelRpmLimit }),
@@ -53,4 +58,7 @@ export const buildProjectCreateParams = (values: ProjectFormValues) => buildProj
  * /project/update leaves an omitted key untouched, so a limit the operator cleared has to go out as
  * an explicitly empty map. Omitting it is what silently kept a removed quota enforced.
  */
-export const buildProjectUpdateParams = (values: ProjectFormValues) => buildProjectApiParams(values, true);
+export const buildProjectUpdateParams = (values: ProjectFormValues, savedMaxBudget?: number | null) => ({
+  ...buildProjectApiParams(values, true),
+  ...(values.max_budget == null && savedMaxBudget != null ? { max_budget: null } : {}),
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx
index edbb897fb2f..009abf93d1f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx
@@ -10,6 +10,8 @@ vi.mock("@/components/networking", () => ({
   modelHubCall: vi.fn().mockResolvedValue({ data: [] }),
 }));
 
+vi.mock("next/navigation", () => ({ useRouter: () => ({ push: vi.fn() }) }));
+
 const mockPrompts: PromptSpec[] = [
   {
     prompt_id: "prompt-newer",
@@ -53,6 +55,15 @@ describe("PromptTable", () => {
     }
   });
 
+  it("links the Created By cell to the creator's detail page, leaving the placeholder unlinked", () => {
+    const prompts = [mockPrompts[0], { ...mockPrompts[1], created_by: "default_user_id" }];
+    render(<PromptTable {...defaultProps} promptsList={prompts} />);
+
+    expect(screen.getByRole("link", { name: "user-1" })).toHaveAttribute("href", "/ui/users?user=user-1");
+    expect(screen.getByText("default_user_id")).toBeInTheDocument();
+    expect(screen.queryByRole("link", { name: "default_user_id" })).not.toBeInTheDocument();
+  });
+
   it("should display the empty state when data is empty", () => {
     render(<PromptTable {...defaultProps} promptsList={[]} />);
     expect(screen.getByText("No prompts yet")).toBeInTheDocument();
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx
index f927a6d1486..db0392bbd6e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx
@@ -17,6 +17,7 @@ import {
 } from "@/components/ui/dropdown-menu";
 import { cn } from "@/lib/cva.config";
 import { copyToClipboard } from "@/utils/dataUtils";
+import { userDetailHref } from "@/utils/entityLinks";
 
 import { extractModel, getProviderFromModelHub, ModelGroupInfo } from "./prompt_utils";
 
@@ -191,9 +192,16 @@ export const getPromptTableColumns = ({
     enableSorting: false,
     cell: ({ row }) => {
       const createdBy = row.original.created_by;
+      if (!createdBy) {
+        return <span className="text-muted-foreground">-</span>;
+      }
       return (
-        <span className="block max-w-60 truncate text-sm text-muted-foreground" title={createdBy}>
-          {createdBy || "-"}
+        <span className="block max-w-60" title={createdBy}>
+          <IdentityCell
+            title={createdBy}
+            titleClassName="font-normal text-muted-foreground"
+            href={userDetailHref(createdBy)}
+          />
         </span>
       );
     },
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ModelConfigCard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ModelConfigCard.tsx
index a14e45de99a..e9b526c9703 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ModelConfigCard.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/ModelConfigCard.tsx
@@ -6,11 +6,11 @@ import { SettingsIcon } from "lucide-react";
 import ModelSelector from "@/components/common_components/ModelSelector";
 
 interface ModelConfigCardProps {
-  model: string;
+  model: string | null;
   temperature?: number;
   maxTokens?: number;
   accessToken: string | null;
-  onModelChange: (model: string) => void;
+  onModelChange: (model: string | null) => void;
   onTemperatureChange: (temp: number) => void;
   onMaxTokensChange: (tokens: number) => void;
 }
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
index 04cac01365a..0f001979c28 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
@@ -21,7 +21,7 @@ interface PromptEditorHeaderProps {
   editMode?: boolean;
   onShowHistory?: () => void;
   version?: string | null;
-  promptModel?: string;
+  promptModel?: string | null;
   promptVariables?: Record<string, string>;
   accessToken: string | null;
   proxySettings?: {
@@ -85,7 +85,7 @@ const PromptEditorHeader: React.FC<PromptEditorHeaderProps> = ({
       <div className="flex items-center space-x-2">
         <PromptCodeSnippets
           promptId={promptName}
-          model={promptModel}
+          model={promptModel ?? "YOUR_MODEL"}
           promptVariables={promptVariables}
           accessToken={accessToken}
           version={version?.replace("v", "") || "1"}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/types.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/types.ts
index 81cb1f9350a..f56fe48b907 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/types.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/types.ts
@@ -11,7 +11,7 @@ export interface Tool {
 
 export interface PromptType {
   name: string;
-  model: string;
+  model: string | null;
   config: {
     temperature?: number;
     max_tokens?: number;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.test.ts
index 59fcaccb639..e47e83512aa 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.test.ts
@@ -108,6 +108,8 @@ describe("convertToDotPrompt", () => {
     expect(result).toContain("output:");
     expect(result).toContain("format: text");
     expect(result).toContain("User: Hello world");
+    const cleared = convertToDotPrompt({ ...prompt, model: null });
+    expect(cleared).toBe(result.replace("model: gpt-4\n", ""));
   });
 
   it("should include config parameters when set", () => {
@@ -203,6 +205,20 @@ describe("convertToDotPrompt", () => {
 });
 
 describe("parseExistingPrompt", () => {
+  it("should keep saved prompts with missing or blank models unassigned", () => {
+    for (const modelLine of ["", "model: \n"]) {
+      const prompt = parseExistingPrompt({
+        prompt_spec: {
+          prompt_id: "unassigned-prompt",
+          litellm_params: { dotprompt_content: `---\n${modelLine}temperature: 0\n---\nUser: Keep this message` },
+        },
+      });
+
+      expect(prompt.model).toBeNull();
+      expect(convertToDotPrompt(prompt)).not.toMatch(/^model:/m);
+    }
+  });
+
   it("should parse basic dotprompt content", () => {
     const apiResponse = {
       prompt_spec: {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.ts b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.ts
index ef327d93495..3d768e930a9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/utils.ts
@@ -23,7 +23,7 @@ export const extractVariables = (prompt: PromptType): string[] => {
 
 export const convertToDotPrompt = (prompt: PromptType): string => {
   const variables = extractVariables(prompt);
-  let result = `---\nmodel: ${prompt.model}\n`;
+  let result = prompt.model ? `---\nmodel: ${prompt.model}\n` : "---\n";
 
   // Add temperature if set
   if (prompt.config.temperature !== undefined) {
@@ -237,7 +237,7 @@ export const parseExistingPrompt = (apiResponse: any): PromptType => {
 
   return {
     name: baseName,
-    model: parsedFrontmatter.model || "gpt-4o",
+    model: parsedFrontmatter.model || null,
     config: parsedFrontmatter.config,
     tools: parsedFrontmatter.tools,
     developerMessage: parsedBody.developerMessage,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.integration.test.tsx
similarity index 71%
rename from ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.test.tsx
rename to ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.integration.test.tsx
index 0f3ba6c3471..9cd1444b0b9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.integration.test.tsx
@@ -1,6 +1,6 @@
 import { renderWithProviders, screen, within } from "../../../../../tests/test-utils";
 import userEvent from "@testing-library/user-event";
-import { vi } from "vitest";
+import { beforeEach, describe, expect, it, vi } from "vitest";
 import GeneralSettings from "./general_settings";
 import { deleteConfigFieldSetting, getGeneralSettingsCall, updateConfigFieldSetting } from "@/components/networking";
 
@@ -116,3 +116,48 @@ describe("GeneralSettings tabs", () => {
     expect(screen.queryByRole("tab", { name: /auto.?router/i })).not.toBeInTheDocument();
   });
 });
+
+it("should delete only the Default setting and retain explicit false and zero", async () => {
+  vi.mocked(getGeneralSettingsCall).mockResolvedValue([
+    {
+      field_name: "synthetic_choice",
+      field_type: "Select",
+      field_value: "enabled",
+      field_options: ["enabled"],
+      field_description: "choice",
+      stored_in_db: true,
+    },
+    {
+      field_name: "synthetic_flag",
+      field_type: "Boolean",
+      field_value: false,
+      field_description: "flag",
+      stored_in_db: true,
+    },
+    {
+      field_name: "synthetic_count",
+      field_type: "Integer",
+      field_value: 0,
+      field_description: "count",
+      stored_in_db: true,
+    },
+  ]);
+  vi.mocked(updateConfigFieldSetting).mockClear();
+  vi.mocked(deleteConfigFieldSetting).mockClear();
+  const user = userEvent.setup();
+  renderWithProviders(<GeneralSettings accessToken="token" userRole="Admin" userID="user" />);
+  await user.click(screen.getByRole("tab", { name: "General" }));
+  const row = await screen.findByRole("row", { name: /synthetic_choice/ });
+  await user.click(within(row).getByRole("combobox"));
+  await user.click(await screen.findByRole("option", { name: "Default" }));
+  await user.click(within(row).getByRole("button", { name: "Update" }));
+  await user.click(within(screen.getByRole("row", { name: /synthetic_flag/ })).getByRole("button", { name: "Update" }));
+  await user.click(
+    within(screen.getByRole("row", { name: /synthetic_count/ })).getByRole("button", { name: "Update" }),
+  );
+  expect(vi.mocked(deleteConfigFieldSetting).mock.calls).toEqual([["token", "synthetic_choice"]]);
+  expect(vi.mocked(updateConfigFieldSetting).mock.calls).toEqual([
+    ["token", "synthetic_flag", false],
+    ["token", "synthetic_count", 0],
+  ]);
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.tsx b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.tsx
index 6687cf8fd6f..df9e328ec3b 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/router-settings/_components/general_settings.tsx
@@ -92,10 +92,7 @@ const SettingValueEditor: React.FC<{
   }
   if (setting.field_type === "Select") {
     return (
-      <Select
-        value={setting.field_value || null}
-        onValueChange={(newValue) => onChange(setting.field_name, newValue ?? "")}
-      >
+      <Select value={setting.field_value ?? null} onValueChange={(newValue) => onChange(setting.field_name, newValue)}>
         <SelectTrigger className="min-w-32">
           <SelectValue placeholder="Default" />
         </SelectTrigger>
@@ -161,8 +158,8 @@ export const PromptCachingPanel: React.FC<{
             </div>
             <Select
               disabled={!enabled}
-              value={ttlSetting.field_value || null}
-              onValueChange={(newValue) => persist(ANTHROPIC_PROMPT_CACHING_TTL, newValue ?? "")}
+              value={ttlSetting.field_value ?? null}
+              onValueChange={(newValue) => persist(ANTHROPIC_PROMPT_CACHING_TTL, newValue)}
             >
               <SelectTrigger className="min-w-40">
                 <SelectValue placeholder="5m (default)" />
@@ -209,9 +206,11 @@ const GeneralSettings: React.FC<GeneralSettingsPageProps> = ({ accessToken, user
       return;
     }
 
-    let fieldValue = generalSettings.find((setting) => setting.field_name === fieldName)?.field_value;
+    const setting = generalSettings.find((setting) => setting.field_name === fieldName);
+    const fieldValue = setting?.field_value;
 
-    if (fieldValue == null || fieldValue == undefined) {
+    if (fieldValue == null) {
+      if (setting?.field_type === "Select") handleResetField(fieldName);
       return;
     }
     try {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.integration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.integration.test.tsx
index b7962321333..dac43885da4 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.integration.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.integration.test.tsx
@@ -1,5 +1,4 @@
-import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
-import { fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { fireEvent, renderWithProviders, screen, testQueryClient, waitFor } from "../../../../../tests/test-utils";
 import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import * as networking from "@/components/networking";
@@ -23,20 +22,16 @@ const providers = [
   { provider_name: "tavily", ui_friendly_name: "Tavily Search" },
 ];
 
-const renderModal = () => {
-  const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false, gcTime: 0 } } });
-  return render(
-    <QueryClientProvider client={queryClient}>
-      <CreateSearchTool
-        userRole="Admin"
-        accessToken="test-token"
-        onCreateSuccess={vi.fn()}
-        isModalVisible
-        setModalVisible={vi.fn()}
-      />
-    </QueryClientProvider>,
+const renderModal = () =>
+  renderWithProviders(
+    <CreateSearchTool
+      userRole="Admin"
+      accessToken="test-token"
+      onCreateSuccess={vi.fn()}
+      isModalVisible
+      setModalVisible={vi.fn()}
+    />,
   );
-};
 
 const pickProvider = async (user: ReturnType<typeof userEvent.setup>, label: string) => {
   await user.click(screen.getAllByRole("combobox")[0]);
@@ -45,6 +40,7 @@ const pickProvider = async (user: ReturnType<typeof userEvent.setup>, label: str
 
 describe("CreateSearchTools submit payload", () => {
   beforeEach(() => {
+    testQueryClient.clear();
     vi.clearAllMocks();
     vi.mocked(networking.fetchAvailableSearchProviders).mockResolvedValue({ providers });
     vi.mocked(networking.createSearchTool).mockResolvedValue({ search_tool_id: "st-1" });
@@ -145,4 +141,24 @@ describe("CreateSearchTools submit payload", () => {
     ).toBeInTheDocument();
     expect(networking.createSearchTool).not.toHaveBeenCalled();
   });
+
+  it("should block creation after clearing the required provider and accept a restored choice", async () => {
+    const user = userEvent.setup();
+    renderModal();
+    fireEvent.change(await screen.findByLabelText(/Search Tool Name/), { target: { value: "synthetic-search" } });
+    await pickProvider(user, "Perplexity AI");
+    await user.click(screen.getByRole("button", { name: "Clear" }));
+    expect(networking.fetchAvailableSearchProviders).toHaveBeenCalledTimes(1);
+    await user.click(screen.getByRole("button", { name: "Add Search Tool" }));
+    expect(await screen.findByText("Please select a search provider")).toBeInTheDocument();
+    expect(networking.createSearchTool).not.toHaveBeenCalled();
+    await pickProvider(user, "Tavily Search");
+    await user.click(screen.getByRole("button", { name: "Add Search Tool" }));
+    await waitFor(() =>
+      expect(networking.createSearchTool).toHaveBeenCalledWith("test-token", {
+        search_tool_name: "synthetic-search",
+        litellm_params: { search_provider: "tavily" },
+      }),
+    );
+  });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.tsx b/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.tsx
index a724d979af5..eb778726f22 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/search-tools/_components/CreateSearchTools.tsx
@@ -65,7 +65,10 @@ const createSearchToolShape = {
     .string()
     .min(1, "Please enter a search tool name")
     .regex(/^[a-zA-Z0-9_-]+$/, "Name can only contain letters, numbers, hyphens, and underscores"),
-  search_provider: z.string().min(1, "Please select a search provider"),
+  search_provider: z
+    .string()
+    .nullable()
+    .pipe(z.string({ error: "Please select a search provider" }).min(1, "Please select a search provider")),
   api_key: z.string().optional(),
   description: z.string().optional(),
 };
@@ -74,7 +77,7 @@ const createSearchToolSchema = z.object(createSearchToolShape);
 
 type CreateSearchToolFormValues = z.infer<typeof createSearchToolSchema>;
 
-const EMPTY_VALUES: CreateSearchToolFormValues = { search_tool_name: "", search_provider: "" };
+const EMPTY_VALUES: z.input<typeof createSearchToolSchema> = { search_tool_name: "", search_provider: null };
 
 const labelWithHint = (label: string, hint: string): React.ReactNode => (
   <>
@@ -216,8 +219,8 @@ const CreateSearchTool: React.FC<CreateSearchToolProps> = ({
                     <Combobox
                       items={providerNames}
                       itemToStringLabel={providerLabel}
-                      value={value === "" ? null : value}
-                      onValueChange={(provider: string | null) => onChange(provider ?? "")}
+                      value={value}
+                      onValueChange={onChange}
                     >
                       <ComboboxInput
                         id={id}
@@ -226,7 +229,7 @@ const CreateSearchTool: React.FC<CreateSearchToolProps> = ({
                         placeholder="Select a search provider"
                         className="h-10 w-full rounded-lg"
                         disabled={isLoadingProviders}
-                        showClear={value !== ""}
+                        showClear={value != null && value !== ""}
                       />
                       <ComboboxContent>
                         <ComboboxEmpty>No matching search providers</ComboboxEmpty>
@@ -326,7 +329,7 @@ const CreateSearchTool: React.FC<CreateSearchToolProps> = ({
               <SearchConnectionTest
                 key={connectionTestId}
                 litellmParams={{
-                  search_provider: watchedProvider,
+                  search_provider: watchedProvider ?? undefined,
                   api_key: watchedApiKey,
                   api_base: undefined,
                 }}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.tsx b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.tsx
index e420038b124..5627f402a65 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/skills/_components/add_plugin_form.tsx
@@ -55,7 +55,7 @@ const addPluginShape = {
   domain: z.string(),
   namespace: z.string(),
   description: z.string(),
-  category: z.string(),
+  category: z.string().nullable(),
   keywords: z.string(),
   version: z.string(),
   authorName: z.string(),
@@ -76,7 +76,7 @@ const EMPTY_VALUES: AddPluginFormValues = {
   domain: "",
   namespace: "",
   description: "",
-  category: "",
+  category: null,
   keywords: "",
   version: "",
   authorName: "",
@@ -346,18 +346,14 @@ const AddPluginForm: React.FC<AddPluginFormProps> = ({ visible, onClose, accessT
                 label={labelWithHint("Category (Optional)", "Select a category or enter a custom one")}
               >
                 {({ id, value, onChange, "aria-invalid": ariaInvalid, "aria-describedby": ariaDescribedBy }) => (
-                  <Combobox
-                    items={PREDEFINED_CATEGORIES}
-                    value={value === "" ? null : value}
-                    onValueChange={(category: string | null) => onChange(category ?? "")}
-                  >
+                  <Combobox items={PREDEFINED_CATEGORIES} value={value} onValueChange={onChange}>
                     <ComboboxInput
                       id={id}
                       aria-invalid={ariaInvalid}
                       aria-describedby={ariaDescribedBy}
                       placeholder="Select or type a category"
                       className="w-full rounded-lg"
-                      showClear={value !== ""}
+                      showClear={value != null && value !== ""}
                     />
                     <ComboboxContent>
                       <ComboboxEmpty>No matching categories</ComboboxEmpty>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx
index 6f6bdcb6fe4..adb5a167c35 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/components/CreateTagModal.tsx
@@ -143,7 +143,11 @@ const CreateTagModal: React.FC<CreateTagModalProps> = ({ visible, onCancel, onSu
                     )}
                   >
                     {({ id, value, onChange }) => (
-                      <BudgetDurationDropdown id={id} value={value ?? null} onChange={onChange} />
+                      <BudgetDurationDropdown
+                        id={id}
+                        value={value ?? null}
+                        onChange={(next) => onChange(next ?? undefined)}
+                      />
                     )}
                   </FormField>
                 </FieldGroup>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/tag_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/tag_info.tsx
index e8cb358c0cf..1648a99bb0e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/tag_info.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/tag_info.tsx
@@ -28,7 +28,7 @@ const tagEditShape = {
   description: z.string().optional(),
   models: z.array(z.string()).optional(),
   max_budget: z.union([z.string(), z.number()]).optional(),
-  budget_duration: z.string().optional(),
+  budget_duration: z.string().nullish(),
 };
 
 const tagEditSchema = z.object(tagEditShape);
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
index 273e478528e..6c15b3c418d 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
@@ -42,6 +42,7 @@ import { valueFormatterSpend } from "@/components/UsagePage/utils/value_formatte
 import EndpointUsage from "../EndpointUsage/EndpointUsage";
 import ModelViewToggle, { ModelViewType } from "../ModelViewToggle";
 import TopKeyView from "@/components/UsagePage/components/EntityUsage/TopKeyView";
+import KeyActivityPanel from "@/components/UsagePage/components/KeyActivityPanel";
 import TopModelView from "./TopModelView";
 import TeamUserSpendCard from "./TeamUserSpendCard";
 
@@ -654,7 +655,7 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
     {
       key: "keys",
       label: "Key Activity",
-      content: <ActivityMetrics modelMetrics={keyMetrics} hidePromptCachingMetrics={entityType === "agent"} />,
+      content: <KeyActivityPanel keyMetrics={keyMetrics} hidePromptCachingMetrics={entityType === "agent"} />,
     },
     { key: "endpoints", label: "Endpoint Activity", content: <EndpointUsage userSpendData={spendData} /> },
   ];
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
index a92d1209567..de353948db9 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
@@ -30,6 +30,7 @@ import { ActivityMetrics, processActivityData } from "@/components/activity_metr
 import CloudZeroExportModal from "@/components/cloudzero_export_modal";
 import UserDropdown from "@/components/common_components/UserDropdown";
 import EntityUsageExportModal from "@/components/EntityUsageExport";
+import KeyActivityPanel from "@/components/UsagePage/components/KeyActivityPanel";
 import { Team } from "@/components/key_team_helpers/key_list";
 import {
   gatewayDailyActivityCall,
@@ -886,7 +887,7 @@ const UsagePage: React.FC<UsagePageProps> = ({ teams, organizations }) => {
                   <ActivityMetrics modelMetrics={modelMetrics} />
                 </TabsContent>
                 <TabsContent value="keys" keepMounted>
-                  <ActivityMetrics modelMetrics={keyMetrics} />
+                  <KeyActivityPanel keyMetrics={keyMetrics} />
                 </TabsContent>
                 <TabsContent value="mcp" keepMounted>
                   <ActivityMetrics modelMetrics={mcpServerMetrics} />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/DefaultUserSettingsForm.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/DefaultUserSettingsForm.tsx
index 269f3b0af39..0239844851f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/DefaultUserSettingsForm.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/DefaultUserSettingsForm.tsx
@@ -20,7 +20,12 @@ import { useZodForm } from "@/lib/forms/useZodForm";
 import { fetchClient } from "@/lib/http/api";
 
 import { buildBody, settingsToForm, type DefaultInternalUserParams, type InternalUserSettings } from "./mapper";
-import { defaultUserSettingsSchema, EMPTY_TEAM_ROW, type DefaultUserSettingsFormValues } from "./schema";
+import {
+  defaultUserSettingsSchema,
+  EMPTY_TEAM_ROW,
+  type DefaultUserSettingsFormValues,
+  type DefaultUserSettingsSubmitValues,
+} from "./schema";
 
 const NO_RESET = "never";
 
@@ -63,7 +68,7 @@ interface RoleOption {
   description: string;
 }
 
-type SettingsControl = Control<DefaultUserSettingsFormValues, unknown, DefaultUserSettingsFormValues>;
+type SettingsControl = Control<DefaultUserSettingsFormValues, unknown, DefaultUserSettingsSubmitValues>;
 
 const TeamPickerField = ({ control, index }: { control: SettingsControl; index: number }) => {
   const [search, setSearch] = React.useState("");
@@ -233,7 +238,7 @@ const SettingsForm = ({ initialValues, roleOptions, updateSettings, onCancel, on
   const { isDirty } = form.formState;
 
   const mutation = useMutation({
-    mutationFn: (values: DefaultUserSettingsFormValues) => updateSettings(buildBody(values)),
+    mutationFn: (values: DefaultUserSettingsSubmitValues) => updateSettings(buildBody(values)),
     onSuccess: (_result, values) => {
       toast.success("Default user settings updated successfully");
       queryClient.invalidateQueries({ queryKey: SETTINGS_QUERY_KEY });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.test.ts
index e8b350332c8..f4a7f001480 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.test.ts
@@ -1,7 +1,7 @@
 import { describe, expect, it } from "vitest";
 
 import { buildBody, settingsToForm } from "./mapper";
-import type { DefaultUserSettingsFormValues } from "./schema";
+import type { DefaultUserSettingsSubmitValues } from "./schema";
 
 const CONFIGURED_SETTINGS = {
   user_role: "internal_user",
@@ -59,13 +59,13 @@ describe("settingsToForm", () => {
 
   it("degrades an unrecognisable team entry to a blank row instead of throwing", () => {
     expect(settingsToForm({ teams: [{ max_budget_in_team: 5 }, 7] }).teams).toStrictEqual([
-      { team_id: "", max_budget_in_team: "", user_role: "user" },
-      { team_id: "", max_budget_in_team: "", user_role: "user" },
+      { team_id: null, max_budget_in_team: "", user_role: "user" },
+      { team_id: null, max_budget_in_team: "", user_role: "user" },
     ]);
   });
 });
 
-const formValues = (overrides: Partial<DefaultUserSettingsFormValues> = {}): DefaultUserSettingsFormValues => ({
+const formValues = (overrides: Partial<DefaultUserSettingsSubmitValues> = {}): DefaultUserSettingsSubmitValues => ({
   user_role: "internal_user",
   max_budget: "100",
   budget_duration: "30d",
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.ts b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.ts
index 50365081afb..ac528542ae2 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/mapper.ts
@@ -2,7 +2,12 @@ import { z } from "zod/v4";
 
 import type { components } from "@/lib/http/schema";
 
-import { EMPTY_TEAM_ROW, type DefaultTeamRowValues, type DefaultUserSettingsFormValues } from "./schema";
+import {
+  EMPTY_TEAM_ROW,
+  type DefaultTeamRowValues,
+  type DefaultUserSettingsFormValues,
+  type DefaultUserSettingsSubmitValues,
+} from "./schema";
 
 export type InternalUserSettings = components["schemas"]["InternalUserSettingsResponse"];
 export type DefaultInternalUserParams = components["schemas"]["DefaultInternalUserParams"];
@@ -60,13 +65,13 @@ const textOrNull = (raw: string): string | null => (raw.trim() === "" ? null : r
 
 const listOrNull = <T>(items: readonly T[]): T[] | null => (items.length === 0 ? null : [...items]);
 
-const toTeamBody = (team: DefaultTeamRowValues): DefaultTeamBody => ({
+const toTeamBody = (team: DefaultUserSettingsSubmitValues["teams"][number]): DefaultTeamBody => ({
   team_id: team.team_id,
   max_budget_in_team: numberOrNull(team.max_budget_in_team),
   user_role: team.user_role,
 });
 
-export const buildBody = (values: DefaultUserSettingsFormValues): DefaultInternalUserParams => ({
+export const buildBody = (values: DefaultUserSettingsSubmitValues): DefaultInternalUserParams => ({
   user_role: asDefaultUserRole(values.user_role),
   max_budget: numberOrNull(values.max_budget),
   budget_duration: textOrNull(values.budget_duration),
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/schema.ts b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/schema.ts
index 7309e3745da..cd66c3addc8 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/schema.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/default-user-settings/schema.ts
@@ -10,14 +10,17 @@ const amountOrEmpty = z
   );
 
 const defaultTeamRowSchema = z.object({
-  team_id: z.string().min(1, "Select a team"),
+  team_id: z
+    .string()
+    .nullable()
+    .pipe(z.string({ error: "Select a team" }).min(1, "Select a team")),
   max_budget_in_team: amountOrEmpty,
   user_role: z.enum(["user", "admin"]),
 });
 
-export type DefaultTeamRowValues = z.output<typeof defaultTeamRowSchema>;
+export type DefaultTeamRowValues = z.input<typeof defaultTeamRowSchema>;
 
-export const EMPTY_TEAM_ROW: DefaultTeamRowValues = { team_id: "", max_budget_in_team: "", user_role: "user" };
+export const EMPTY_TEAM_ROW: DefaultTeamRowValues = { team_id: null, max_budget_in_team: "", user_role: "user" };
 
 const defaultUserSettingsShape = {
   user_role: z.string(),
@@ -41,4 +44,5 @@ export const defaultUserSettingsSchema = z.object(defaultUserSettingsShape).supe
   );
 });
 
