diff --git a/.circleci/scripts/unit_selection.sh b/.circleci/scripts/unit_selection.sh index 542984dd2e0..02df32d5eab 100755 --- a/.circleci/scripts/unit_selection.sh +++ b/.circleci/scripts/unit_selection.sh @@ -41,6 +41,7 @@ legacy_paths() { echo tests/unit/enterprise/proxy/hooks echo tests/unit/enterprise/proxy/management_endpoints echo tests/unit/enterprise/proxy/test_audit_logging_endpoints.py + echo tests/unit/enterprise/proxy/test_liteadmin.py echo tests/unit/enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py ;; enterprise-routing) echo tests/unit/google_genai diff --git a/.github/workflows/image-scan.yml b/.github/workflows/image-scan.yml index 0695720733f..e72b8230232 100644 --- a/.github/workflows/image-scan.yml +++ b/.github/workflows/image-scan.yml @@ -15,6 +15,9 @@ on: - gateway/main.py - backend/Dockerfile - backend/main.py + - deploy/lens/** + - litellm/proxy/lens/** + - tests/e2e/migrations/lens_compose_smoke.sh - docker/component_entrypoint.sh - docker/entrypoint.sh - litellm/proxy/prisma_migration.py @@ -37,6 +40,80 @@ concurrency: cancel-in-progress: true jobs: + lens-worker-image: + name: lens-worker-image (${{ matrix.arch }}) + runs-on: ${{ matrix.runner }} + if: >- + github.event_name != 'pull_request' || + github.event.pull_request.head.repo.full_name == github.repository + timeout-minutes: 15 + permissions: + contents: read + strategy: + fail-fast: false + matrix: + include: + - arch: amd64 + runner: ubuntu-latest + grype_sha256: edda0968d8827daab01d32b3cd7de192ae0915005e7bbfcfef9e68e79bc43343 + - arch: arm64 + runner: ubuntu-24.04-arm + grype_sha256: 553e4c36d9d61349830ba6034d43b8700a7f10576d3e2f4981c0fd2b96086465 + steps: + - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0 + with: + persist-credentials: false + - name: Build the release worker + env: + RELEASE_TAG: sha-${{ github.sha }} + run: docker build --build-arg LITELLM_RELEASE_TAG="${RELEASE_TAG}" -f deploy/lens/Dockerfile -t lens-worker-scan . + - name: Verify the standalone worker on a read-only filesystem + env: + RELEASE_TAG: sha-${{ github.sha }} + run: | + docker run --rm --network none --read-only --cap-drop ALL \ + --tmpfs /tmp:rw,noexec,nosuid,size=1g --security-opt no-new-privileges \ + -e EXPECTED_RELEASE_TAG="${RELEASE_TAG}" --entrypoint python lens-worker-scan -c ' + import os + import lens.worker + from lens.release import release_tag + from lens.trace_store import trace_store + assert os.getuid() == 65532 + assert release_tag() == os.environ["EXPECTED_RELEASE_TAG"] + with trace_store() as store: + assert store.count() == 0 + ' + - name: Reject a dependency whose hash has changed + run: | + docker build --target builder -f deploy/lens/Dockerfile -t lens-worker-deps . + sed -E 's/sha256:[0-9a-f]{64}/sha256:0000000000000000000000000000000000000000000000000000000000000000/g' \ + deploy/lens/requirements.lock > "$RUNNER_TEMP/tampered.lock" + if docker run --rm -v "$RUNNER_TEMP/tampered.lock:/tmp/tampered.lock:ro" \ + --entrypoint uv lens-worker-deps pip sync --python /app/.venv/bin/python \ + --require-hashes --only-binary :all: --reinstall --no-cache /tmp/tampered.lock \ + > "$RUNNER_TEMP/hash-check.log" 2>&1; then + echo "::error::Dependency hash mismatch was accepted" + exit 1 + fi + cat "$RUNNER_TEMP/hash-check.log" + grep -qi 'hash mismatch' "$RUNNER_TEMP/hash-check.log" + - name: Download Grype v0.114.0 + env: + ARCH: ${{ matrix.arch }} + GRYPE_SHA256: ${{ matrix.grype_sha256 }} + run: | + curl -fsSL --retry 3 -o "$RUNNER_TEMP/grype.tar.gz" \ + "https://github.com/anchore/grype/releases/download/v0.114.0/grype_0.114.0_linux_${ARCH}.tar.gz" + echo "${GRYPE_SHA256} $RUNNER_TEMP/grype.tar.gz" | sha256sum -c - + tar xzf "$RUNNER_TEMP/grype.tar.gz" -C "$RUNNER_TEMP" grype + chmod +x "$RUNNER_TEMP/grype" + - name: Scan the worker for fixable HIGH/CRITICAL CVEs + env: + GRYPE_MATCH_PYTHON_USING_CPES: "true" + run: | + "$RUNNER_TEMP/grype" lens-worker-scan \ + --config .grype.yaml --only-fixed --fail-on high --output table + image-scan: name: image-scan runs-on: ubuntu-latest @@ -113,7 +190,7 @@ jobs: persist-credentials: false - name: Build runtime image - run: docker build -f Dockerfile -t litellm-runtime-scan:${{ github.sha }} . + run: docker build --build-arg LITELLM_RELEASE_TAG=v0.0.0-lens-ci -f Dockerfile -t litellm-runtime-scan:${{ github.sha }} . - name: Set up Python uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0 @@ -127,6 +204,11 @@ jobs: python -m pip install "pytest==9.0.3" python -m pytest tests/proxy_migration_tests/test_offline_image_migration.py tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py -v + - name: Verify the bundled Lens Compose installation and restart + env: + LITELLM_IMAGE: litellm-runtime-scan:${{ github.sha }} + run: bash tests/e2e/migrations/lens_compose_smoke.sh + migrations-image: name: migrations-image runs-on: ubuntu-latest diff --git a/.github/workflows/lens-worker.yml b/.github/workflows/lens-worker.yml index 54ec2593ed8..896a598decd 100644 --- a/.github/workflows/lens-worker.yml +++ b/.github/workflows/lens-worker.yml @@ -34,7 +34,14 @@ jobs: with: persist-credentials: false - name: Build Lens worker - run: docker build -f deploy/lens/Dockerfile -t lens-worker:${{ github.sha }} . + run: docker build --build-arg LITELLM_RELEASE_TAG=sha-${{ github.sha }} -f deploy/lens/Dockerfile -t lens-worker:${{ github.sha }} . + - name: Reject custom builds without a matching release tag + run: | + if docker build --progress plain -f deploy/lens/Dockerfile -t lens-worker:unversioned . > missing-tag.log 2>&1; then + echo "::error::An unversioned worker build unexpectedly succeeded" + exit 1 + fi + grep -F 'LITELLM_RELEASE_TAG: Pass --build-arg LITELLM_RELEASE_TAG matching the gateway' missing-tag.log - name: Verify standalone imports with a read-only filesystem run: | docker run --rm --network none --read-only --cap-drop ALL --tmpfs /tmp:rw,noexec,nosuid,size=1g \ @@ -54,11 +61,11 @@ jobs: -v "$PWD/tests/proxy_behavior/lens/worker_storage_smoke.py:/app/storage_smoke.py:ro" \ --entrypoint python lens-worker:${{ github.sha }} /app/storage_smoke.py - name: Publish versioned Lens worker - if: github.event_name != 'pull_request' && github.repository == 'BerriAI/litellm' + if: github.event_name != 'pull_request' && github.repository == 'BerriAI/litellm' && github.ref == 'refs/heads/main' env: REGISTRY_TOKEN: ${{ secrets.GITHUB_TOKEN }} REGISTRY_USER: ${{ github.actor }} - IMAGE: ghcr.io/berriai/litellm-lens-worker:sha-${{ github.sha }} + IMAGE: ghcr.io/berriai/litellm-lens-worker-dev:sha-${{ github.sha }} run: | printf '%s' "$REGISTRY_TOKEN" | docker login ghcr.io -u "$REGISTRY_USER" --password-stdin docker tag lens-worker:${{ github.sha }} "$IMAGE" diff --git a/Dockerfile b/Dockerfile index 4dcecf3ea3d..be507f6efb4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -114,8 +114,20 @@ RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/ RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \ sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh +FROM $LITELLM_BUILD_IMAGE AS liteadmin-builder +COPY --from=uvbin /uv /usr/local/bin/uv +RUN apk add --no-cache python-3.13 +ADD --checksum=sha256:2f7ae5cdd9d91731c0990e74a58239dc3e3fd2bf28dab23b55eafcdc47aaf87e \ + https://github.com/BerriAI/litellm-admin-agent/archive/ef501e94bc9fbacb9233b922abf71427f030408c.tar.gz /tmp/liteadmin.tar.gz +RUN mkdir /tmp/liteadmin && tar xzf /tmp/liteadmin.tar.gz --strip-components=1 -C /tmp/liteadmin && \ + uv venv /opt/liteadmin --python python3.13 && \ + uv pip install --python /opt/liteadmin/bin/python --require-hashes -r /tmp/liteadmin/requirements.txt && \ + uv pip install --python /opt/liteadmin/bin/python --no-deps /tmp/liteadmin + # Runtime stage FROM $LITELLM_RUNTIME_IMAGE AS runtime +ARG LITELLM_RELEASE_TAG="" +ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG} USER root @@ -141,6 +153,7 @@ ENV PATH="/app/.venv/bin:${PATH}" \ # ship (manifest-scanning tools attribute everything in it to this image). # entrypoint.sh invokes litellm/proxy/prisma_migration.py by source path. COPY --from=builder /app/.venv /app/.venv +COPY --from=liteadmin-builder /opt/liteadmin /opt/liteadmin COPY --from=builder /app/docker /app/docker COPY --from=builder /app/schema.prisma /app/schema.prisma COPY --from=builder /app/litellm/proxy/prisma_migration.py /app/litellm/proxy/prisma_migration.py diff --git a/Makefile b/Makefile index 40573fb68a3..ad84e2c4014 100644 --- a/Makefile +++ b/Makefile @@ -58,7 +58,7 @@ help: @echo " make test-unit-helm - Run helm unit tests" @echo " make test-rust-extension - Build the Rust extension and run its public Python tests" @echo " make rust-sqlx-prepare - Refresh litellm-rust/crates/db/.sqlx against a migrated Postgres container" - @echo " make lens-dev - Run proxy + Lens worker + hot-reload dashboard (LENS_DEV_PROXY_PORT, LENS_DEV_UI_PORT)" + @echo " make lens-dev - Run proxy + Lens worker + hot-reload dashboard (ARGS=\"--seed large\", LENS_DEV_PROXY_PORT, LENS_DEV_UI_PORT)" @echo "" @echo "Heavy targets (check, lint) queue for LITELLM_GATE_SLOTS machine-wide" @echo "slots (default 2; 0 disables) so parallel sessions don't thrash one machine." @@ -313,7 +313,7 @@ rust-sqlx-prepare: cd litellm-rust && cargo run -p litellm-db-testing --bin sqlx-prepare lens-dev: - ./scripts/lens_dev.sh + ./scripts/lens_dev.sh $(ARGS) test: install-test-deps $(UV_RUN) pytest tests/ diff --git a/backend/Dockerfile b/backend/Dockerfile index 59f836b55f8..dfff6e71a46 100644 --- a/backend/Dockerfile +++ b/backend/Dockerfile @@ -71,6 +71,8 @@ RUN sed -i 's/\r$//' docker/component_entrypoint.sh && chmod +x docker/component # ---------- Runtime ---------- FROM $LITELLM_RUNTIME_IMAGE AS runtime +ARG LITELLM_RELEASE_TAG="" +ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG} USER root diff --git a/backend/routes/allowlist.py b/backend/routes/allowlist.py index d7f3e615c67..2c651277dab 100644 --- a/backend/routes/allowlist.py +++ b/backend/routes/allowlist.py @@ -22,6 +22,7 @@ BACKEND_PATH_PREFIXES: tuple[str, ...] = ( "/customer/", "/end_user/", "/sso/", + "/liteadmin/slack/connect/", "/login", "/v2/login", "/v3/login", diff --git a/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/grafana_dashboard.json b/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/grafana_dashboard.json index 5bd7ed97a55..4fb926a9658 100644 --- a/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/grafana_dashboard.json +++ b/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/grafana_dashboard.json @@ -5710,6 +5710,17 @@ } }, "targets": [ + { + "datasource": { + "type": "prometheus", + "uid": "${DS_PROMETHEUS}" + }, + "editorMode": "code", + "expr": "histogram_quantile(0.95, sum(rate(litellm_anthropic_wif_latency_bucket[$__rate_interval])) by (le))", + "legendFormat": "anthropic_wif", + "range": true, + "refId": "A" + }, { "datasource": { "type": "prometheus", @@ -5719,7 +5730,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_auth_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "auth", "range": true, - "refId": "A" + "refId": "B" }, { "datasource": { @@ -5730,7 +5741,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_batch_write_to_db_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "batch_write_to_db", "range": true, - "refId": "B" + "refId": "C" }, { "datasource": { @@ -5741,7 +5752,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_postgres_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "postgres", "range": true, - "refId": "C" + "refId": "D" }, { "datasource": { @@ -5752,7 +5763,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_proxy_pre_call_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "proxy_pre_call", "range": true, - "refId": "D" + "refId": "E" }, { "datasource": { @@ -5763,7 +5774,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "redis", "range": true, - "refId": "E" + "refId": "F" }, { "datasource": { @@ -5774,7 +5785,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_daily_org_spend_update_queue_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "redis_daily_org_spend_update_queue", "range": true, - "refId": "F" + "refId": "G" }, { "datasource": { @@ -5785,7 +5796,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_daily_tag_spend_update_queue_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "redis_daily_tag_spend_update_queue", "range": true, - "refId": "G" + "refId": "H" }, { "datasource": { @@ -5796,7 +5807,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_daily_team_spend_update_queue_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "redis_daily_team_spend_update_queue", "range": true, - "refId": "H" + "refId": "I" }, { "datasource": { @@ -5807,7 +5818,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_redis_window_spend_update_queue_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "redis_window_spend_update_queue", "range": true, - "refId": "I" + "refId": "J" }, { "datasource": { @@ -5818,7 +5829,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_reset_budget_job_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "reset_budget_job", "range": true, - "refId": "J" + "refId": "K" }, { "datasource": { @@ -5829,7 +5840,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_router_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "router", "range": true, - "refId": "K" + "refId": "L" }, { "datasource": { @@ -5840,7 +5851,7 @@ "expr": "histogram_quantile(0.95, sum(rate(litellm_self_latency_bucket[$__rate_interval])) by (le))", "legendFormat": "self", "range": true, - "refId": "L" + "refId": "M" } ], "title": "Service latency p95 (litellm__latency)", @@ -5888,6 +5899,28 @@ } }, "targets": [ + { + "datasource": { + "type": "prometheus", + "uid": "${DS_PROMETHEUS}" + }, + "editorMode": "code", + "expr": "sum(rate(litellm_anthropic_wif_total_requests_total[$__rate_interval]))", + "legendFormat": "anthropic_wif", + "range": true, + "refId": "A" + }, + { + "datasource": { + "type": "prometheus", + "uid": "${DS_PROMETHEUS}" + }, + "editorMode": "code", + "expr": "sum(rate(litellm_anthropic_wif_cache_total_requests_total[$__rate_interval]))", + "legendFormat": "anthropic_wif_cache", + "range": true, + "refId": "B" + }, { "datasource": { "type": "prometheus", @@ -5897,7 +5930,7 @@ "expr": "sum(rate(litellm_auth_total_requests_total[$__rate_interval]))", "legendFormat": "auth", "range": true, - "refId": "A" + "refId": "C" }, { "datasource": { @@ -5908,7 +5941,7 @@ "expr": "sum(rate(litellm_batch_write_to_db_total_requests_total[$__rate_interval]))", "legendFormat": "batch_write_to_db", "range": true, - "refId": "B" + "refId": "D" }, { "datasource": { @@ -5919,7 +5952,7 @@ "expr": "sum(rate(litellm_postgres_total_requests_total[$__rate_interval]))", "legendFormat": "postgres", "range": true, - "refId": "C" + "refId": "E" }, { "datasource": { @@ -5930,7 +5963,7 @@ "expr": "sum(rate(litellm_proxy_pre_call_total_requests_total[$__rate_interval]))", "legendFormat": "proxy_pre_call", "range": true, - "refId": "D" + "refId": "F" }, { "datasource": { @@ -5941,7 +5974,7 @@ "expr": "sum(rate(litellm_redis_total_requests_total[$__rate_interval]))", "legendFormat": "redis", "range": true, - "refId": "E" + "refId": "G" }, { "datasource": { @@ -5952,7 +5985,7 @@ "expr": "sum(rate(litellm_redis_daily_org_spend_update_queue_total_requests_total[$__rate_interval]))", "legendFormat": "redis_daily_org_spend_update_queue", "range": true, - "refId": "F" + "refId": "H" }, { "datasource": { @@ -5963,7 +5996,7 @@ "expr": "sum(rate(litellm_redis_daily_tag_spend_update_queue_total_requests_total[$__rate_interval]))", "legendFormat": "redis_daily_tag_spend_update_queue", "range": true, - "refId": "G" + "refId": "I" }, { "datasource": { @@ -5974,7 +6007,7 @@ "expr": "sum(rate(litellm_redis_daily_team_spend_update_queue_total_requests_total[$__rate_interval]))", "legendFormat": "redis_daily_team_spend_update_queue", "range": true, - "refId": "H" + "refId": "J" }, { "datasource": { @@ -5985,7 +6018,7 @@ "expr": "sum(rate(litellm_redis_window_spend_update_queue_total_requests_total[$__rate_interval]))", "legendFormat": "redis_window_spend_update_queue", "range": true, - "refId": "I" + "refId": "K" }, { "datasource": { @@ -5996,7 +6029,7 @@ "expr": "sum(rate(litellm_reset_budget_job_total_requests_total[$__rate_interval]))", "legendFormat": "reset_budget_job", "range": true, - "refId": "J" + "refId": "L" }, { "datasource": { @@ -6007,7 +6040,7 @@ "expr": "sum(rate(litellm_router_total_requests_total[$__rate_interval]))", "legendFormat": "router", "range": true, - "refId": "K" + "refId": "M" }, { "datasource": { @@ -6018,7 +6051,7 @@ "expr": "sum(rate(litellm_self_total_requests_total[$__rate_interval]))", "legendFormat": "self", "range": true, - "refId": "L" + "refId": "N" } ], "title": "Service request rate (litellm__total_requests)", @@ -6066,6 +6099,28 @@ } }, "targets": [ + { + "datasource": { + "type": "prometheus", + "uid": "${DS_PROMETHEUS}" + }, + "editorMode": "code", + "expr": "sum(rate(litellm_anthropic_wif_failed_requests_total[$__rate_interval])) by (error_class)", + "legendFormat": "anthropic_wif / {{error_class}}", + "range": true, + "refId": "A" + }, + { + "datasource": { + "type": "prometheus", + "uid": "${DS_PROMETHEUS}" + }, + "editorMode": "code", + "expr": "sum(rate(litellm_anthropic_wif_cache_failed_requests_total[$__rate_interval])) by (error_class)", + "legendFormat": "anthropic_wif_cache / {{error_class}}", + "range": true, + "refId": "B" + }, { "datasource": { "type": "prometheus", @@ -6075,7 +6130,7 @@ "expr": "sum(rate(litellm_auth_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "auth / {{error_class}}", "range": true, - "refId": "A" + "refId": "C" }, { "datasource": { @@ -6086,7 +6141,7 @@ "expr": "sum(rate(litellm_batch_write_to_db_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "batch_write_to_db / {{error_class}}", "range": true, - "refId": "B" + "refId": "D" }, { "datasource": { @@ -6097,7 +6152,7 @@ "expr": "sum(rate(litellm_postgres_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "postgres / {{error_class}}", "range": true, - "refId": "C" + "refId": "E" }, { "datasource": { @@ -6108,7 +6163,7 @@ "expr": "sum(rate(litellm_proxy_pre_call_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "proxy_pre_call / {{error_class}}", "range": true, - "refId": "D" + "refId": "F" }, { "datasource": { @@ -6119,7 +6174,7 @@ "expr": "sum(rate(litellm_redis_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "redis / {{error_class}}", "range": true, - "refId": "E" + "refId": "G" }, { "datasource": { @@ -6130,7 +6185,7 @@ "expr": "sum(rate(litellm_redis_daily_org_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "redis_daily_org_spend_update_queue / {{error_class}}", "range": true, - "refId": "F" + "refId": "H" }, { "datasource": { @@ -6141,7 +6196,7 @@ "expr": "sum(rate(litellm_redis_daily_tag_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "redis_daily_tag_spend_update_queue / {{error_class}}", "range": true, - "refId": "G" + "refId": "I" }, { "datasource": { @@ -6152,7 +6207,7 @@ "expr": "sum(rate(litellm_redis_daily_team_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "redis_daily_team_spend_update_queue / {{error_class}}", "range": true, - "refId": "H" + "refId": "J" }, { "datasource": { @@ -6163,7 +6218,7 @@ "expr": "sum(rate(litellm_redis_window_spend_update_queue_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "redis_window_spend_update_queue / {{error_class}}", "range": true, - "refId": "I" + "refId": "K" }, { "datasource": { @@ -6174,7 +6229,7 @@ "expr": "sum(rate(litellm_reset_budget_job_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "reset_budget_job / {{error_class}}", "range": true, - "refId": "J" + "refId": "L" }, { "datasource": { @@ -6185,7 +6240,7 @@ "expr": "sum(rate(litellm_router_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "router / {{error_class}}", "range": true, - "refId": "K" + "refId": "M" }, { "datasource": { @@ -6196,7 +6251,7 @@ "expr": "sum(rate(litellm_self_failed_requests_total[$__rate_interval])) by (error_class)", "legendFormat": "self / {{error_class}}", "range": true, - "refId": "L" + "refId": "N" } ], "title": "Service