-export type DefaultUserSettingsFormValues = z.output<typeof defaultUserSettingsSchema>;
+export type DefaultUserSettingsFormValues = z.input<typeof defaultUserSettingsSchema>;
+export type DefaultUserSettingsSubmitValues = z.output<typeof defaultUserSettingsSchema>;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
index 6b0423067fd..10a13c1dbd7 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
@@ -344,5 +344,16 @@ describe("ViewUserDashboard", () => {
       expect(latest[4]).toBeNull();
       expect(latest[2]).toBe(1);
     });
+
+    it("replaces the previous rows with the loading state while the search request is pending", async () => {
+      renderDashboard();
+      expect(await screen.findByText("test@example.com")).toBeInTheDocument();
+
+      userListCall.mockReturnValue(new Promise(() => undefined));
+      fireEvent.change(screen.getByPlaceholderText("Search by email or ID…"), { target: { value: "zzznomatch" } });
+
+      expect(await screen.findByText("Loading users…")).toBeInTheDocument();
+      expect(screen.queryByText("test@example.com")).not.toBeInTheDocument();
+    });
   });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx
index 1ed23e7f523..20ce22b6444 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx
@@ -295,7 +295,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
     <UsersTable
       data={users}
       rowCount={totalUserCount}
-      isLoading={userListQuery.isLoading}
+      isLoading={userListQuery.isLoading || userListQuery.isPlaceholderData}
       possibleUIRoles={possibleUIRoles}
       teams={teams}
       sorting={sorting}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx
index 875df74652c..8fa76a64af6 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx
@@ -192,7 +192,7 @@ export function UsersTable({
                   <SearchSelect
                     options={roleOptions}
                     value={(get("user_role") as string) || undefined}
-                    onValueChange={(value) => set("user_role", value)}
+                    onValueChange={(value) => set("user_role", value ?? undefined)}
                     placeholder="Select a role…"
                     emptyText="No roles found"
                   />
@@ -201,7 +201,7 @@ export function UsersTable({
                   <SearchSelect
                     options={teamOptions}
                     value={(get("team") as string) || undefined}
-                    onValueChange={(value) => set("team", value)}
+                    onValueChange={(value) => set("team", value ?? undefined)}
                     placeholder="Select a team…"
                     emptyText="No teams found"
                   />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.integration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.integration.test.tsx
index 69254b1ffe4..0f1a44851c7 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.integration.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.integration.test.tsx
@@ -1,4 +1,4 @@
-import { fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { fireEvent, renderWithProviders as render, screen, waitFor } from "../../../../../../tests/test-utils";
 import userEvent, { PointerEventsCheckLevel } from "@testing-library/user-event";
 import { describe, expect, it, vi, beforeEach } from "vitest";
 import UserInfoView from "./user_info_view";
@@ -163,6 +163,35 @@ describe("UserInfoView add-to-team form", () => {
 
       expect(await openEditor(user)).toHaveValue(42);
     });
+
+    it("should keep Unlimited selected after saving and reopening the user", async () => {
+      const user = setup();
+      render(<UserInfoView {...budgetProps} />);
+
+      await openEditor(user);
+      await user.click(screen.getByRole("checkbox", { name: "Unlimited Budget" }));
+      await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+      await waitFor(() => expect(mockUserUpdateUserCall).toHaveBeenCalled());
+      expect(mockUserUpdateUserCall.mock.calls[0][1]).toMatchObject({ max_budget: null });
+      await openEditor(user);
+      expect(screen.getByRole("checkbox", { name: "Unlimited Budget" })).toBeChecked();
+    });
+
+    it("should keep a cleared reset period after saving and reopening the user", async () => {
+      const user = setup();
+      render(<UserInfoView {...budgetProps} />);
+
+      await openEditor(user);
+      await user.click(screen.getByRole("combobox", { name: "Reset Budget" }));
+      await user.click(await screen.findByRole("option", { name: "n/a" }));
+      await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+      await waitFor(() => expect(mockUserUpdateUserCall).toHaveBeenCalled());
+      expect(mockUserUpdateUserCall.mock.calls[0][1]).toMatchObject({ budget_duration: null });
+      await openEditor(user);
+      expect(screen.getByRole("combobox", { name: "Reset Budget" })).toHaveTextContent("n/a");
+    });
   });
 
   it("offers only the teams the user is not already a member of", async () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.tsx
index eed39c8e585..e083e549552 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/user_info_view.tsx
@@ -332,8 +332,9 @@ export default function UserInfoView({
         user_email: formValues.user_email ?? userData.user_email,
         user_alias: formValues.user_alias ?? userData.user_alias,
         models: formValues.models ?? userData.models,
-        max_budget: formValues.max_budget ?? userData.max_budget,
-        budget_duration: formValues.budget_duration ?? userData.budget_duration,
+        max_budget: formValues.max_budget === undefined ? userData.max_budget : formValues.max_budget,
+        budget_duration:
+          formValues.budget_duration === undefined ? userData.budget_duration : formValues.budget_duration,
         metadata: formValues.metadata ?? userData.metadata,
         model_max_budget: formValues.model_max_budget ?? userData.model_max_budget,
         object_permission: mcpEntitlement
diff --git a/ui/litellm-dashboard/src/components/CreateUserButton.tsx b/ui/litellm-dashboard/src/components/CreateUserButton.tsx
index 0f7c356b8cc..83a72e50f5c 100644
--- a/ui/litellm-dashboard/src/components/CreateUserButton.tsx
+++ b/ui/litellm-dashboard/src/components/CreateUserButton.tsx
@@ -59,7 +59,7 @@ interface UISettings {
 interface CreateUserFormValues {
   user_email?: string;
   user_role: string;
-  team_id?: string;
+  team_id?: string | null;
   organization_ids?: string[];
   metadata?: string;
   send_invite_email: boolean;
diff --git a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysPage.test.tsx b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysPage.test.tsx
index ee2f42ad85b..31cd407a5e6 100644
--- a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysPage.test.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysPage.test.tsx
@@ -5,6 +5,8 @@ import { renderWithProviders } from "../../../tests/test-utils";
 import DeletedKeysPage from "./DeletedKeysPage";
 import { useDeletedKeys, DeletedKeyResponse } from "@/app/(dashboard)/hooks/keys/useKeys";
 
+vi.mock("next/navigation", () => ({ useRouter: () => ({ push: vi.fn() }) }));
+
 vi.mock("@/app/(dashboard)/hooks/keys/useKeys", () => ({
   useDeletedKeys: vi.fn(),
 }));
diff --git a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.test.tsx b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.test.tsx
index 7e30ef2c135..dd8007be264 100644
--- a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTable.test.tsx
@@ -5,6 +5,8 @@ import { renderWithProviders } from "../../../../tests/test-utils";
 import { DeletedKeysTable } from "./DeletedKeysTable";
 import { DeletedKeyResponse } from "@/app/(dashboard)/hooks/keys/useKeys";
 
+vi.mock("next/navigation", () => ({ useRouter: () => ({ push: vi.fn() }) }));
+
 const makeDeletedKey = (overrides: Partial<DeletedKeyResponse> = {}): DeletedKeyResponse =>
   ({
     token: "sk-1234567890abcdef",
@@ -86,3 +88,19 @@ it("should show the empty state when there are no deleted keys", () => {
 
   expect(screen.getByText("No deleted keys found")).toBeInTheDocument();
 });
+
+it("links the owner, creator and deleter cells to their user detail pages", () => {
+  renderWithProviders(<DeletedKeysTable {...defaultProps} keys={[makeDeletedKey({ deleted_by: "deleter-1" })]} />);
+
+  expect(screen.getByRole("link", { name: "user-1" })).toHaveAttribute("href", "/ui/users?user=user-1");
+  expect(screen.getByRole("link", { name: "creator-1" })).toHaveAttribute("href", "/ui/users?user=creator-1");
+  expect(screen.getByRole("link", { name: "deleter-1" })).toHaveAttribute("href", "/ui/users?user=deleter-1");
+});
+
+it("leaves the default_user_id placeholder unlinked", () => {
+  const placeholderKey = makeDeletedKey({ user_id: "default_user_id", created_by: "default_user_id" });
+  renderWithProviders(<DeletedKeysTable {...defaultProps} keys={[placeholderKey]} />);
+
+  expect(screen.getAllByText("default_user_id")).toHaveLength(2);
+  expect(screen.queryByRole("link", { name: "default_user_id" })).not.toBeInTheDocument();
+});
diff --git a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTableColumns.tsx b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTableColumns.tsx
index aa7d6380cc3..32185f867b4 100644
--- a/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedKeysPage/DeletedKeysTable/DeletedKeysTableColumns.tsx
@@ -3,8 +3,9 @@
 import { ColumnDef } from "@tanstack/react-table";
 
 import { DataTableSortHeader } from "@/components/shared/DataTable";
-import { DateCell, IdCell, MoneyCell } from "@/components/shared/table_cells";
+import { DateCell, IdCell, IdentityCell, MoneyCell } from "@/components/shared/table_cells";
 import { DeletedKeyResponse } from "@/app/(dashboard)/hooks/keys/useKeys";
+import { userDetailHref } from "@/utils/entityLinks";
 
 function TruncatedTextCell({ value }: { value: string | null | undefined }) {
   if (!value) {
@@ -17,6 +18,17 @@ function TruncatedTextCell({ value }: { value: string | null | undefined }) {
   );
 }
 
+function UserLinkCell({ userId }: { userId: string | null | undefined }) {
+  if (!userId) {
+    return <span className="text-muted-foreground">-</span>;
+  }
+  return (
+    <span className="block max-w-60" title={userId}>
+      <IdentityCell title={userId} titleClassName="font-normal" href={userDetailHref(userId)} />
+    </span>
+  );
+}
+
 export const getDeletedKeysTableColumns = (): ColumnDef<DeletedKeyResponse>[] => [
   {
     id: "token",
@@ -89,7 +101,7 @@ export const getDeletedKeysTableColumns = (): ColumnDef<DeletedKeyResponse>[] =>
     header: "User ID",
     size: 120,
     enableSorting: false,
-    cell: ({ row }) => <IdCell value={row.original.user_id} variant="plain" />,
+    cell: ({ row }) => <UserLinkCell userId={row.original.user_id} />,
   },
   {
     id: "created_at",
@@ -107,7 +119,7 @@ export const getDeletedKeysTableColumns = (): ColumnDef<DeletedKeyResponse>[] =>
     header: "Created By",
     size: 120,
     enableSorting: false,
-    cell: ({ row }) => <TruncatedTextCell value={row.original.created_by} />,
+    cell: ({ row }) => <UserLinkCell userId={row.original.created_by} />,
   },
   {
     id: "deleted_at",
@@ -125,6 +137,6 @@ export const getDeletedKeysTableColumns = (): ColumnDef<DeletedKeyResponse>[] =>
     header: "Deleted By",
     size: 120,
     enableSorting: false,
-    cell: ({ row }) => <TruncatedTextCell value={row.original.deleted_by} />,
+    cell: ({ row }) => <UserLinkCell userId={row.original.deleted_by} />,
   },
 ];
diff --git a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsPage.test.tsx b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsPage.test.tsx
index 952d8764463..d2d25f5e47e 100644
--- a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsPage.test.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsPage.test.tsx
@@ -5,6 +5,8 @@ import { renderWithProviders } from "../../../tests/test-utils";
 import DeletedTeamsPage from "./DeletedTeamsPage";
 import { useDeletedTeams, DeletedTeam } from "@/app/(dashboard)/hooks/teams/useTeams";
 
+vi.mock("next/navigation", () => ({ useRouter: () => ({ push: vi.fn() }) }));
+
 vi.mock("@/app/(dashboard)/hooks/teams/useTeams", () => ({
   useDeletedTeams: vi.fn(),
 }));
diff --git a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.test.tsx b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.test.tsx
index e166f6b0d1b..837fb583f30 100644
--- a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTable.test.tsx
@@ -4,6 +4,8 @@ import { renderWithProviders } from "../../../../tests/test-utils";
 import { DeletedTeamsTable } from "./DeletedTeamsTable";
 import { DeletedTeam } from "@/app/(dashboard)/hooks/teams/useTeams";
 
+vi.mock("next/navigation", () => ({ useRouter: () => ({ push: vi.fn() }) }));
+
 const makeDeletedTeam = (overrides: Partial<DeletedTeam> = {}): DeletedTeam => ({
   team_id: "team-1",
   team_alias: "Test Team",
@@ -81,3 +83,21 @@ it("renders the shared pagination footer with the server row count", () => {
   expect(screen.getByTestId("pagination-prev")).toBeEnabled();
   expect(screen.getByTestId("pagination-next")).toBeDisabled();
 });
+
+it("links the organization and deleted by cells, leaving the deleted team id unlinked", () => {
+  renderWithProviders(
+    <DeletedTeamsTable teams={[makeDeletedTeam()]} isLoading={false} rowCount={1} {...paginationProps} />,
+  );
+
+  expect(screen.getByRole("link", { name: "org-1" })).toHaveAttribute("href", "/ui/organizations?org=org-1");
+  expect(screen.getByRole("link", { name: "user-1" })).toHaveAttribute("href", "/ui/users?user=user-1");
+  expect(screen.queryByRole("link", { name: "team-1" })).not.toBeInTheDocument();
+});
+
+it("leaves the default_user_id placeholder unlinked in the deleted by cell", () => {
+  const team = makeDeletedTeam({ deleted_by: "default_user_id", organization_id: null });
+  renderWithProviders(<DeletedTeamsTable teams={[team]} isLoading={false} rowCount={1} {...paginationProps} />);
+
+  expect(screen.getByText("default_user_id")).toBeInTheDocument();
+  expect(screen.queryByRole("link", { name: "default_user_id" })).not.toBeInTheDocument();
+});
diff --git a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTableColumns.tsx b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTableColumns.tsx
index e36077fd2c3..172f0417027 100644
--- a/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/DeletedTeamsPage/DeletedTeamsTable/DeletedTeamsTableColumns.tsx
@@ -3,8 +3,20 @@
 import { ColumnDef } from "@tanstack/react-table";
 
 import { DataTableSortHeader } from "@/components/shared/DataTable";
-import { DateCell, IdCell, ModelsCell, MoneyCell } from "@/components/shared/table_cells";
+import { DateCell, IdCell, IdentityCell, ModelsCell, MoneyCell } from "@/components/shared/table_cells";
 import { DeletedTeam } from "@/app/(dashboard)/hooks/teams/useTeams";
+import { orgDetailHref, userDetailHref } from "@/utils/entityLinks";
+
+function EntityCell({ value, href }: { value: string | null | undefined; href: string | undefined }) {
+  if (!value) {
+    return <span className="text-muted-foreground">-</span>;
+  }
+  return (
+    <span className="block max-w-60" title={value}>
+      <IdentityCell title={value} titleClassName="font-normal" href={href} />
+    </span>
+  );
+}
 
 export const getDeletedTeamsTableColumns = (): ColumnDef<DeletedTeam>[] => [
   {
@@ -78,7 +90,10 @@ export const getDeletedTeamsTableColumns = (): ColumnDef<DeletedTeam>[] => [
     header: "Organization",
     size: 150,
     enableSorting: false,
-    cell: ({ row }) => <IdCell value={row.original.organization_id} variant="plain" />,
+    cell: ({ row }) => {
+      const orgId = row.original.organization_id;
+      return <EntityCell value={orgId} href={orgId ? orgDetailHref(orgId) : undefined} />;
+    },
   },
   {
     id: "deleted_at",
@@ -97,15 +112,8 @@ export const getDeletedTeamsTableColumns = (): ColumnDef<DeletedTeam>[] => [
     size: 120,
     enableSorting: false,
     cell: ({ row }) => {
-      const value = row.original.deleted_by;
-      if (!value) {
-        return <span className="text-muted-foreground">-</span>;
-      }
-      return (
-        <span className="block max-w-60 truncate" title={value}>
-          {value}
-        </span>
-      );
+      const deletedBy = row.original.deleted_by;
+      return <EntityCell value={deletedBy} href={deletedBy ? userDetailHref(deletedBy) : undefined} />;
     },
   },
 ];
diff --git a/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.test.tsx b/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.test.tsx
index 535694f14da..f4c9cc7c44c 100644
--- a/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.test.tsx
+++ b/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.test.tsx
@@ -1,4 +1,4 @@
-import { renderWithProviders, screen } from "../../tests/test-utils";
+import { fireEvent, renderWithProviders, screen } from "../../tests/test-utils";
 import { vi } from "vitest";
 import { EnvCredentialLoginWarningBanner } from "./EnvCredentialLoginWarningBanner";
 import type { HealthReadinessDetailsResponse } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails";
@@ -23,6 +23,22 @@ const mockRole = (userRole: string) => {
 };
 
 describe("EnvCredentialLoginWarningBanner", () => {
+  beforeEach(() => {
+    localStorage.clear();
+  });
+
+  it("should hide the banner when dismissed and stay hidden on remount", () => {
+    mockRole("Admin");
+    mockDetails({ status: "healthy", show_env_credential_login_warning: true });
+    const first = renderWithProviders(<EnvCredentialLoginWarningBanner accessToken="token" />);
+    fireEvent.click(screen.getByRole("button", { name: "Dismiss banner" }));
+    expect(first.container).toBeEmptyDOMElement();
+
+    first.unmount();
+    const second = renderWithProviders(<EnvCredentialLoginWarningBanner accessToken="token" />);
+    expect(second.container).toBeEmptyDOMElement();
+  });
+
   it("should warn an admin when env-credential login is enabled", () => {
     mockRole("Admin");
     mockDetails({ status: "healthy", show_env_credential_login_warning: true });
diff --git a/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.tsx b/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.tsx
index 3a9d50011f1..a2cd531759e 100644
--- a/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.tsx
+++ b/ui/litellm-dashboard/src/components/EnvCredentialLoginWarningBanner.tsx
@@ -1,26 +1,37 @@
 "use client";
 
-import React from "react";
-import { TriangleAlert } from "lucide-react";
+import React, { useState } from "react";
+import { TriangleAlert, X } from "lucide-react";
+import { Button } from "@/components/ui/button";
 import { useHealthReadinessDetails } from "@/app/(dashboard)/hooks/healthReadiness/useHealthReadinessDetails";
 import { useAuth } from "@/contexts/AuthContext";
 import { isAdminRole } from "@/utils/roles";
 
+const DISMISS_STORAGE_KEY = "litellm:envCredentialLoginWarningDismissed";
+
 export const EnvCredentialLoginWarningBanner: React.FC<{ accessToken: string | null }> = ({ accessToken }) => {
   const { userRole } = useAuth();
   const { data: healthData } = useHealthReadinessDetails(accessToken);
+  const [dismissed, setDismissed] = useState(
+    () => typeof window !== "undefined" && localStorage.getItem(DISMISS_STORAGE_KEY) === "true",
+  );
 
-  if (!isAdminRole(userRole) || !healthData?.show_env_credential_login_warning) {
+  if (dismissed || !isAdminRole(userRole) || !healthData?.show_env_credential_login_warning) {
     return null;
   }
 
+  const handleDismiss = () => {
+    localStorage.setItem(DISMISS_STORAGE_KEY, "true");
+    setDismissed(true);
+  };
+
   return (
     <div
       role="alert"
       className="flex items-start gap-3 border-b border-destructive/40 bg-destructive/10 px-4 py-3 text-sm text-destructive"
     >
       <TriangleAlert className="mt-0.5 size-5 shrink-0" aria-hidden="true" />
-      <div>
+      <div className="min-w-0 flex-1">
         <p className="font-semibold">Environment-credential login is enabled</p>
         <p>
           Anyone with <code className="font-mono">UI_USERNAME</code>/<code className="font-mono">UI_PASSWORD</code> (or
@@ -30,6 +41,9 @@ export const EnvCredentialLoginWarningBanner: React.FC<{ accessToken: string | n
           off.
         </p>
       </div>
+      <Button variant="ghost" size="icon-sm" className="shrink-0" aria-label="Dismiss banner" onClick={handleDismiss}>
+        <X />
+      </Button>
     </div>
   );
 };
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx
index 390684d3739..f78790dea88 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings.tsx
@@ -115,7 +115,7 @@ export default function MCPSemanticFilterSettings({ accessToken }: MCPSemanticFi
 
   // Test section state
   const [testQuery, setTestQuery] = useState("");
-  const [testModel, setTestModel] = useState<string>("gpt-4o");
+  const [testModel, setTestModel] = useState<string | null>("gpt-4o");
   const [testResult, setTestResult] = useState<TestResult | null>(null);
   const [testError, setTestError] = useState<string | null>(null);
   const [isTesting, setIsTesting] = useState(false);
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
index 5dc661391ac..82c699d9983 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterTestPanel.tsx
@@ -11,8 +11,8 @@ interface MCPSemanticFilterTestPanelProps {
   accessToken: string | null;
   testQuery: string;
   setTestQuery: (value: string) => void;
-  testModel: string;
-  setTestModel: (value: string) => void;
+  testModel: string | null;
+  setTestModel: (value: string | null) => void;
   isTesting: boolean;
   onTest: () => void;
   filterEnabled: boolean;
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
index d3e585e8052..c41b081da88 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
@@ -32,7 +32,7 @@ export const runSemanticFilterTest = async ({
   setTestError,
 }: {
   accessToken: string;
-  testModel: string;
+  testModel: string | null;
   testQuery: string;
   setIsTesting: (value: boolean) => void;
   setTestResult: (result: TestResult | null) => void;
@@ -68,12 +68,12 @@ export const runSemanticFilterTest = async ({
   }
 };
 
-export const getCurlCommand = (testModel: string, testQuery: string) =>
+export const getCurlCommand = (testModel: string | null, testQuery: string) =>
   `curl --location 'http://localhost:4000/v1/responses' \\
 --header 'Content-Type: application/json' \\
 --header 'Authorization: Bearer sk-1234' \\
 --data '{
-    "model": "${testModel}",
+    "model": "${testModel ?? "YOUR_MODEL"}",
     "input": [
     {
       "role": "user",
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.test.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.test.ts
index 2f9032537c1..6d19c17c577 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.test.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.test.ts
@@ -51,6 +51,7 @@ describe("parseCoreTools", () => {
 describe("formToPayload", () => {
   it("sends null for a cleared embedding model so the proxy returns to keyword matching", () => {
     expect(formToPayload({ ...DEFAULT_FORM_VALUES, embedding_model: "  " })).toEqual(KEYWORD_PAYLOAD);
+    expect(formToPayload({ ...DEFAULT_FORM_VALUES, embedding_model: null })).toEqual(KEYWORD_PAYLOAD);
   });
 
   it("clamps top_k into the range the proxy accepts and lists core tools", () => {
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.ts
index f10bfd249d7..d3535fe91a3 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.ts
@@ -1,7 +1,7 @@
 import type { MCPToolSearchSettings } from "@/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings";
 
 export interface ToolSearchFormValues {
-  embedding_model: string;
+  embedding_model: string | null;
   top_k: number;
   similarity_threshold: number;
   core_tools_text: string;
@@ -11,7 +11,7 @@ export const TOP_K_MIN = 1;
 export const TOP_K_MAX = 100;
 
 export const DEFAULT_FORM_VALUES: ToolSearchFormValues = {
-  embedding_model: "",
+  embedding_model: null,
   top_k: 5,
   similarity_threshold: 0,
   core_tools_text: "",
@@ -42,7 +42,7 @@ export const storedValuesToForm = (values: Record<string, unknown>): ToolSearchF
 });
 
 export const formToPayload = (form: ToolSearchFormValues): MCPToolSearchSettings => ({
-  embedding_model: form.embedding_model.trim() === "" ? null : form.embedding_model.trim(),
+  embedding_model: form.embedding_model?.trim() || null,
   top_k: clampTopK(form.top_k),
   similarity_threshold: form.similarity_threshold,
   core_tools: parseCoreTools(form.core_tools_text),
diff --git a/ui/litellm-dashboard/src/components/Settings/RouterSettings/Fallbacks/FallbackGroupConfig.tsx b/ui/litellm-dashboard/src/components/Settings/RouterSettings/Fallbacks/FallbackGroupConfig.tsx
index a82e0fdfa88..3897a9d9fa2 100644
--- a/ui/litellm-dashboard/src/components/Settings/RouterSettings/Fallbacks/FallbackGroupConfig.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/RouterSettings/Fallbacks/FallbackGroupConfig.tsx
@@ -32,12 +32,8 @@ export function FallbackGroupConfig({
   // Filter available options for fallbacks (exclude primary only, allow already selected to be shown for deselection)
   const availableFallbackOptions = availableModels.filter((m) => m !== group.primaryModel);
 
-  const handlePrimaryChange = (value: string) => {
-    let newFallbacks = [...group.fallbackModels];
-    // Remove from fallbacks if it was there
-    if (newFallbacks.includes(value)) {
-      newFallbacks = newFallbacks.filter((m) => m !== value);
-    }
+  const handlePrimaryChange = (value: string | null) => {
+    const newFallbacks = group.fallbackModels.filter((model) => model !== value);
     onChange({
       ...group,
       primaryModel: value,
@@ -76,7 +72,7 @@ export function FallbackGroupConfig({
         <SearchSelect
           inputId={primaryModelInputId}
           options={availableModels.map((m) => ({ label: m, value: m }))}
-          value={group.primaryModel ?? ""}
+          value={group.primaryModel}
           onValueChange={handlePrimaryChange}
           placeholder="Select primary model"
           emptyText="No models found"
diff --git a/ui/litellm-dashboard/src/components/Teams.tsx b/ui/litellm-dashboard/src/components/Teams.tsx
index d2d18139893..dc531ea5dad 100644
--- a/ui/litellm-dashboard/src/components/Teams.tsx
+++ b/ui/litellm-dashboard/src/components/Teams.tsx
@@ -328,11 +328,11 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
   };
 
   const selectCreateTeamOrganization = (
-    next: string,
+    next: string | null,
     currentOrganizationId: string | null,
     onChange: (organizationId: string | null) => void,
   ) => {
-    const nextOrganizationId = next === "" ? null : next;
+    const nextOrganizationId = next;
     if (nextOrganizationId === currentOrganizationId) return;
     onChange(nextOrganizationId);
     form.setValue("models", []);
@@ -807,7 +807,7 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
                         showNeverResets
                         placeholder={budgetDurationPlaceholder}
                         value={value}
-                        onChange={onChange}
+                        onChange={(next) => onChange(next ?? undefined)}
                       />
                     )}
                   </FormField>
diff --git a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.test.tsx b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.test.tsx
index d3b9a55a7d5..9699ea2b7d1 100644
--- a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.test.tsx
@@ -34,6 +34,10 @@ vi.mock("@/app/(dashboard)/hooks/teams/useTeams", () => ({
   teamsTableKeys: { all: ["teamsTable"] },
 }));
 
+vi.mock("next/navigation", () => ({
+  useRouter: () => ({ push: vi.fn() }),
+}));
+
 vi.mock("@/app/(dashboard)/hooks/organizations/useOrganizations", () => ({
   useOrganizations: vi.fn().mockReturnValue({
     data: [{ organization_id: "org-1", organization_alias: "Test Organization" }],
@@ -134,6 +138,14 @@ it("shows a loading state on initial load and hides the data", () => {
   expect(screen.queryByText("Acme Team")).not.toBeInTheDocument();
 });
 
+it("replaces the previous rows with the loading state while a new search is pending", () => {
+  mockUseTeamsTable.mockReturnValue(teamsResult([mockTeam], {}, { isPlaceholderData: true, isFetching: true }));
+  renderTable();
+
+  expect(screen.getByText("Loading teams...")).toBeInTheDocument();
+  expect(screen.queryByText("Acme Team")).not.toBeInTheDocument();
+});
+
 describe("sort contract – only backend-sortable columns are sortable", () => {
   it("requests the default created_at descending sort on first render", () => {
     renderTable();
@@ -306,10 +318,30 @@ describe("column rendering details", () => {
     });
   });
 
+  it("points the organization cell at the org's detail page, aliased or not", async () => {
+    mockUseTeamsTable.mockReturnValue(
+      teamsResult([
+        { ...mockTeam, team_id: "a", organization_id: "org-1" },
+        { ...mockTeam, team_id: "b", team_alias: "Orphan Team", organization_id: "org-unknown" },
+      ]),
+    );
+    renderTable();
+
+    expect(await screen.findByRole("link", { name: "Test Organization" })).toHaveAttribute(
+      "href",
+      "/ui/organizations?org=org-1",
+    );
+    expect(screen.getByRole("link", { name: "org-unknown" })).toHaveAttribute(
+      "href",
+      "/ui/organizations?org=org-unknown",
+    );
+  });
+
   it("renders an em dash for a team with no organization", () => {
     mockUseTeamsTable.mockReturnValue(teamsResult([{ ...mockTeam, organization_id: null as unknown as string }]));
     renderTable();
     expect(screen.getByText("—")).toBeInTheDocument();
+    expect(screen.queryByRole("link", { name: /organization/i })).not.toBeInTheDocument();
   });
 
   it("falls back to keys.length when keys_count is absent", () => {
diff --git a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx
index 3fb19e522f3..07f4a0bcbc4 100644
--- a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx
+++ b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx
@@ -83,7 +83,8 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet
 
   const {
     data: teamsResponse,
-    isPending: isLoading,
+    isPending,
+    isPlaceholderData,
     isFetching,
     refetch,
   } = useTeamsTable(tablePagination.pageIndex + 1, tablePagination.pageSize, teamListOptions);
@@ -161,7 +162,7 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet
       onColumnFiltersChange={handleColumnFiltersChange}
       enableColumnResizing
       columnResizeMode="onChange"
-      isLoading={isLoading}
+      isLoading={isPending || isPlaceholderData}
       loadingMessage="Loading teams..."
       noDataMessage="No teams found"
       fillHeight
@@ -203,7 +204,7 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet
                   <SearchSelect
                     options={orgOptions}
                     value={(get("org_id") as string) || undefined}
-                    onValueChange={(value) => set("org_id", value)}
+                    onValueChange={(value) => set("org_id", value ?? undefined)}
                     placeholder="Select an organization…"
                     emptyText="No organizations found"
                   />
diff --git a/ui/litellm-dashboard/src/components/TeamsPage/teamTableColumns.tsx b/ui/litellm-dashboard/src/components/TeamsPage/teamTableColumns.tsx
index da4948dd892..84369a58307 100644
--- a/ui/litellm-dashboard/src/components/TeamsPage/teamTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/TeamsPage/teamTableColumns.tsx
@@ -15,6 +15,7 @@ import {
 } from "@/components/ui/dropdown-menu";
 import { Skeleton } from "@/components/ui/skeleton";
 import { cn } from "@/lib/cva.config";
+import { orgDetailHref } from "@/utils/entityLinks";
 import { copyToClipboard, formatNumberWithCommas } from "@/utils/dataUtils";
 