failure rate (litellm__failed_requests)", diff --git a/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/readme.md b/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/readme.md index a3869213be2..5d3d2c159c1 100644 --- a/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/readme.md +++ b/cookbook/litellm_proxy_server/grafana_dashboard/dashboard_all_metrics/readme.md @@ -1,6 +1,6 @@ # LiteLLM All Prometheus Metrics dashboard -Every `litellm_*` metric family the proxy can expose on `/metrics` (136 families across 97 panels), grouped into rows: proxy traffic, latency, spend and tokens, cache, LLM API deployments, key and team rate limits, budgets, guardrails, MCP, managed files and batches, users and teams, the Redis circuit breaker, the spend log cleanup job, and the `prometheus_system` service callback metrics (per-service latency, request and failure rates, spend update queue sizes). Panel titles are the metric names so you can grep the JSON for the metric you care about +Every `litellm_*` metric family the proxy can expose on `/metrics` (141 families across 97 panels), grouped into rows: proxy traffic, latency, spend and tokens, cache, LLM API deployments, key and team rate limits, budgets, guardrails, MCP, managed files and batches, users and teams, the Redis circuit breaker, the spend log cleanup job, and the `prometheus_system` service callback metrics (per-service latency, request and failure rates, spend update queue sizes). Panel titles are the metric names so you can grep the JSON for the metric you care about Import `grafana_dashboard.json` from **Dashboards > New > Import** and pick your Prometheus data source when prompted (the `DS_PROMETHEUS` variable). Counters are plotted as `rate()` over `$__rate_interval`, histograms as p50 / p95 / p99, gauges as the raw value grouped by the most useful label. Every query names the metric exactly as the proxy emits it (counters carry the `_total` suffix the Prometheus client adds), and `tests/unit/integrations/test_prometheus_metric_name_consistency.py` fails if a metric is renamed without updating this dashboard diff --git a/deploy/lens/Dockerfile b/deploy/lens/Dockerfile index f684940e9a8..84c45291c42 100644 --- a/deploy/lens/Dockerfile +++ b/deploy/lens/Dockerfile @@ -1,7 +1,28 @@ -FROM python:3.12-slim +ARG LITELLM_BUILD_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:1d95114038f76513a9ace6fca107d5582b08c65981f81f61cb56bf7fd2ef216d +ARG LITELLM_RUNTIME_IMAGE=cgr.dev/chainguard/wolfi-base@sha256:1d95114038f76513a9ace6fca107d5582b08c65981f81f61cb56bf7fd2ef216d +ARG UV_IMAGE=ghcr.io/astral-sh/uv:0.11.7@sha256:240fb85ab0f263ef12f492d8476aa3a2e4e1e333f7d67fbdd923d00a506a516a + +FROM $UV_IMAGE AS uvbin + +FROM $LITELLM_BUILD_IMAGE AS builder +COPY --from=uvbin /uv /usr/local/bin/uv +RUN apk add --no-cache python-3.13 +ENV UV_PYTHON_DOWNLOADS=0 UV_LINK_MODE=copy WORKDIR /app -RUN pip install --no-cache-dir httpx==0.28.1 pydantic==2.11.7 -COPY litellm/proxy/lens/__init__.py litellm/proxy/lens/models.py litellm/proxy/lens/trace_store.py litellm/proxy/lens/analysis.py litellm/proxy/lens/worker.py /app/lens/ +COPY deploy/lens/requirements.lock /tmp/requirements.lock +RUN uv venv --python python3.13 /app/.venv && \ + uv pip sync --python /app/.venv/bin/python --require-hashes --only-binary :all: /tmp/requirements.lock + +FROM $LITELLM_RUNTIME_IMAGE AS runtime +ARG LITELLM_RELEASE_TAG="" +RUN : "${LITELLM_RELEASE_TAG:?Pass --build-arg LITELLM_RELEASE_TAG matching the gateway}" +RUN apk add --no-cache python-3.13 +ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG} \ + PATH="/app/.venv/bin:${PATH}" \ + PYTHONDONTWRITEBYTECODE=1 +WORKDIR /app +COPY --from=builder /app/.venv /app/.venv +COPY litellm/proxy/lens/__init__.py litellm/proxy/lens/models.py litellm/proxy/lens/trace_store.py litellm/proxy/lens/analysis.py litellm/proxy/lens/worker.py litellm/proxy/lens/release.py /app/lens/ COPY litellm/proxy/lens/prompts/ /app/lens/prompts/ USER 65532:65532 CMD ["python", "-m", "lens.worker"] diff --git a/deploy/lens/Dockerfile.dockerignore b/deploy/lens/Dockerfile.dockerignore index 70fe9c83b6d..801c89d9dfe 100644 --- a/deploy/lens/Dockerfile.dockerignore +++ b/deploy/lens/Dockerfile.dockerignore @@ -1,4 +1,7 @@ ** +!deploy/ +!deploy/lens/ +!deploy/lens/requirements.lock !litellm/ !litellm/proxy/ !litellm/proxy/lens/ @@ -7,5 +10,6 @@ !litellm/proxy/lens/trace_store.py !litellm/proxy/lens/analysis.py !litellm/proxy/lens/worker.py +!litellm/proxy/lens/release.py !litellm/proxy/lens/prompts/ !litellm/proxy/lens/prompts/** diff --git a/deploy/lens/README.md b/deploy/lens/README.md index 4f78b7bfb59..4971bfae671 100644 --- a/deploy/lens/README.md +++ b/deploy/lens/README.md @@ -2,7 +2,60 @@ Lens reviews recorded activity and saves evidence-linked findings in the LiteLLM dashboard under Observability, Lens (`/ui/lens/`) -## Start a worker +## Install the release stack + +Each stable, RC, and dev release containing Lens publishes the worker at the same version on GHCR and Docker Hub. Use the [LiteLLM releases page](https://github.com/BerriAI/litellm/releases) to select a version that includes the coordinated worker release + +For a new local installation, install Docker with Compose, download the two release files, and create a private environment file. Replace `X.Y.Z` with the release version, without `v` (RCs use `X.Y.Z-rc.N`) + +```bash +mkdir litellm-lens +cd litellm-lens +LENS_RELEASE=X.Y.Z +curl -fSLo compose.yaml "https://raw.githubusercontent.com/BerriAI/litellm/v${LENS_RELEASE}/deploy/lens/stack.yaml" +curl -fSLo config.yaml "https://raw.githubusercontent.com/BerriAI/litellm/v${LENS_RELEASE}/deploy/lens/config.yaml" +umask 077 +printf 'LITELLM_VERSION=%s\nLITELLM_MASTER_KEY=sk-%s\nLITELLM_SALT_KEY=sk-%s\n' \ + "$LENS_RELEASE" "$(openssl rand -hex 32)" "$(openssl rand -hex 32)" > .env +printf 'POSTGRES_PASSWORD=%s\nCLICKHOUSE_PASSWORD=%s\n' \ + "$(openssl rand -hex 32)" "$(openssl rand -hex 32)" >> .env +docker compose up -d +``` + +Open `http://localhost:4000/ui/`, log in as `admin` with `LITELLM_MASTER_KEY` from `.env`, and add a model in the dashboard. In Lens, select **Connect worker**, choose that model and a monthly budget, then **Get install command**. Expand **Using Docker Compose or Helm?**, copy the worker token, and add `LENS_WORKER_TOKEN=` to `.env` + +```bash +docker compose --profile lens up -d +``` + +The stack starts LiteLLM, PostgreSQL, ClickHouse, and the worker from published images. The dashboard shows **Worker connected**. The worker has a limited token, no database credentials, and no provider keys. The stack exposes only the dashboard on localhost; use your normal ingress and managed databases for a public production deployment + +Keep `.env` private and preserve its salt key. Keep both named database volumes. To upgrade, wait for active investigations to finish, stop the worker, change only `LITELLM_VERSION`, then pull and recreate the stack: + +```bash +docker compose --profile lens stop lens-worker +# Update LITELLM_VERSION in .env to the new release +docker compose --profile lens pull +docker compose --profile lens up -d +``` + +This preserves your investigations, findings, model credentials, and worker token. Never use `down -v` during an upgrade. If moving from an existing installation, keep its databases and add the standalone worker instead of creating an empty replacement stack + +## Helm + +The componentized `helm/litellm` chart includes an optional Lens worker. Configure PostgreSQL and ClickHouse as usual, install the chart, then obtain a limited worker token from Lens setup. Store it in a Kubernetes Secret and enable the worker in your values: + +```yaml +lensWorker: + enabled: true + tokenSecret: + name: litellm-lens-worker + key: token +``` + +Published release charts pin the worker's approved image digest. Source charts without a digest default to the chart's application version. The chart connects the worker to the backend service. Keep these values and the Secret when upgrading the chart so the gateway and worker upgrade together. `lensWorker.replicaCount` controls simultaneous investigations. To use a private registry or external proxy, set `lensWorker.image.repository`, `lensWorker.image.digest` (or `tag` for a source build), and `lensWorker.url`. A digest takes precedence over the tag. The dashboard uses the chart's worker image for standalone install commands too + +## Standalone worker Upgrade your existing LiteLLM proxy to a release that includes Lens with PostgreSQL and agent tracing. Configure one ClickHouse URL for trace writes, bounded reads, and Lens queries: @@ -23,17 +76,17 @@ In **Lens > Investigations**, click **Connect worker**, choose an analysis model The command already contains the compatible worker image and one worker token. The selected virtual key stays on the proxy; its secret is never sent to the worker. No source checkout, environment file, or second LiteLLM deployment is needed. Keep the command private because it includes the token. The LiteLLM release provides the dashboard and APIs; the container only runs background analysis -The dashboard and Compose file pin a verified worker image by digest. The image uses Linux amd64, and the generated command selects that platform. CI also publishes immutable `:sha-` tags for successful worker builds on `main`. Keep the worker image compatible with your gateway version +The dashboard selects the worker image matching the running gateway release. Release images support Linux amd64 and arm64. CI also publishes `:sha-` development images; use those only with a gateway built from the same commit and release tag After upgrading the gateway, update the worker image and redeploy it while keeping its proxy URL and token. Existing containers do not update automatically. If an investigation reports a worker compatibility error, update the image before retrying -For deployments managed with Compose, download `compose.yaml` and provide `LITELLM_URL` and `LENS_WORKER_TOKEN` in an environment file. Its default image is already selected: +For deployments managed with Compose, download `compose.yaml` and provide `LITELLM_URL`, `LENS_WORKER_TOKEN`, and `LITELLM_VERSION` (without `v`) in a private environment file. To use another registry, set `LENS_WORKER_IMAGE` to the compatible image instead of setting a version: ```bash docker compose --env-file /path/to/lens.env -f compose.yaml up -d ``` -Developers can build locally with `LENS_WORKER_IMAGE=litellm-lens-worker:local docker compose -f deploy/lens/compose.yaml -f deploy/lens/compose.build.yaml up -d --build`. To work on Lens itself, `make lens-dev` runs the proxy, a worker from source and the hot-reload dashboard together; set `LENS_DEV_PROXY_PORT` / `LENS_DEV_UI_PORT` to move them off 4000/3000 +To work on Lens itself, `make lens-dev` runs the proxy, a worker from source and the hot-reload dashboard together; set `LENS_DEV_PROXY_PORT` / `LENS_DEV_UI_PORT` to move them off 4000/3000. For a local container build, set `LENS_WORKER_IMAGE=litellm-lens-worker:local` and `LITELLM_RELEASE_TAG` to the gateway's release tag, then use `docker compose -f deploy/lens/compose.yaml -f deploy/lens/compose.build.yaml up -d --build` The generated command gives the worker 1 GiB of temporary memory-backed storage, shared across parallel reviews. Change `size=1g` in the Docker command or set `LENS_WORKER_TMP_SIZE` with Compose to fit your server and workload. A storage failure marks the scan as failed, cleans up temporary traces, and leaves the worker available for other scans; it does not silently truncate the review. Existing workers must be recreated with the new image and mount options @@ -107,6 +160,38 @@ curl "$LITELLM_URL/lens/$LENS_ID/runs/$BATCH_ID" -H "Authorization: Bearer $LITE Creation queues the first batch. Posting to `/lens/{id}/runs` queues another, or returns the existing active batch. The run response contains its ID under `jobs[0].id`. Poll the batch URL for status, findings and assessments. List responses omit large result payloads; request a batch to retrieve them. Supply an optional complete `settings` object on the runs POST for a one-off override; the saved lens stays unchanged. Selection accepts `team_id`, exact `filters`, and opaque `execution_ids` returned by `/lens/preview/sample`. Preview accepts `offset` and `as_of` to keep the time window fixed while paging. Feedback uses `PATCH /lens/{id}/findings/{finding_id}` with `status` and `reason` +## Local development + +`make lens-dev ARGS=--seed` starts the full dev stack. The live dashboard is at `http://localhost:3000/ui/lens/`, with login at `http://localhost:3000/ui/login/`. Next.js forwards API requests to the proxy on port 4000, so login and navigation stay in the live UI and edits hot-reload + +The default is Next.js dev with no production build (`LENS_DEV_BUILD_UI=0`). Set `LENS_DEV_BUILD_UI=1` when you also want a fresh static dashboard at `http://localhost:4000/ui/`. Build output goes to `.lens-dev/logs/ui-build.log`; a failed build stops startup. Both modes keep the live dashboard on port 3000. Startup checks the live login route before seeding and fails with the UI log path if Next.js exits. `LENS_DEV_STARTUP_TIMEOUT_SECONDS` controls startup readiness retries (default 300; `LENS_DEV_READINESS_REQUEST_TIMEOUT_SECONDS` caps each HTTP probe, default 5) + +For local fixture data, run `make lens-dev ARGS=--seed`. Use `make lens-dev ARGS="--seed large"` for 2,000 fixture copies, over one million spans and linked request logs. To seed a running stack without restarting it, use `make lens-dev ARGS="--seed-only --seed large --copies 100"`. The default profile replays one copy of every checked-in capture through authenticated `/v1/traces`, including failures, retries, streaming and multiple agent frameworks. Large seeds use the same parser and compressed ClickHouse writer in batches of four copies, and write matching request logs to PostgreSQL. The first and last batches verify linked spend totals through the proxy + +Seeds append fresh IDs on every invocation and spread copies over recent timestamps. Restarts without `SEED` do not add data. Lens excludes activity received in the last two minutes, so wait two minutes after seeding before checking investigation previews. `LENS_DEV_SEED_COPIES` overrides total copies, and `LENS_DEV_SEED_BATCH_COPIES` overrides copies per bulk insert (default 4, about 2,000 spans). Start with four or fewer on a constrained machine. Larger batches still respect the existing ClickHouse insert size limit; each capture is decoded separately within the OTLP safety budget. Large seeds test data volume and pagination, rather than concurrent ingestion throughput or review accuracy. They can use substantial disk space; adjust `--copies` for your machine. Seeding expects the generated local tracing configuration. The old `run_tracing_proxy_local.sh --seed` command forwards to Lens dev, using its ports and saved master key + +Local ingestion limits are explicit and configurable. Set OTLP and ClickHouse variables before starting the proxy and seeder so both processes use the same settings. Invalid, zero and negative values fail instead of silently falling back. Changing these limits does not require rebuilding Rust + +| Environment variable | Default | Controls | +| --- | --- | --- | +| `LENS_DEV_SEED_COPIES` | 1 default, 2000 large | Total fixture copies | +| `LENS_DEV_SEED_BATCH_COPIES` | 4 | Copies per bulk insert | +| `LENS_DEV_SEED_TIMEOUT_SECONDS` | 120 | Seeder HTTP timeout | +| `OTLP_MAX_BODY_BYTES` | 16777216 | HTTP body and decompressed payload bytes | +| `OTLP_MAX_CONCURRENT_INGESTS` | 2 | Concurrent proxy ingestion requests | +| `OTLP_MAX_ATTRIBUTE_VALUE_BYTES` | 65536 | Stored attribute/content bytes | +| `OTLP_MAX_DECODE_DEPTH` | 32 | Nested decode depth | +| `OTLP_MAX_DECODE_NODES` | 65536 | JSON values or protobuf fields per export | +| `OTLP_MAX_SPANS` | 4096 | Spans per export | +| `OTLP_MAX_ATTRIBUTES` | 256 | Attributes per resource, scope, span, event or link | +| `OTLP_MAX_EVENTS` | 256 | Events per span | +| `OTLP_MAX_LINKS` | 256 | Links per span | +| `OTLP_MAX_DECODED_SPAN_BYTES` | 16777216 | Decoded span allocation budget | +| `CLICKHOUSE_TRACE_MAX_INSERT_BYTES` | 67108864 | Encoded trace or spend insert bytes | +| `CLICKHOUSE_INSERT_TIMEOUT_SECONDS` | 30 | ClickHouse insert HTTP timeout | + +The wire parsers also enforce their library recursion limits (128 levels for JSON, 100 for protobuf). Raising the configured depth does not remove those parser limits. Bulk seeding parses each capture separately, keeping the per-export limits distinct from the bulk insert limit. Use smaller batches if an insert exceeds its byte budget. For example, `LENS_DEV_SEED_COPIES=100 LENS_DEV_SEED_BATCH_COPIES=2 make lens-dev ARGS="--seed large"` + ## Quality evaluation Run the checked-in cases against a configured real model. Expected labels are used only for scoring, never passed to the model. Dev and held-out cases include missing outcomes, failed tools, recovery, handoffs, unsupported claims, repeated work, long evidence and prompt injection. The background option adds clean arithmetic traces to test rare-issue discovery at scale; those repeated synthetic cases do not establish accuracy on every production workload @@ -130,3 +215,19 @@ The Lens API now uses `/lens` instead of `/engine`, list responses use `lenses`, Stop workers and let active scans finish before upgrading. Deploy proxy instances together: older proxies cannot use the renamed database tables. The schema migration renames the three Lens tables and the run-history identifier column in place, preserving saved investigations, findings, history, worker credentials, and billing assignments. Existing migration files retain their original names and checksums Upgrades using `--use_prisma_db_push` stop before schema changes if any legacy Lens table exists, preventing Prisma from dropping saved data. Apply `litellm-proxy-extras/litellm_proxy_extras/migrations/20261001100000_rename_lens/migration.sql` to the configured database schema before retrying. Deployments already using migration history can instead start without `--use_prisma_db_push` to apply the shipped migration normally. Fresh databases and databases already using the renamed tables can continue using database push + + +## Release compatibility + +Released gateway and worker images carry `LITELLM_RELEASE_TAG`. A worker announces its release and protocol before claiming an investigation. A mismatch returns HTTP 409 with the required image, leaving queued investigations untouched. During a rolling upgrade, workers wait for a gateway from their release + +The dashboard reads its image from the running gateway. `LENS_WORKER_IMAGE` overrides the registry/image for private deployments. Worker-only Compose accepts `LITELLM_VERSION` (without `v`) or an explicit `LENS_WORKER_IMAGE`. Release workers are available as `ghcr.io/berriai/litellm-lens-worker:vX.Y.Z` and `docker.io/litellm/litellm-lens-worker:vX.Y.Z`, including matching RC/dev suffixes, on amd64 and arm64 + +For source development, use `make lens-dev`, which gives the proxy and source worker the same commit identity. For custom containers, build both from the same checkout with `--build-arg LITELLM_RELEASE_TAG=sha-$(git rev-parse HEAD)` and set the proxy's `LENS_WORKER_IMAGE` to the worker image you built. An unlabelled custom build refuses worker setup and claims instead of guessing from the Python package version. Normal package-index installations use their installed release version + +The hourly development pipeline pins all component images to the same selected commit and publishes its chart only after every build and worker smoke test succeeds. The public commit-tagged worker workflow publishes to `ghcr.io/berriai/litellm-lens-worker-dev` on Lens-related changes, so an arbitrary `main` commit may require building your own pair; do not substitute the newest available worker + + +## Worker dependencies + +The worker uses the same