 import { Team } from "../key_team_helpers/key_list";
@@ -183,8 +184,8 @@ export const getTeamTableColumns = ({
         const displayValue = org?.organization_alias || orgId;
         const width = info.cell.column.getSize();
         return (
-          <span className="block truncate text-sm" style={{ maxWidth: width }} title={displayValue}>
-            {displayValue}
+          <span className="block" style={{ maxWidth: width }} title={displayValue}>
+            <IdentityCell title={displayValue} titleClassName="text-sm font-normal" href={orgDetailHref(orgId)} />
           </span>
         );
       },
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyActivityPanel.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyActivityPanel.test.tsx
new file mode 100644
index 00000000000..693ac20a360
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyActivityPanel.test.tsx
@@ -0,0 +1,71 @@
+import { fireEvent, render, screen } from "@testing-library/react";
+import { describe, expect, it, vi } from "vitest";
+
+import type { ModelActivityData } from "../types";
+import KeyActivityPanel from "./KeyActivityPanel";
+
+vi.mock("@/components/activity_metrics", () => ({
+  ActivityMetrics: ({ modelMetrics }: { modelMetrics: Record<string, ModelActivityData> }) => (
+    <ul data-testid="rendered-keys">
+      {Object.keys(modelMetrics).map((hash) => (
+        <li key={hash}>{hash}</li>
+      ))}
+    </ul>
+  ),
+}));
+
+function activity(label: string, user_email: string | null, user_id: string | null): ModelActivityData {
+  return {
+    label,
+    key_metadata: { key_alias: label, team_id: "team-1", user_id, user_email },
+    total_requests: 1,
+    total_successful_requests: 1,
+    total_failed_requests: 0,
+    total_cache_read_input_tokens: 0,
+    total_cache_creation_input_tokens: 0,
+    total_tokens: 10,
+    prompt_tokens: 5,
+    completion_tokens: 5,
+    total_spend: 0.01,
+    top_api_keys: [],
+    top_models: [],
+    daily_data: [],
+  };
+}
+
+const keyMetrics: Record<string, ModelActivityData> = {
+  "hash-alice": activity("alice-key", "alice@example.com", "user-alice"),
+  "hash-bob": activity("bob-key", "bob@example.com", "user-bob"),
+};
+
+describe("KeyActivityPanel", () => {
+  it("renders every key and the full count before searching", () => {
+    render(<KeyActivityPanel keyMetrics={keyMetrics} />);
+    expect(screen.getByTestId("rendered-keys")).toHaveTextContent("hash-alicehash-bob");
+    expect(screen.getByText("Showing 2 of 2 keys")).toBeInTheDocument();
+  });
+
+  it("narrows the rendered keys to those matching the user email", () => {
+    render(<KeyActivityPanel keyMetrics={keyMetrics} />);
+    fireEvent.change(screen.getByLabelText("Search keys"), { target: { value: "bob@example.com" } });
+    expect(screen.getByTestId("rendered-keys")).toHaveTextContent("hash-bob");
+    expect(screen.getByTestId("rendered-keys")).not.toHaveTextContent("hash-alice");
+    expect(screen.getByText("Showing 1 of 2 keys")).toBeInTheDocument();
+  });
+
+  it("shows an empty state instead of zeroed metrics when nothing matches", () => {
+    render(<KeyActivityPanel keyMetrics={keyMetrics} />);
+    fireEvent.change(screen.getByLabelText("Search keys"), { target: { value: "carol" } });
+    expect(screen.queryByTestId("rendered-keys")).not.toBeInTheDocument();
+    expect(screen.getByText('No keys match "carol" in this date range')).toBeInTheDocument();
+  });
+
+  it("clears the search and restores every key", () => {
+    render(<KeyActivityPanel keyMetrics={keyMetrics} />);
+    fireEvent.change(screen.getByLabelText("Search keys"), { target: { value: "user-alice" } });
+    expect(screen.getByTestId("rendered-keys")).toHaveTextContent("hash-alice");
+    fireEvent.click(screen.getByLabelText("Clear key search"));
+    expect(screen.getByLabelText("Search keys")).toHaveValue("");
+    expect(screen.getByTestId("rendered-keys")).toHaveTextContent("hash-alicehash-bob");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/KeyActivityPanel.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/KeyActivityPanel.tsx
new file mode 100644
index 00000000000..8287a04d0c7
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/KeyActivityPanel.tsx
@@ -0,0 +1,58 @@
+import { Search, X } from "lucide-react";
+import React, { useMemo, useState } from "react";
+
+import { ActivityMetrics } from "@/components/activity_metrics";
+import { InputGroup, InputGroupAddon, InputGroupButton, InputGroupInput } from "@/components/ui/input-group";
+
+import { filterKeyActivity } from "../keyActivityFilter";
+import type { ModelActivityData } from "../types";
+
+interface KeyActivityPanelProps {
+  keyMetrics: Record<string, ModelActivityData>;
+  hidePromptCachingMetrics?: boolean;
+}
+
+const KeyActivityPanel: React.FC<KeyActivityPanelProps> = ({ keyMetrics, hidePromptCachingMetrics = false }) => {
+  const [query, setQuery] = useState("");
+  const filtered = useMemo(() => filterKeyActivity(keyMetrics, query), [keyMetrics, query]);
+  const totalKeys = Object.keys(keyMetrics).length;
+  const shownKeys = Object.keys(filtered).length;
+  const isFiltering = query.trim() !== "";
+
+  return (
+    <div className="space-y-4">
+      <div className="mt-2 flex items-center gap-3">
+        <InputGroup className="max-w-md">
+          <InputGroupAddon>
+            <Search className="size-4 text-muted-foreground" />
+          </InputGroupAddon>
+          <InputGroupInput
+            aria-label="Search keys"
+            placeholder="Search by key alias, key hash, user ID, or email"
+            value={query}
+            onChange={(e) => setQuery(e.target.value)}
+          />
+          {isFiltering && (
+            <InputGroupAddon align="inline-end">
+              <InputGroupButton size="icon-xs" aria-label="Clear key search" onClick={() => setQuery("")}>
+                <X />
+              </InputGroupButton>
+            </InputGroupAddon>
+          )}
+        </InputGroup>
+        <span className="text-sm text-muted-foreground">
+          Showing {shownKeys.toLocaleString()} of {totalKeys.toLocaleString()} keys
+        </span>
+      </div>
+      {isFiltering && totalKeys > 0 && shownKeys === 0 ? (
+        <p className="rounded-lg border p-6 text-center text-sm text-muted-foreground">
+          No keys match &quot;{query.trim()}&quot; in this date range
+        </p>
+      ) : (
+        <ActivityMetrics modelMetrics={filtered} hidePromptCachingMetrics={hidePromptCachingMetrics} />
+      )}
+    </div>
+  );
+};
+
+export default KeyActivityPanel;
diff --git a/ui/litellm-dashboard/src/components/UsagePage/keyActivityFilter.test.ts b/ui/litellm-dashboard/src/components/UsagePage/keyActivityFilter.test.ts
new file mode 100644
index 00000000000..ce181f6b0c6
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/keyActivityFilter.test.ts
@@ -0,0 +1,91 @@
+import { describe, expect, it } from "vitest";
+
+import { filterKeyActivity, keyActivityMatches } from "./keyActivityFilter";
+import type { KeyMetadata, ModelActivityData } from "./types";
+
+function activity(label: string, key_metadata?: KeyMetadata): ModelActivityData {
+  return {
+    label,
+    key_metadata,
+    total_requests: 1,
+    total_successful_requests: 1,
+    total_failed_requests: 0,
+    total_cache_read_input_tokens: 0,
+    total_cache_creation_input_tokens: 0,
+    total_tokens: 10,
+    prompt_tokens: 5,
+    completion_tokens: 5,
+    total_spend: 0.01,
+    top_api_keys: [],
+    top_models: [],
+    daily_data: [],
+  };
+}
+
+const aliceMeta: KeyMetadata = {
+  key_alias: "alice-batch",
+  team_id: "team-research",
+  user_id: "user-alice-1234",
+  user_email: "alice@example.com",
+};
+const bobMeta: KeyMetadata = {
+  key_alias: null,
+  team_id: "team-research",
+  user_id: "user-bob-5678",
+  user_email: "bob@example.com",
+};
+const alice = activity("alice-batch (team: research)", aliceMeta);
+const bob = activity("bob@example.com (team: research)", bobMeta);
+const orphan = activity("key-hash-deadbeef", { key_alias: null, team_id: null });
+
+const keyMetrics: Record<string, ModelActivityData> = {
+  "hash-alice": alice,
+  "hash-bob": bob,
+  deadbeef: orphan,
+};
+
+describe("keyActivityMatches", () => {
+  it("matches every key on an empty or whitespace query", () => {
+    expect(keyActivityMatches("deadbeef", orphan, "")).toBe(true);
+    expect(keyActivityMatches("deadbeef", orphan, "   ")).toBe(true);
+  });
+
+  it("matches key alias case-insensitively", () => {
+    expect(keyActivityMatches("hash-alice", alice, "ALICE-batch")).toBe(true);
+    expect(keyActivityMatches("hash-bob", bob, "alice-batch")).toBe(false);
+  });
+
+  it("matches user email", () => {
+    expect(keyActivityMatches("hash-bob", bob, "bob@example")).toBe(true);
+    expect(keyActivityMatches("hash-alice", alice, "bob@example")).toBe(false);
+  });
+
+  it("matches user id", () => {
+    expect(keyActivityMatches("hash-alice", alice, "user-alice-1234")).toBe(true);
+    expect(keyActivityMatches("hash-bob", bob, "user-alice-1234")).toBe(false);
+  });
+
+  it("matches the key hash when the key has no alias or user metadata", () => {
+    expect(keyActivityMatches("deadbeef", orphan, "dead")).toBe(true);
+    expect(keyActivityMatches("deadbeef", orphan, "alice")).toBe(false);
+  });
+
+  it("trims surrounding whitespace from the query", () => {
+    expect(keyActivityMatches("hash-alice", alice, "  alice@example.com  ")).toBe(true);
+  });
+});
+
+describe("filterKeyActivity", () => {
+  it("returns the same object when the query is blank", () => {
+    expect(filterKeyActivity(keyMetrics, "")).toBe(keyMetrics);
+  });
+
+  it("keeps only the keys matching the query, preserving their hashes", () => {
+    expect(Object.keys(filterKeyActivity(keyMetrics, "example.com"))).toEqual(["hash-alice", "hash-bob"]);
+    expect(filterKeyActivity(keyMetrics, "user-bob")).toEqual({ "hash-bob": bob });
+  });
+
+  it("returns an empty record when nothing matches", () => {
+    expect(filterKeyActivity(keyMetrics, "nobody")).toEqual({});
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/UsagePage/keyActivityFilter.ts b/ui/litellm-dashboard/src/components/UsagePage/keyActivityFilter.ts
new file mode 100644
index 00000000000..1e9a654fb2e
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/keyActivityFilter.ts
@@ -0,0 +1,20 @@
+import type { ModelActivityData } from "./types";
+
+export function keyActivityMatches(apiKey: string, data: ModelActivityData, query: string): boolean {
+  const needle = query.trim().toLowerCase();
+  if (needle === "") return true;
+  const meta = data.key_metadata;
+  return [apiKey, data.label, meta?.key_alias, meta?.user_id, meta?.user_email].some(
+    (field) => field?.toLowerCase().includes(needle) ?? false,
+  );
+}
+
+export function filterKeyActivity(
+  keyMetrics: Record<string, ModelActivityData>,
+  query: string,
+): Record<string, ModelActivityData> {
+  if (query.trim() === "") return keyMetrics;
+  return Object.fromEntries(
+    Object.entries(keyMetrics).filter(([apiKey, data]) => keyActivityMatches(apiKey, data, query)),
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/UsagePage/types.ts b/ui/litellm-dashboard/src/components/UsagePage/types.ts
index a10e9e68c4d..fd4f1350020 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/types.ts
+++ b/ui/litellm-dashboard/src/components/UsagePage/types.ts
@@ -46,6 +46,7 @@ export interface KeyMetricWithMetadata {
 export interface KeyMetadata {
   key_alias: string | null;
   team_id: string | null;
+  user_id?: string | null;
   user_email?: string | null;
   tags?: { tag: string; usage: number }[];
 }
@@ -70,6 +71,7 @@ export interface TopModelData {
 
 export interface ModelActivityData {
   label: string;
+  key_metadata?: KeyMetadata;
   total_requests: number;
   total_successful_requests: number;
   total_failed_requests: number;
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
index c303dba697b..617b9209a41 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
@@ -289,6 +289,15 @@ it("should show a loading state on the initial load and hide the data", () => {
   expect(screen.queryByText("Test Key Alias")).not.toBeInTheDocument();
 });
 
+it("replaces the previous rows with the loading state while a new search is pending", () => {
+  mockUseKeys.mockReturnValue(keysResult([mockKey], {}, { isPlaceholderData: true, isFetching: true }));
+
+  renderWithProviders(<VirtualKeysTable />);
+
+  expect(screen.getByText("Loading keys...")).toBeInTheDocument();
+  expect(screen.queryByText("Test Key Alias")).not.toBeInTheDocument();
+});
+
 it("should show 'No keys found' message when the key list is empty", () => {
   mockUseKeys.mockReturnValue(keysResult([]));
 
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
index f28ae27b6bc..907ee28bd05 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
@@ -128,7 +128,8 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
 
   const {
     data: keys,
-    isPending: isLoading,
+    isPending,
+    isPlaceholderData,
     isFetching,
     refetch,
   } = useKeys(tablePagination.pageIndex + 1, tablePagination.pageSize, keyListOptions);
@@ -280,7 +281,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
         onColumnFiltersChange={handleColumnFiltersChange}
         enableColumnResizing
         columnResizeMode="onChange"
-        isLoading={isLoading}
+        isLoading={isPending || isPlaceholderData}
         loadingMessage="Loading keys..."
         noDataMessage="No keys found"
         fillHeight
@@ -311,7 +312,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
                     <SearchSelect
                       options={teamOptions}
                       value={(get("team_id") as string) || undefined}
-                      onValueChange={(value) => set("team_id", value)}
+                      onValueChange={(value) => set("team_id", value ?? undefined)}
                       placeholder="Select a team…"
                       emptyText="No teams found"
                     />
@@ -320,7 +321,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
                     <SearchSelect
                       options={orgOptions}
                       value={(get("org_id") as string) || undefined}
-                      onValueChange={(value) => set("org_id", value)}
+                      onValueChange={(value) => set("org_id", value ?? undefined)}
                       placeholder="Select an organization…"
                       emptyText="No organizations found"
                     />
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
index b0fc8dc7866..914fe1872b6 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
@@ -655,6 +655,23 @@ describe("processActivityData", () => {
     expect(result["key1"].label).toBe("test-key-1 (team_id: team1)");
   });
 
+  it("retains the api key metadata so key activity can be searched by user", () => {
+    const metadata = { key_alias: "test-key-1", team_id: "team1", user_id: "user-1", user_email: "user1@example.com" };
+    const withUser: { results: DailyData[] } = {
+      results: [
+        createMockDailyData("2025-01-01", mockDailyActivity.results[0].metrics, {
+          ...EMPTY_BREAKDOWN,
+          api_keys: { key1: createMockKeyMetricWithMetadata(metadata, mockDailyActivity.results[0].metrics) },
+        }),
+      ],
+    };
+
+    const result = processActivityData(withUser, "api_keys", MOCK_TEAMS);
+
+    expect(result["key1"].key_metadata).toEqual(metadata);
+    expect(processActivityData(withUser, "models")["key1"]).toBeUndefined();
+  });
+
   it("should process data for models key with data", () => {
     const dailyActivityWithModels: { results: DailyData[] } = {
       results: [
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.tsx b/ui/litellm-dashboard/src/components/activity_metrics.tsx
index f4348fb65ae..7c40a91be29 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.tsx
@@ -461,6 +461,7 @@ export const processActivityData = (
               : key === "entities"
                 ? (modelData as any).metadata?.agent_name || (modelData as any).metadata?.team_alias || model
                 : model,
+          ...(key === "api_keys" ? { key_metadata: (modelData as KeyMetricWithMetadata).metadata } : {}),
           total_requests: 0,
           total_successful_requests: 0,
           total_failed_requests: 0,
diff --git a/ui/litellm-dashboard/src/components/add_model/AddModelForm.test.tsx b/ui/litellm-dashboard/src/components/add_model/AddModelForm.integration.test.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/add_model/AddModelForm.test.tsx
rename to ui/litellm-dashboard/src/components/add_model/AddModelForm.integration.test.tsx
index 3b879da2d68..536bc231008 100644
--- a/ui/litellm-dashboard/src/components/add_model/AddModelForm.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/AddModelForm.integration.test.tsx
@@ -164,7 +164,7 @@ const createTestProps = (userRole = "proxy_admin", userId = "user-1", isTeamAdmi
     handleOk: vi.fn().mockResolvedValue(true),
     setSelectedProvider: vi.fn(),
     setProviderModelsFn: vi.fn(),
-    getPlaceholder: vi.fn((provider: Providers) => `Enter ${provider} model name`),
+    getPlaceholder: vi.fn((provider: string) => `Enter ${provider} model name`),
     setShowAdvancedSettings: vi.fn(),
     selectedProvider: Providers.OpenAI,
     providerModels: ["gpt-4", "gpt-3.5-turbo"],
diff --git a/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx b/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx
index 92951b68fd5..30b4911da3e 100644
--- a/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx
@@ -25,7 +25,6 @@ import {
 } from "../common_components/MountedFormField";
 import type { Team } from "../key_team_helpers/key_list";
 import { type CredentialItem, type ProviderCreateInfo, modelAvailableCall } from "../networking";
-import { Providers } from "../provider_info_helpers";
 import { ProviderLogo } from "../molecules/models/ProviderLogo";
 import AccessGroupTagsCombobox from "./AccessGroupTagsCombobox";
 import AdvancedSettings from "./advanced_settings";
@@ -42,11 +41,11 @@ interface AddModelFormProps {
   registry: MountRegistry;
   mountedValues: () => MountedFormValues;
   handleOk: () => Promise<boolean>;
-  selectedProvider: Providers;
-  setSelectedProvider: (provider: Providers) => void;
+  selectedProvider: string | null;
+  setSelectedProvider: (provider: string | null) => void;
   providerModels: string[];
-  setProviderModelsFn: (provider: Providers) => void;
-  getPlaceholder: (provider: Providers) => string;
+  setProviderModelsFn: (provider: string | null) => void;
+  getPlaceholder: (provider: string) => string;
   showAdvancedSettings: boolean;
   setShowAdvancedSettings: (show: boolean) => void;
   teams: Team[] | null;
@@ -140,7 +139,7 @@ const AddModelForm: React.FC<AddModelFormProps> = ({
     [credentials],
   );
 
-  const applyProviderSelection = (provider: Providers) => {
+  const applyProviderSelection = (provider: string | null) => {
     setSelectedProvider(provider);
     setProviderModelsFn(provider);
     form.setValue("model", []);
@@ -227,10 +226,10 @@ const AddModelForm: React.FC<AddModelFormProps> = ({
                             options={providerOptions}
                             emptyText={providerMetadataErrorText ?? "No providers found"}
                             placeholder={isProviderMetadataLoading ? "Loading providers..." : "Select a provider"}
-                            value={(control.value as string | undefined) ?? ""}
+                            value={typeof control.value === "string" ? control.value : null}
                             onValueChange={(value) => {
                               control.onChange(value);
-                              applyProviderSelection(value as Providers);
+                              applyProviderSelection(value);
                             }}
                           />
                         )}
diff --git a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
index 594c6d022ce..93ccf561387 100644
--- a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
@@ -328,7 +328,8 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
     onChange(nextValue);
   };
 
-  const handleClassifierModelChange = (model: string) => {
+  const handleClassifierModelChange = (model: string | null) => {
+    if (model === null) return;
     if (model === value.classifier_llm_config?.model) return;
     const { reasoning_effort: _reasoningEffort, ...classifierLlmConfig } = value.classifier_llm_config ?? {
       model: "",
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index 97d6739aa22..febcde269f7 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -632,7 +632,7 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
 
   // Clearing the select drops the key entirely rather than storing "", so an emptied pin reads as
   // "track the tiers" everywhere downstream instead of as a blank model name.
-  const handleDefaultModelChange = (model: string | undefined) => {
+  const handleDefaultModelChange = (model: string | null | undefined) => {
     onChange({ ...value, default_model: model || undefined });
   };
 
diff --git a/ui/litellm-dashboard/src/components/add_model/CompressionControls.tsx b/ui/litellm-dashboard/src/components/add_model/CompressionControls.tsx
index c1817918f60..2f28e755a1d 100644
--- a/ui/litellm-dashboard/src/components/add_model/CompressionControls.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/CompressionControls.tsx
@@ -20,8 +20,7 @@ const NONE_OPTION: SearchSelectOption = { label: "None (no compression)", value:
 
 const CompressionControls: React.FC<CompressionControlsProps> = ({ value, onChange }) => {
   const { routing, sameAsRouting, model } = value;
-  const onRoutingChange = (newRouting: string | undefined) =>
-    onChange({ ...value, routing: newRouting, sameAsRouting: newRouting === undefined ? true : sameAsRouting });
+  const onRoutingChange = (newRouting: string | undefined) => onChange({ ...value, routing: newRouting });
   const onSameAsRoutingChange = (newSameAsRouting: boolean) => onChange({ ...value, sameAsRouting: newSameAsRouting });
   const onModelChange = (newModel: string | undefined) => onChange({ ...value, model: newModel });
 
@@ -42,8 +41,8 @@ const CompressionControls: React.FC<CompressionControlsProps> = ({ value, onChan
         </div>
         <SearchSelect
           options={options}
-          value={routing ?? ""}
-          onValueChange={(value) => onRoutingChange(value === "" ? undefined : value)}
+          value={routing}
+          onValueChange={(value) => onRoutingChange(value ?? undefined)}
           placeholder="Inherit from the request's own compression guardrails"
           emptyText="No compression guardrails found"
           aria-label="Routing decision compression"
@@ -74,8 +73,8 @@ const CompressionControls: React.FC<CompressionControlsProps> = ({ value, onChan
             <div className="mt-3">
               <SearchSelect
                 options={options}
-                value={model ?? ""}
-                onValueChange={(value) => onModelChange(value === "" ? undefined : value)}
+                value={model}
+                onValueChange={(value) => onModelChange(value ?? undefined)}
                 placeholder="None (no compression)"
                 emptyText="No compression guardrails found"
                 aria-label="Model call compression"
diff --git a/ui/litellm-dashboard/src/components/add_model/ModelChoiceCombobox.tsx b/ui/litellm-dashboard/src/components/add_model/ModelChoiceCombobox.tsx
index 9021536f22a..e73c22189c6 100644
--- a/ui/litellm-dashboard/src/components/add_model/ModelChoiceCombobox.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ModelChoiceCombobox.tsx
@@ -17,8 +17,8 @@ export interface ModelChoice {
 
 interface ModelChoiceComboboxProps {
   id: string;
-  value: string;
-  onChange: (value: string) => void;
+  value: string | null;
+  onChange: (value: string | null) => void;
   choices: ModelChoice[];
   placeholder: string;
   ariaInvalid: true | undefined;
@@ -40,7 +40,7 @@ const ModelChoiceCombobox: React.FC<ModelChoiceComboboxProps> = ({
     <Combobox
       items={choices}
       value={selected}
-      onValueChange={(choice: ModelChoice | null) => onChange(choice?.value ?? "")}
+      onValueChange={(choice: ModelChoice | null) => onChange(choice?.value ?? null)}
       itemToStringLabel={(choice: ModelChoice) => choice.label}
       isItemEqualToValue={(choice: ModelChoice, current: ModelChoice) => choice.value === current.value}
     >
@@ -50,7 +50,7 @@ const ModelChoiceCombobox: React.FC<ModelChoiceComboboxProps> = ({
         aria-describedby={ariaDescribedBy}
         placeholder={placeholder}
         className="w-full"
-        showClear={value !== ""}
+        showClear={value != null && value !== ""}
       />
       <ComboboxContent>
         <ComboboxEmpty>No models found</ComboboxEmpty>
diff --git a/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.test.tsx b/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.integration.test.tsx
similarity index 99%
rename from ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.test.tsx
rename to ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.integration.test.tsx
index ecd5abfa451..495fd207266 100644
--- a/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.integration.test.tsx
@@ -47,7 +47,7 @@ describe("RouterConfigBuilder", () => {
     expect(onChange).toHaveBeenCalledWith({
       routes: [
         expect.objectContaining({
-          name: "",
+          name: null,
           utterances: [],
           description: "",
           score_threshold: 0.5,
diff --git a/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.test.ts b/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.test.ts
new file mode 100644
index 00000000000..d681c911c46
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.test.ts
@@ -0,0 +1,10 @@
+import { describe, expect, it } from "vitest";
+import { serializeRouterConfig } from "./RouterConfigBuilder";
+
+describe("serializeRouterConfig", () => {
+  it("rejects a cleared route model and preserves selected route settings", () => {
+    expect(() => serializeRouterConfig({ routes: [{ name: null }] })).toThrow("Please select a model for every route");
+    const config = { routes: [{ name: "model-silver", utterances: [], description: "", score_threshold: 0 }] };
+    expect(JSON.parse(serializeRouterConfig(config))).toEqual(config);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.tsx b/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.tsx
index 6dfb9f32091..9713d18872b 100644
--- a/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/RouterConfigBuilder.tsx
@@ -15,7 +15,7 @@ import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/comp
 
 interface Route {
   id: string;
-  model: string;
+  model: string | null;
   utterances: string[];
   description: string;
   score_threshold: number;
@@ -23,21 +23,28 @@ interface Route {
 
 interface SavedRoute {
   id?: string;
-  name?: string;
-  model?: string;
+  name?: string | null;
+  model?: string | null;
   utterances?: string[];
   description?: string;
   score_threshold?: number;
 }
 
-interface RouterConfig {
+export interface RouterConfig {
   routes?: SavedRoute[];
 }
 
+export function serializeRouterConfig(config: RouterConfig | null): string {
+  if (config?.routes?.some((route) => !(route.name ?? route.model))) {
+    throw new Error("Please select a model for every route");
+  }
+  return JSON.stringify(config);
+}
+
 interface RouterConfigBuilderProps {
   modelInfo: ModelGroup[];
-  value?: RouterConfig;
-  onChange?: (config: any) => void;
+  value?: RouterConfig | null;
+  onChange?: (config: RouterConfig) => void;
 }
 
 interface UtteranceInputProps {
@@ -136,7 +143,7 @@ const RouterConfigBuilder: React.FC<RouterConfigBuilderProps> = ({ modelInfo, va
           routeIds.push(id);
           return {
             id,
-            model: route.name || route.model || "",
+            model: route.name || route.model || null,
             utterances: route.utterances || [],
             description: route.description || "",
             score_threshold: route.score_threshold ?? 0.5,
@@ -165,7 +172,7 @@ const RouterConfigBuilder: React.FC<RouterConfigBuilderProps> = ({ modelInfo, va
     const newRouteId = `route-${Date.now()}`;
     const updatedRoutes = [
       ...routes,
-      { id: newRouteId, model: "", utterances: [], description: "", score_threshold: 0.5 },
+      { id: newRouteId, model: null, utterances: [], description: "", score_threshold: 0.5 },
     ];
     setRoutes(updatedRoutes);
     updateConfig(updatedRoutes);
diff --git a/ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx b/ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx
index 5684d32a319..0a5a9a5bfb6 100644
--- a/ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/SemanticKeywordMatching.tsx
@@ -61,7 +61,9 @@ const SemanticKeywordMatching: React.FC<SemanticKeywordMatchingProps> = ({
             <SearchSelect
               options={modelOptions}
               value={embeddingModel ?? ""}
-              onValueChange={onEmbeddingModelChange}
+              onValueChange={(model) => {
+                if (model !== null) onEmbeddingModelChange(model);
+              }}
               placeholder="Select an embedding model"
               emptyText="No embedding models found"
               aria-label="Embedding model"
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
index d7c4a671317..632f4427a82 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
@@ -150,7 +150,10 @@ export const getSubmitBlockedReason = (
 const autoRouterSchema = (requiresTeamScope: boolean) =>
   z.object({
     auto_router_name: z.string().min(1, "Auto router name is required"),
-    team_id: requiresTeamScope ? z.string().min(1, "Please select a team to continue") : z.string(),
+    team_id: z
+      .string()
+      .nullable()
+      .refine((teamId) => !requiresTeamScope || Boolean(teamId), "Please select a team to continue"),
     model_access_group: z.array(z.string()).optional(),
   });
 
@@ -158,12 +161,12 @@ type AddAutoRouterFormValues = z.infer<ReturnType<typeof autoRouterSchema>>;
 
 const EMPTY_FORM_VALUES: AddAutoRouterFormValues = {
   auto_router_name: "",
-  team_id: "",
+  team_id: null,
   model_access_group: undefined,
 };
 
-const teamScopePayload = (requiresTeamScope: boolean, teamId: string): { team_id?: string } =>
-  requiresTeamScope ? { team_id: teamId } : {};
+const teamScopePayload = (requiresTeamScope: boolean, teamId: string | null): { team_id?: string } =>
+  requiresTeamScope && teamId ? { team_id: teamId } : {};
 
 const BlockedReasonTooltip: React.FC<{ reason: string | null; children: React.ReactElement }> = ({
   reason,
@@ -458,7 +461,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     const serverVerdict = await validateAutoRouterConfig(
       accessToken,
       complexityRouterConfigPayload as unknown as Record<string, unknown>,
-      requiresTeamScope ? form.getValues("team_id") : undefined,
+      requiresTeamScope ? form.getValues("team_id") ?? undefined : undefined,
     );
     const dryRunError = dryRunRejection(serverVerdict);
     if (dryRunError) {
@@ -630,9 +633,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
                     "Select the team this auto router belongs to. Only keys for this team will be able to call it.",
                   )}
                 >
-                  {({ id, value, onChange }) => (
-                    <TeamDropdown id={id} value={value} onChange={(next) => onChange(next ?? "")} />
-                  )}
+                  {({ id, value, onChange }) => <TeamDropdown id={id} value={value} onChange={onChange} />}
                 </FormField>
               )}
 
@@ -776,7 +777,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
               config={buildComplexityRouterConfig(complexityRouterConfigParams)}
               defaultModel={resolveComplexityDefaultModel(complexityRouterConfig, complexityRouterConfig.default_model)}
               routerName={watchedName}
-              teamId={requiresTeamScope ? watchedTeamId : undefined}
+              teamId={requiresTeamScope ? watchedTeamId ?? undefined : undefined}
             />
           )}
           <DialogFooter>
diff --git a/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.test.ts b/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.test.ts
index 20d6af50d18..a3bd882243e 100644
--- a/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.test.ts
@@ -1,10 +1,23 @@
 import {
   buildAutoRouterCompressionParams,
+  buildAutoRouterCompressionPatch,
   DEFAULT_AUTO_ROUTER_COMPRESSION,
   hydrateAutoRouterCompression,
   NO_COMPRESSION,
 } from "./buildAutoRouterCompression";
 
+describe("buildAutoRouterCompressionPatch", () => {
+  it.each([
+    {},
+    { auto_router_routing_compression: "routing-compressor" },
+    { auto_router_model_compression: "model-compressor" },
+    { auto_router_routing_compression: "none", auto_router_model_compression: "none" },
+    { auto_router_routing_compression: "routing-compressor", auto_router_model_compression: "model-compressor" },
+  ])("should preserve the exact stored fields on an untouched save: %j", (stored) => {
+    expect(buildAutoRouterCompressionPatch(hydrateAutoRouterCompression(stored), stored)).toEqual({});
+  });
+});
+
 describe("buildAutoRouterCompressionParams", () => {
   it("omits both keys when routing was never configured", () => {
     expect(buildAutoRouterCompressionParams(DEFAULT_AUTO_ROUTER_COMPRESSION)).toEqual({});
diff --git a/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.ts b/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.ts
index 6f401a12865..c3503f78afb 100644
--- a/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.ts
+++ b/ui/litellm-dashboard/src/components/add_model/buildAutoRouterCompression.ts
@@ -30,6 +30,8 @@ export interface AutoRouterCompressionLitellmParams {
   auto_router_model_compression?: string;
 }
 
+type AutoRouterCompressionPatch = Partial<Record<keyof AutoRouterCompressionLitellmParams, string | null>>;
+
 export const DEFAULT_AUTO_ROUTER_COMPRESSION: AutoRouterCompressionState = {
   routing: undefined,
   sameAsRouting: true,
@@ -67,3 +69,18 @@ export const hydrateAutoRouterCompression = (litellmParams: {
   const sameAsRouting = model === routing;
   return { routing, sameAsRouting, model: sameAsRouting ? undefined : model };
 };
+
+export const buildAutoRouterCompressionPatch = (
+  state: AutoRouterCompressionState,
+  stored: AutoRouterCompressionPatch,
+): AutoRouterCompressionPatch => {
+  const initial = hydrateAutoRouterCompression(stored);
+  const modelUnchanged = state.sameAsRouting || state.model === initial.model;
+  if (state.routing === initial.routing && state.sameAsRouting === initial.sameAsRouting && modelUnchanged) {
+    return {};
+  }
+  if (state.routing === undefined) {
+    return { auto_router_routing_compression: null, auto_router_model_compression: null };
+  }
+  return buildAutoRouterCompressionParams(state);
+};
diff --git a/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx b/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx
index bfa2df8f54d..8cf4b077f39 100644
--- a/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/litellm_model_name.tsx
@@ -8,9 +8,9 @@ import { MountedFormField, type MountedFormValues } from "../common_components/M
 import { Providers } from "../provider_info_helpers";
 
 interface LiteLLMModelNameFieldProps {
-  selectedProvider: Providers;
+  selectedProvider: string | null;
   providerModels: string[];
-  getPlaceholder: (provider: Providers) => string;
+  getPlaceholder: (provider: string) => string;
 }
 
 const LiteLLMModelNameField: React.FC<LiteLLMModelNameFieldProps> = ({
@@ -123,7 +123,7 @@ const LiteLLMModelNameField: React.FC<LiteLLMModelNameFieldProps> = ({
               id={control.id}
               value={(control.value as string | undefined) ?? ""}
               onBlur={control.onBlur}
-              placeholder={getPlaceholder(selectedProvider)}
+              placeholder={selectedProvider === null ? "Select a provider first" : getPlaceholder(selectedProvider)}
               onChange={(event) => {
                 control.onChange(event);
                 if (selectedProvider === Providers.Azure) {
@@ -147,7 +147,7 @@ const LiteLLMModelNameField: React.FC<LiteLLMModelNameFieldProps> = ({
                   value: "custom",
                 },
                 {
-                  label: `All ${selectedProvider} Models (Wildcard)`,
+                  label: `All ${selectedProvider ?? "provider"} Models (Wildcard)`,
                   value: "all-wildcard",
                 },
                 ...providerModels.map((model) => ({
@@ -163,7 +163,7 @@ const LiteLLMModelNameField: React.FC<LiteLLMModelNameFieldProps> = ({
               value={(control.value as string | undefined) ?? ""}
               onChange={control.onChange}
               onBlur={control.onBlur}
-              placeholder={getPlaceholder(selectedProvider)}
+              placeholder={selectedProvider === null ? "Select a provider first" : getPlaceholder(selectedProvider)}
             />
           )
         }
diff --git a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
index e1a47e9792d..4add7b918f7 100644
--- a/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/provider_specific_fields.tsx
@@ -18,7 +18,7 @@ import { provider_map, Providers } from "../provider_info_helpers";
 import { labelWithHint } from "@/components/shared/form/LabelWithHint";
 
 interface ProviderSpecificFieldsProps {
-  selectedProvider: Providers;
+  selectedProvider: string | null;
 }
 
 const readTextFile = (file: File, onLoaded: (contents: string) => void) => {
@@ -168,6 +168,7 @@ const ProviderSpecificFields: React.FC<ProviderSpecificFieldsProps> = ({ selecte
   }, [cacheEntries]);
 
   const allFields = React.useMemo(() => {
+    if (selectedProvider === null) return [];
     // First try to resolve from the in-memory cache. We support both the
     // enum/display-name form and the raw provider slug (e.g. "petals").
     const cachedFields =
diff --git a/ui/litellm-dashboard/src/components/common_components/MemberTable.test.tsx b/ui/litellm-dashboard/src/components/common_components/MemberTable.test.tsx
new file mode 100644
index 00000000000..a16f11eab60
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/common_components/MemberTable.test.tsx
@@ -0,0 +1,215 @@
+import { fireEvent, screen, waitFor, within } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import React from "react";
+import { describe, expect, it, vi } from "vitest";
+
+import type { Member } from "@/components/networking";
+
+import { renderWithProviders } from "../../../tests/test-utils";
+import MemberTable, { MemberTableColumn, memberRoleOptions } from "./MemberTable";
+
+const MEMBERS: Member[] = [
+  { user_id: "u-zed", user_email: "zed@example.com", user_alias: "Zed Ortiz", role: "user" },
+  { user_id: "u-nameless", user_email: "mystery@example.com", user_alias: null, role: "user" },
+  { user_id: "u-amy", user_email: "amy@example.com", user_alias: "amy chen", role: "admin" },
+  { user_id: "u-bob", user_email: null, user_alias: "Bob Lee", role: "user" },
+];
+
+const BUDGETS: Record<string, number | null> = { "u-zed": 50, "u-nameless": null, "u-amy": 1000, "u-bob": 5 };
+
+const budgetColumn: MemberTableColumn = {
+  title: "Budget",
+  key: "budget",
+  sortValue: (member) => BUDGETS[member.user_id ?? ""] ?? null,
+  render: (member) => <span>{BUDGETS[member.user_id ?? ""] ?? "Unlimited"}</span>,
+};
+
+const renderTable = (overrides: Partial<React.ComponentProps<typeof MemberTable>> = {}) => {
+  const props = {
+    members: MEMBERS,
+    canEdit: true,
+    onEdit: vi.fn(),
+    onDelete: vi.fn(),
+    extraColumns: [budgetColumn],
+    ...overrides,
+  };
+  renderWithProviders(<MemberTable {...props} />);
+  return props;
+};
+
+const rowIds = (): (string | null)[] =>
+  Array.from(document.querySelectorAll("tbody tr[data-row-id]")).map((row) => row.getAttribute("data-row-id"));
+
+const search = (value: string) => fireEvent.change(screen.getByTestId("datatable-search"), { target: { value } });
+
+describe("MemberTable display", () => {
+  it("shows each member's name, falling back to a dash when there is none", () => {
+    renderTable();
+
+    expect(within(screen.getByRole("row", { name: /zed@example\.com/ })).getByText("Zed Ortiz")).toBeInTheDocument();
+    expect(screen.getByRole("columnheader", { name: /^name/i })).toBeInTheDocument();
+    const cells = within(screen.getByRole("row", { name: /mystery@example\.com/ })).getAllByRole("cell");
+    expect(cells[0]).toHaveTextContent("-");
+  });
+
+  it("orders members by name with nameless members last by default", () => {
+    renderTable();
+
+    expect(rowIds()).toEqual(["u-amy", "u-bob", "u-zed", "u-nameless"]);
+  });
+
+  it("reports the full member count", () => {
+    renderTable();
+
+    expect(screen.getByText("4 Members")).toBeInTheDocument();
+  });
+});
+
+describe("MemberTable search", () => {
+  it("matches on name case-insensitively", async () => {
+    renderTable();
+
+    search("ZED");
+
+    await waitFor(() => expect(rowIds()).toEqual(["u-zed"]));
+  });
+
+  it("matches on email", async () => {
+    renderTable();
+
+    search("mystery@");
+
+    await waitFor(() => expect(rowIds()).toEqual(["u-nameless"]));
+  });
+
+  it("matches on user id", async () => {
+    renderTable();
+
+    search("u-bob");
+
+    await waitFor(() => expect(rowIds()).toEqual(["u-bob"]));
+  });
+
+  it("still searches names when the first member has no name", async () => {
+    renderTable({ members: [MEMBERS[1], MEMBERS[0]] });
+
+    search("ortiz");
+
+    await waitFor(() => expect(rowIds()).toEqual(["u-zed"]));
+  });
+
+  it("does not match on role", async () => {
+    renderTable();
+
+    search("admin");
+
+    await waitFor(() => expect(rowIds()).toEqual([]));
+    expect(screen.getByText("No members match your search or filters")).toBeInTheDocument();
+  });
+});
+
+describe("MemberTable sorting", () => {
+  it("sorts by email with missing emails last in both directions", async () => {
+    const user = userEvent.setup();
+    renderTable();
+
+    await user.click(screen.getByTestId("sort-header-user_email"));
+    expect(rowIds()).toEqual(["u-amy", "u-nameless", "u-zed", "u-bob"]);
+
+    await user.click(screen.getByTestId("sort-header-user_email"));
+    expect(rowIds()).toEqual(["u-zed", "u-nameless", "u-amy", "u-bob"]);
+  });
+
+  it("sorts by role", async () => {
+    const user = userEvent.setup();
+    renderTable();
+
+    await user.click(screen.getByTestId("sort-header-role"));
+    expect(rowIds()[0]).toBe("u-amy");
+
+    await user.click(screen.getByTestId("sort-header-role"));
+    expect(rowIds()[3]).toBe("u-amy");
+  });
+
+  it("sorts an extra column numerically by its sort value with blanks last", async () => {
+    const user = userEvent.setup();
+    renderTable();
+
+    await user.click(screen.getByTestId("sort-header-budget"));
+    expect(rowIds()).toEqual(["u-bob", "u-zed", "u-amy", "u-nameless"]);
+
+    await user.click(screen.getByTestId("sort-header-budget"));
+    expect(rowIds()).toEqual(["u-amy", "u-zed", "u-bob", "u-nameless"]);
+  });
+
+  it("flips name order on the second click", async () => {
+    const user = userEvent.setup();
+    renderTable();
+
+    await user.click(screen.getByTestId("sort-header-user_alias"));
+    expect(rowIds()).toEqual(["u-zed", "u-bob", "u-amy", "u-nameless"]);
+  });
+
+  it("leaves extra columns without a sort value unsortable", () => {
+    renderTable({
+      extraColumns: [{ title: "Rate Limits", key: "rate_limits", render: () => <span>No Limits</span> }],
+    });
+
+    expect(screen.getByRole("columnheader", { name: "Rate Limits" })).toBeInTheDocument();
+    expect(screen.queryByTestId("sort-header-rate_limits")).not.toBeInTheDocument();
+  });
+});
+
+describe("MemberTable role filter", () => {
+  it("shows only members with the chosen role and clears on reset", async () => {
+    const user = userEvent.setup();
+    renderTable({ roleColumnTitle: "Team Role" });
+
+    await user.click(screen.getByTestId("datatable-filters-trigger"));
+    await user.click(screen.getByTestId("filter-role"));
+    await user.click(await screen.findByRole("option", { name: "admin" }));
+    await user.click(screen.getByTestId("filter-drawer-apply"));
+
+    await waitFor(() => expect(rowIds()).toEqual(["u-amy"]));
+    expect(screen.getByTestId("filter-chip-role")).toHaveTextContent("Team Role");
+
+    await user.click(screen.getByTestId("datatable-filters-trigger"));
+    await user.click(screen.getByTestId("filter-drawer-reset"));
+
+    await waitFor(() => expect(rowIds()).toHaveLength(4));
+  });
+
+  it("offers the roles present in the roster", () => {
+    expect(memberRoleOptions(MEMBERS)).toEqual(["admin", "user"]);
+    expect(memberRoleOptions([{ user_id: "x", role: "" }])).toEqual([]);
+  });
+});
+
+describe("MemberTable actions", () => {
+  it("passes the clicked member to onEdit and onDelete", async () => {
+    const user = userEvent.setup();
+    const { onEdit, onDelete } = renderTable();
+    const row = screen.getByRole("row", { name: /amy@example\.com/ });
+
+    await user.click(within(row).getByTestId("edit-member"));
+    await user.click(within(row).getByTestId("delete-member"));
+
+    expect(onEdit).toHaveBeenCalledWith(MEMBERS[2]);
+    expect(onDelete).toHaveBeenCalledWith(MEMBERS[2]);
+  });
+
+  it("hides delete for members the caller excludes", () => {
+    renderTable({ showDeleteForMember: (member) => member.role !== "admin" });
+
+    expect(screen.getAllByTestId("delete-member")).toHaveLength(3);
+    expect(
+      within(screen.getByRole("row", { name: /amy@example\.com/ })).queryByTestId("delete-member"),
+    ).not.toBeInTheDocument();
+  });
+
+  it("shows the empty text when there are no members at all", () => {
+    renderTable({ members: [], emptyText: "No members found" });
+
+    expect(screen.getByText("No members found")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/common_components/MemberTable.tsx b/ui/litellm-dashboard/src/components/common_components/MemberTable.tsx
index 8a0b7671078..e54994c1ab7 100644
--- a/ui/litellm-dashboard/src/components/common_components/MemberTable.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/MemberTable.tsx
@@ -1,17 +1,29 @@
-import { SimpleTooltip } from "@/components/ui/tooltip";
+import type { ColumnDef, ColumnFiltersState } from "@tanstack/react-table";
+import { Crown, Info, User, UserPlus } from "lucide-react";
+import React, { useState } from "react";
+
 import { Member } from "@/components/networking";
+import {
+  DataTable,
+  DataTableFilterDrawer,
+  DataTableFilterField,
+  DataTableSortHeader,
+  DataTableToolbar,
+} from "@/components/shared/DataTable";
 import { StatusBadge } from "@/components/shared/table_cells";
 import { Button } from "@/components/ui/button";
-import { Table, TableBody, TableCell, TableHead, TableHeader, TableRow } from "@/components/ui/table";
-import { Crown, Info, User, UserPlus } from "lucide-react";
-import React from "react";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
+import { SimpleTooltip } from "@/components/ui/tooltip";
+
 import TableIconActionButton from "./IconActionButton/TableIconActionButtons/TableIconActionButton";
 
+export type MemberTableSortValue = string | number | null | undefined;
+
 export interface MemberTableColumn {
   title: React.ReactNode;
-  key: React.Key;
-  dataIndex?: keyof Member;
-  render?: (value: Member[keyof Member], member: Member, index: number) => React.ReactNode;
+  key: string;
+  render: (member: Member) => React.ReactNode;
+  sortValue?: (member: Member) => MemberTableSortValue;
 }
 
 export interface MemberTableProps {
@@ -27,12 +39,152 @@ export interface MemberTableProps {
   emptyText?: string;
 }
 
-const extraColumnCell = (column: MemberTableColumn, member: Member, index: number): React.ReactNode => {
-  const value = column.dataIndex ? member[column.dataIndex] : undefined;
-  return column.render ? column.render(value, member, index) : value;
+const ALL_ROLES = "all";
+
+export const memberRowId = (member: Member): string => member.user_id ?? member.user_email ?? JSON.stringify(member);
+
+export const memberRoleOptions = (members: readonly Member[]): string[] =>
+  Array.from(new Set(members.map((member) => member.role).filter((role) => role !== ""))).sort();
+
+const isAdminRole = (role: string): boolean => {
+  const normalized = role.toLowerCase();
+  return normalized === "admin" || normalized === "org_admin";
 };
 
-const STICKY_ACTIONS_CLASS = "sticky right-0 w-[120px] bg-background";
+function RoleHeaderTitle({ title, tooltip }: { title: string; tooltip?: string }) {
+  if (tooltip === undefined) return <>{title}</>;
+  return (
+    <span className="inline-flex items-center gap-2">
+      {title}
+      <SimpleTooltip content={tooltip}>
+        <Info className="size-3.5" />
+      </SimpleTooltip>
+    </span>
+  );
+}
+
+const ACTIONS_COLUMN_WIDTH = 120;
+
+interface MemberColumnDeps {
+  canEdit: boolean;
+  onEdit: (member: Member) => void;
+  onDelete: (member: Member) => void;
+  roleColumnTitle: string;
+  roleTooltip?: string;
+  extraColumns: MemberTableColumn[];
+  showDeleteForMember?: (member: Member) => boolean;
+}
+
+const extraColumnDef = (column: MemberTableColumn): ColumnDef<Member> => {
+  const { sortValue } = column;
+  if (sortValue === undefined) {
+    return {
+      id: column.key,
+      header: () => <span className="font-medium">{column.title}</span>,
+      enableSorting: false,
+      enableGlobalFilter: false,
+      cell: ({ row }) => column.render(row.original),
+    };
+  }
+  return {
+    id: column.key,
+    accessorFn: (member) => sortValue(member) ?? undefined,
+    header: ({ column: tableColumn }) => <DataTableSortHeader column={tableColumn} title={column.title} />,
+    sortDescFirst: false,
+    sortUndefined: "last",
+    enableGlobalFilter: false,
+    cell: ({ row }) => column.render(row.original),
+  };
+};
+
+const buildColumns = ({
+  canEdit,
+  onEdit,
+  onDelete,
+  roleColumnTitle,
+  roleTooltip,
+  extraColumns,
+  showDeleteForMember,
+}: MemberColumnDeps): ColumnDef<Member>[] => [
+  {
+    id: "user_alias",
+    accessorFn: (member) => member.user_alias || undefined,
+    header: ({ column }) => <DataTableSortHeader column={column} title="Name" />,
+    sortingFn: "text",
+    sortUndefined: "last",
+    enableGlobalFilter: true,
+    meta: { title: "Name" },
+    cell: ({ row }) => row.original.user_alias || <span className="text-muted-foreground">-</span>,
+  },
+  {
+    id: "user_email",
+    accessorFn: (member) => member.user_email || undefined,
+    header: ({ column }) => <DataTableSortHeader column={column} title="User Email" />,
+    sortingFn: "text",
+    sortUndefined: "last",
+    enableGlobalFilter: true,
+    meta: { title: "User Email" },
+    cell: ({ row }) => row.original.user_email || "-",
+  },
+  {
+    id: "user_id",
+    accessorFn: (member) => member.user_id ?? undefined,
+    header: "User ID",
+    enableSorting: false,
+    enableGlobalFilter: true,
+    cell: ({ row }) =>
+      row.original.user_id === "default_user_id" ? (
+        <StatusBadge tone="info" label="Default Proxy Admin" />
+      ) : (
+        row.original.user_id || "-"
+      ),
+  },
+  {
+    id: "role",
+    accessorFn: (member) => member.role,
+    header: ({ column }) => (
+      <DataTableSortHeader column={column} title={<RoleHeaderTitle title={roleColumnTitle} tooltip={roleTooltip} />} />
+    ),
+    sortingFn: "text",
+    filterFn: "equalsString",
+    enableGlobalFilter: false,
+    meta: { title: roleColumnTitle },
+    cell: ({ row }) => (
+      <span className="inline-flex items-center gap-2">
+        {isAdminRole(row.original.role) ? <Crown className="size-3.5" /> : <User className="size-3.5" />}
+        <span className="capitalize">{row.original.role || "-"}</span>
+      </span>
+    ),
+  },
+  ...extraColumns.map(extraColumnDef),
+  {
+    id: "actions",
+    header: "Actions",
+    size: ACTIONS_COLUMN_WIDTH,
+    enableSorting: false,
+    enableGlobalFilter: false,
+    meta: { pinned: "right" },
+    cell: ({ row }) =>
+      canEdit ? (
+        <span className="inline-flex items-center gap-2">
+          <TableIconActionButton
+            variant="Edit"
+            tooltipText="Edit member"
+            dataTestId="edit-member"
+            onClick={() => onEdit(row.original)}
+          />
+          {(!showDeleteForMember || showDeleteForMember(row.original)) && (
+            <TableIconActionButton
+              variant="Delete"
+              tooltipText="Delete member"
+              dataTestId="delete-member"
+              onClick={() => onDelete(row.original)}
+            />
+          )}
+        </span>
+      ) : null,
+  },
+];
 
 export default function MemberTable({
   members,
@@ -46,90 +198,89 @@ export default function MemberTable({
   showDeleteForMember,
   emptyText,
 }: MemberTableProps) {
+  const [globalFilter, setGlobalFilter] = useState("");
+  const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
+  const [filtersOpen, setFiltersOpen] = useState(false);
+
+  const columnDeps: MemberColumnDeps = {
+    canEdit,
+    onEdit,
+    onDelete,
+    roleColumnTitle,
+    roleTooltip,
+    extraColumns,
+    showDeleteForMember,
+  };
+  const columns = buildColumns(columnDeps);
+  const roleFilterItems = [
+    { value: ALL_ROLES, label: "All Roles" },
+    ...memberRoleOptions(members).map((role) => ({ value: role, label: role })),
+  ];
+
+  const isNarrowed = globalFilter !== "" || columnFilters.length > 0;
+
   return (
     <div className="flex w-full flex-col gap-2">
       <span className="inline-flex text-sm text-foreground">
         {members.length} Member{members.length !== 1 ? "s" : ""}
       </span>
-      <Table>
-        <TableHeader>
-          <TableRow>
-            <TableHead>User Email</TableHead>
-            <TableHead>User ID</TableHead>
-            <TableHead>
-              {roleTooltip ? (
-                <span className="inline-flex items-center gap-2">
-                  {roleColumnTitle}
-                  <SimpleTooltip content={roleTooltip}>
-                    <Info className="size-3.5" />
-                  </SimpleTooltip>
-                </span>
-              ) : (
-                roleColumnTitle
+      <DataTable
+        data={members}
+        columns={columns}
+        getRowId={memberRowId}
+        sortingMode="client"
+        defaultSorting={[{ id: "user_alias", desc: false }]}
+        filterMode="client"
+        columnFilters={columnFilters}
+        onColumnFiltersChange={setColumnFilters}
+        globalFilter={globalFilter}
+        onGlobalFilterChange={setGlobalFilter}
+        noDataMessage={
+          <span className="text-muted-foreground">
+            {isNarrowed ? "No members match your search or filters" : emptyText ?? "No data"}
+          </span>
+        }
+        toolbar={(table) => (
+          <>
+            <DataTableToolbar
+              table={table}
+              searchValue={globalFilter}
+              onSearchChange={setGlobalFilter}
+              searchPlaceholder="Search by name, email, or user ID"
+              onOpenFilters={() => setFiltersOpen(true)}
+              showViewOptions={false}
+            />
+            <DataTableFilterDrawer
+              table={table}
+              open={filtersOpen}
+              onOpenChange={setFiltersOpen}
+              title="Filters"
+              description="Narrow down members"
+            >
+              {({ get, set }) => (
+                <DataTableFilterField label={roleColumnTitle}>
+                  <Select
+                    items={roleFilterItems}
+                    value={(get("role") as string | undefined) ?? ALL_ROLES}
+                    onValueChange={(value) => set("role", value === ALL_ROLES ? undefined : value)}
+                  >
+                    <SelectTrigger className="w-full" data-testid="filter-role">
+                      <SelectValue placeholder="All Roles" />
+                    </SelectTrigger>
+                    <SelectContent>
+                      {roleFilterItems.map((item) => (
+                        <SelectItem key={item.value} value={item.value}>
+                          {item.label}
+                        </SelectItem>
+                      ))}
+                    </SelectContent>
+                  </Select>
+                </DataTableFilterField>
               )}
-            </TableHead>
-            {extraColumns.map((column) => (
-              <TableHead key={column.key}>{column.title}</TableHead>
-            ))}
-            <TableHead className={STICKY_ACTIONS_CLASS}>Actions</TableHead>
-          </TableRow>
-        </TableHeader>
-        <TableBody>
-          {members.length === 0 ? (
-            <TableRow>
-              <TableCell colSpan={extraColumns.length + 4} className="text-center text-muted-foreground">
-                {emptyText ?? "No data"}
-              </TableCell>
-            </TableRow>
-          ) : (
-            members.map((member, memberIndex) => (
-              <TableRow key={member.user_id ?? member.user_email ?? JSON.stringify(member)}>
-                <TableCell>{member.user_email || "-"}</TableCell>
-                <TableCell>
-                  {member.user_id === "default_user_id" ? (
-                    <StatusBadge tone="info" label="Default Proxy Admin" />
-                  ) : (
-                    member.user_id || "-"
-                  )}
-                </TableCell>
-                <TableCell>
-                  <span className="inline-flex items-center gap-2">
-                    {member.role?.toLowerCase() === "admin" || member.role?.toLowerCase() === "org_admin" ? (
-                      <Crown className="size-3.5" />
-                    ) : (
-                      <User className="size-3.5" />
-                    )}
-                    <span className="capitalize">{member.role || "-"}</span>
-                  </span>
-                </TableCell>
-                {extraColumns.map((column) => (
-                  <TableCell key={column.key}>{extraColumnCell(column, member, memberIndex)}</TableCell>
-                ))}
-                <TableCell className={STICKY_ACTIONS_CLASS}>
-                  {canEdit ? (
-                    <span className="inline-flex items-center gap-2">
-                      <TableIconActionButton
-                        variant="Edit"
-                        tooltipText="Edit member"
-                        dataTestId="edit-member"
-                        onClick={() => onEdit(member)}
-                      />
-                      {(!showDeleteForMember || showDeleteForMember(member)) && (
-                        <TableIconActionButton
-                          variant="Delete"
-                          tooltipText="Delete member"
-                          dataTestId="delete-member"
-                          onClick={() => onDelete(member)}
-                        />
-                      )}
-                    </span>
-                  ) : null}
-                </TableCell>
-              </TableRow>
-            ))
-          )}
-        </TableBody>
-      </Table>
+            </DataTableFilterDrawer>
+          </>
+        )}
+      />
       {onAddMember && canEdit && (
         <Button onClick={onAddMember} className="self-start">
           <UserPlus className="size-4" />
diff --git a/ui/litellm-dashboard/src/components/common_components/ModelAliasManager.tsx b/ui/litellm-dashboard/src/components/common_components/ModelAliasManager.tsx
index c6e24d3b470..384fa44cfde 100644
--- a/ui/litellm-dashboard/src/components/common_components/ModelAliasManager.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/ModelAliasManager.tsx
@@ -27,8 +27,13 @@ const ModelAliasManager: React.FC<ModelAliasManagerProps> = ({
   showExampleConfig = true,
 }) => {
   const [aliases, setAliases] = useState<AliasItem[]>([]);
-  const [newAlias, setNewAlias] = useState({ aliasName: "", targetModel: "" });
-  const [editingAlias, setEditingAlias] = useState<AliasItem | null>(null);
+  const [newAlias, setNewAlias] = useState<{ aliasName: string; targetModel: string | null }>({
+    aliasName: "",
+    targetModel: null,
+  });
+  const [editingAlias, setEditingAlias] = useState<
+    (Omit<AliasItem, "targetModel"> & { targetModel: string | null }) | null
+  >(null);
   const aliasNameId = useId();
 
   useEffect(() => {
@@ -61,7 +66,7 @@ const ModelAliasManager: React.FC<ModelAliasManagerProps> = ({
 
     const updatedAliases = [...aliases, newAliasObj];
     setAliases(updatedAliases);
-    setNewAlias({ aliasName: "", targetModel: "" });
+    setNewAlias({ aliasName: "", targetModel: null });
 
     // Convert array back to object format and notify parent
     const aliasObject: { [key: string]: string } = {};
@@ -94,7 +99,8 @@ const ModelAliasManager: React.FC<ModelAliasManagerProps> = ({
       return;
     }
 
-    const updatedAliases = aliases.map((alias) => (alias.id === editingAlias.id ? editingAlias : alias));
+    const savedAlias: AliasItem = { ...editingAlias, targetModel: editingAlias.targetModel };
+    const updatedAliases = aliases.map((alias) => (alias.id === savedAlias.id ? savedAlias : alias));
 
     setAliases(updatedAliases);
     setEditingAlias(null);
diff --git a/ui/litellm-dashboard/src/components/common_components/ModelSelector.tsx b/ui/litellm-dashboard/src/components/common_components/ModelSelector.tsx
index 6a6807de5c0..15b6b1644b6 100644
--- a/ui/litellm-dashboard/src/components/common_components/ModelSelector.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/ModelSelector.tsx
@@ -9,9 +9,9 @@ const MODEL_SELECT_DEBOUNCE_MS = 500;
 
 interface ModelSelectorProps {
   accessToken: string;
-  value?: string;
+  value?: string | null;
   placeholder?: string;
-  onChange?: (value: string) => void;
+  onChange?: (value: string | null) => void;
   disabled?: boolean;
   style?: React.CSSProperties;
   className?: string;
@@ -30,12 +30,12 @@ const ModelSelector: React.FC<ModelSelectorProps> = ({
   showLabel = true,
   labelText = "Select Model",
 }) => {
-  const [selectedModel, setSelectedModel] = useState<string | undefined>(value);
+  const [selectedModel, setSelectedModel] = useState<string | null>(value ?? null);
   const [showCustomModelInput, setShowCustomModelInput] = useState<boolean>(false);
   const [modelInfo, setModelInfo] = useState<ModelGroup[]>([]);
 
   useEffect(() => {
-    setSelectedModel(value);
+    setSelectedModel(value ?? null);
   }, [value]);
 
   useEffect(() => {
@@ -56,13 +56,13 @@ const ModelSelector: React.FC<ModelSelectorProps> = ({
     loadModels();
   }, [accessToken]);
 