digest-pinned Wolfi base and Python version as the component images. Python dependencies and their hashes are locked in `deploy/lens/requirements.lock`. To update them, edit `deploy/lens/requirements.in`, then run `uv pip compile --universal --python-version 3.13 --generate-hashes --no-emit-index-url deploy/lens/requirements.in -o deploy/lens/requirements.lock`. The image installs only the locked wheels with hash verification. CI builds and scans both native architectures diff --git a/deploy/lens/compose.build.yaml b/deploy/lens/compose.build.yaml index e4237d8de23..52d59a84a79 100644 --- a/deploy/lens/compose.build.yaml +++ b/deploy/lens/compose.build.yaml @@ -3,4 +3,6 @@ services: build: context: ../.. dockerfile: deploy/lens/Dockerfile + args: + LITELLM_RELEASE_TAG: ${LITELLM_RELEASE_TAG:?Set the release tag used by the gateway} image: litellm-lens-worker:local diff --git a/deploy/lens/compose.yaml b/deploy/lens/compose.yaml index fc9850fcb04..799f0a4fb1e 100644 --- a/deploy/lens/compose.yaml +++ b/deploy/lens/compose.yaml @@ -1,6 +1,6 @@ services: lens-worker: - image: ${LENS_WORKER_IMAGE:-ghcr.io/berriai/litellm-lens-worker@sha256:44f0597c7583dcfef999ece9a8bc02cfeb9f0f5167a1221cee3bd10b1b79271b} + image: ${LENS_WORKER_IMAGE:-ghcr.io/berriai/litellm-lens-worker:v${LITELLM_VERSION:?Set LITELLM_VERSION to the gateway release, without the v prefix}} environment: LITELLM_URL: ${LITELLM_URL:?Set the URL reachable from this container} LENS_WORKER_TOKEN: ${LENS_WORKER_TOKEN:?Create a worker credential in the Lens UI} diff --git a/deploy/lens/config.yaml b/deploy/lens/config.yaml new file mode 100644 index 00000000000..cb12a2b0919 --- /dev/null +++ b/deploy/lens/config.yaml @@ -0,0 +1,7 @@ +general_settings: + master_key: os.environ/LITELLM_MASTER_KEY + tracing: + store: + type: clickhouse + url: os.environ/CLICKHOUSE_URL + retention_days: 14 diff --git a/deploy/lens/requirements.in b/deploy/lens/requirements.in new file mode 100644 index 00000000000..3122d7bd6f2 --- /dev/null +++ b/deploy/lens/requirements.in @@ -0,0 +1,2 @@ +httpx==0.28.1 +pydantic==2.13.4 diff --git a/deploy/lens/requirements.lock b/deploy/lens/requirements.lock new file mode 100644 index 00000000000..a895b6d645e --- /dev/null +++ b/deploy/lens/requirements.lock @@ -0,0 +1,172 @@ +# This file was autogenerated by uv via the following command: +# uv pip compile --universal --python-version 3.13 --generate-hashes --no-emit-index-url deploy/lens/requirements.in -o deploy/lens/requirements.lock +annotated-types==0.8.0 \ + --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \ + --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0 + # via pydantic +anyio==4.15.1 \ + --hash=sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101 \ + --hash=sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94 + # via httpx +certifi==2026.7.22 \ + --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \ + --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55 + # via + # httpcore + # httpx +h11==0.16.0 \ + --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \ + --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86 + # via httpcore +httpcore==1.0.9 \ + --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \ + --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8 + # via httpx +httpx==0.28.1 \ + --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \ + --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad + # via -r deploy/lens/requirements.in +idna==3.20 \ + --hash=sha256:a7db850025b95ded1eae8a46181a1a6c56c92c96f0e2b005d9ff8dc0210cab44 \ + --hash=sha256:ab7ae7122974553370f0bdb919e1a960b2cd1bc1ef0276416d896db81c14582c + # via + # anyio + # httpx +pydantic==2.13.4 \ + --hash=sha256:45a282cde31d808236fd7ea9d919b128653c8b38b393d1c4ab335c62924d9aba \ + --hash=sha256:c40756b57adaa8b1efeeced5c196f3f3b7c435f90e84ea7f443901bec8099ef6 + # via -r deploy/lens/requirements.in +pydantic-core==2.46.4 \ + --hash=sha256:00c603d540afdd6b80eb39f078f33ebd46211f02f33e34a32d9f053bba711de0 \ + --hash=sha256:0186750b482eefa11d7f435892b09c5c606193ef3375bcf94aa00ae6bfb66262 \ + --hash=sha256:041bde0a48fd37cf71cab1c9d56d3e8625a3793fef1f7dd232b3ff37e978ecda \ + --hash=sha256:0c563b08bca408dc7f65f700633d8442fffb2421fc47b8101377e9fd65051ff0 \ + --hash=sha256:0cbe8b01f948de4286c74cdd6c667aceb38f5c1e26f0693b3983d9d74887c65e \ + --hash=sha256:0ce40cd7b21210e99342afafbd4d0f76d784eb5b1d60f3bdc566be4983c6c73b \ + --hash=sha256:0e96592440881c74a213e5ad528e2b24d3d4f940de2766bed9010ab1d9e51594 \ + --hash=sha256:10e17cbb10a330363733efc4d7c4d0dd827ac0909b8f6a6542298fed1ea62f29 \ + --hash=sha256:133878133d271ade3d41d1bfb2a45ec38dbdbda40bc065921c6b04e4630127e2 \ + --hash=sha256:14d4edf427bdcf950a8a02d7cb44a08614388dd6e1bdcbf4f67504fa7887da9c \ + --hash=sha256:14f4c5d6db102bd796a627bbb3a17b4cf4574b9ae861d8b7c9a9661c6dd3362d \ + --hash=sha256:17299feefe090f2caa5b8e37222bb5f663e4935a8bfa6931d4102e5df1a9f398 \ + --hash=sha256:184c081504d17f1c1066e430e117142b2c77d9448a97f7b65c6ac9fd9aee238d \ + --hash=sha256:18e5ceec2ab67e6d5f1a9085e5a24c9c4e2ac4545730bfe668680bca05e555f3 \ + --hash=sha256:19e51f073cd3df251856a8a4189fbdf1de4012c3ebacfb1884f94f1eb406079f \ + --hash=sha256:1a7dd0b3ee80d90150e3495a3a13ac34dbcbfd4f012996a6a1d8900e91b5c0fb \ + --hash=sha256:1d8ba486450b14f3b1d63bc521d410ec7565e52f887b9fb671791886436a42f7 \ + --hash=sha256:2108ba5c1c1eca18030634489dc544844144ee36357f2f9f780b93e7ddbb44b5 \ + --hash=sha256:228ee9bae8bef5b1e97ec58302f80357c37199e0d0a99174e138d28e6957b9d9 \ + --hash=sha256:23ace664830ee0bfe014a0c7bc248b1f7f25ed7ad103852c317624a1083af462 \ + --hash=sha256:2412e734dcb48da14d4e4006b82b46b74f2518b8a26ee7e58c6844a6cd6d03c4 \ + --hash=sha256:29c61fc04a3d840155ff08e475a04809278972fe6aef51e2720554e96367e34b \ + --hash=sha256:2f84c03c8607173d16b5a854ec68a2f9079ae03237a54fb506d13af47e1d018d \ + --hash=sha256:3009f12e4e90b7f88b4f9adb1b0c4a3d58fe7820f3238c190047209d148026df \ + --hash=sha256:3245406455a5d98187ec35530fd772b1d799b26667980872c8d4614991e2c4a2 \ + --hash=sha256:3447661d99f75a3683a4cf5c87da72f2161964611864dbbeac7fbb118bb4bfc0 \ + --hash=sha256:372429a130e469c9cd698925ce5fc50940b7a1336b0d82038e63d5bbc4edc519 \ + --hash=sha256:395aebd9183f9d112f569aeb5b2214d1a10a33bec8456447f7fbdfa51d38d4cd \ + --hash=sha256:3a233125ac121aa3ffba9a2b59edfc4a985a76092dc8279586ab4b71390875e7 \ + --hash=sha256:3be77f45df024d789a672ae34f8b06fb346c4f9f46ea714956660ea4862e89ac \ + --hash=sha256:3bf92c5d0e00fefaab325a4d27828fe6b6e2a21848686b5b60d2d9eeb09d76c6 \ + --hash=sha256:3ecbc122d18468d06ca279dc26a8c2e2d5acb10943bb35e36ae92096dc3b5565 \ + --hash=sha256:3fb702cd90b0446a3a1c5e470bfa0dd23c0233b676a9099ddcc964fa6ca13898 \ + --hash=sha256:428e04521a40150c85216fc8b85e8d39fece235a9cf5e383761238c7fa9b96fb \ + --hash=sha256:432c179df7874eeb73307aad2df0755e1ae0efa61ff0ea89b93e194411ae3928 \ + --hash=sha256:4a05d69cba51d852c5c3e92758653245a50c0b646ced0cf05bd793ed592839d6 \ + --hash=sha256:4c63ebc82684aa89d9a3bcbd13d515b3be44250dc68dd3bd81526c1cb31286c3 \ + --hash=sha256:4fc73cb559bdb54b1134a706a2802a4cddd27a0633f5abb7e53056268751ac6a \ + --hash=sha256:4fcbe087dbc2068af7eda3aa87634eba216dbda64d1ae73c8684b621d33f6596 \ + --hash=sha256:56cb4851bcaf3d117eddcef4fe66afd750a50274b0da8e22be256d10e5611987 \ + --hash=sha256:5855698a4856556d86e8e6cd8434bc3ac0314ee8e12089ae0e143f64c6256e4e \ + --hash=sha256:5a4330cdbc57162e4b3aa303f588ba752257694c9c9be3e7ebb11b4aca659b5d \ + --hash=sha256:5b712b53160b79a5850310b912a5ef8e57e56947c8ad690c227f5c9d7e561712 \ + --hash=sha256:5d5902252db0d3cedf8d4a1bc68f70eeb430f7e4c7104c8c476753519b423008 \ + --hash=sha256:617d7e2ca7dcb8c5cf6bcb8c59b8832c94b36196bbf1cbd1bfb56ed341905edd \ + --hash=sha256:62f875393d7f270851f20523dd2e29f082bcc82292d66db2b64ea71f64b6e1c1 \ + --hash=sha256:633147d34cf4550417f12e2b1a0383973bdf5cdfde212cb09e9a581cf10820be \ + --hash=sha256:66ce7632c22d837c95301830e111ad0128a32b8207533b60896a96c4915192ea \ + --hash=sha256:6b3ace8194b0e5204818c92802dcdca7fc6d88aabbb799d7c795540d9cd6d292 \ + --hash=sha256:6f2eeda33a839975441c86a4119e1383c50b47faf0cbb5176985565c6bb02c33 \ + --hash=sha256:7027560ee92211647d0d34e3f7cd6f50da56399d26a9c8ad0da286d3869a53f3 \ + --hash=sha256:7283d57845ecf5a163403eb0702dfc220cc4fbdd18919cb5ccea4f95ee1cdab4 \ + --hash=sha256:7a5f930472650a82629163023e630d160863fce524c616f4e5186e5de9d9a49b \ + --hash=sha256:7bfb192b3f4b9e8a89b6277b6ce787564f62cfd272055f6e685726b111dc7826 \ + --hash=sha256:811ff8e9c313ab425368bcbb36e5c4ebd7108c2bbf4e4089cfbb0b01eff63fac \ + --hash=sha256:8233f2947cf85404441fd7e0085f53b10c93e0ee78611099b5c7237e36aacbf7 \ + --hash=sha256:82cf5301172168103724d49a1444d3378cb20cdee30b116a1bd6031236298a5d \ + --hash=sha256:8358a950c8909158e3df31538a7e4edc2d7265a7c54b47f0864d9e5bae9dcebf \ + --hash=sha256:85bb3611ff1802f3ee7fdd7dbff26b56f343fb432d57a4728fdd49b6ef35e2f4 \ + --hash=sha256:86e1a4418c6cd97d60c95c71164158eaf7324fae7b0923264016baa993eba6fc \ + --hash=sha256:8b9bab013d1c7a79d3501ff86d0bc9c31bf587db4551677b96bec07df78c6b15 \ + --hash=sha256:8c5dac79fa1614d1e06ca695109c6105923bd9c7d1d6c918d4e637b7e6b32fd3 \ + --hash=sha256:8d0820e8192167f80d88d64038e609c31452eeca865b4e1d9950a27a4609b00b \ + --hash=sha256:8daafc69c93ee8a0204506a3b6b30f586ef54028f52aeeeb5c4cfc5184fd5914 \ + --hash=sha256:9037063db01f09b09e237c282b6792bd4da634b5402c4e7f0c61effed7701a04 \ + --hash=sha256:905a0ed8ea6f2d61c1738835f99b699348d7857379083e5fc497fa0c967a407c \ + --hash=sha256:90884113d8b48f760e9587002789ddd741e76ab9f89518cd1e43b1f1a52ec44b \ + --hash=sha256:91a06d2e259ecfbd8c901d70c3c507900458498142b3026a296b7de4d1322cc9 \ + --hash=sha256:926c9541b14b12b1681dca8a0b75feb510b06c6341b70a8e500c2fdcff837cce \ + --hash=sha256:9401557acd873c3a7f3eb9383edef8ac4968f9510e340f4808d427e75667e7b4 \ + --hash=sha256:9551187363ffc0de2a00b2e47c25aeaeb1020b69b668762966df15fc5659dd5a \ + --hash=sha256:962ccbab7b642487b1d8b7df90ef677e03134cf1fd8880bf698649b22a69371f \ + --hash=sha256:97e7cf2be5c77b7d1a9713a05605d49460d02c6078d38d8bef3cbe323c548424 \ + --hash=sha256:9aa768456404a8bf48a4406685ac2bec8e72b62c69313734fa3b73cf33b3a894 \ + --hash=sha256:9bc519fbf2b7578398853d815009ae5e4d4603d12f4e3f91da8c06852d3da3e9 \ + --hash=sha256:9d56801be94b86a9da183e5f3766e6310752b99ff647e38b09a9500d88e46e76 \ + --hash=sha256:9f444c499b3eefd3a92e348059471ea0c3a6e303d9c1cec09fa748fd9f895201 \ + --hash=sha256:9fa8ae11da9e2b3126c6426f147e0fba88d96d65921799bb30c6abd1cb2c97fb \ + --hash=sha256:a0f62d0a58f4e7da165457e995725421e0064f2255d8eccebc49f41bbc23b109 \ + --hash=sha256:a396dcc17e5a0b164dbe026896245a4fa9ff402edca1dff0be3d53a517f74de4 \ + --hash=sha256:aaa2a54443eff1950ba5ddc6b6ccda0d9c84a364276a62f969bdf2a390650848 \ + --hash=sha256:ad785e92e6dc634c21555edc8bd6b64957ab844541bcb96a1366c202951ae526 \ + --hash=sha256:af8244b2bef6aaad6d92cda81372de7f8c8d36c9f0c3ea36e827c60e7d9467a0 \ + --hash=sha256:b078afbc25f3a1436c7a1d2cd3e322497ee99615ba97c563566fdf46aff1ee01 \ + --hash=sha256:b2f69dec1725e79a012d920df1707de5caf7ed5e08f3be4435e25803efc47458 \ + --hash=sha256:b8458003118a712e66286df6a707db01c52c0f52f7db8e4a38f0da1d3b94fc4e \ + --hash=sha256:bb63e0198ca18aad131c089b9204c23079c3afa95487e561f4c522d519e55aba \ + --hash=sha256:bfec22eab3c8cc2ceec0248aec886624116dc079afa027ecc8ad4a7e62010f8a \ + --hash=sha256:c1747f85cee84c26985853c6f3d9bd3e75da5212912443fa111c113b9c246f39 \ + --hash=sha256:c1b3f518abeca3aa13c712fd202306e145abf59a18b094a6bafb2d2bbf59192c \ + --hash=sha256:c50f2528cf200c5eed56faf3f4e22fcd5f38c157a8b78576e6ba3168ec35f000 \ + --hash=sha256:c68fcd102d71ea85c5b2dfac3f4f8476eff42a9e078fd5faefff6d145063536b \ + --hash=sha256:c7a7bd4e39e8e4c12c39cd480356842b6a8a06e41b23a55a5e3e191718838ddf \ + --hash=sha256:c94f0688e7b8d0a67abf40e57a7eaaecd17cc9586706a31b76c031f63df052b4 \ + --hash=sha256:cbaf13819775b7f769bf4a1f066cb6df7a28d4480081a589828ef190226881cd \ + --hash=sha256:cd2213145bcc2ba85884d0ac63d222fece9209678f77b9b4d76f054c561adb28 \ + --hash=sha256:ce5c1d2a8b27468f433ca974829c44060b8097eedc39933e3c206a90ee49c4a9 \ + --hash=sha256:d396ec2b979760aaf3218e76c24e65bd0aca24983298653b3a9d7a45f9e47b30 \ + --hash=sha256:d51026d73fcfd93610abc7b27789c26b313920fcfb20e27462d74a7f8b06e983 \ + --hash=sha256:d80ee3d731373b24cebbc10d689ca4ee1875caf0d5703a245db18efd4dd37fc1 \ + --hash=sha256:d995260fdf4e1db774581b4900e0f832abe3c7c84996726bbc161b19c8f29e76 \ + --hash=sha256:da4b951fe36dc7c3a1ccb4e3cd1747c3542b8c9ceede8fc86cae054e764485f5 \ + --hash=sha256:daa27d92c36f24388fe3ad306b174781c747627f134452e4f128ea00ce1fe8c4 \ + --hash=sha256:db06ffe51636ffe9ca531fe9023dd64bdd794be8754cb5df57c5498ae5b518a7 \ + --hash=sha256:e0d65b8c354be7fb5f720c3caa8bc940bc2d20ce749c8e06135f07f8ed95dd7c \ + --hash=sha256:e68b7a074f65a2fd746c52a7ce6142ab7006074ac269ace0c25cd8ba171f8066 \ + --hash=sha256:e739fee756ba1010f8bcccb534252e85a35fe45ae92c295a06059ce58b74ccd3 \ + --hash=sha256:e846ae7835bf0703ae43f534ab79a867146dadd59dc9ca5c8b53d5c8f7c9ef02 \ + --hash=sha256:e9c26f834c65f5752f3f06cb08cb86a913ceb7274d0db6e267808a708b46bc89 \ + --hash=sha256:ea793e075b70290d89d8142074262885d3f7da19634845135751bd6344f73b50 \ + --hash=sha256:f027324c56cd5406ca49c124b0db10e56c69064fec039acc571c29020cc87c76 \ + --hash=sha256:f13a646d65d09fbf1bc6b3a9635d30095c8e7e5cc419ff35ecc563c5fd04cd49 \ + --hash=sha256:f47286a97f0bc9b8859519809077b91b2cefe4ae47fcbf5e466a009c1c5d742b \ + --hash=sha256:f747929cf940cddb5b3668a390056ddd5ba2e5010615ea2dcf4f9c4f3ab8791d \ + --hash=sha256:f99626688942fb746e545232e7726926f3be91b5975f8b55327665fafda991c7 \ + --hash=sha256:f9fa868638bf362d3d138ea55829cefb3d5f4b0d7f142234382a15e2485dbec4 \ + --hash=sha256:fbdb89b3e1c94a30cc5edfce477c6e6a5dc4d8f84665b455c27582f211a1c72c \ + --hash=sha256:fc010ab034c8c7452522748bf937df58020d256ccae0874463d1f4d01758af8e \ + --hash=sha256:fc3e9034a63de20e15e8ade85358bc6efc614008cab72898b4b4952bea0509ff \ + --hash=sha256:fd8b3d9fd264be37976686c7f65cd52a83f5e84f4bfd2adf9c1d469676bbb6ae + # via pydantic +typing-extensions==4.16.0 \ + --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \ + --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5 + # via + # anyio + # pydantic + # pydantic-core + # typing-inspection +typing-inspection==0.4.4 \ + --hash=sha256:547274fa6b0a561ccf549cc9524b999a578e737d015d8709d021f9d0d13bea47 \ + --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147 + # via pydantic diff --git a/deploy/lens/stack.yaml b/deploy/lens/stack.yaml new file mode 100644 index 00000000000..ab559e27b19 --- /dev/null +++ b/deploy/lens/stack.yaml @@ -0,0 +1,91 @@ +name: litellm-lens + +services: + litellm: + image: ghcr.io/berriai/litellm:${LITELLM_VERSION:?Set LITELLM_VERSION to a published release, without the v prefix} + entrypoint: + - python3 + - -c + - | + import os, sys + from urllib.parse import quote + postgres_password = quote(os.environ["POSTGRES_PASSWORD"], safe="") + clickhouse_password = quote(os.environ["CLICKHOUSE_PASSWORD"], safe="") + os.environ["DATABASE_URL"] = f"postgresql://litellm:{postgres_password}@db:5432/litellm" + os.environ["CLICKHOUSE_URL"] = f"http://default:{clickhouse_password}@clickhouse:8123" + os.execv("docker/prod_entrypoint.sh", ["docker/prod_entrypoint.sh", *sys.argv[1:]]) + command: ["--config", "/app/lens-config.yaml", "--port", "4000"] + environment: + LITELLM_MASTER_KEY: ${LITELLM_MASTER_KEY:?Set a strong master key} + LITELLM_SALT_KEY: ${LITELLM_SALT_KEY:?Set a permanent encryption key and keep it across upgrades} + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:?Set a permanent database password} + STORE_MODEL_IN_DB: "True" + CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:?Set a permanent ClickHouse password} + LENS_WORKER_IMAGE: ghcr.io/berriai/litellm-lens-worker:v${LITELLM_VERSION} + volumes: + - ./config.yaml:/app/lens-config.yaml:ro + ports: + - "127.0.0.1:${LITELLM_PORT:-4000}:4000" + networks: [proxy, storage] + depends_on: + db: + condition: service_healthy + clickhouse: + condition: service_healthy + restart: unless-stopped + + lens-worker: + profiles: [lens] + image: ghcr.io/berriai/litellm-lens-worker:v${LITELLM_VERSION} + environment: + LITELLM_URL: http://litellm:4000 + LENS_WORKER_TOKEN: ${LENS_WORKER_TOKEN:-} + depends_on: [litellm] + networks: [proxy] + restart: unless-stopped + read_only: true + tmpfs: + - /tmp:rw,noexec,nosuid,size=${LENS_WORKER_TMP_SIZE:-1g} + cap_drop: [ALL] + security_opt: [no-new-privileges:true] + + db: + image: postgres:16 + environment: + POSTGRES_DB: litellm + POSTGRES_USER: litellm + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD} + networks: [storage] + volumes: + - postgres_data:/var/lib/postgresql/data + healthcheck: + test: ["CMD-SHELL", "pg_isready -U litellm -d litellm"] + interval: 5s + timeout: 5s + retries: 20 + restart: unless-stopped + + clickhouse: + image: clickhouse/clickhouse-server:26.9.6.6 + environment: + CLICKHOUSE_USER: default + CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD} + CLICKHOUSE_DEFAULT_ACCESS_MANAGEMENT: "1" + volumes: + - clickhouse_data:/var/lib/clickhouse + healthcheck: + test: ["CMD", "clickhouse-client", "--user", "default", "--password", "${CLICKHOUSE_PASSWORD}", "--query", "SELECT 1"] + interval: 5s + timeout: 5s + retries: 20 + restart: unless-stopped + networks: [storage] + +networks: + proxy: + storage: + internal: true + +volumes: + postgres_data: + clickhouse_data: diff --git a/docker-compose.liteadmin.yml b/docker-compose.liteadmin.yml new file mode 100644 index 00000000000..a66846429de --- /dev/null +++ b/docker-compose.liteadmin.yml @@ -0,0 +1,44 @@ +services: + litellm: + image: ${LITELLM_IMAGE:?Set the native-enabled gateway image} + environment: + LITELLM_ADMIN_AGENT_URL: http://liteadmin:10000 + ADMIN_AGENT_SERVICE_TOKEN: ${ADMIN_AGENT_SERVICE_TOKEN:?Set a shared worker token} + PROXY_BASE_URL: ${LITELLM_PUBLIC_URL:?Set the existing HTTPS gateway URL} + + liteadmin: + image: ${LITELLM_IMAGE:?Set the same native-enabled image used by the gateway} + command: ["--admin-agent"] + restart: unless-stopped + init: true + read_only: true + cap_drop: [ALL] + security_opt: [no-new-privileges:true] + stop_grace_period: 75s + environment: + CONNECTION_AUTH_MODE: native + LITELLM_BASE_URL: ${LITELLM_PUBLIC_URL:?Set the existing HTTPS gateway URL} + LITELLM_MODEL: ${LITELLM_ADMIN_MODEL:?Set a gateway model with tool support} + SLACK_BOT_TOKEN: ${SLACK_BOT_TOKEN:?Install the Slack app} + SLACK_APP_TOKEN: ${SLACK_APP_TOKEN:?Enable Socket Mode} + SLACK_WORKSPACE_ID: ${SLACK_WORKSPACE_ID:?Set the Slack workspace ID} + ADMIN_AGENT_SERVICE_TOKEN: ${ADMIN_AGENT_SERVICE_TOKEN:?Set a shared worker token} + CREDENTIAL_ENCRYPTION_KEY: ${CREDENTIAL_ENCRYPTION_KEY:?Set a persistent Fernet key} + STATE_DB: /var/data/events.sqlite3 + ADMIN_READ_ONLY: ${ADMIN_READ_ONLY:-false} + OPENAI_AGENTS_DISABLE_TRACING: "1" + volumes: + - liteadmin_state:/var/data + tmpfs: + - /tmp:rw,noexec,nosuid,size=64m + healthcheck: + test: ["CMD", "/opt/liteadmin/bin/python", "-c", "import urllib.request; urllib.request.urlopen('http://127.0.0.1:10000/readyz', timeout=3)"] + interval: 30s + timeout: 5s + start_period: 30s + depends_on: + litellm: + condition: service_healthy + +volumes: + liteadmin_state: diff --git a/docker/Dockerfile.database b/docker/Dockerfile.database index 61b6faae691..3309fdd5341 100644 --- a/docker/Dockerfile.database +++ b/docker/Dockerfile.database @@ -113,6 +113,8 @@ RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \ sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh FROM $LITELLM_RUNTIME_IMAGE AS runtime +ARG LITELLM_RELEASE_TAG="" +ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG} USER root diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root index ca526e06834..bafd1af46d1 100644 --- a/docker/Dockerfile.non_root +++ b/docker/Dockerfile.non_root @@ -122,6 +122,8 @@ RUN sed -i 's/\r$//' docker/entrypoint.sh && chmod +x docker/entrypoint.sh && \ sed -i 's/\r$//' docker/prod_entrypoint.sh && chmod +x docker/prod_entrypoint.sh FROM $LITELLM_RUNTIME_IMAGE AS runtime +ARG LITELLM_RELEASE_TAG="" +ENV LITELLM_RELEASE_TAG=${LITELLM_RELEASE_TAG} WORKDIR /app USER root diff --git a/docker/prod_entrypoint.sh b/docker/prod_entrypoint.sh index 630eb6b065b..4386be65a32 100644 --- a/docker/prod_entrypoint.sh +++ b/docker/prod_entrypoint.sh @@ -1,5 +1,11 @@ #!