-  const onModelChange = (value: string) => {
+  const onModelChange = (value: string | null) => {
     if (value === "custom") {
       setShowCustomModelInput(true);
-      setSelectedModel(undefined);
+      setSelectedModel(null);
     } else {
       setShowCustomModelInput(false);
-      setSelectedModel(value);
+      setSelectedModel(value ?? null);
       if (onChange) {
         onChange(value);
       }
@@ -71,7 +71,7 @@ const ModelSelector: React.FC<ModelSelectorProps> = ({
 
   const debouncedSelect = useDebouncedCallback(
     (value: string) => {
-      setSelectedModel(value);
+      setSelectedModel(value ?? null);
       onChange?.(value);
     },
     { wait: MODEL_SELECT_DEBOUNCE_MS },
diff --git a/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx b/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx
index 663028b2d92..f2f1504fed5 100644
--- a/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx
@@ -4,7 +4,7 @@ import { Organization } from "../networking";
 
 interface OrganizationDropdownProps {
   organizations?: Organization[] | null;
-  value?: string;
+  value?: string | null;
   onChange?: (value: string | null) => void;
   disabled?: boolean;
   loading?: boolean;
@@ -32,7 +32,7 @@ const OrganizationDropdown: React.FC<OrganizationDropdownProps> = ({
           sublabel: org.organization_id,
         }))}
         value={value}
-        onValueChange={(organizationId) => onChange?.(organizationId || null)}
+        onValueChange={(organizationId) => onChange?.(organizationId)}
         placeholder={placeholder}
         emptyText={loading ? "Loading organizations…" : "No organizations found"}
         disabled={disabled}
diff --git a/ui/litellm-dashboard/src/components/common_components/ProjectDropdown.tsx b/ui/litellm-dashboard/src/components/common_components/ProjectDropdown.tsx
index 0b5a84f9589..f27e1a683dd 100644
--- a/ui/litellm-dashboard/src/components/common_components/ProjectDropdown.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/ProjectDropdown.tsx
@@ -4,8 +4,8 @@ import { ProjectResponse } from "@/app/(dashboard)/hooks/projects/useProjects";
 
 interface ProjectDropdownProps {
   projects?: ProjectResponse[] | null;
-  value?: string;
-  onChange?: (value: string) => void;
+  value?: string | null;
+  onChange?: (value: string | null) => void;
   disabled?: boolean;
   loading?: boolean;
   /** When set, only show projects belonging to this team */
diff --git a/ui/litellm-dashboard/src/components/common_components/UserDropdown.tsx b/ui/litellm-dashboard/src/components/common_components/UserDropdown.tsx
index eef1a8233bc..c80f654bbd1 100644
--- a/ui/litellm-dashboard/src/components/common_components/UserDropdown.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/UserDropdown.tsx
@@ -47,8 +47,8 @@ const UserDropdown: React.FC<UserDropdownProps> = ({ value, onChange, disabled,
     <div data-testid="user-dropdown">
       <PaginatedSearchSelect
         options={options}
-        value={value ?? undefined}
-        onValueChange={(next) => onChange(next === "" ? null : next)}
+        value={value}
+        onValueChange={onChange}
         onSearchChange={setSearch}
         onLoadMore={fetchNextPage}
         hasNextPage={hasNextPage}
diff --git a/ui/litellm-dashboard/src/components/common_components/budget_duration_dropdown.tsx b/ui/litellm-dashboard/src/components/common_components/budget_duration_dropdown.tsx
index 3c38907c597..40ee857634c 100644
--- a/ui/litellm-dashboard/src/components/common_components/budget_duration_dropdown.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/budget_duration_dropdown.tsx
@@ -14,7 +14,7 @@ const DURATION_LABELS: Record<string, string> = {
 interface BudgetDurationDropdownProps {
   id?: string;
   value?: string | null;
-  onChange?: (value: string | undefined) => void;
+  onChange?: (value: string | null) => void;
   className?: string;
   style?: React.CSSProperties;
   placeholder?: string;
@@ -31,11 +31,7 @@ const BudgetDurationDropdown: React.FC<BudgetDurationDropdownProps> = ({
   showNeverResets = false,
 }) => {
   return (
-    <Select
-      items={DURATION_LABELS}
-      value={value || null}
-      onValueChange={(next: string | null) => onChange?.(next ?? undefined)}
-    >
+    <Select items={DURATION_LABELS} value={value || null} onValueChange={onChange}>
       <SelectTrigger id={id} className={`w-full ${className}`} style={style}>
         <SelectValue placeholder={placeholder} />
       </SelectTrigger>
diff --git a/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx b/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx
index 7d385c2a3f7..e10a8d1e562 100644
--- a/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx
@@ -4,7 +4,7 @@ import { useInfiniteTeams } from "@/app/(dashboard)/hooks/teams/useTeams";
 import { Team } from "../key_team_helpers/key_list";
 
 interface TeamDropdownProps {
-  value?: string;
+  value?: string | null;
   onChange?: (value: string | null) => void;
   /** Callback with the full Team object (or null on clear). */
   onTeamSelect?: (team: Team | null) => void;
@@ -46,8 +46,8 @@ const TeamDropdown: React.FC<TeamDropdownProps> = ({
     return result;
   }, [data]);
 
-  const handleChange = (teamId: string) => {
-    onChange?.(teamId || null);
+  const handleChange = (teamId: string | null) => {
+    onChange?.(teamId);
     if (onTeamSelect) {
       onTeamSelect(teamId ? teams.find((t) => t.team_id === teamId) ?? null : null);
     }
@@ -61,7 +61,7 @@ const TeamDropdown: React.FC<TeamDropdownProps> = ({
           value: team.team_id,
           sublabel: team.team_id,
         }))}
-        value={value || undefined}
+        value={value}
         onValueChange={handleChange}
         onSearchChange={setSearch}
         onLoadMore={fetchNextPage}
diff --git a/ui/litellm-dashboard/src/components/common_components/user_search_modal.test.tsx b/ui/litellm-dashboard/src/components/common_components/user_search_modal.integration.test.tsx
similarity index 94%
rename from ui/litellm-dashboard/src/components/common_components/user_search_modal.test.tsx
rename to ui/litellm-dashboard/src/components/common_components/user_search_modal.integration.test.tsx
index 7ca2b530235..5769d8c2f88 100644
--- a/ui/litellm-dashboard/src/components/common_components/user_search_modal.test.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/user_search_modal.integration.test.tsx
@@ -1,4 +1,5 @@
-import { act, fireEvent, render, screen, waitFor, within } from "@testing-library/react";
+import { act, fireEvent, screen, waitFor, within } from "@testing-library/react";
+import { renderWithProviders as render } from "../../../tests/test-utils";
 import userEvent, { PointerEventsCheckLevel } from "@testing-library/user-event";
 import { afterEach, beforeEach, describe, expect, it, vi } from "vitest";
 import UserSearchModal from "./user_search_modal";
@@ -101,15 +102,18 @@ describe("UserSearchModal submit payload", () => {
     await user.click(await screen.findByRole("option", { name: "picked@example.com" }));
   };
 
-  it("submits every registered field, with the untouched identity fields undefined", async () => {
+  it("should block submission without a selected user and after clearing the paired identity", async () => {
     const { user, onSubmit } = setup();
 
+    expect(save()).toBeDisabled();
+    await searchByEmail(user, "pick");
+    await user.click(screen.getAllByRole("button", { name: "Clear" })[0]);
+    expect(screen.getByLabelText("Email")).toHaveValue("");
+    expect(screen.getByLabelText("User ID")).toHaveValue("");
+    expect(save()).toBeDisabled();
     await user.click(save());
 
-    await waitFor(() => expect(onSubmit).toHaveBeenCalledTimes(1));
-    const values = onSubmit.mock.calls[0][0];
-    expect(Object.keys(values).sort()).toEqual(["role", "user_email", "user_id"]);
-    expect(values).toStrictEqual({ user_email: undefined, user_id: undefined, role: "user" });
+    expect(onSubmit).not.toHaveBeenCalled();
   });
 
   it("carries the picked user's email and id into the payload", async () => {
@@ -130,6 +134,7 @@ describe("UserSearchModal submit payload", () => {
     const { onSubmit } = setup();
     const user = userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
 
+    await searchByEmail(user, "pick");
     await user.click(screen.getByLabelText("Member Role"));
     await user.click(await screen.findByRole("option", { name: /^admin/ }));
     await user.click(save());
@@ -184,6 +189,7 @@ describe("UserSearchModal submit payload", () => {
   it("does not submit on Enter in any field, while the button still does", async () => {
     const { user, onSubmit } = setup();
 
+    await searchByEmail(user, "pick");
     await user.click(getEmailSearchInput());
     await user.keyboard("{Enter}");
     await user.click(screen.getByLabelText("User ID"));
diff --git a/ui/litellm-dashboard/src/components/common_components/user_search_modal.tsx b/ui/litellm-dashboard/src/components/common_components/user_search_modal.tsx
index 20c45cd0d2e..04ac412397f 100644
--- a/ui/litellm-dashboard/src/components/common_components/user_search_modal.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/user_search_modal.tsx
@@ -31,8 +31,8 @@ interface Role {
 }
 
 interface FormValues {
-  user_email: string | undefined;
-  user_id: string | undefined;
+  user_email: string | null | undefined;
+  user_id: string | null | undefined;
   role: string;
 }
 
@@ -66,6 +66,8 @@ const UserSearchModal: React.FC<UserSearchModalProps> = ({
 }) => {
   const emptyValues: FormValues = { user_email: undefined, user_id: undefined, role: defaultRole };
   const form = useForm<FormValues>({ defaultValues: emptyValues });
+  const selectedUserId = form.watch("user_id");
+  const selectedUserEmail = form.watch("user_email");
   const [userOptions, setUserOptions] = useState<UserOption[]>([]);
   const [loading, setLoading] = useState<boolean>(false);
   const [selectedField, setSelectedField] = useState<"user_email" | "user_id">("user_email");
@@ -143,19 +145,29 @@ const UserSearchModal: React.FC<UserSearchModalProps> = ({
   const renderUserSearch = (
     fieldName: "user_email" | "user_id",
     placeholder: string,
-    controlProps: { id: string; value: string | undefined; onChange: (value: string | undefined) => void },
+    controlProps: {
+      id: string;
+      value: string | null | undefined;
+      onChange: (value: string | null | undefined) => void;
+    },
     testId?: string,
   ) => {
     const items = selectedField === fieldName ? userOptions : [];
+    const handleValueChange = (value: string | null) => {
+      if (value === null) {
+        form.setValue("user_email", null);
+        form.setValue("user_id", null);
+        return;
+      }
+      controlProps.onChange(value);
+      handleSelect(items.find((option) => option.value === value) ?? null);
+    };
     return (
       <div data-testid={testId} onKeyDown={swallowEnter}>
         <PaginatedSearchSelect
           options={items}
           value={controlProps.value}
-          onValueChange={(value: string) => {
-            controlProps.onChange(value === "" ? undefined : value);
-            handleSelect(items.find((option) => option.value === value) ?? null);
-          }}
+          onValueChange={handleValueChange}
           onSearchChange={(query: string) => handleSearch(query, fieldName)}
           autoHighlight="always"
           isLoading={loading}
@@ -226,7 +238,7 @@ const UserSearchModal: React.FC<UserSearchModalProps> = ({
             </FieldGroup>
 
             <div className="mt-4 text-right">
-              <Button type="submit" disabled={isSubmitting}>
+              <Button type="submit" disabled={isSubmitting || (!selectedUserId && !selectedUserEmail)}>
                 {isSubmitting ? <UiLoadingSpinner className="size-4" /> : <UserPlus />}
                 {isSubmitting ? "Adding..." : "Add Member"}
               </Button>
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/editAutoRouterFormSchema.ts b/ui/litellm-dashboard/src/components/edit_auto_router/editAutoRouterFormSchema.ts
new file mode 100644
index 00000000000..af84a0897c6
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/editAutoRouterFormSchema.ts
@@ -0,0 +1,42 @@
+import { z } from "zod/v4";
+
+const sharedShape = {
+  auto_router_name: z.string().min(1, "Auto router name is required"),
+  model_access_group: z.array(z.string()),
+};
+
+const complexityRouterShape = {
+  ...sharedShape,
+  auto_router_default_model: z
+    .string()
+    .nullable()
+    .transform((value) => value ?? ""),
+  auto_router_embedding_model: z
+    .string()
+    .nullable()
+    .transform((value) => value ?? ""),
+};
+
+const semanticRouterShape = {
+  ...sharedShape,
+  auto_router_default_model: z
+    .string()
+    .nullable()
+    .pipe(z.string({ error: "Default model is required" }).min(1, "Default model is required")),
+  auto_router_embedding_model: z
+    .string()
+    .nullable()
+    .pipe(z.string({ error: "Embedding model is required" }).min(1, "Embedding model is required")),
+};
+
+export const complexityRouterSchema = z.object(complexityRouterShape);
+export const semanticRouterSchema = z.object(semanticRouterShape);
+
+export type EditAutoRouterFormValues = z.infer<typeof semanticRouterSchema>;
+
+export const EMPTY_FORM_VALUES: z.input<typeof semanticRouterSchema> = {
+  auto_router_name: "",
+  auto_router_default_model: null,
+  auto_router_embedding_model: null,
+  model_access_group: [],
+};
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.integration.test.tsx
similarity index 94%
rename from ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.tsx
rename to ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.integration.test.tsx
index 3367c810991..277a3825d5d 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.tsx
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.integration.test.tsx
@@ -1064,6 +1064,55 @@ describe("EditAutoRouterModal prompt compression", () => {
       />,
     );
 
+  it("should clear both saved compression overrides when inheritance is selected", async () => {
+    const user = userEvent.setup();
+    renderWithStoredCompression({
+      auto_router_routing_compression: "routing-compressor",
+      auto_router_model_compression: "model-compressor",
+    });
+
+    await user.click(await screen.findByText("Advanced: Compression"));
+    await user.click(screen.getAllByRole("button", { name: "Clear", exact: true })[0]);
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() =>
+      expect(modelPatchUpdateCall).toHaveBeenCalledWith(
+        "token",
+        expect.objectContaining({
+          litellm_params: expect.objectContaining({
+            model: "auto_router/complexity_router",
+            auto_router_routing_compression: null,
+            auto_router_model_compression: null,
+          }),
+        }),
+        "auto-1",
+      ),
+    );
+  });
+
+  it("should discard a cancelled clear and preserve compression when the saved choice is restored", async () => {
+    const user = userEvent.setup();
+    const stored = { auto_router_routing_compression: "none", auto_router_model_compression: "model-compressor" };
+    const view = renderWithStoredCompression(stored);
+
+    await user.click(await screen.findByText("Advanced: Compression"));
+    await user.click(screen.getAllByRole("button", { name: "Clear", exact: true })[0]);
+    await user.click(screen.getByRole("button", { name: "Cancel", exact: true }));
+    expect(modelPatchUpdateCall).not.toHaveBeenCalled();
+    view.unmount();
+
+    renderWithStoredCompression(stored);
+    await user.click(await screen.findByText("Advanced: Compression"));
+    expect(screen.getByRole("combobox", { name: "Routing decision compression" })).toHaveValue("None (no compression)");
+    await user.click(screen.getAllByRole("button", { name: "Clear", exact: true })[0]);
+    await user.click(screen.getByRole("combobox", { name: "Routing decision compression" }));
+    await user.click(screen.getByRole("option", { name: "None (no compression)" }));
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
+    expect(savedLitellmParams()).toMatchObject(stored);
+  });
+
   it("leaves both compression keys out of an untouched save when none were stored", async () => {
     const user = userEvent.setup();
     renderWithStoredCompression();
@@ -1075,18 +1124,24 @@ describe("EditAutoRouterModal prompt compression", () => {
     expect(savedLitellmParams()).not.toHaveProperty("auto_router_model_compression");
   });
 
-  it("preserves a stored same-as-routing compression through an untouched open-and-save", async () => {
+  it.each([
+    { auto_router_routing_compression: "headroom-a", auto_router_model_compression: "headroom-a" },
+    { auto_router_routing_compression: "routing-compressor" },
+    { auto_router_model_compression: "model-compressor" },
+  ])("should preserve the exact stored compression fields through an untouched save: %j", async (stored) => {
     const user = userEvent.setup();
-    renderWithStoredCompression({
-      auto_router_routing_compression: "headroom-a",
-      auto_router_model_compression: "headroom-a",
-    });
+    renderWithStoredCompression(stored);
 
     await user.click(await screen.findByRole("button", { name: /save changes/i }));
 
     await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
-    expect(savedLitellmParams()?.auto_router_routing_compression).toBe("headroom-a");
-    expect(savedLitellmParams()?.auto_router_model_compression).toBe("headroom-a");
+    expect(
+      Object.fromEntries(
+        Object.entries(savedLitellmParams()).filter(
+          ([key]) => key === "auto_router_routing_compression" || key === "auto_router_model_compression",
+        ),
+      ),
+    ).toEqual(stored);
   });
 
   it("shows a stored different-compression choice as Use a different compression, not Same", async () => {
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
index 8a62e86e842..c4166692f78 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
@@ -1,5 +1,10 @@
 import React, { useEffect, useMemo, useState } from "react";
-import { z } from "zod/v4";
+import {
+  complexityRouterSchema,
+  semanticRouterSchema,
+  EMPTY_FORM_VALUES,
+  type EditAutoRouterFormValues,
+} from "./editAutoRouterFormSchema";
 import { toast } from "@/lib/toast";
 import { CircleHelp } from "lucide-react";
 import { FieldGroup } from "@/components/ui/field";
@@ -13,7 +18,7 @@ import AccessGroupTagsCombobox from "../add_model/AccessGroupTagsCombobox";
 import ModelChoiceCombobox, { type ModelChoice } from "../add_model/ModelChoiceCombobox";
 import { modelAvailableCall, modelPatchUpdateCall, validateAutoRouterConfig } from "../networking";
 import { fetchAvailableModels, ModelGroup } from "@/components/llm_calls/fetch_models";
-import RouterConfigBuilder from "../add_model/RouterConfigBuilder";
+import RouterConfigBuilder, { type RouterConfig, serializeRouterConfig } from "../add_model/RouterConfigBuilder";
 import { hydrateTierModelParams } from "../add_model/complexity_router_tiers";
 import {
   type ActiveTierSet,
@@ -44,7 +49,7 @@ import { KeywordTierRule } from "../add_model/KeywordTierRules";
 import { DEFAULT_MATCH_THRESHOLD } from "../add_model/SemanticKeywordMatching";
 import {
   type AutoRouterCompressionState,
-  buildAutoRouterCompressionParams,
+  buildAutoRouterCompressionPatch,
   DEFAULT_AUTO_ROUTER_COMPRESSION,
   hydrateAutoRouterCompression,
 } from "../add_model/buildAutoRouterCompression";
@@ -400,35 +405,6 @@ export const buildUpdatedComplexityRouterConfig = (
   };
 };
 
-const sharedShape = {
-  auto_router_name: z.string().min(1, "Auto router name is required"),
-  model_access_group: z.array(z.string()),
-};
-
-const complexityRouterShape = {
-  ...sharedShape,
-  auto_router_default_model: z.string(),
-  auto_router_embedding_model: z.string(),
-};
-
-const semanticRouterShape = {
-  ...sharedShape,
-  auto_router_default_model: z.string().min(1, "Default model is required"),
-  auto_router_embedding_model: z.string().min(1, "Embedding model is required"),
-};
-
-const complexityRouterSchema = z.object(complexityRouterShape);
-const semanticRouterSchema = z.object(semanticRouterShape);
-
-type EditAutoRouterFormValues = z.infer<typeof semanticRouterSchema>;
-
-const EMPTY_FORM_VALUES: EditAutoRouterFormValues = {
-  auto_router_name: "",
-  auto_router_default_model: "",
-  auto_router_embedding_model: "",
-  model_access_group: [],
-};
-
 const labelWithHint = (label: string, hint: string): React.ReactNode => (
   <>
     {label}
@@ -452,7 +428,7 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
   const [modelInfo, setModelInfo] = useState<ModelGroup[]>([]);
   const [showValidationErrors, setShowValidationErrors] = useState<boolean>(false);
   const [editingTiers, setEditingTiers] = useState(false);
-  const [routerConfig, setRouterConfig] = useState<any>(null);
+  const [routerConfig, setRouterConfig] = useState<RouterConfig | null>(null);
   const [customTechnicalKeywords, setCustomTechnicalKeywords] = useState<string[]>([]);
   const [keywordTierRules, setKeywordTierRules] = useState<KeywordTierRule[]>([]);
   const [escalationKeywords, setEscalationKeywords] = useState<string[]>([]);
@@ -587,8 +563,8 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
       // Set form values
       form.reset({
         auto_router_name: modelData.model_name,
-        auto_router_default_model: modelData.litellm_params?.auto_router_default_model || "",
-        auto_router_embedding_model: modelData.litellm_params?.auto_router_embedding_model || "",
+        auto_router_default_model: modelData.litellm_params?.auto_router_default_model || null,
+        auto_router_embedding_model: modelData.litellm_params?.auto_router_embedding_model || null,
         model_access_group: modelData.model_info?.access_groups || [],
       });
     } catch (error) {
@@ -679,7 +655,7 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
         ...modelData.litellm_params,
         complexity_router_config: updatedConfig,
         complexity_router_default_model: defaultModel,
-        ...buildAutoRouterCompressionParams(autoRouterCompression),
+        ...buildAutoRouterCompressionPatch(autoRouterCompression, modelData.litellm_params ?? {}),
       };
       const updatedModelInfo = {
         ...modelData.model_info,
@@ -706,7 +682,7 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
     // Prepare the updated litellm_params
     const updatedLitellmParams = {
       ...modelData.litellm_params,
-      auto_router_config: JSON.stringify(routerConfig),
+      auto_router_config: serializeRouterConfig(routerConfig),
       auto_router_default_model: values.auto_router_default_model,
       auto_router_embedding_model: values.auto_router_embedding_model || undefined,
     };
@@ -745,7 +721,7 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
       })();
     } catch (error) {
       console.error("Error updating auto router:", error);
-      toast.fromError("Failed to update auto router configuration");
+      toast.fromError(error);
     } finally {
       setLoading(false);
     }
diff --git a/ui/litellm-dashboard/src/components/key_team_helpers/BudgetFallbacksEditor.tsx b/ui/litellm-dashboard/src/components/key_team_helpers/BudgetFallbacksEditor.tsx
index c0c12356c6f..dbc270fa62e 100644
--- a/ui/litellm-dashboard/src/components/key_team_helpers/BudgetFallbacksEditor.tsx
+++ b/ui/litellm-dashboard/src/components/key_team_helpers/BudgetFallbacksEditor.tsx
@@ -96,10 +96,10 @@ export function BudgetFallbacksEditor({ value, onChange, availableModels }: Budg
               <label className="block text-xs font-medium text-muted-foreground mb-1">Primary Model</label>
               <SearchSelect
                 options={availablePrimaryOptions.map((m) => ({ label: m, value: m }))}
-                value={entry.primaryModel ?? ""}
+                value={entry.primaryModel}
                 onValueChange={(v) => {
                   const newFallbacks = entry.fallbackModels.filter((m) => m !== v);
-                  updateEntry(entry.id, { primaryModel: v === "" ? null : v, fallbackModels: newFallbacks });
+                  updateEntry(entry.id, { primaryModel: v, fallbackModels: newFallbacks });
                 }}
                 placeholder="Select model"
                 emptyText="No models found"
diff --git a/ui/litellm-dashboard/src/components/key_team_helpers/ModelMaxBudgetEditor.tsx b/ui/litellm-dashboard/src/components/key_team_helpers/ModelMaxBudgetEditor.tsx
index ef5a3e15b52..0fab5555343 100644
--- a/ui/litellm-dashboard/src/components/key_team_helpers/ModelMaxBudgetEditor.tsx
+++ b/ui/litellm-dashboard/src/components/key_team_helpers/ModelMaxBudgetEditor.tsx
@@ -153,8 +153,8 @@ export function ModelMaxBudgetEditor({
               <label className="block text-xs font-medium text-muted-foreground mb-1">Model</label>
               <SearchSelect
                 options={modelOptions.map((model) => ({ label: model, value: model }))}
-                value={entry.model ?? ""}
-                onValueChange={(model) => updateEntry(entry.id, { model: model === "" ? null : model })}
+                value={entry.model}
+                onValueChange={(model) => updateEntry(entry.id, { model })}
                 placeholder="Select model"
                 emptyText="No models found"
                 disabled={!premiumUser}
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.integration.test.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.integration.test.tsx
index b1174d1d37d..0da3628a76b 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.integration.test.tsx
@@ -1,5 +1,5 @@
 import React from "react";
-import { fireEvent, render, screen } from "@testing-library/react";
+import { fireEvent, renderWithProviders, screen } from "../../../tests/test-utils";
 import userEvent from "@testing-library/user-event";
 import { describe, it, expect } from "vitest";
 import MCPToolArgumentsForm, { MCPToolArgumentsFormRef } from "./MCPToolArgumentsForm";
@@ -10,7 +10,7 @@ const toolWith = (schema: InputSchema | string): MCPTool =>
 
 const renderForm = (schema: InputSchema | string) => {
   const ref = React.createRef<MCPToolArgumentsFormRef>();
-  render(<MCPToolArgumentsForm ref={ref} tool={toolWith(schema)} />);
+  renderWithProviders(<MCPToolArgumentsForm ref={ref} tool={toolWith(schema)} />);
   return ref;
 };
 
@@ -101,7 +101,7 @@ describe("MCPToolArgumentsForm", () => {
 
   it("resets dotted defaults and positional values when the selected tool changes", async () => {
     const ref = React.createRef<MCPToolArgumentsFormRef>();
-    const { rerender } = render(
+    const { rerender } = renderWithProviders(
       <MCPToolArgumentsForm
         ref={ref}
         tool={toolWith({
@@ -290,3 +290,23 @@ describe("MCPToolArgumentsForm", () => {
     await expect(submit(ref)).resolves.toEqual({});
   });
 });
+
+it("should distinguish an unset enum from empty string and retain explicit false", async () => {
+  const user = userEvent.setup();
+  const ref = renderForm({
+    type: "object",
+    properties: {
+      mode: { type: "string", enum: ["", "fast"], default: "fast" },
+      active: { type: "boolean", default: true },
+    },
+  });
+  await user.click(screen.getByRole("combobox", { name: "mode" }));
+  await user.click(await screen.findByRole("option", { name: "Select mode" }));
+  await user.click(screen.getByRole("combobox", { name: "active" }));
+  await user.click(await screen.findByRole("option", { name: "False" }));
+  await expect(submit(ref)).resolves.toEqual({ active: false });
+  await user.click(screen.getByRole("combobox", { name: "mode" }));
+  await user.click(await screen.findByRole("option", { name: "Empty string" }));
+  expect(screen.getByRole("combobox", { name: "mode" })).toHaveTextContent("Empty string");
+  await expect(submit(ref)).resolves.toEqual({ mode: "", active: false });
+});
diff --git a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.tsx b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.tsx
index ab3213d9b37..7d0b7fc1bd7 100644
--- a/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.tsx
+++ b/ui/litellm-dashboard/src/components/mcp_tools/MCPToolArgumentsForm.tsx
@@ -23,6 +23,9 @@ const BOOLEAN_ITEMS = [
 
 const isBlank = (value: unknown): boolean => value === undefined || value === null || value === "";
 
+const isUnsetArgument = (prop: InputSchemaProperty | undefined, value: unknown): boolean =>
+  prop?.type === "string" && prop.enum ? value == null : isBlank(value);
+
 const jsonErrorFor = (prop: InputSchemaProperty, value: unknown): string | null => {
   try {
     const parsed = typeof value === "string" ? JSON.parse(value) : value;
@@ -45,10 +48,15 @@ const collectErrors = (
 ): Record<string, FieldError> => {
   const entries = Object.entries(actualSchema.properties ?? {}).flatMap<[string, FieldError]>(([key, prop]) => {
     const value = values[key];
-    const blank = isBlank(value);
+    const blank = isUnsetArgument(prop, value);
     if (actualSchema.required?.includes(key) && blank) {
       return [[key, { type: "required", message: requiredMessages[key] ?? `Please enter ${key}` }]];
     }
+    if (prop.type === "string" && prop.enum) {
+      if (!blank && !prop.enum.includes(String(value))) {
+        return [[key, { type: "validate", message: `Please select a valid ${key}` }]];
+      }
+    }
     if (prop.type !== "object" && prop.type !== "array") return [];
     if (blank) return [];
     const message = jsonErrorFor(prop, value);
@@ -146,6 +154,7 @@ function buildDefaultValue(prop?: InputSchemaProperty, overrideDefault?: any): a
 }
 
 const getInitialValueForField = (prop: InputSchemaProperty): any => {
+  if (prop.type === "string" && prop.enum && prop.default === undefined) return null;
   const defaultValue = buildDefaultValue(prop);
   if (prop.type === "object" || prop.type === "array") {
     const fallback = prop.type === "array" ? [] : {};
@@ -164,7 +173,7 @@ function convertFormValues(
 
   Object.entries(values).forEach(([key, value]) => {
     const prop = schemaToUse.properties?.[key];
-    if (prop && value !== null && value !== undefined && value !== "") {
+    if (prop && !isUnsetArgument(prop, value)) {
       switch (prop.type) {
         case "boolean":
           convertedValues[key] = value === "true" || value === true;
@@ -202,7 +211,7 @@ function convertFormValues(
         default:
           convertedValues[key] = value;
       }
-    } else if (value !== null && value !== undefined && value !== "") {
+    } else if (!isUnsetArgument(prop, value)) {
       convertedValues[key] = value;
     }
   });
@@ -342,20 +351,22 @@ const MCPToolArgumentsForm = forwardRef<MCPToolArgumentsFormRef, MCPToolArgument
                   {(field) => {
                     if (prop.type === "string" && prop.enum) {
                       return (
-                        <Select value={field.value ?? ""} onValueChange={field.onChange}>
+                        <Select value={field.value ?? null} onValueChange={field.onChange}>
                           <SelectTrigger
                             id={field.id}
                             onBlur={field.onBlur}
                             aria-invalid={field["aria-invalid"]}
                             className="w-full"
                           >
-                            <SelectValue placeholder={`Select ${key}`} />
+                            <SelectValue placeholder={`Select ${key}`}>
+                              {field.value === "" ? "Empty string" : undefined}
+                            </SelectValue>
                           </SelectTrigger>
                           <SelectContent>
-                            {!required && <SelectItem value="">Select {key}</SelectItem>}
+                            {!required && <SelectItem value={null}>Select {key}</SelectItem>}
                             {prop.enum.map((v) => (
                               <SelectItem key={v} value={v}>
-                                {v}
+                                {v === "" ? "Empty string" : v}
                               </SelectItem>
                             ))}
                           </SelectContent>
@@ -364,7 +375,11 @@ const MCPToolArgumentsForm = forwardRef<MCPToolArgumentsFormRef, MCPToolArgument
                     }
                     if (prop.type === "boolean") {
                       return (
-                        <Select items={BOOLEAN_ITEMS} value={field.value ?? ""} onValueChange={field.onChange}>
+                        <Select
+                          items={required ? BOOLEAN_ITEMS : [{ value: null, label: `Select ${key}` }, ...BOOLEAN_ITEMS]}
+                          value={field.value ?? null}
+                          onValueChange={field.onChange}
+                        >
                           <SelectTrigger
                             id={field.id}
                             onBlur={field.onBlur}
@@ -374,7 +389,7 @@ const MCPToolArgumentsForm = forwardRef<MCPToolArgumentsFormRef, MCPToolArgument
                             <SelectValue placeholder={`Select ${key}`} />
                           </SelectTrigger>
                           <SelectContent>
-                            {!required && <SelectItem value="">Select {key}</SelectItem>}
+                            {!required && <SelectItem value={null}>Select {key}</SelectItem>}
                             <SelectItem value={true}>True</SelectItem>
                             <SelectItem value={false}>False</SelectItem>
                           </SelectContent>
diff --git a/ui/litellm-dashboard/src/components/model_add/CredentialModal.tsx b/ui/litellm-dashboard/src/components/model_add/CredentialModal.tsx
index 8108cc1c20e..fdc02b4fc41 100644
--- a/ui/litellm-dashboard/src/components/model_add/CredentialModal.tsx
+++ b/ui/litellm-dashboard/src/components/model_add/CredentialModal.tsx
@@ -42,7 +42,7 @@ export default function CredentialModal({
   existingCredential = null,
 }: CredentialModalProps) {
   const isEdit = mode === "edit";
-  const [selectedProvider, setSelectedProvider] = useState<Providers>(
+  const [selectedProvider, setSelectedProvider] = useState<string | null>(
     (existingCredential?.credential_info.custom_llm_provider as Providers) ?? Providers.OpenAI,
   );
 
@@ -110,7 +110,7 @@ export default function CredentialModal({
                 {(control) => (
                   <Input
                     id={control.id}
-                    value={(control.value as string | undefined) ?? ""}
+                    value={typeof control.value === "string" ? control.value : ""}
                     onChange={control.onChange}
                     onBlur={control.onBlur}
                     placeholder="Enter a friendly name for these credentials"
@@ -131,10 +131,10 @@ export default function CredentialModal({
                     inputId={control.id}
                     placeholder="Select a provider"
                     options={providerOptions}
-                    value={(control.value as string | undefined) ?? ""}
+                    value={typeof control.value === "string" ? control.value : null}
                     onValueChange={(value) => {
                       control.onChange(value);
-                      resetCredentialFormOnProviderChange(formAdapter, value as Providers, setSelectedProvider);
+                      resetCredentialFormOnProviderChange(formAdapter, value, setSelectedProvider);
                     }}
                   />
                 )}
diff --git a/ui/litellm-dashboard/src/components/model_add/credential_form_helpers.ts b/ui/litellm-dashboard/src/components/model_add/credential_form_helpers.ts
index 7190c539c81..e7b1e861811 100644
--- a/ui/litellm-dashboard/src/components/model_add/credential_form_helpers.ts
+++ b/ui/litellm-dashboard/src/components/model_add/credential_form_helpers.ts
@@ -1,5 +1,3 @@
-import { Providers } from "../provider_info_helpers";
-
 interface CredentialFormAdapter {
   getFieldValue: (field: string) => unknown;
   resetFields: () => void;
@@ -25,8 +23,8 @@ interface CredentialFormAdapter {
  */
 export function resetCredentialFormOnProviderChange(
   form: CredentialFormAdapter,
-  newProvider: Providers,
-  setSelectedProvider: (p: Providers) => void,
+  newProvider: string | null,
+  setSelectedProvider: (p: string | null) => void,
 ): void {
   const preservedName = form.getFieldValue("credential_name");
   form.resetFields();
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index d7cf5b6110b..cab073dc808 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -2946,6 +2946,7 @@ export interface Member {
   role: string;
   user_id: string | null;
   user_email?: string | null;
+  user_alias?: string | null;
   max_budget_in_team?: number | null;
   tpm_limit?: number | null;
   rpm_limit?: number | null;
diff --git a/ui/litellm-dashboard/src/components/organisms/createKeyPayload.ts b/ui/litellm-dashboard/src/components/organisms/createKeyPayload.ts
index 37a973d5def..311e9357825 100644
--- a/ui/litellm-dashboard/src/components/organisms/createKeyPayload.ts
+++ b/ui/litellm-dashboard/src/components/organisms/createKeyPayload.ts
@@ -202,6 +202,8 @@ export const buildKeyCreatePayload = (input: KeyCreateInput): KeyPayloadResult =
     endpoint: input.keyOwner === "service_account" ? "service_account" : "standard",
     payload: {
       ...withoutKeys(values, dropped),
+      ...(values.organization_id === null && { organization_id: undefined }),
+      ...(values.project_id === null && { project_id: undefined }),
       ...(input.keyOwner === "you" && { user_id: input.userID }),
       ...(input.keyOwner === "agent" && { agent_id: input.selectedAgentId }),
       ...(input.autoRotationEnabled && { auto_rotate: true, rotation_interval: input.rotationInterval }),
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
index 2bf39bf4cd7..0d5d9f5ec8d 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
@@ -16,7 +16,7 @@ const state = vi.hoisted(() => ({
   can: {} as Record<string, boolean>,
   uiSettings: {} as Record<string, unknown>,
   tags: {} as Record<string, { name: string }>,
-  teams: [] as { team_id: string; team_alias: string; models: string[] }[],
+  teams: [] as { team_id: string; team_alias: string; models: string[]; organization_id?: string }[],
   organizations: [] as { organization_id: string; organization_alias: string }[],
   accessGroups: [] as { access_group_id: string; access_group_name: string }[],
   projects: [] as { project_id: string; project_alias: string; team_id?: string; models?: string[] }[],
@@ -806,6 +806,36 @@ describe("CreateKey", () => {
       expect((await createdPayload()).organization_id).toBe("org-1");
     });
 
+    it("discards the old project and team when the organization changes", async () => {
+      state.uiSettings = { enable_projects_ui: true };
+      state.organizations = [
+        { organization_id: "scope-silver", organization_alias: "Silver" },
+        { organization_id: "scope-copper", organization_alias: "Copper" },
+      ];
+      state.teams = [{ team_id: "group-maple", team_alias: "Maple", organization_id: "scope-silver", models: [] }];
+      state.projects = [{ project_id: "project-orbit", project_alias: "Orbit", team_id: "group-maple", models: [] }];
+      await openModal({ teams: state.teams as Team[] });
+      await nameTheKey();
+      await userEvent.click(await screen.findByLabelText("Organization"));
+      await userEvent.click(await screen.findByRole("option", { name: /Silver/ }));
+      await userEvent.click(await screen.findByLabelText("Project"));
+      await userEvent.click(await screen.findByRole("option", { name: /Orbit/ }));
+      await waitFor(() => expect(screen.getByLabelText("Team")).toHaveValue("Maple"));
+      expect(screen.getByLabelText("Team")).toBeDisabled();
+
+      await userEvent.click(screen.getByLabelText("Organization"));
+      await userEvent.click(await screen.findByRole("option", { name: /Copper/ }));
+      expect(screen.getByLabelText("Project")).toHaveValue("");
+      expect(screen.getByLabelText("Team")).toHaveValue("");
+      expect(screen.getByLabelText("Team")).toBeEnabled();
+      await submit();
+
+      const payload = JSON.parse(JSON.stringify(await createdPayload()));
+      expect(payload.organization_id).toBe("scope-copper");
+      expect(payload.team_id).toBeNull();
+      expect(payload).not.toHaveProperty("project_id");
+    });
+
     it("drops organization_id when the chosen organization is cleared again", async () => {
       state.organizations = [{ organization_id: "org-1", organization_alias: "Engineering" }];
       await openModal();
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index 831cb0cf6a6..b5789101f77 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -592,35 +592,35 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
   };
 
   const changeOrganization = (write: FieldWrite) => (orgId: string | null) => {
-    write(orgId ?? undefined);
+    write(orgId);
     setSelectedOrganizationId(orgId);
     // Clear team and project when org changes
     setSelectedCreateKeyTeam(null);
     setSelectedProjectId(null);
-    form.setValue("team_id", undefined);
-    form.setValue("project_id", undefined);
+    form.setValue("team_id", null);
+    form.setValue("project_id", null);
   };
 
   const selectTeam = (team: Team | null) => {
     setSelectedCreateKeyTeam(team);
     setSelectedProjectId(null);
-    form.setValue("project_id", undefined);
+    form.setValue("project_id", null);
     // Auto-populate org from team for non-admin users
     if (team?.organization_id) {
       setSelectedOrganizationId(team.organization_id);
       form.setValue("organization_id", team.organization_id);
     } else if (!team) {
       setSelectedOrganizationId(null);
-      form.setValue("organization_id", undefined);
+      form.setValue("organization_id", null);
     }
   };
 
-  const changeProject = (write: FieldWrite) => (projectId: string) => {
+  const changeProject = (write: FieldWrite) => (projectId: string | null) => {
     write(projectId);
     if (!projectId) {
       setSelectedProjectId(null);
       setSelectedCreateKeyTeam(null);
-      form.setValue("team_id", undefined);
+      form.setValue("team_id", null);
       return;
     }
     setSelectedProjectId(projectId);
@@ -756,8 +756,8 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                       inputId="create-key-agent"
                       placeholder="Select an agent"
                       emptyText="No agents found"
-                      value={selectedAgentId ?? undefined}
-                      onValueChange={(value) => setSelectedAgentId(value === "" ? null : value)}
+                      value={selectedAgentId}
+                      onValueChange={setSelectedAgentId}
                       options={agentsList.map((a) => ({
                         label: a.agent_name || a.agent_id,
                         value: a.agent_id,
@@ -783,7 +783,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                   {(control) => (
                     <OrganizationDropdown
                       id={control.id}
-                      value={control.value as string | undefined}
+                      value={typeof control.value === "string" ? control.value : null}
                       organizations={organizations}
                       loading={isOrganizationsLoading}
                       disabled={userRole !== "Admin"}
@@ -809,7 +809,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                   {(control) => (
                     <TeamDropdown
                       id={control.id}
-                      value={control.value as string | undefined}
+                      value={typeof control.value === "string" ? control.value : null}
                       onChange={control.onChange}
                       disabled={selectedProjectId !== null}
                       organizationId={selectedOrganizationId}
@@ -833,7 +833,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                     {(control) => (
                       <ProjectDropdown
                         id={control.id}
-                        value={control.value as string | undefined}
+                        value={typeof control.value === "string" ? control.value : null}
                         projects={projects}
                         teamId={selectedCreateKeyTeam?.team_id}
                         loading={isProjectsLoading || !teams}
@@ -1021,7 +1021,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
                             value={control.value as string | null | undefined}
                             showNeverResets
                             placeholder="Not set"
-                            onChange={control.onChange}
+                            onChange={(next) => control.onChange(next ?? undefined)}
                           />
                         )}
                       </MountedFormField>
diff --git a/ui/litellm-dashboard/src/components/organization/organization_view.tsx b/ui/litellm-dashboard/src/components/organization/organization_view.tsx
index 7c250a5ef98..096e736b493 100644
--- a/ui/litellm-dashboard/src/components/organization/organization_view.tsx
+++ b/ui/litellm-dashboard/src/components/organization/organization_view.tsx
@@ -121,23 +121,23 @@ const OrganizationInfoView: React.FC<OrganizationInfoProps> = ({
     return <div className="p-4">Organization not found</div>;
   }
 
+  const orgMemberById = new Map((orgData.members || []).map((m) => [m.user_id, m]));
+  const orgMemberFor = (record: Member) => (record.user_id != null ? orgMemberById.get(record.user_id) : undefined);
+
   const orgExtraColumns: MemberTableColumn[] = [
     {
       title: "Spend (USD)",
       key: "spend",
-      render: (_: unknown, record: Member) => {
-        const orgMember =
-          record.user_id != null ? (orgData.members || []).find((m) => m.user_id === record.user_id) : undefined;
-        return <MoneyCell value={orgMember?.spend} decimals={4} />;
-      },
+      sortValue: (record: Member) => orgMemberFor(record)?.spend ?? null,
+      render: (record: Member) => <MoneyCell value={orgMemberFor(record)?.spend} decimals={4} />,
     },
     {
       title: "Created At",
       key: "created_at",
-      render: (_: unknown, record: Member) => {
-        const orgMember =
-          record.user_id != null ? (orgData.members || []).find((m) => m.user_id === record.user_id) : undefined;
-        return <span>{orgMember?.created_at ? new Date(orgMember.created_at).toLocaleString() : "-"}</span>;
+      sortValue: (record: Member) => orgMemberFor(record)?.created_at ?? null,
+      render: (record: Member) => {
+        const createdAt = orgMemberFor(record)?.created_at;
+        return <span>{createdAt ? new Date(createdAt).toLocaleString() : "-"}</span>;
       },
     },
   ];
@@ -252,10 +252,12 @@ const OrganizationInfoView: React.FC<OrganizationInfoProps> = ({
         <TabsContent keepMounted={hasVisited("members")} value="members" className="pt-4">
           <div className="space-y-4">
             <MemberTable
+              key={orgData.organization_id}
               members={(orgData.members || []).map((m) => ({
                 role: m.user_role || "",
                 user_id: m.user_id,
                 user_email: m.user_email,
+                user_alias: m.user?.user_alias ?? null,
               }))}
               canEdit={canEditOrg}
               onEdit={(member) => {
diff --git a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
index 72ec5990557..de83cd00790 100644
--- a/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/components/provider_info_helpers.tsx
@@ -453,7 +453,7 @@ export const getPlaceholder = (selectedProvider: string): string => {
   return providerPlaceholderMap[resolvedProvider] ?? "gpt-3.5-turbo";
 };
 
-export const getProviderModels = (provider: Providers, modelMap: any): Array<string> => {
+export const getProviderModels = (provider: string, modelMap: any): Array<string> => {
   let providerKey = provider;
   let custom_llm_provider = provider_map[providerKey];
 
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
index 162fc39a632..8ed8e392ae1 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
@@ -390,6 +390,28 @@ describe("DataTable filtering", () => {
     expect(names()).toEqual(["Alice"]);
   });
 
+  it("client global filter searches an opted-in column even when the first row has no value", () => {
+    const nicknameColumns: ColumnDef<Person, unknown>[] = [
+      ...nameEmailColumns,
+      {
+        id: "nickname",
+        accessorFn: (row) => (row.id === "b" ? "Bobby" : undefined),
+        enableGlobalFilter: true,
+        header: "Nickname",
+      },
+    ];
+    render(
+      <DataTable
+        data={CHARLIE_ALICE_BOB}
+        columns={nicknameColumns}
+        filterMode="client"
+        globalFilter="bobby"
+        onGlobalFilterChange={vi.fn()}
+      />,
+    );
+    expect(names()).toEqual(["Bob"]);
+  });
+
   it("server mode never filters locally even when columnFilters is set", () => {
     render(
       <DataTable
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
index 58f9657a001..26162a3f1f7 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
@@ -96,6 +96,13 @@ function derivePinning<TData, TValue>(columns: ColumnDef<TData, TValue>[]): Colu
   return { left: collect("left"), right: collect("right") };
 }
 
+function columnCanGlobalFilter<TData>(firstRow: TData | undefined, column: Column<TData, unknown>): boolean {
+  if (column.columnDef.enableGlobalFilter === true) return true;
+  if (firstRow === undefined || column.accessorFn === undefined) return false;
+  const firstValue: unknown = column.accessorFn(firstRow, 0);
+  return typeof firstValue === "string" || typeof firstValue === "number";
+}
+
 function buildRowModels<TData>(
   sortingMode: SortingMode,
   paginationMode: PaginationMode,
@@ -516,6 +523,7 @@ function useDataTableInstance<TData extends RowData, TValue>(
     onRowSelectionChange: rowSelectionState.onChange,
     onColumnVisibilityChange: setColumnVisibility,
     onColumnSizingChange: setColumnSizing,
+    getColumnCanGlobalFilter: (column) => columnCanGlobalFilter(data[0], column),
     getCoreRowModel: getCoreRowModel(),
     ...buildRowModels(sortingMode, paginationMode, filterMode, expansionGuard),
     ...(getRowId !== undefined ? { getRowId } : {}),
diff --git a/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.test.tsx b/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.integration.test.tsx
similarity index 89%
rename from ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.test.tsx
rename to ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.integration.test.tsx
index 04c8d3e9012..2b948ca8420 100644
--- a/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.integration.test.tsx
@@ -1,4 +1,4 @@
-import { fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { fireEvent, renderWithProviders as render, screen, waitFor } from "../../../tests/test-utils";
 import userEvent from "@testing-library/user-event";
 import { useState } from "react";
 import { describe, expect, it, vi } from "vitest";
@@ -51,7 +51,7 @@ describe("PaginatedSearchSelect", () => {
     const onSearchChange = vi.fn();
 
     function Controlled() {
-      const [value, setValue] = useState("");
+      const [value, setValue] = useState<string | null>(null);
       return (
         <PaginatedSearchSelect
           options={OPTIONS}
@@ -71,14 +71,33 @@ describe("PaginatedSearchSelect", () => {
     expect(onSearchChange).not.toHaveBeenCalled();
   });
 
-  it("still reports a cleared input so the unfiltered page comes back", async () => {
+  it("should keep a cleared selection empty after a late page arrives and reset the query", async () => {
     const user = userEvent.setup();
     const onSearchChange = vi.fn();
-    renderSelect({ onSearchChange, value: "alias-alpha" });
-
-    await user.click(document.querySelector('[data-slot="combobox-clear"]') as HTMLElement);
-
-    await waitFor(() => expect(onSearchChange).toHaveBeenCalledWith(""));
+    const onValueChange = vi.fn();
+    function Controlled({ options }: { options: SearchSelectOption[] }) {
+      const [value, setValue] = useState<string | null>("alias-alpha");
+      return (
+        <PaginatedSearchSelect
+          options={options}
+          value={value}
+          onSearchChange={onSearchChange}
+          onValueChange={(next) => {
+            setValue(next);
+            onValueChange(next);
+          }}
+        />
+      );
+    }
+    const { rerender } = render(<Controlled options={OPTIONS} />);
+    await user.click(screen.getByRole("button", { name: "Clear" }));
+    expect(onValueChange).toHaveBeenLastCalledWith(null);
+    rerender(<Controlled options={OPTIONS.map((option) => ({ ...option }))} />);
+    await waitFor(() => expect(onSearchChange).toHaveBeenLastCalledWith(""));
+    expect(screen.getByRole("combobox")).toHaveValue("");
+    expect(screen.queryByRole("button", { name: "Clear" })).not.toBeInTheDocument();
+    await chooseSelectOption(user, screen.getByRole("combobox"), "alias-beta");
+    expect(onValueChange).toHaveBeenLastCalledWith("alias-beta");
   });
 
   it("requests the next page once the list is scrolled near the bottom", async () => {
@@ -147,7 +166,7 @@ describe("PaginatedSearchSelect", () => {
 
     function ServerBacked() {
       const [search, setSearch] = useState("");
-      const [value, setValue] = useState("alias-alpha");
+      const [value, setValue] = useState<string | null>("alias-alpha");
       const freshlyBuiltOptions = OPTIONS.filter((option) => option.label.includes(search)).map((option) => ({
         ...option,
       }));
@@ -236,7 +255,7 @@ describe("PaginatedSearchSelect", () => {
 
     function Refetching() {
       const [options, setOptions] = useState<SearchSelectOption[]>([{ label: "Beta Team", value: "team-2" }]);
-      const [value, setValue] = useState("");
+      const [value, setValue] = useState<string | null>(null);
       return (
         <>
           <PaginatedSearchSelect
@@ -279,7 +298,7 @@ describe("PaginatedSearchSelect", () => {
 
     function ServerBacked() {
       const [search, setSearch] = useState("");
-      const [value, setValue] = useState("");
+      const [value, setValue] = useState<string | null>(null);
       return (
         <PaginatedSearchSelect
           options={OPTIONS.filter((option) => option.label.includes(search))}
diff --git a/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.tsx b/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.tsx
index 4b7ef7401c7..1314afdf2bf 100644
--- a/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.tsx
+++ b/ui/litellm-dashboard/src/components/shared/PaginatedSearchSelect.tsx
@@ -17,8 +17,8 @@ import { usePaginatedCombobox } from "./usePaginatedCombobox";
 
 interface PaginatedSearchSelectProps {
   options: SearchSelectOption[];
-  value?: string;
-  onValueChange: (value: string) => void;
+  value?: string | null;
+  onValueChange: (value: string | null) => void;
   onSearchChange: (query: string) => void;
   onLoadMore?: () => void;
   hasNextPage?: boolean;
@@ -86,7 +86,7 @@ export function PaginatedSearchSelect({
   };
 
   const selected = useMemo<SearchSelectOption | null>(() => {
-    if (value === undefined || value === "") return null;
+    if (value == null || value === "") return null;
     return (
       options.find((option) => option.value === value) ??
       (pickedOption?.value === value ? pickedOption : { label: value, value })
@@ -118,7 +118,7 @@ export function PaginatedSearchSelect({
       inputValue={typedQuery ?? selected?.label ?? ""}
       onValueChange={(item: SearchSelectOption | null) => {
         setPickedOption(item);
-        onValueChange(item?.value ?? "");
+        onValueChange(item?.value ?? null);
       }}
       onInputValueChange={(next, eventDetails) => handleTypedInput(next, eventDetails.reason)}
       onOpenChange={(nextOpen, eventDetails) => handleOpenChange(nextOpen, eventDetails.reason)}
@@ -139,7 +139,7 @@ export function PaginatedSearchSelect({
         onKeyDown={snapshotWholeSelection}
         onPaste={snapshotWholeSelection}
         placeholder={placeholder}
-        showClear={value !== undefined && value !== ""}
+        showClear={value != null && value !== ""}
         className={`w-full ${className ?? ""}`}
       />
       <ComboboxContent>
diff --git a/ui/litellm-dashboard/src/components/shared/SearchSelect.test.tsx b/ui/litellm-dashboard/src/components/shared/SearchSelect.integration.test.tsx
similarity index 76%
rename from ui/litellm-dashboard/src/components/shared/SearchSelect.test.tsx
rename to ui/litellm-dashboard/src/components/shared/SearchSelect.integration.test.tsx
index 62a510268dd..c981010dff9 100644
--- a/ui/litellm-dashboard/src/components/shared/SearchSelect.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/SearchSelect.integration.test.tsx
@@ -1,4 +1,5 @@
-import { fireEvent, render, screen } from "@testing-library/react";
+import { fireEvent, renderWithProviders as render, screen } from "../../../tests/test-utils";
+import { useState } from "react";
 import userEvent from "@testing-library/user-event";
 import { describe, expect, it, vi } from "vitest";
 
@@ -36,11 +37,30 @@ describe("SearchSelect", () => {
     expect(screen.getByRole("combobox")).toHaveValue("Growth");
   });
 
-  it("shows a clear control only when a value is selected", () => {
-    const { rerender } = render(<SearchSelect options={OPTIONS} onValueChange={vi.fn()} />);
-    expect(document.querySelector('[data-slot="combobox-clear"]')).toBeNull();
-    rerender(<SearchSelect options={OPTIONS} value="team-1" onValueChange={vi.fn()} />);
-    expect(document.querySelector('[data-slot="combobox-clear"]')).not.toBeNull();
+  it("should clear to null and allow selecting again through the real control", async () => {
+    const onValueChange = vi.fn();
+    const user = userEvent.setup();
+    function Controlled() {
+      const [value, setValue] = useState<string | null>(null);
+      return (
+        <SearchSelect
+          options={OPTIONS}
+          value={value}
+          onValueChange={(next) => {
+            setValue(next);
+            onValueChange(next);
+          }}
+        />
+      );
+    }
+    render(<Controlled />);
+    expect(screen.queryByRole("button", { name: "Clear" })).not.toBeInTheDocument();
+    await chooseSelectOption(user, screen.getByRole("combobox"), "Growth");
+    await user.click(screen.getByRole("button", { name: "Clear" }));
+    expect(onValueChange).toHaveBeenLastCalledWith(null);
+    expect(screen.getByRole("combobox")).toHaveValue("");
+    await chooseSelectOption(user, screen.getByRole("combobox"), "Data Team");
+    expect(onValueChange).toHaveBeenLastCalledWith("team-3");
   });
 
   it("filters the options client-side as you type", async () => {
diff --git a/ui/litellm-dashboard/src/components/shared/SearchSelect.tsx b/ui/litellm-dashboard/src/components/shared/SearchSelect.tsx
index 53a5371d72d..21d38e9458c 100644
--- a/ui/litellm-dashboard/src/components/shared/SearchSelect.tsx
+++ b/ui/litellm-dashboard/src/components/shared/SearchSelect.tsx
@@ -21,8 +21,8 @@ export interface SearchSelectOption {
 
 interface SearchSelectProps {
   options: SearchSelectOption[];
-  value?: string;
-  onValueChange: (value: string) => void;
+  value?: string | null;
+  onValueChange: (value: string | null) => void;
   placeholder?: string;
   emptyText?: string;
   disabled?: boolean;
@@ -51,9 +51,7 @@ export function SearchSelect({
   "aria-label": ariaLabel,
 }: SearchSelectProps) {
   const selected =
-    value === undefined || value === ""
-      ? null
-      : options.find((option) => option.value === value) ?? { label: value, value };
+    value == null || value === "" ? null : options.find((option) => option.value === value) ?? { label: value, value };
   const items =
     selected !== null && !options.some((option) => option.value === selected.value) ? [selected, ...options] : options;
 
@@ -61,7 +59,7 @@ export function SearchSelect({
     <Combobox
       items={items}
       value={selected}
-      onValueChange={(item: SearchSelectOption | null) => onValueChange(item?.value ?? "")}
+      onValueChange={(item: SearchSelectOption | null) => onValueChange(item?.value ?? null)}
       isItemEqualToValue={(a: SearchSelectOption, b: SearchSelectOption) => a.value === b.value}
       itemToStringLabel={(item: SearchSelectOption) => item.label}
       filter={matchesQuery}
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx
index c715210fdde..c6720ecc7b1 100644
--- a/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.test.tsx
@@ -4,6 +4,10 @@ import { describe, expect, it, vi } from "vitest";
 
 import { IdCell } from "./id_cell";
 
+const { routerPushMock } = vi.hoisted(() => ({ routerPushMock: vi.fn() }));
+
+vi.mock("next/navigation", () => ({ useRouter: () => ({ push: routerPushMock }) }));
+
 const { copyToClipboardMock } = vi.hoisted(() => ({ copyToClipboardMock: vi.fn() }));
 
 vi.mock("@/utils/dataUtils", async (importOriginal) => ({
@@ -83,4 +87,23 @@ describe("IdCell", () => {
     render(<IdCell value="k-1" dataTestId="key-id-cell" />);
     expect(screen.getByTestId("key-id-cell")).toHaveTextContent("k-1");
   });
+
+  it("renders the id as a link and routes client side when href is set", async () => {
+    const user = userEvent.setup();
+    render(<IdCell value="user-42" href="/ui/users?user=user-42" />);
+
+    const link = screen.getByRole("link", { name: "user-42" });
+    expect(link).toHaveAttribute("href", "/ui/users?user=user-42");
+    expect(link).toHaveClass("cursor-pointer");
+
+    await user.click(link);
+    expect(routerPushMock).toHaveBeenCalledWith("/ui/users?user=user-42");
+  });
+
+  it("stays plain text when href is undefined", () => {
+    render(<IdCell value="default_user_id" href={undefined} />);
+
+    expect(screen.getByText("default_user_id").tagName).toBe("SPAN");
+    expect(screen.queryByRole("link")).not.toBeInTheDocument();
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx
index 33c7f835e64..47d0d750223 100644
--- a/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx
+++ b/ui/litellm-dashboard/src/components/shared/table_cells/id_cell.tsx
@@ -3,6 +3,7 @@
 import { Copy } from "lucide-react";
 import * as React from "react";
 
+import { useEntityLinkClick } from "@/components/shared/EntityLink";
 import { cn } from "@/lib/cva.config";
 import { copyToClipboard } from "@/utils/dataUtils";
 
@@ -13,6 +14,7 @@ export type IdCellVariant = "pill" | "plain";
 interface IdCellProps {
   value: string | null | undefined;
   variant?: IdCellVariant;
+  href?: string;
   onClick?: (value: string) => void;
   copyable?: boolean;
   copyLabel?: string;
@@ -38,6 +40,7 @@ const VARIANT_CLASS: Record<IdCellVariant, { base: string; clickable: string }>
 export function IdCell({
   value,
   variant = "pill",
+  href,
   onClick,
   copyable = false,
   copyLabel = "Copy ID",
@@ -52,16 +55,17 @@ export function IdCell({
     return <span className="text-muted-foreground">{fallback}</span>;
   }
 
+  const linked = !!href && !disabled;
   const clickable = !!onClick && !disabled;
   const classes = cn(
     VARIANT_CLASS[variant].base,
-    clickable && VARIANT_CLASS[variant].clickable,
+    (linked || clickable) && VARIANT_CLASS[variant].clickable,
     truncate && "block max-w-[15ch] truncate",
     disabled && "opacity-50",
     className,
   );
 
-  const idElement = clickable ? (
+  const unlinkedElement = clickable ? (
     <button type="button" className={classes} data-testid={dataTestId} onClick={() => onClick(value)}>
       {value}
     </button>
@@ -71,6 +75,14 @@ export function IdCell({
     </span>
   );
 