/bin/sh +if [ "$1" = "--admin-agent" ]; then + shift + export CONNECTION_AUTH_MODE=native + exec /opt/liteadmin/bin/litellm-admin-agent --web "$@" +fi + case "$USE_DDTRACE" in [Tt][Rr][Uu][Ee]) export DD_TRACE_OPENAI_ENABLED="False" diff --git a/enterprise/litellm_enterprise/proxy/enterprise_routes.py b/enterprise/litellm_enterprise/proxy/enterprise_routes.py index ec37c049809..a76b8d01f0e 100644 --- a/enterprise/litellm_enterprise/proxy/enterprise_routes.py +++ b/enterprise/litellm_enterprise/proxy/enterprise_routes.py @@ -6,6 +6,7 @@ from litellm_enterprise.enterprise_callbacks.send_emails.endpoints import ( from . import ui_crud_endpoints # side-effect: registers extra UI settings from .audit_logging_endpoints import router as audit_logging_router +from .liteadmin import router as liteadmin_router from .management_endpoints import management_endpoints_router from .utils import _should_block_robots @@ -14,6 +15,7 @@ __all__ = ["router", "ui_crud_endpoints"] router = APIRouter() router.include_router(email_events_router) router.include_router(audit_logging_router) +router.include_router(liteadmin_router) router.include_router(management_endpoints_router) diff --git a/enterprise/litellm_enterprise/proxy/liteadmin.py b/enterprise/litellm_enterprise/proxy/liteadmin.py new file mode 100644 index 00000000000..6a9110f1460 --- /dev/null +++ b/enterprise/litellm_enterprise/proxy/liteadmin.py @@ -0,0 +1,283 @@ +from __future__ import annotations + +import hashlib +import hmac +import html +import os +import re +import secrets +from collections.abc import Awaitable, Callable +from dataclasses import dataclass +from datetime import datetime, timedelta, timezone +from typing import Annotated, Final +from urllib.parse import urlencode, urlsplit + +import httpx +from fastapi import APIRouter, Depends, HTTPException, Request +from fastapi.responses import HTMLResponse, RedirectResponse, Response +from pydantic import BaseModel, ConfigDict, Field, SecretStr, TypeAdapter, ValidationError + +from litellm.llms.custom_httpx.http_handler import get_async_httpx_client +from litellm.proxy._experimental.mcp_server.oauth_utils import get_request_base_url +from litellm.proxy._types import LiteLLM_UserTable, LitellmUserRoles, UserAPIKeyAuth +from litellm.types.proxy.auth.auth_checks import UserNotFoundError + +router: Final = APIRouter() +_PREFIX: Final = "/liteadmin/slack/connect/" +_COOKIE: Final = "__Host-litellm-slack-connect-" +_HEADERS: Final = { + "Cache-Control": "no-store", + "Referrer-Policy": "same-origin", + "X-Frame-Options": "DENY", + "X-Content-Type-Options": "nosniff", + "Content-Security-Policy": "default-src 'none'; style-src 'unsafe-inline'; form-action 'self'; frame-ancestors 'none'; base-uri 'none'", +} + + +class LinkDetails(BaseModel): + model_config = ConfigDict(frozen=True, strict=True, extra="forbid") + workspace_id: str = Field(min_length=1, max_length=64) + slack_user_id: str = Field(min_length=1, max_length=64) + email: str = Field(min_length=1, max_length=320) + + +class AdminSession(BaseModel): + model_config = ConfigDict(frozen=True) + user_id: str + credential: SecretStr + expires_at: float + + +@dataclass(frozen=True, slots=True) +class NativeAdminContext: + worker_url: str + service_token: SecretStr + client: httpx.AsyncClient + session_user: Callable[[Request], Awaitable[str | None]] + load_user: Callable[[str], Awaitable[LiteLLM_UserTable | None]] + mint_session: Callable[[LiteLLM_UserTable], AdminSession] + + async def worker_request(self, token: str, session: AdminSession | None = None) -> httpx.Response: + if re.fullmatch(r"[A-Za-z0-9_-]{43}", token) is None: + raise HTTPException(410, "Connection link expired. Send connect in Slack for a new link") + try: + response: Final = await self.client.request( + "GET" if session is None else "POST", + f"{self.worker_url}/internal/liteadmin/links/{token}", + headers={"X-LiteLLM-Admin-Agent-Token": self.service_token.get_secret_value()}, + json=None + if session is None + else { + "user_id": session.user_id, + "credential": session.credential.get_secret_value(), + "expires_at": session.expires_at, + }, + timeout=15, + follow_redirects=False, + ) + except httpx.HTTPError: + raise HTTPException(503, "LiteAdmin is temporarily unavailable") from None + if response.status_code == 410: + raise HTTPException(410, "Connection link expired. Send connect in Slack for a new link") + if response.status_code == 403: + raise HTTPException(403, "Connect your own active LiteLLM proxy-admin account with the same email as Slack") + if response.status_code != 200: + raise HTTPException(503, "LiteAdmin could not verify this connection") + return response + + async def details(self, token: str) -> LinkDetails: + response: Final = await self.worker_request(token) + try: + return LinkDetails.model_validate_json(response.content) + except ValidationError: + raise HTTPException(503, "LiteAdmin could not verify this connection") from None + + async def admin(self, user_id: str, details: LinkDetails) -> LiteLLM_UserTable: + user: Final = await self.load_user(user_id) + if ( + user is None + or user.user_role != LitellmUserRoles.PROXY_ADMIN.value + or not user.user_email + or user.user_email.strip().casefold() != details.email.strip().casefold() + ): + raise HTTPException(403, "Connect your own active LiteLLM proxy-admin account with the same email as Slack") + return user + + +def _page(title: str, body: str) -> HTMLResponse: + return HTMLResponse( + f'' + f'{html.escape(title)}' + "" + f"

{html.escape(title)}

{body}
", + headers=_HEADERS, + ) + + +def _cookie_name(token: str) -> str: + return _COOKIE + hashlib.sha256(token.encode()).hexdigest()[:16] + + +async def _session_user(request: Request) -> str | None: + from litellm.proxy._experimental.mcp_server.byok_oauth_endpoints import ( + get_authenticated_browser_user_id, + ) + + return await get_authenticated_browser_user_id(request) + + +async def _load_user(user_id: str) -> LiteLLM_UserTable | None: + from litellm.proxy.auth.auth_checks import get_user_object + from litellm.proxy.proxy_server import prisma_client, user_api_key_cache + + if prisma_client is None: + raise HTTPException(503, "LiteAdmin requires a database") + try: + return await get_user_object( + user_id=user_id, + prisma_client=prisma_client, + user_api_key_cache=user_api_key_cache, + user_id_upsert=False, + check_db_only=True, + ) + except UserNotFoundError: + return None + except Exception: + raise HTTPException(503, "LiteAdmin could not verify your current permissions") from None + + +def mint_admin_session(user: LiteLLM_UserTable) -> AdminSession: + from litellm.proxy.auth.auth_checks import LITELLM_SESSION_TOKEN_PREFIX + from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_bearer_token + + expires: Final = datetime.now(timezone.utc) + timedelta(hours=24) + auth: Final = UserAPIKeyAuth( + token="liteadmin-" + secrets.token_urlsafe(24), + key_name="LiteAdmin Slack", + key_alias="LiteAdmin Slack", + user_id=user.user_id, + user_role=LitellmUserRoles.PROXY_ADMIN, + models=TypeAdapter(list[str]).validate_python(user.model_dump().get("models", [])), + expires=expires, + is_session_token=True, + ) + return AdminSession( + user_id=user.user_id, + credential=SecretStr( + encrypt_bearer_token(auth.model_dump_json(exclude_none=True), LITELLM_SESSION_TOKEN_PREFIX) + ), + expires_at=expires.timestamp(), + ) + + +def validate_native_configuration( + worker_url: str, service_token: str, enterprise: bool, database_available: bool +) -> None: + if not worker_url: + raise HTTPException(404, "LiteAdmin Slack is not enabled") + if not enterprise: + raise HTTPException(403, "LiteAdmin Slack requires LiteLLM Enterprise") + if not database_available: + raise HTTPException(503, "LiteAdmin requires a database") + try: + parsed: Final = urlsplit(worker_url) + port: Final = parsed.port + except ValueError: + raise HTTPException(503, "LiteAdmin worker configuration is invalid") from None + if ( + parsed.scheme not in {"http", "https"} + or not parsed.hostname + or port == 0 + or parsed.username + or parsed.password + or parsed.path + or parsed.query + or parsed.fragment + or len(service_token) < 32 + or any(character.isspace() for character in service_token) + ): + raise HTTPException(503, "LiteAdmin worker configuration is invalid") + + +async def native_admin_context() -> NativeAdminContext: + from litellm.proxy.proxy_server import premium_user, prisma_client + + worker_url: Final = os.getenv("LITELLM_ADMIN_AGENT_URL", "").rstrip("/") + service_token: Final = os.getenv("ADMIN_AGENT_SERVICE_TOKEN", "") + validate_native_configuration(worker_url, service_token, premium_user is True, prisma_client is not None) + client: Final = get_async_httpx_client( + llm_provider="liteadmin_native", params={"timeout": 15.0, "follow_redirects": False} + ).client + return NativeAdminContext( + worker_url, SecretStr(service_token), client, _session_user, _load_user, mint_admin_session + ) + + +@router.get(_PREFIX + "{token}", include_in_schema=False, response_class=HTMLResponse) +async def connect_page( + request: Request, + token: str, + context: Annotated[NativeAdminContext, Depends(native_admin_context)], +) -> Response: + details: Final = await context.details(token) + base_url: Final = get_request_base_url(request) + parsed_base: Final = urlsplit(base_url) + if parsed_base.scheme != "https": + raise HTTPException(400, "LiteAdmin account connections require HTTPS") + user_id: Final = await context.session_user(request) + if user_id is None: + return RedirectResponse( + base_url + "/sso/key/generate?" + urlencode({"return_to": parsed_base.path + _PREFIX + token}), + status_code=303, + headers=_HEADERS, + ) + await context.admin(user_id, details) + csrf: Final = secrets.token_urlsafe(32) + page: Final = _page( + "Connect LiteAdmin to Slack", + f"

Connect {html.escape(details.email)} to LiteAdmin in your Slack workspace?