+  const idElement = linked ? (
+    <IdLink href={href} className={classes} dataTestId={dataTestId}>
+      {value}
+    </IdLink>
+  ) : (
+    unlinkedElement
+  );
+
   const withTooltip = <CellTooltip content={tooltip ?? value} trigger={idElement} />;
 
   if (!copyable) {
@@ -94,3 +106,21 @@ export function IdCell({
     </span>
   );
 }
+
+interface IdLinkProps extends React.ComponentPropsWithoutRef<"a"> {
+  href: string;
+  dataTestId?: string;
+}
+
+const IdLink = React.forwardRef<HTMLAnchorElement, IdLinkProps>(function IdLink(
+  { href, dataTestId, children, ...props },
+  ref,
+) {
+  const handleClick = useEntityLinkClick(href);
+
+  return (
+    <a {...props} ref={ref} href={href} data-testid={dataTestId} onClick={handleClick}>
+      {children}
+    </a>
+  );
+});
diff --git a/ui/litellm-dashboard/src/components/tag_management/types.tsx b/ui/litellm-dashboard/src/components/tag_management/types.tsx
index 3cf17545fd6..88dfa28204d 100644
--- a/ui/litellm-dashboard/src/components/tag_management/types.tsx
+++ b/ui/litellm-dashboard/src/components/tag_management/types.tsx
@@ -41,7 +41,7 @@ export interface TagUpdateRequest {
   soft_budget?: number;
   tpm_limit?: number;
   rpm_limit?: number;
-  budget_duration?: string;
+  budget_duration?: string | null;
 }
 
 export interface TagDeleteRequest {
diff --git a/ui/litellm-dashboard/src/components/team/EditMembership.tsx b/ui/litellm-dashboard/src/components/team/EditMembership.tsx
index 036c4f1cc0b..909b5d56c97 100644
--- a/ui/litellm-dashboard/src/components/team/EditMembership.tsx
+++ b/ui/litellm-dashboard/src/components/team/EditMembership.tsx
@@ -157,7 +157,7 @@ const MemberModal = <T extends BaseMember>({
               <BudgetDurationDropdown
                 id={id}
                 value={typeof value === "string" ? value : null}
-                onChange={(next) => onChange(next)}
+                onChange={(next) => onChange(mode === "add" ? next ?? undefined : next)}
               />
             );
           default:
diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
index 988e2e082aa..ffc83d0165e 100644
--- a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
@@ -333,7 +333,10 @@ const teamUpdateFieldsSchema = z.object({
   modelLimits: z
     .array(
       z.object({
-        model: z.string().min(1, "Missing model"),
+        model: z
+          .string()
+          .nullable()
+          .refine((model) => Boolean(model), "Missing model"),
         tpm: z.number().nullish(),
         rpm: z.number().nullish(),
       }),
@@ -1464,7 +1467,9 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
                               showNeverResets
                               placeholder="Inherit team reset period"
                               value={value === null ? NEVER_RESETS_BUDGET_DURATION : value}
-                              onChange={(next) => onChange(next === NEVER_RESETS_BUDGET_DURATION ? null : next)}
+                              onChange={(next) =>
+                                onChange(next === NEVER_RESETS_BUDGET_DURATION ? null : next ?? undefined)
+                              }
                             />
                           )}
                         </FormField>
@@ -1879,7 +1884,7 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
                       <SearchSelect
                         inputId={id}
                         value={value ?? ""}
-                        onValueChange={(next) => onChange(next === "" ? null : next)}
+                        onValueChange={onChange}
                         options={userOrganizations.map((org) => ({
                           value: org.organization_id ?? "",
                           label: org.organization_alias || org.organization_id || "",
diff --git a/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx b/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
index 6711514bfe9..2c119bb5848 100644
--- a/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
@@ -1,4 +1,4 @@
-import { screen, within } from "@testing-library/react";
+import { fireEvent, screen, within } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import { renderWithProviders } from "../../../tests/test-utils";
@@ -168,6 +168,27 @@ describe("TeamMembersComponent", () => {
     expect(table).toHaveTextContent("admin");
   });
 
+  it("clears the member search when a different team is shown", () => {
+    const props = {
+      canEditTeam: false,
+      handleMemberDelete: mockHandleMemberDelete,
+      setSelectedEditMember: mockSetSelectedEditMember,
+      setIsEditMemberModalVisible: mockSetIsEditMemberModalVisible,
+      setIsAddMemberModalVisible: mockSetIsAddMemberModalVisible,
+    };
+    const { rerender } = renderWithProviders(<TeamMembersComponent teamData={createMockTeamData()} {...props} />);
+
+    fireEvent.change(screen.getByTestId("datatable-search"), { target: { value: "user2" } });
+    expect(screen.queryByText("user1@test.com")).not.toBeInTheDocument();
+
+    const otherTeam = createMockTeamData({ team_id: "team-456" });
+    rerender(<TeamMembersComponent teamData={otherTeam} {...props} />);
+
+    expect(screen.getByTestId("datatable-search")).toHaveValue("");
+    expect(screen.getAllByText("user1@test.com").length).toBeGreaterThanOrEqual(1);
+    expect(screen.getAllByText("user2@test.com").length).toBeGreaterThanOrEqual(1);
+  });
+
   it("should render Add Member button", () => {
     renderWithProviders(
       <TeamMembersComponent
diff --git a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
index 4d7246eb077..3780770315c 100644
--- a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
@@ -108,7 +108,7 @@ export default function TeamMemberTab({
         </span>
       ),
       key: "model_scope",
-      render: (_: unknown, record: Member) => {
+      render: (record: Member) => {
         const models = getUserAllowedModels(record.user_id);
         if (!models) {
           return <span className="text-muted-foreground">(all team models)</span>;
@@ -141,9 +141,8 @@ export default function TeamMemberTab({
         </span>
       ),
       key: "spend",
-      render: (_: unknown, record: Member) => (
-        <MoneyCell value={getUserCurrentCycleSpend(record.user_id)} decimals={2} />
-      ),
+      sortValue: (record: Member) => getUserCurrentCycleSpend(record.user_id),
+      render: (record: Member) => <MoneyCell value={getUserCurrentCycleSpend(record.user_id)} decimals={2} />,
     },
     {
       title: (
@@ -155,19 +154,22 @@ export default function TeamMemberTab({
         </span>
       ),
       key: "total_spend",
-      render: (_: unknown, record: Member) => <MoneyCell value={getUserTotalSpend(record.user_id)} decimals={2} />,
+      sortValue: (record: Member) => getUserTotalSpend(record.user_id),
+      render: (record: Member) => <MoneyCell value={getUserTotalSpend(record.user_id)} decimals={2} />,
     },
     {
       title: "Team Member Budget (USD)",
       key: "budget",
-      render: (_: unknown, record: Member) => (
+      sortValue: (record: Member) => getUserBudget(record.user_id),
+      render: (record: Member) => (
         <MoneyCell value={getUserBudget(record.user_id)} decimals={2} emptyText="Unlimited" showZero />
       ),
     },
     {
       title: "Budget Reset",
       key: "budget_reset",
-      render: (_: unknown, record: Member) => <DateCell value={getUserBudgetReset(record.user_id)} precision="date" />,
+      sortValue: (record: Member) => getUserBudgetReset(record.user_id),
+      render: (record: Member) => <DateCell value={getUserBudgetReset(record.user_id)} precision="date" />,
     },
     {
       title: (
@@ -179,12 +181,13 @@ export default function TeamMemberTab({
         </span>
       ),
       key: "rate_limits",
-      render: (_: unknown, record: Member) => <span>{getUserRateLimits(record.user_id)}</span>,
+      render: (record: Member) => <span>{getUserRateLimits(record.user_id)}</span>,
     },
   ];
 
   return (
     <MemberTable
+      key={teamData.team_id}
       members={teamData.team_info.members_with_roles}
       canEdit={canEditTeam}
       onEdit={(record) => {
diff --git a/ui/litellm-dashboard/src/components/templates/KeyProjectField.tsx b/ui/litellm-dashboard/src/components/templates/KeyProjectField.tsx
new file mode 100644
index 00000000000..4c523b0ae01
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/templates/KeyProjectField.tsx
@@ -0,0 +1,58 @@
+import type { Organization, Team } from "@/components/networking";
+import { isOrgAdminForAnyOrg, isProxyAdminRole } from "@/utils/roles";
+import { useId } from "react";
+import { useProjects } from "@/app/(dashboard)/hooks/projects/useProjects";
+import { Button } from "@/components/ui/button";
+import { Field, FieldLabel } from "@/components/ui/field";
+import { Input } from "@/components/ui/input";
+
+type KeyProjectFieldProps = {
+  projectId: string | null | undefined;
+  canDetach: boolean;
+  pending: boolean;
+  disabled: boolean;
+  onToggle: () => void;
+};
+
+export function KeyProjectField({ projectId, canDetach, pending, disabled, onToggle }: KeyProjectFieldProps) {
+  const id = useId();
+  const { data: projects } = useProjects();
+  const alias = projects?.find((project) => project.project_id === projectId)?.project_alias;
+  const display = alias ? `${alias} (${projectId})` : projectId;
+  return (
+    <Field>
+      <FieldLabel htmlFor={id}>Project</FieldLabel>
+      <Input id={id} value={display ?? ""} disabled readOnly />
+      {canDetach && (
+        <>
+          {pending && (
+            <p className="text-sm text-muted-foreground">
+              The project will be removed when you save. Team, organization, and key limits will stay the same.
+            </p>
+          )}
+          <Button type="button" variant="outline" disabled={disabled} onClick={onToggle}>
+            {pending ? "Keep project" : "Detach from project"}
+          </Button>
+        </>
+      )}
+    </Field>
+  );
+}
+
+type ProjectKeyTeam = Pick<Team, "organization_id" | "members_with_roles"> & {
+  team_member_permissions?: string[] | null;
+};
+
+export function canDetachKeyProject(
+  team: ProjectKeyTeam | undefined,
+  organizations: Organization[] | undefined,
+  userID: string | null,
+  userRole: string | null,
+): boolean {
+  if (isProxyAdminRole(userRole ?? "")) return true;
+  const member = team?.members_with_roles?.find((candidate) => candidate.user_id === userID);
+  if (member?.role === "admin") return true;
+  const canUpdateKey = member != null && team?.team_member_permissions?.includes("/key/update");
+  const keyOrganizations = organizations?.filter((org) => org.organization_id === team?.organization_id);
+  return Boolean(canUpdateKey && isOrgAdminForAnyOrg(keyOrganizations, userID));
+}
diff --git a/ui/litellm-dashboard/src/components/templates/keyEditFormValues.ts b/ui/litellm-dashboard/src/components/templates/keyEditFormValues.ts
index fec8e749143..233b58b48ab 100644
--- a/ui/litellm-dashboard/src/components/templates/keyEditFormValues.ts
+++ b/ui/litellm-dashboard/src/components/templates/keyEditFormValues.ts
@@ -49,6 +49,7 @@ export interface KeyEditFormValues {
   skills?: string[];
   organization_id?: string | null;
   team_id?: string | null;
+  project_id?: string | null;
   logging_settings?: unknown[];
   metadata?: string;
   duration?: string | null;
@@ -106,6 +107,7 @@ export const toKeyEditFormValues = (keyData: KeyResponse): KeyEditFormValues =>
   skills: keyData.object_permission?.skills || [],
   organization_id: keyData.organization_id,
   team_id: keyData.team_id,
+  project_id: keyData.project_id,
   logging_settings: extractLoggingSettings(keyData.metadata),
   metadata: formatMetadataForDisplay(stripTagsFromMetadata(keyData.metadata)),
   duration: (keyData as { duration?: string }).duration ?? "",
@@ -153,6 +155,7 @@ export const keyEditFormSchema = z.object({
   skills: z.custom<string[] | undefined>(),
   organization_id: z.custom<string | null | undefined>(),
   team_id: z.custom<string | null | undefined>(),
+  project_id: z.string().nullable().optional(),
   logging_settings: z.custom<unknown[] | undefined>(),
   metadata: z.custom<string | undefined>(),
   duration: z.custom<string | null | undefined>(),
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.integration.test.tsx
similarity index 93%
rename from ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
rename to ui/litellm-dashboard/src/components/templates/key_edit_view.integration.test.tsx
index b2c2a381b42..cbe17b67865 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.integration.test.tsx
@@ -1,12 +1,13 @@
 import { fireEvent, screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { beforeEach, describe, expect, it, vi } from "vitest";
-import { chooseSelectOption, renderWithProviders } from "../../../tests/test-utils";
+import { chooseSelectOption, renderWithProviders, testQueryClient } from "../../../tests/test-utils";
 import { KeyResponse } from "../key_team_helpers/key_list";
 import { MODEL_MAX_BUDGET_PREMIUM_HINT } from "../key_team_helpers/ModelMaxBudgetEditor";
 import {
   getPassThroughEndpointsCall,
   getPoliciesList,
+  getUiSettings,
   getPromptsList,
   modelAvailableCall,
   vectorStoreListCall,
@@ -22,6 +23,7 @@ vi.mock("../networking", async () => {
   const actual = await vi.importActual("../networking");
   return {
     ...actual,
+    getUiSettings: vi.fn().mockResolvedValue({ values: { enable_projects_ui: false } }),
     getPromptsList: vi.fn().mockResolvedValue({
       prompts: [{ prompt_id: "prompt-1" }, { prompt_id: "prompt-2" }],
     }),
@@ -88,7 +90,11 @@ vi.mock("../common_components/RouterSettingsAccordion", async () => {
 vi.mock("@/app/(dashboard)/hooks/organizations/useOrganizations", () => ({
   useOrganizations: vi.fn().mockReturnValue({
     data: [
-      { organization_id: "org-1", organization_alias: "Engineering" },
+      {
+        organization_id: "org-1",
+        organization_alias: "Engineering",
+        members: [{ user_id: "user-orbit", user_role: "org_admin" }],
+      },
       { organization_id: "org-2", organization_alias: "Sales" },
     ],
     isLoading: false,
@@ -366,6 +372,8 @@ describe("KeyEditView", () => {
   beforeEach(() => {
     vi.clearAllMocks();
     can.mockReturnValue(true);
+    vi.mocked(getUiSettings).mockResolvedValue({ values: { enable_projects_ui: false } });
+    testQueryClient.removeQueries({ queryKey: ["uiSettings"] });
   });
 
   describe("policy and prompt fields", () => {
@@ -1483,11 +1491,11 @@ describe("KeyEditView", () => {
       });
     });
 
-    it("submits organization_id as null after the organization is cleared", async () => {
+    it("clears the organization and its dependent team in the update payload", async () => {
       const onSubmit = vi.fn().mockResolvedValue(undefined);
       renderWithProviders(
         <KeyEditView
-          keyData={{ ...MOCK_KEY_DATA, organization_id: "org-1" }}
+          keyData={{ ...MOCK_KEY_DATA, organization_id: "org-1", team_id: "group-maple" }}
           onCancel={() => {}}
           onSubmit={onSubmit}
           accessToken=""
@@ -1504,9 +1512,87 @@ describe("KeyEditView", () => {
       await userEvent.click(screen.getByRole("button", { name: /save changes/i }));
 
       await waitFor(() => {
-        expect(onSubmit).toHaveBeenCalledWith(expect.objectContaining({ organization_id: null }));
+        expect(onSubmit).toHaveBeenCalledWith(expect.objectContaining({ organization_id: null, team_id: null }));
       });
-      expect(JSON.parse(JSON.stringify(onSubmit.mock.calls[0][0]))).toHaveProperty("organization_id", null);
+      expect(JSON.parse(JSON.stringify(onSubmit.mock.calls[0][0]))).toMatchObject({
+        organization_id: null,
+        team_id: null,
+      });
+    });
+
+    it("should save an explicit project detach while keeping parents locked until the saved key changes", async () => {
+      vi.mocked(getUiSettings).mockResolvedValue({ values: { enable_projects_ui: true } });
+      const onSubmit = vi.fn().mockResolvedValue(undefined);
+      const onCancel = vi.fn();
+      const key = { ...MOCK_KEY_DATA, organization_id: "org-1", team_id: "group-maple", project_id: "project-orbit" };
+      const team = {
+        team_id: "group-maple",
+        organization_id: "org-1",
+        members_with_roles: [] as { user_id: string; role: string }[],
+        team_member_permissions: [] as string[],
+      };
+      const renderEditor = (keyData: KeyResponse = key, role = "Admin", editorTeam = team) => (
+        <KeyEditView
+          keyData={keyData}
+          teams={[editorTeam]}
+          onCancel={onCancel}
+          onSubmit={onSubmit}
+          accessToken=""
+          userID="user-orbit"
+          userRole={role}
+          premiumUser={false}
+        />
+      );
+      const view = renderWithProviders(renderEditor());
+      await userEvent.click(await screen.findByRole("button", { name: "Detach from project" }));
+      expect(screen.getByRole("combobox", { name: "Organization" })).toBeDisabled();
+      expect(screen.getByRole("combobox", { name: "Team ID" })).toBeDisabled();
+      await userEvent.click(screen.getByRole("button", { name: "Cancel" }));
+      expect(onCancel).toHaveBeenCalledOnce();
+      expect(onSubmit).not.toHaveBeenCalled();
+      view.rerender(renderEditor({ ...key }));
+      await userEvent.click(await screen.findByRole("button", { name: "Detach from project" }));
+      await userEvent.click(screen.getByRole("button", { name: /save changes/i }));
+      const expectedDetach = { project_id: null, organization_id: "org-1", team_id: "group-maple", models: key.models };
+      await waitFor(() => expect(onSubmit).toHaveBeenCalledWith(expect.objectContaining(expectedDetach)));
+      expect(screen.getByRole("combobox", { name: "Team ID" })).toBeDisabled();
+      view.rerender(renderEditor({ ...key, project_id: null }));
+      expect(screen.getByRole("combobox", { name: "Team ID" })).toBeEnabled();
+      expect(screen.queryByRole("button", { name: "Detach from project" })).not.toBeInTheDocument();
+      view.rerender(renderEditor(key, "Internal User"));
+      expect(screen.queryByRole("button", { name: "Detach from project" })).not.toBeInTheDocument();
+      view.rerender(renderEditor(key, "Org Admin"));
+      expect(screen.queryByRole("button", { name: "Detach from project" })).not.toBeInTheDocument();
+      const memberTeam = { ...team, members_with_roles: [{ user_id: "user-orbit", role: "user" }] };
+      view.rerender(renderEditor(key, "Org Admin", memberTeam));
+      expect(screen.queryByRole("button", { name: "Detach from project" })).not.toBeInTheDocument();
+      const permittedTeam = { ...memberTeam, team_member_permissions: ["/key/update"] };
+      view.rerender(renderEditor(key, "Org Admin", permittedTeam));
+      expect(await screen.findByRole("button", { name: "Detach from project" })).toBeInTheDocument();
+      const adminTeam = { ...team, members_with_roles: [{ user_id: "user-orbit", role: "admin" }] };
+      view.rerender(renderEditor(key, "Internal User", adminTeam));
+      expect(await screen.findByRole("button", { name: "Detach from project" })).toBeInTheDocument();
+    });
+
+    it("keeps project key relationships locked and omits project updates when the project UI is disabled", async () => {
+      const onSubmit = vi.fn().mockResolvedValue(undefined);
+      renderWithProviders(
+        <KeyEditView
+          keyData={{ ...MOCK_KEY_DATA, organization_id: "org-1", team_id: "group-maple", project_id: "project-orbit" }}
+          onCancel={() => {}}
+          onSubmit={onSubmit}
+          accessToken=""
+          userID=""
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+      expect(await screen.findByRole("combobox", { name: "Organization" })).toBeDisabled();
+      expect(screen.getByRole("combobox", { name: "Team ID" })).toBeDisabled();
+      await userEvent.click(screen.getByRole("button", { name: /save changes/i }));
+      await waitFor(() => expect(onSubmit).toHaveBeenCalledTimes(1));
+      expect(onSubmit.mock.calls[0][0]).toMatchObject({ organization_id: "org-1", team_id: "group-maple" });
+      expect(onSubmit.mock.calls[0][0]).not.toHaveProperty("project_id");
     });
   });
 
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
index e464dfe5008..d327db21a9e 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
@@ -1,6 +1,6 @@
+import { canDetachKeyProject, KeyProjectField } from "./KeyProjectField";
 import GuardrailSelector from "@/components/guardrails/GuardrailSelector";
 import { useOrganizations } from "@/app/(dashboard)/hooks/organizations/useOrganizations";
-import { useProjects } from "@/app/(dashboard)/hooks/projects/useProjects";
 import { useUISettings } from "@/app/(dashboard)/hooks/uiSettings/useUISettings";
 import PolicySelector from "@/components/policies/PolicySelector";
 import { Button } from "@/components/ui/button";
@@ -119,17 +119,12 @@ export function KeyEditView({
   const modelBudget = useModelMaxBudgetField(keyData.token, keyData.model_max_budget);
   const routerSettingsRef = useRef<RouterSettingsAccordionRef>(null);
   const keyTypeFieldId = React.useId();
-  const projectFieldId = React.useId();
   const { data: organizations, isLoading: isOrganizationsLoading } = useOrganizations();
-  const { data: projects } = useProjects();
   const { data: uiSettingsData } = useUISettings();
   const enableProjectsUI = Boolean(uiSettingsData?.values?.enable_projects_ui);
   const hasProject = Boolean(keyData.project_id);
-  const projectDisplay = (() => {
-    if (!keyData.project_id) return null;
-    const project = projects?.find((p) => p.project_id === keyData.project_id);
-    return project?.project_alias ? `${project.project_alias} (${keyData.project_id})` : keyData.project_id;
-  })();
+  const detachProject = hasProject && form.watch("project_id") === null;
+  const canDetachProject = canDetachKeyProject(team, organizations, userID, userRole);
 
   const allowedRoutesValue = form.watch("allowed_routes");
   const selectedModels = (form.watch("models") as string[] | undefined) ?? [];
@@ -296,7 +291,12 @@ export function KeyEditView({
         values.router_settings = routerSettings;
       }
 
-      await onSubmit(withNormalizedEstimates(values));
+      await onSubmit(
+        withNormalizedEstimates({
+          ...values,
+          ...(detachProject && enableProjectsUI && canDetachProject ? { project_id: null } : {}),
+        }),
+      );
     } finally {
       setIsKeySaving(false);
     }
@@ -305,7 +305,7 @@ export function KeyEditView({
   const handleOrganizationChange = (setField: (value: string | null) => void, orgId: string | null) => {
     setField(orgId);
     setSelectedOrganizationId(orgId);
-    form.setValue("team_id", undefined);
+    form.setValue("team_id", null);
   };
 
   const handleTeamChange = (setField: (value: string | null) => void, teamId: string | null) => {
@@ -316,7 +316,7 @@ export function KeyEditView({
       form.setValue("organization_id", selectedTeam.organization_id);
     } else if (!teamId) {
       setSelectedOrganizationId(null);
-      form.setValue("organization_id", undefined);
+      form.setValue("organization_id", null);
     }
   };
 
@@ -769,14 +769,15 @@ export function KeyEditView({
               "Organization",
               "The organization this key belongs to. Selecting an organization filters the available teams.",
             )}
+            description={hasProject ? "Organization is locked because this key belongs to a project" : undefined}
           >
             {({ value, onChange, id }) => (
               <OrganizationDropdown
                 id={id}
-                value={(value as string | undefined) ?? undefined}
+                value={value}
                 organizations={organizations}
                 loading={isOrganizationsLoading}
-                disabled={userRole !== "Admin"}
+                disabled={userRole !== "Admin" || hasProject}
                 onChange={(orgId) => handleOrganizationChange(onChange, orgId)}
               />
             )}
@@ -786,15 +787,13 @@ export function KeyEditView({
             control={form.control}
             name="team_id"
             label="Team ID"
-            description={
-              enableProjectsUI && hasProject ? "Team is locked because this key belongs to a project" : undefined
-            }
+            description={hasProject ? "Team is locked because this key belongs to a project" : undefined}
           >
             {({ value, onChange, id }) => (
               <Select
                 value={(value as string | null) ?? null}
                 onValueChange={(teamId: string | null) => handleTeamChange(onChange, teamId)}
-                disabled={enableProjectsUI && hasProject}
+                disabled={hasProject}
                 items={Object.fromEntries(
                   (visibleTeams ?? []).map((t) => [t.team_id, `${t.team_alias} (${t.team_id})`]),
                 )}
@@ -814,10 +813,13 @@ export function KeyEditView({
           </FormField>
 
           {enableProjectsUI && hasProject && (
-            <Field>
-              <FieldLabel htmlFor={projectFieldId}>Project</FieldLabel>
-              <Input id={projectFieldId} value={projectDisplay ?? ""} disabled readOnly />
-            </Field>
+            <KeyProjectField
+              projectId={keyData.project_id}
+              canDetach={canDetachProject}
+              pending={detachProject}
+              disabled={isKeySaving}
+              onToggle={() => form.setValue("project_id", detachProject ? keyData.project_id : null)}
+            />
           )}
 
           <Field>
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx
index fc7e34bd5e1..e97552838da 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsFilters.tsx
@@ -68,7 +68,7 @@ function TeamFilterField({
       <SearchSelect
         options={options}
         value={value}
-        onValueChange={(next) => onChange(emptyToUndefined(next))}
+        onValueChange={(next) => onChange(next ?? undefined)}
         placeholder="Search or select a team"
         emptyText="No teams found"
       />
@@ -108,7 +108,7 @@ function KeyAliasFilterField({
       <PaginatedSearchSelect
         options={options}
         value={value}
-        onValueChange={(next) => onChange(emptyToUndefined(next))}
+        onValueChange={(next) => onChange(next ?? undefined)}
         onSearchChange={setSearch}
         onLoadMore={() => void fetchNextPage()}
         hasNextPage={hasNextPage}
@@ -146,7 +146,7 @@ function ModelFilterField({ value, onChange }: { value: string; onChange: (value
       <PaginatedSearchSelect
         options={options}
         value={value}
-        onValueChange={(next) => onChange(emptyToUndefined(next))}
+        onValueChange={(next) => onChange(next ?? undefined)}
         onSearchChange={setSearch}
         onLoadMore={() => void fetchNextPage()}
         hasNextPage={hasNextPage}
@@ -191,7 +191,7 @@ function UserIdFilterField({
       <PaginatedSearchSelect
         options={options}
         value={value}
-        onValueChange={(next) => onChange(emptyToUndefined(next))}
+        onValueChange={(next) => onChange(next ?? undefined)}
         onSearchChange={setSearch}
         onLoadMore={() => void fetchNextPage()}
         hasNextPage={hasNextPage}
@@ -236,7 +236,7 @@ function EndUserFilterField({
       <PaginatedSearchSelect
         options={options}
         value={value}
-        onValueChange={(next) => onChange(emptyToUndefined(next))}
+        onValueChange={(next) => onChange(next ?? undefined)}
         onSearchChange={setSearch}
         onLoadMore={() => void fetchNextPage()}
         hasNextPage={hasNextPage}
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx
index 295446186b1..e760d0b8dc3 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx
@@ -258,6 +258,44 @@ describe("RequestLogsPanel", () => {
       });
     });
 
+    it("jumps straight to the last page without a cursor when the last-page button is clicked", async () => {
+      const firstPage = Array.from({ length: 25 }, (_, index) => logEntry({ request_id: `req-${index}` }));
+      const lastPage = Array.from({ length: 10 }, (_, index) => logEntry({ request_id: `req-last-${index}` }));
+      vi.mocked(uiSpendLogsCall).mockImplementation(async ({ page }) =>
+        page === 3
+          ? {
+              data: lastPage,
+              total: 60,
+              page: 3,
+              page_size: 25,
+              total_pages: 3,
+              next_session_cursor: null,
+              has_more: false,
+            }
+          : {
+              data: firstPage,
+              total: 60,
+              page: 1,
+              page_size: 25,
+              total_pages: 3,
+              next_session_cursor: "2026-07-07 09:50:13|key-1|sess-1",
+              has_more: true,
+            },
+      );
+      renderPanel();
+
+      await waitFor(() => expect(row("req-0")).not.toBeNull());
+      expect(screen.getByTestId("pagination-page")).toHaveTextContent("Page 1 of 3");
+      fireEvent.click(screen.getByTestId("pagination-last"));
+
+      await waitFor(() => expect(row("req-last-0")).not.toBeNull());
+      expect(lastCall()?.page).toBe(3);
+      expect(lastCall()?.params?.session_cursor).toBeUndefined();
+      expect(screen.getByTestId("pagination-page")).toHaveTextContent("Page 3 of 3");
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 51-60 of 60");
+      expect(vi.mocked(uiSpendLogsCall).mock.calls.filter(([options]) => options.page === 2)).toHaveLength(0);
+    });
+
     it("drops the cursor and returns to the first page when a filter changes", async () => {
       const firstPage = Array.from({ length: 50 }, (_, index) => logEntry({ request_id: `req-${index}` }));
       vi.mocked(uiSpendLogsCall).mockResolvedValue({
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx
index 6e984297bf2..4f39bb3b79b 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx
@@ -209,15 +209,14 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID,
         setPagination({ ...requested, pageIndex: 0 });
         return;
       }
-      if (requested.pageIndex <= pagination.pageIndex) {
+      if (requested.pageIndex !== pagination.pageIndex + 1) {
         setPagination(requested);
         return;
       }
       const nextCursor = filteredLogs.next_session_cursor;
       if (!nextCursor || logsQuery.isPlaceholderData) return;
-      const nextPageIndex = pagination.pageIndex + 1;
-      setSessionCursors((previous) => ({ ...previous, [nextPageIndex]: nextCursor }));
-      setPagination({ ...requested, pageIndex: nextPageIndex });
+      setSessionCursors((previous) => ({ ...previous, [requested.pageIndex]: nextCursor }));
+      setPagination(requested);
     },
     [usesSessionCursor, pagination, filteredLogs.next_session_cursor, logsQuery.isPlaceholderData],
   );
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 6826cded6f5..c34975549e3 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -21,6 +21,26 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/.well-known/agent-skills/index.json": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Agent Skills Index
+         * @description Agent Skills v0.2.0 discovery index over every skill stored on this proxy.
+         */
+        get: operations["agent_skills_index__well_known_agent_skills_index_json_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/.well-known/jwks.json": {
         parameters: {
             query?: never;
@@ -207,17 +227,8 @@ export interface paths {
             path?: never;
             cookie?: never;
         };
-        /**
-         * Oauth Protected Resource Mcp
-         * @description OAuth protected resource discovery endpoint using LiteLLM legacy URL pattern.
-         *
-         *     Legacy pattern: /{server_name}/mcp
-         *     Discovery path: /.well-known/oauth-protected-resource/{server_name}/mcp
-         *
-         *     This endpoint is kept for backward compatibility. New integrations should
-         *     use the standard MCP pattern (/mcp/{server_name}) instead.
-         */
-        get: operations["oauth_protected_resource_mcp__well_known_oauth_protected_resource_get"];
+        /** Oauth Protected Resource Root */
+        get: operations["oauth_protected_resource_root__well_known_oauth_protected_resource_get"];
         put?: never;
         post?: never;
         delete?: never;
@@ -319,6 +330,26 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/.well-known/skills/index.json": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Agent Skills Index
+         * @description Agent Skills v0.2.0 discovery index over every skill stored on this proxy.
+         */
+        get: operations["agent_skills_index__well_known_skills_index_json_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/a2a/{agent_id}": {
         parameters: {
             query?: never;
@@ -1186,6 +1217,23 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/authorize/mcp-session": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /** Authorize Mcp Session */
+        get: operations["authorize_mcp_session_authorize_mcp_session_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/auto_router/benchmarks": {
         parameters: {
             query?: never;
@@ -1242,6 +1290,31 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/auto_router/session": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Get Auto Router Session
+         * @description One auto-routed session, for the key that ran it: the model its last turn was routed to and the
+         *     session's spend against the router's savings baseline. Built for a coding agent's status line
+         *     or stop hook, so any virtual key may call it and only ever sees rows written under its own
+         *     key hash. Reads the LiteLLM_AutoRouterSession rollup, which the asynchronous spend flush
+         *     fills a moment after each turn; a session with no flushed auto-routed turn yet is a 404. The
+         *     id is bounded the way the writer bounded it, so an oversized client id still finds its row.
+         */
+        get: operations["get_auto_router_session_auto_router_session_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/auto_router/shadow_eval": {
         parameters: {
             query?: never;
@@ -4136,6 +4209,7 @@ export interface paths {
          *
          *     Returns:
          *     - worker_pid: Process ID
+         *     - hostname: Host (the pod on Kubernetes) the worker runs on
          *     - status: Overall health based on memory usage
          *     - memory: Process memory usage and RAM info
          *     - caches: Cache item counts and descriptions
@@ -8055,6 +8129,7 @@ export interface paths {
          *     - user_id: Optional[str] - User ID associated with key
          *     - team_id: Optional[str] - Team ID associated with key
          *     - agent_id: Optional[str] - The agent id associated with the key.
+         *     - project_id: Optional[str] - Omit to retain the project, or send null to detach. A different project ID is rejected.
          *     - organization_id: Optional[str] - The organization id of the key.
          *     - budget_id: Optional[str] - The budget id associated with the key. Created by calling `/budget/new`.
          *     - models: Optional[list] - Model_name's a user is allowed to call
@@ -9547,26 +9622,6 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
-    "/openai/": {
-        parameters: {
-            query?: never;
-            header?: never;
-            path?: never;
-            cookie?: never;
-        };
-        /**
-         * WebSocket: openai_websocket_proxy_route
-         * @description WebSocket connection endpoint
-         */
-        get: operations["websocket_openai_websocket_proxy_route_get"];
-        put?: never;
-        post?: never;
-        delete?: never;
-        options?: never;
-        head?: never;
-        patch?: never;
-        trace?: never;
-    };
     "/openai/deployments/{model}/chat/completions": {
         parameters: {
             query?: never;
@@ -10122,26 +10177,6 @@ export interface paths {
         patch: operations["openai_proxy_route_openai__endpoint__patch"];
         trace?: never;
     };
-    "/openai_passthrough/": {
-        parameters: {
-            query?: never;
-            header?: never;
-            path?: never;
-            cookie?: never;
-        };
-        /**
-         * WebSocket: openai_websocket_proxy_route
-         * @description WebSocket connection endpoint
-         */
-        get: operations["websocket_openai_websocket_proxy_route_get_2"];
-        put?: never;
-        post?: never;
-        delete?: never;
-        options?: never;
-        head?: never;
-        patch?: never;
-        trace?: never;
-    };
     "/openai_passthrough/{endpoint}": {
         parameters: {
             query?: never;
@@ -10150,132 +10185,72 @@ export interface paths {
             cookie?: never;
         };
         /**
-         * Openai Proxy Route
-         * @description Pass-through endpoint for OpenAI API calls.
-         *
-         *     Available on both routes:
-         *     - /openai/{endpoint:path} - Standard OpenAI passthrough route
-         *     - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)
-         *
-         *     Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts
-         *     with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).
+         * Openai Passthrough Route
+         * @description Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native
+         *     implementations (e.g. the Responses API at /v1/responses).
          *
          *     Examples:
-         *         Standard route:
-         *         - /openai/v1/chat/completions
-         *         - /openai/v1/assistants
-         *         - /openai/v1/threads
-         *
-         *         Dedicated passthrough (for Responses API):
          *         - /openai_passthrough/v1/responses
          *         - /openai_passthrough/v1/responses/{response_id}
          *         - /openai_passthrough/v1/responses/{response_id}/input_items
          *
          *     [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)
          */
-        get: operations["openai_proxy_route_openai_passthrough__endpoint__get"];
+        get: operations["openai_passthrough_route_openai_passthrough__endpoint__get"];
         /**
-         * Openai Proxy Route
-         * @description Pass-through endpoint for OpenAI API calls.
-         *
-         *     Available on both routes:
-         *     - /openai/{endpoint:path} - Standard OpenAI passthrough route
-         *     - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)
-         *
-         *     Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts
-         *     with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).
+         * Openai Passthrough Route
+         * @description Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native
+         *     implementations (e.g. the Responses API at /v1/responses).
          *
          *     Examples:
-         *         Standard route:
-         *         - /openai/v1/chat/completions
-         *         - /openai/v1/assistants
-         *         - /openai/v1/threads
-         *
-         *         Dedicated passthrough (for Responses API):
          *         - /openai_passthrough/v1/responses
          *         - /openai_passthrough/v1/responses/{response_id}
          *         - /openai_passthrough/v1/responses/{response_id}/input_items
          *
          *     [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)
          */
-        put: operations["openai_proxy_route_openai_passthrough__endpoint__put"];
+        put: operations["openai_passthrough_route_openai_passthrough__endpoint__put"];
         /**
-         * Openai Proxy Route
-         * @description Pass-through endpoint for OpenAI API calls.
-         *
-         *     Available on both routes:
-         *     - /openai/{endpoint:path} - Standard OpenAI passthrough route
-         *     - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)
-         *
-         *     Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts
-         *     with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).
+         * Openai Passthrough Route
+         * @description Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native
+         *     implementations (e.g. the Responses API at /v1/responses).
          *
          *     Examples:
-         *         Standard route:
-         *         - /openai/v1/chat/completions
-         *         - /openai/v1/assistants
-         *         - /openai/v1/threads
-         *
-         *         Dedicated passthrough (for Responses API):
          *         - /openai_passthrough/v1/responses
          *         - /openai_passthrough/v1/responses/{response_id}
          *         - /openai_passthrough/v1/responses/{response_id}/input_items
          *
          *     [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)
          */
-        post: operations["openai_proxy_route_openai_passthrough__endpoint__post"];
+        post: operations["openai_passthrough_route_openai_passthrough__endpoint__post"];
         /**
-         * Openai Proxy Route
-         * @description Pass-through endpoint for OpenAI API calls.
-         *
-         *     Available on both routes:
-         *     - /openai/{endpoint:path} - Standard OpenAI passthrough route
-         *     - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)
-         *
-         *     Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts
-         *     with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).
+         * Openai Passthrough Route
+         * @description Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native
+         *     implementations (e.g. the Responses API at /v1/responses).
          *
          *     Examples:
-         *         Standard route:
-         *         - /openai/v1/chat/completions
-         *         - /openai/v1/assistants
-         *         - /openai/v1/threads
-         *
-         *         Dedicated passthrough (for Responses API):
          *         - /openai_passthrough/v1/responses
          *         - /openai_passthrough/v1/responses/{response_id}
          *         - /openai_passthrough/v1/responses/{response_id}/input_items
          *
          *     [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)
          */
-        delete: operations["openai_proxy_route_openai_passthrough__endpoint__delete"];
+        delete: operations["openai_passthrough_route_openai_passthrough__endpoint__delete"];
         options?: never;
         head?: never;
         /**
-         * Openai Proxy Route
-         * @description Pass-through endpoint for OpenAI API calls.
-         *
-         *     Available on both routes:
-         *     - /openai/{endpoint:path} - Standard OpenAI passthrough route
-         *     - /openai_passthrough/{endpoint:path} - Dedicated passthrough route (recommended for Responses API)
-         *
-         *     Use /openai_passthrough/* when you need guaranteed passthrough to OpenAI without conflicts
-         *     with LiteLLM's native implementations (e.g., for the Responses API at /v1/responses).
+         * Openai Passthrough Route
+         * @description Dedicated pass-through to the OpenAI API with no overlap with LiteLLM's native
+         *     implementations (e.g. the Responses API at /v1/responses).
          *
          *     Examples:
-         *         Standard route:
-         *         - /openai/v1/chat/completions
-         *         - /openai/v1/assistants
-         *         - /openai/v1/threads
-         *
-         *         Dedicated passthrough (for Responses API):
          *         - /openai_passthrough/v1/responses
          *         - /openai_passthrough/v1/responses/{response_id}
          *         - /openai_passthrough/v1/responses/{response_id}/input_items
          *
          *     [Docs](https://docs.litellm.ai/docs/pass_through/openai_passthrough)
          */
-        patch: operations["openai_proxy_route_openai_passthrough__endpoint__patch"];
+        patch: operations["openai_passthrough_route_openai_passthrough__endpoint__patch"];
         trace?: never;
     };
     "/organization/daily/activity": {
@@ -20047,6 +20022,26 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/v1/skills/{skill_id}/archive": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Agent Skills Archive
+         * @description Stored skill upload, repacked so SKILL.md sits at the archive root.
+         */
+        get: operations["agent_skills_archive_v1_skills__skill_id__archive_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/v1/threads": {
         parameters: {
             query?: never;
@@ -21891,52 +21886,6 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
-    "/vertex-ai/{endpoint}": {
-        parameters: {
-            query?: never;
-            header?: never;
-            path?: never;
-            cookie?: never;
-        };
-        /**
-         * Vertex Proxy Route
-         * @description Call LiteLLM proxy via Vertex AI SDK.
-         *
-         *     [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)
-         */
-        get: operations["vertex_proxy_route_vertex_ai__endpoint__get_2"];
-        /**
-         * Vertex Proxy Route
-         * @description Call LiteLLM proxy via Vertex AI SDK.
-         *
-         *     [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)
-         */
-        put: operations["vertex_proxy_route_vertex_ai__endpoint__put_2"];
-        /**
-         * Vertex Proxy Route
-         * @description Call LiteLLM proxy via Vertex AI SDK.
-         *
-         *     [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)
-         */
-        post: operations["vertex_proxy_route_vertex_ai__endpoint__post_2"];
-        /**
-         * Vertex Proxy Route
-         * @description Call LiteLLM proxy via Vertex AI SDK.
-         *
-         *     [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)
-         */
-        delete: operations["vertex_proxy_route_vertex_ai__endpoint__delete_2"];
-        options?: never;
-        head?: never;
-        /**
-         * Vertex Proxy Route
-         * @description Call LiteLLM proxy via Vertex AI SDK.
-         *
-         *     [Docs](https://docs.litellm.ai/docs/pass_through/vertex_ai)
-         */
-        patch: operations["vertex_proxy_route_vertex_ai__endpoint__patch_2"];
-        trace?: never;
-    };
     "/vertex_ai/discovery/{endpoint}": {
         parameters: {
             query?: never;
@@ -23249,6 +23198,32 @@ export interface components {
             /** Tags */
             tags?: string[];
         };
+        /** AgentSkillsIndex */
+        AgentSkillsIndex: {
+            /**
+             * $Schema
+             * @default https://schemas.agentskills.io/discovery/0.2.0/schema.json
+             */
+            $schema: string;
+            /** Skills */
+            skills: components["schemas"]["AgentSkillsIndexEntry"][];
+        };
+        /** AgentSkillsIndexEntry */
+        AgentSkillsIndexEntry: {
+            /** Description */
+            description: string;
+            /** Digest */
+            digest: string;
+            /** Name */
+            name: string;
+            /**
+             * Type
+             * @constant
+             */
+            type: "archive";
+            /** Url */
+            url: string;
+        };
         /**
          * AlertType
          * @description Enum for alert types and management event types
@@ -23718,6 +23693,62 @@ export interface components {
             /** @description The decision record this request would have written to its log row */
             routing_decision: components["schemas"]["StandardLoggingRoutingDecision"];
         };
+        /**
+         * AutoRouterSessionResponse
+         * @description One auto-routed session as its own key sees it: what the last turn ran on, and what the session cost
+         *     against the router's savings baseline (the priciest model in its hardest tier).
+         */
+        AutoRouterSessionResponse: {
+            /**
+             * Baseline Model
+             * @description The savings baseline most of this session's turns were priced against, recorded turn by turn, so it still names the counterfactual after the router is reconfigured or removed. None when no turn recorded one: rows from before the baseline was recorded, and adaptive and quality routers, which derive no baseline and so report no savings
+             */
+            baseline_model: string | null;
+            /**
+             * Baseline Models
+             * @description Turns priced against each baseline model; more than one entry means the router's baseline changed mid-session and baseline_spend mixes both
+             */
+            baseline_models: {
+                [key: string]: number;
+            };
+            /**
+             * Baseline Spend
+             * @description spend plus saved_spend: the estimated single-model cost
+             */
+            baseline_spend: number;
+            /**
+             * Last Model
+             * @description The deployment model the most recent turn was routed to
+             */
+            last_model: string;
+            /**
+             * Router Name
+             * @description The auto-router alias the session's requests were sent to
+             */
+            router_name: string;
+            /**
+             * Router Type
+             * @description complexity, adaptive or quality
+             */
+            router_type: string;
+            /**
+             * Saved Spend
+             * @description Estimated savings against the baseline, net of classifier cost
+             */
+            saved_spend: number;
+            /** Session Id */
+            session_id: string;
+            /**
+             * Spend
+             * @description What the session's routed traffic actually cost, classifier calls included
+             */
+            spend: number;
+            /**
+             * Turns
+             * @description Auto-routed turns the rollup has recorded for this session so far
+             */
+            turns: number;
+        };
         /** AwsSessionTag */
         AwsSessionTag: {
             /** Key */
@@ -25775,6 +25806,11 @@ export interface components {
              * @description opt-in to RFC 8628 verification_uri_complete for the CLI SSO device flow, pre-filling the user_code in the browser. Off by default; intended for same-host clients where the device that starts the flow and the browser run on the same machine
              */
             allow_cli_sso_verification_uri_complete?: boolean | null;
+            /**
+             * Allow Unmanaged Response Ids
+             * @description If True, lets keys address Responses API ids that this proxy did not issue (raw provider ids, or ids issued before response-id encryption was configured). Such an id carries no owner, so no ownership check can run on it; ids this proxy did issue keep full ownership enforcement. Off by default, in which case an unrecognized response id is rejected with 403
+             */
+            allow_unmanaged_response_ids?: boolean | null;
             /**
              * Allowed Routes
              * @description Proxy API Endpoints you want users to be able to access
@@ -25894,6 +25930,11 @@ export interface components {
              * @description If True and SSO is configured (MICROSOFT_CLIENT_ID, GOOGLE_CLIENT_ID, GENERIC_CLIENT_ID, or SAML_IDP_METADATA_URL/XML), disables username/password login on /login, /v2/login, and /v3/login so SSO is the only way to reach the Admin UI. An admin locked out of the UI can still administer the proxy over the API with the master key; unset this setting and restart the proxy to restore UI username/password login. Default is False.
              */
             disable_password_login_when_sso_enabled?: boolean | null;
+            /**
+             * Disable Responses Id Security
+             * @description If True, disables ownership enforcement on Responses API ids. Keys may then retrieve, cancel, delete, and chain from any response id, including ids belonging to another user or team and ids this proxy never issued. WARNING: this removes tenant isolation on /v1/responses
+             */
+            disable_responses_id_security?: boolean | null;
             /**
              * Enable Openai Websocket Passthrough
              * @description Serve the OpenAI pass-through WebSocket route, which relays frames to OpenAI under the proxy's own provider credential without reading them. Off by default.
@@ -26153,6 +26194,11 @@ export interface components {
              * @description If True and LiteLLM_SpendLogs has been converted to a range-partitioned table (db_scripts/partition_spend_logs.sql), retention cleanup drops expired partitions instead of deleting rows, and pre-creates upcoming partitions. Default is False.
              */
             use_spend_logs_partitioning?: boolean | null;
+            /**
+             * User Api Key Cache Max Size
+             * @description max number of entries (virtual keys, teams, users, end users, memberships, ...) each worker keeps in its in-memory auth cache. Defaults to 200. Raise this if you have more active keys than that or auth lookups keep hitting the DB
+             */
+            user_api_key_cache_max_size?: number | null;
             /** User Header Mappings */
             user_header_mappings?: components["schemas"]["UserHeaderMapping"][] | null;
             /**
@@ -28414,6 +28460,8 @@ export interface components {
             team_id?: string | null;
             /** User Email */
             user_email?: string | null;
+            /** User Id */
+            user_id?: string | null;
         };
         /**
          * KeyMetricWithMetadata
@@ -35064,7 +35112,7 @@ export interface components {
             classification_prompt?: string | null;
             /**
              * Classifier Context Budget Chars
-             * @description Maximum characters of prior-turn text quoted to the LLM classifier, across the whole context window, per classification call. Turns are taken newest first and quoted whole while they fit, so a conversation small enough to quote entirely is never cut; once the budget runs out the older turns are dropped whole and only the turn straddling the boundary is truncated, into whatever space is left. The current ask and the caller's system prompt sit outside this budget and are always sent in full, as does the numbering each quoted turn carries. A budget under 120 leaves no room to quote a turn and suppresses the block; set classifier_context_window_size to 0 to turn context off deliberately. Only applies when classifier_type is 'llm'.
+             * @description Maximum characters of prior-turn text quoted to the LLM classifier, across the whole context window, per classification call. Turns are taken newest first and quoted whole while they fit, so a conversation small enough to quote entirely is never cut; once the budget runs out the older turns are dropped whole and only the turn straddling the boundary is truncated, into whatever space is left. The current ask and, except for Claude Code requests, the extracted system-role text sit outside this budget and are sent in full, as does the numbering each quoted turn carries. A budget under 120 leaves no room to quote a turn and suppresses the block; set classifier_context_window_size to 0 to turn context off deliberately. Only applies when classifier_type is 'llm'.
              * @default 8000
              */
             classifier_context_budget_chars: number;
@@ -35081,7 +35129,7 @@ export interface components {
             classifier_context_per_turn_chars?: number | null;
             /**
              * Classifier Context Window Size
-             * @description Number of prior user turns (tool output and harness reminders excluded) to include as context in the LLM classifier prompt, so a follow-up like 'now do the same for the streaming path' is classified against what it refers to. Counts turns of both roles when classifier_context_include_assistant_turns is enabled. These turns are sent to the classifier model, which may be a different deployment or provider than the routed completion model; that call already carries the current user ask and the caller's system prompt in full. Set to 0 to send neither prior turns nor any conversation context beyond the current ask. Only applies when classifier_type is 'llm'.
+             * @description Number of prior user turns (tool output and harness reminders excluded) to include as context in the LLM classifier prompt, so a follow-up like 'now do the same for the streaming path' is classified against what it refers to. Counts turns of both roles when classifier_context_include_assistant_turns is enabled. These turns are sent to the classifier model, which may be a different deployment or provider than the routed completion model; that call carries the current user ask and, except for Claude Code requests, the extracted system-role text in full. Claude Code system text is omitted to avoid classifying harness instructions; the routed completion still receives it. Set to 0 to send neither prior turns nor any conversation context beyond the current ask. Only applies when classifier_type is 'llm'.
              * @default 3
              */
             classifier_context_window_size: number;
@@ -36460,7 +36508,7 @@ export interface components {
              * Cause
              * @enum {string}
              */
-            cause?: "heuristic_scorer" | "heuristic_v2" | "reasoning_override" | "llm_classifier" | "heuristic_first_short_circuit" | "hybrid_short_circuit" | "classifier_plugin" | "classifier_fallback" | "default_model_fallback" | "literal_keyword_match" | "semantic_keyword_match" | "plan_mode" | "housekeeping" | "modality_escalation" | "modality_pin_override" | "health_failover" | "session_affinity_pin" | "session_affinity_escalation" | "user_turn_continuation" | "default_fallback" | "keyword" | "quality_tier" | "bandit";
+            cause?: "heuristic_scorer" | "heuristic_v2" | "reasoning_override" | "llm_classifier" | "heuristic_first_short_circuit" | "hybrid_short_circuit" | "classifier_plugin" | "classifier_fallback" | "default_model_fallback" | "literal_keyword_match" | "semantic_keyword_match" | "plan_mode" | "housekeeping" | "modality_escalation" | "modality_pin_override" | "health_failover" | "health_default_fallback" | "session_affinity_pin" | "session_affinity_escalation" | "user_turn_continuation" | "default_fallback" | "keyword" | "quality_tier" | "bandit";
             /** Classifier Cost */
             classifier_cost?: number;
             /** Classifier Model */
@@ -38032,6 +38080,11 @@ export interface components {
             } | null;
             /** Policies */
             policies?: string[] | null;
+            /**
+             * Project Id
+             * @description Omit to retain the project, or send null to detach. Assigning a different project is not supported.
+             */
+            project_id?: string | null;
             /** Prompts */
             prompts?: string[] | null;
             /** Rotation Interval */
@@ -40131,6 +40184,26 @@ export interface operations {
             };
         };
     };
+    agent_skills_index__well_known_agent_skills_index_json_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["AgentSkillsIndex"];
+                };
+            };
+        };
+    };
     jwks_json__well_known_jwks_json_get: {
         parameters: {
             query?: never;
@@ -40335,11 +40408,9 @@ export interface operations {
             };
         };
     };
-    oauth_protected_resource_mcp__well_known_oauth_protected_resource_get: {
+    oauth_protected_resource_root__well_known_oauth_protected_resource_get: {
         parameters: {
-            query?: {
-                mcp_server_name?: string | null;
-            };
+            query?: never;
             header?: never;
             path?: never;
             cookie?: never;
@@ -40352,16 +40423,9 @@ export interface operations {
                     [name: string]: unknown;
                 };
                 content: {
-                    "application/json": unknown;
-                };
-            };
-            /** @description Validation Error */
-            422: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": components["schemas"]["HTTPValidationError"];
+                    "application/json": {
+                        [key: string]: string | string[];
+                    };
                 };
             };
         };
@@ -40468,6 +40532,26 @@ export interface operations {
             };
         };
     };
+    agent_skills_index__well_known_skills_index_json_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["AgentSkillsIndex"];
+                };
+            };
+        };
+    };
     invoke_agent_a2a_a2a__agent_id__post: {
         parameters: {
             query?: never;
@@ -41716,6 +41800,43 @@ export interface operations {
             };
         };
     };
+    authorize_mcp_session_authorize_mcp_session_get: {
+        parameters: {
+            query: {
+                redirect_uri: string;
+                client_id: string;
+                state?: string;
+                code_challenge?: string | null;
+                code_challenge_method?: string | null;
+                response_type?: string | null;
+                resource?: string | null;
+            };
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": unknown;
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     get_auto_router_benchmarks_auto_router_benchmarks_get: {
         parameters: {
             query?: {
@@ -41818,6 +41939,38 @@ export interface operations {
             };
         };
     };
+    get_auto_router_session_auto_router_session_get: {
+        parameters: {
+            query: {
+                /** @description The client session id (x-*-session-id header) the turns were sent under */
+                session_id: string;
+            };
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["AutoRouterSessionResponse"];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     list_shadow_eval_jobs_auto_router_shadow_eval_get: {
         parameters: {
             query?: {
@@ -52513,24 +52666,6 @@ export interface operations {
             };
         };
     };
-    websocket_openai_websocket_proxy_route_get: {
-        parameters: {
-            query?: never;
-            header?: never;
-            path?: never;
-            cookie?: never;
-        };
-        requestBody?: never;
-        responses: {
-            /** @description WebSocket Protocol Switched */
-            101: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content?: never;
-            };
-        };
-    };
     chat_completion_openai_deployments__model__chat_completions_post: {
         parameters: {
             query?: never;
@@ -53430,25 +53565,7 @@ export interface operations {
             };
         };
     };
-    websocket_openai_websocket_proxy_route_get_2: {
-        parameters: {
-            query?: never;
-            header?: never;
-            path?: never;
-            cookie?: never;
-        };
-        requestBody?: never;
-        responses: {
-            /** @description WebSocket Protocol Switched */
-            101: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content?: never;
-            };
-        };
-    };
-    openai_proxy_route_openai_passthrough__endpoint__get: {
+    openai_passthrough_route_openai_passthrough__endpoint__get: {
         parameters: {
             query?: never;
             header?: never;
@@ -53479,7 +53596,7 @@ export interface operations {
             };
         };
     };
-    openai_proxy_route_openai_passthrough__endpoint__put: {
+    openai_passthrough_route_openai_passthrough__endpoint__put: {
         parameters: {
             query?: never;
             header?: never;
@@ -53510,7 +53627,7 @@ export interface operations {
             };
         };
     };
-    openai_proxy_route_openai_passthrough__endpoint__post: {
+    openai_passthrough_route_openai_passthrough__endpoint__post: {
         parameters: {
             query?: never;
             header?: never;
@@ -53541,7 +53658,7 @@ export interface operations {
             };
         };
     };
-    openai_proxy_route_openai_passthrough__endpoint__delete: {
+    openai_passthrough_route_openai_passthrough__endpoint__delete: {
         parameters: {
             query?: never;
             header?: never;
@@ -53572,7 +53689,7 @@ export interface operations {
             };
         };
     };
-    openai_proxy_route_openai_passthrough__endpoint__patch: {
+    openai_passthrough_route_openai_passthrough__endpoint__patch: {
         parameters: {
             query?: never;
             header?: never;
@@ -65165,6 +65282,37 @@ export interface operations {
             };
         };
     };
+    agent_skills_archive_v1_skills__skill_id__archive_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path: {
+                skill_id: string;
+            };
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/zip": string;
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     create_threads_v1_threads_post: {
         parameters: {
             query?: never;
@@ -67979,161 +68127,6 @@ export interface operations {
             };
         };
     };
-    vertex_proxy_route_vertex_ai__endpoint__get_2: {
-        parameters: {
-            query?: never;
-            header?: never;
-            path: {
-                endpoint: string;
-            };
-            cookie?: never;
-        };
-        requestBody?: never;
-        responses: {
-            /** @description Successful Response */
-            200: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": unknown;
-                };
-            };
-            /** @description Validation Error */
-            422: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": components["schemas"]["HTTPValidationError"];
-                };
-            };
-        };
-    };
-    vertex_proxy_route_vertex_ai__endpoint__put_2: {
-        parameters: {
-            query?: never;
-            header?: never;
-            path: {
-                endpoint: string;
-            };
-            cookie?: never;
-        };
-        requestBody?: never;
-        responses: {
-            /** @description Successful Response */
-            200: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": unknown;
-                };
-            };
-            /** @description Validation Error */
-            422: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": components["schemas"]["HTTPValidationError"];
-                };
-            };
-        };
-    };
-    vertex_proxy_route_vertex_ai__endpoint__post_2: {
-        parameters: {
-            query?: never;
-            header?: never;
-            path: {
-                endpoint: string;
-            };
-            cookie?: never;
-        };
-        requestBody?: never;
-        responses: {
-            /** @description Successful Response */
-            200: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": unknown;
-                };
-            };
-            /** @description Validation Error */
-            422: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": components["schemas"]["HTTPValidationError"];
-                };
-            };
-        };
-    };
-    vertex_proxy_route_vertex_ai__endpoint__delete_2: {
-        parameters: {
-            query?: never;
-            header?: never;
-            path: {
-                endpoint: string;
-            };
-            cookie?: never;
-        };
-        requestBody?: never;
-        responses: {
-            /** @description Successful Response */
-            200: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": unknown;
-                };
-            };
-            /** @description Validation Error */
-            422: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": components["schemas"]["HTTPValidationError"];
-                };
-            };
-        };
-    };
-    vertex_proxy_route_vertex_ai__endpoint__patch_2: {
-        parameters: {
-            query?: never;
-            header?: never;
-            path: {
-                endpoint: string;
-            };
-            cookie?: never;
-        };
-        requestBody?: never;
-        responses: {
-            /** @description Successful Response */
-            200: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": unknown;
-                };
-            };
-            /** @description Validation Error */
-            422: {
-                headers: {
-                    [name: string]: unknown;
-                };
-                content: {
-                    "application/json": components["schemas"]["HTTPValidationError"];
-                };
-            };
-        };
-    };
     vertex_discovery_proxy_route_vertex_ai_discovery__endpoint__get: {
         parameters: {
             query?: never;
diff --git a/uv.lock b/uv.lock
index cedc505acdf..eb4cdef76f1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -10,7 +10,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-09-07T23:09:03.362777Z"
+exclude-newer = "2026-09-09T21:39:49.468411Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -4390,6 +4390,7 @@ cli = [
     { name = "pyyaml" },
     { name = "requests" },
     { name = "rich" },
+    { name = "tomlkit" },
 ]
 extra-proxy = [
     { name = "a2a-sdk" },
@@ -4444,6 +4445,7 @@ proxy = [
     { name = "rq" },
     { name = "soundfile" },
     { name = "starlette" },
+    { name = "tomlkit" },
     { name = "uvicorn" },
     { name = "uvloop", marker = "sys_platform != 'win32'" },
     { name = "websockets" },
@@ -4559,6 +4561,7 @@ e2e-dev = [
     { name = "locust" },
     { name = "mcp" },
     { name = "playwright" },
+    { name = "psutil" },
     { name = "websockets" },
 ]
 healthcheck = [
@@ -4668,6 +4671,8 @@ requires-dist = [
     { name = "starlette", marker = "extra == 'proxy'", specifier = ">=1.0.1,<2.0" },
     { name = "tiktoken", specifier = ">=0.8.0,<1.0" },
     { name = "tokenizers", specifier = ">=0.21.0,<1.0" },
+    { name = "tomlkit", marker = "extra == 'cli'", specifier = ">=0.13.3,<1.0" },
+    { name = "tomlkit", marker = "extra == 'proxy'", specifier = ">=0.13.3,<1.0" },
     { name = "uvicorn", marker = "extra == 'proxy'", specifier = ">=0.33.0,<1.0" },
     { name = "uvloop", marker = "sys_platform != 'win32' and extra == 'proxy'", specifier = ">=0.22.1,<1.0" },
     { name = "websockets", marker = "extra == 'proxy'", specifier = ">=15.0.1,<16.0" },
@@ -4747,6 +4752,7 @@ e2e-dev = [
     { name = "locust", specifier = "==2.45.0" },
     { name = "mcp", specifier = ">=1.28.1,<2.0" },
     { name = "playwright", specifier = "==1.61.0" },
+    { name = "psutil", specifier = "==7.2.2" },
     { name = "websockets", specifier = ">=15.0.1,<16.0" },
 ]
 healthcheck = [
@@ -4767,12 +4773,12 @@ proxy-dev = [
 
 [[package]]
 name = "litellm-enterprise"
-version = "0.1.66"
+version = "0.1.67"
 source = { editable = "enterprise" }
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.4.96"
+version = "0.4.97"
 source = { editable = "litellm-proxy-extras" }
 
 [[package]]