" + "

Model requests and administrative actions will use your own LiteLLM account and current permissions

" + f'
' + '
' + "

This connection lasts 24 hours. Send disconnect in Slack to remove the saved session

", + ) + page.set_cookie(_cookie_name(token), csrf, max_age=600, secure=True, httponly=True, samesite="strict", path="/") + return page + + +@router.post(_PREFIX + "{token}", include_in_schema=False, response_class=HTMLResponse) +async def connect_account( + request: Request, + token: str, + context: Annotated[NativeAdminContext, Depends(native_admin_context)], +) -> Response: + base_url: Final = get_request_base_url(request) + parsed_base: Final = urlsplit(base_url) + origin: Final = f"{parsed_base.scheme}://{parsed_base.netloc}" + if parsed_base.scheme != "https" or request.headers.get("Origin") != origin: + raise HTTPException(403, "Reopen your private Slack connection link") + if request.headers.get("Content-Type", "").split(";", 1)[0] != "application/x-www-form-urlencoded": + raise HTTPException(400, "Expected a connection form") + form: Final = await request.form(max_fields=1, max_files=0, max_part_size=1024) + supplied: Final = form.get("csrf") + expected: Final = request.cookies.get(_cookie_name(token), "") + if ( + not isinstance(supplied, str) + or len(expected) != 43 + or len(supplied) != 43 + or not hmac.compare_digest(supplied.encode(), expected.encode()) + ): + raise HTTPException(403, "Reopen your private Slack connection link") + user_id: Final = await context.session_user(request) + if user_id is None: + raise HTTPException(401, "Your login expired. Reopen your private Slack connection link") + details: Final = await context.details(token) + user: Final = await context.admin(user_id, details) + await context.worker_request(token, context.mint_session(user)) + page: Final = _page( + "Account connected", "

Return to Slack and ask LiteAdmin to list your teams or check a budget

" + ) + page.delete_cookie(_cookie_name(token), path="/", secure=True, httponly=True, samesite="strict") + return page diff --git a/helm/litellm-helm/templates/deployment.yaml b/helm/litellm-helm/templates/deployment.yaml index cf7b3f8a38d..299d41e2019 100644 --- a/helm/litellm-helm/templates/deployment.yaml +++ b/helm/litellm-helm/templates/deployment.yaml @@ -57,6 +57,19 @@ spec: imagePullPolicy: {{ .Values.image.pullPolicy }} env: {{- include "litellm.proxyEnv" . | nindent 12 }} + {{- if .Values.liteadmin.enabled }} + - name: LITELLM_ADMIN_AGENT_URL + value: {{ printf "http://%s-liteadmin:10000" (include "litellm.fullname" . | trunc 53 | trimSuffix "-") | quote }} + - name: ADMIN_AGENT_SERVICE_TOKEN + valueFrom: + secretKeyRef: + name: {{ required "liteadmin.existingSecret is required" .Values.liteadmin.existingSecret }} + key: ADMIN_AGENT_SERVICE_TOKEN + {{- if not (hasKey (default dict .Values.envVars) "PROXY_BASE_URL") }} + - name: PROXY_BASE_URL + value: {{ required "liteadmin.gatewayUrl is required" .Values.liteadmin.gatewayUrl | quote }} + {{- end }} + {{- end }} {{- include "litellm.proxyMetricsEnv" . | nindent 12 }} {{- if .Values.collector.enabled }} {{- include "litellm.collectorEnv" . | nindent 12 }} diff --git a/helm/litellm-helm/templates/liteadmin.yaml b/helm/litellm-helm/templates/liteadmin.yaml new file mode 100644 index 00000000000..711edaf6913 --- /dev/null +++ b/helm/litellm-helm/templates/liteadmin.yaml @@ -0,0 +1,112 @@ +{{- if .Values.liteadmin.enabled }} +{{- $name := printf "%s-liteadmin" (include "litellm.fullname" . | trunc 53 | trimSuffix "-") }} +{{- $secret := required "liteadmin.existingSecret is required" .Values.liteadmin.existingSecret }} +apiVersion: apps/v1 +kind: Deployment +metadata: + name: {{ $name }} +spec: + replicas: 1 + strategy: + type: Recreate + selector: + matchLabels: + app.kubernetes.io/name: {{ $name }} + app.kubernetes.io/instance: {{ .Release.Name }} + template: + metadata: + labels: + app.kubernetes.io/name: {{ $name }} + app.kubernetes.io/instance: {{ .Release.Name }} + spec: + automountServiceAccountToken: false + terminationGracePeriodSeconds: 75 + {{- with .Values.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 8 }} + {{- end }} + securityContext: + runAsUser: 10001 + runAsGroup: 10001 + fsGroup: 10001 + runAsNonRoot: true + containers: + - name: liteadmin + image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}" + imagePullPolicy: {{ .Values.image.pullPolicy }} + args: ["--admin-agent"] + securityContext: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + capabilities: + drop: [ALL] + envFrom: + - secretRef: + name: {{ $secret }} + env: + - name: CONNECTION_AUTH_MODE + value: native + - name: LITELLM_BASE_URL + value: {{ required "liteadmin.gatewayUrl is required" .Values.liteadmin.gatewayUrl | quote }} + - name: LITELLM_MODEL + value: {{ required "liteadmin.model is required" .Values.liteadmin.model | quote }} + - name: STATE_DB + value: /var/data/events.sqlite3 + - name: ADMIN_READ_ONLY + value: {{ .Values.liteadmin.readOnly | quote }} + - name: OPENAI_AGENTS_DISABLE_TRACING + value: "1" + ports: + - name: health + containerPort: 10000 + readinessProbe: + httpGet: + path: /readyz + port: health + periodSeconds: 15 + livenessProbe: + httpGet: + path: /healthz + port: health + periodSeconds: 30 + resources: + {{- toYaml .Values.liteadmin.resources | nindent 12 }} + volumeMounts: + - name: state + mountPath: /var/data + - name: tmp + mountPath: /tmp + volumes: + - name: state + persistentVolumeClaim: + claimName: {{ $name }} + - name: tmp + emptyDir: + sizeLimit: 64Mi +--- +apiVersion: v1 +kind: Service +metadata: + name: {{ $name }} +spec: + type: ClusterIP + selector: + app.kubernetes.io/name: {{ $name }} + app.kubernetes.io/instance: {{ .Release.Name }} + ports: + - port: 10000 + targetPort: health +--- +apiVersion: v1 +kind: PersistentVolumeClaim +metadata: + name: {{ $name }} +spec: + accessModes: [ReadWriteOnce] + {{- with .Values.liteadmin.storageClassName }} + storageClassName: {{ . | quote }} + {{- end }} + resources: + requests: + storage: {{ .Values.liteadmin.storageSize }} +{{- end }} diff --git a/helm/litellm-helm/values.yaml b/helm/litellm-helm/values.yaml index 03d2a66a2b5..83dbb3c5aa0 100644 --- a/helm/litellm-helm/values.yaml +++ b/helm/litellm-helm/values.yaml @@ -3,6 +3,20 @@ # Declare variables to be passed into your templates. replicaCount: 1 +liteadmin: + enabled: false + existingSecret: "" + gatewayUrl: "" + model: "" + readOnly: false + storageSize: 1Gi + storageClassName: "" + resources: + requests: + cpu: 100m + memory: 256Mi + limits: + memory: 1Gi # numWorkers: 2 image: diff --git a/helm/litellm/templates/_helpers.tpl b/helm/litellm/templates/_helpers.tpl index 20fd1a722dc..eb7433c279a 100644 --- a/helm/litellm/templates/_helpers.tpl +++ b/helm/litellm/templates/_helpers.tpl @@ -471,6 +471,24 @@ Directory of the collector's unix socket, shared by the gateway and collector containers through an emptyDir. Empty when the sidecar is off or gateway.collector.address is a tcp://127.0.0.1: address. */}} +{{- define "litellm.lensWorker.image" -}} +{{- if .Values.lensWorker.image.digest -}} +{{- if not (regexMatch "^sha256:[0-9a-f]{64}$" .Values.lensWorker.image.digest) -}} +{{- fail "lensWorker.image.digest must be sha256 followed by 64 lowercase hex characters" -}} +{{- end -}} +{{- printf "%s@%s" .Values.lensWorker.image.repository .Values.lensWorker.image.digest -}} +{{- else -}} +{{- $backendTag := .Values.backend.image.tag | default .Chart.AppVersion -}} +{{- $releaseTag := ternary (printf "v%s" $backendTag) $backendTag (regexMatch "^[0-9]" $backendTag) -}} +{{- $tag := .Values.lensWorker.image.tag | default $releaseTag -}} +{{- $repository := .Values.lensWorker.image.repository -}} +{{- if and (hasPrefix "sha-" $tag) (eq $repository "ghcr.io/berriai/litellm-lens-worker") -}} +{{- $repository = "ghcr.io/berriai/litellm-lens-worker-dev" -}} +{{- end -}} +{{- printf "%s:%s" $repository $tag -}} +{{- end -}} +{{- end -}} + {{- define "litellm.gateway.collectorSocketDir" -}} {{- if and .Values.gateway.collector.enabled (hasPrefix "unix://" .Values.gateway.collector.address) -}} {{- dir (trimPrefix "unix://" .Values.gateway.collector.address) -}} diff --git a/helm/litellm/templates/backend/deployment.yaml b/helm/litellm/templates/backend/deployment.yaml index 3eb64e5528c..5d3be1439bd 100644 --- a/helm/litellm/templates/backend/deployment.yaml +++ b/helm/litellm/templates/backend/deployment.yaml @@ -57,6 +57,8 @@ spec: containerPort: 4001 protocol: TCP env: + - name: LENS_WORKER_IMAGE + value: {{ include "litellm.lensWorker.image" . | quote }} {{- include "litellm.serverEnv" (dict "root" $ "component" .Values.backend) | nindent 12 }} {{- if .Values.gateway.config.create }} - name: CONFIG_FILE_PATH diff --git a/helm/litellm/templates/lens/deployment.yaml b/helm/litellm/templates/lens/deployment.yaml new file mode 100644 index 00000000000..787581b9ad1 --- /dev/null +++ b/helm/litellm/templates/lens/deployment.yaml @@ -0,0 +1,72 @@ +{{- if .Values.lensWorker.enabled }} +apiVersion: apps/v1 +kind: Deployment +metadata: + name: {{ include "litellm.fullname" . }}-lens-worker + labels: + {{- include "litellm.commonLabels" . | nindent 4 }} + app.kubernetes.io/component: lens-worker +spec: + replicas: {{ .Values.lensWorker.replicaCount }} + selector: + matchLabels: + app.kubernetes.io/instance: {{ .Release.Name }} + app.kubernetes.io/component: lens-worker + template: + metadata: + labels: + {{- include "litellm.commonLabels" . | nindent 8 }} + app.kubernetes.io/component: lens-worker + spec: + automountServiceAccountToken: false + {{- with .Values.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 8 }} + {{- end }} + securityContext: + runAsNonRoot: true + runAsUser: 65532 + runAsGroup: 65532 + fsGroup: 65532 + seccompProfile: + type: RuntimeDefault + containers: + - name: lens-worker + image: {{ include "litellm.lensWorker.image" . | quote }} + imagePullPolicy: {{ .Values.lensWorker.image.pullPolicy }} + securityContext: + allowPrivilegeEscalation: false + readOnlyRootFilesystem: true + capabilities: + drop: [ALL] + env: + - name: LITELLM_URL + value: {{ .Values.lensWorker.url | default (printf "http://%s:%v" (include "litellm.backend.fullname" .) .Values.backend.service.port) | quote }} + - name: LENS_WORKER_TOKEN + valueFrom: + secretKeyRef: + name: {{ required "lensWorker.tokenSecret.name must reference a Lens worker token" .Values.lensWorker.tokenSecret.name | quote }} + key: {{ .Values.lensWorker.tokenSecret.key | quote }} + resources: + {{- toYaml .Values.lensWorker.resources | nindent 12 }} + volumeMounts: + - name: tmp + mountPath: /tmp + volumes: + - name: tmp + emptyDir: + medium: Memory + sizeLimit: {{ .Values.lensWorker.tmpSizeLimit }} + {{- with .Values.lensWorker.nodeSelector }} + nodeSelector: + {{- toYaml . | nindent 8 }} + {{- end }} + {{- with .Values.lensWorker.tolerations }} + tolerations: + {{- toYaml . | nindent 8 }} + {{- end }} + {{- with .Values.lensWorker.affinity }} + affinity: + {{- toYaml . | nindent 8 }} + {{- end }} +{{- end }} diff --git a/helm/litellm/tests/lens_worker_tests.yaml b/helm/litellm/tests/lens_worker_tests.yaml new file mode 100644 index 00000000000..9a83a4af6a4 --- /dev/null +++ b/helm/litellm/tests/lens_worker_tests.yaml @@ -0,0 +1,174 @@ +suite: Lens worker release and credentials +templates: + - lens/deployment.yaml + - backend/deployment.yaml + - gateway/configmap.yaml +values: + - ./values/required.yaml +tests: + - it: installs the development package for a source commit + template: lens/deployment.yaml + set: + backend.image.tag: sha-0123456789abcdef + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: ghcr.io/berriai/litellm-lens-worker-dev:sha-0123456789abcdef + - it: advertises the development package for standalone source workers + template: backend/deployment.yaml + set: + backend.image.tag: sha-0123456789abcdef + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LENS_WORKER_IMAGE + value: ghcr.io/berriai/litellm-lens-worker-dev:sha-0123456789abcdef + - it: preserves an explicit private source image repository + template: lens/deployment.yaml + set: + backend.image.tag: sha-0123456789abcdef + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + lensWorker.image.repository: registry.example/lens-worker + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: registry.example/lens-worker:sha-0123456789abcdef + - it: pins the worker to its approved digest even when its tag changes + template: lens/deployment.yaml + set: + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + lensWorker.image.tag: replaced-release + lensWorker.image.digest: sha256:aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: ghcr.io/berriai/litellm-lens-worker@sha256:aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa + - it: advertises the approved digest to standalone installers + template: backend/deployment.yaml + set: + lensWorker.image.tag: replaced-release + lensWorker.image.digest: sha256:aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LENS_WORKER_IMAGE + value: ghcr.io/berriai/litellm-lens-worker@sha256:aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa + - it: refuses a malformed digest instead of falling back to the tag + template: backend/deployment.yaml + set: + lensWorker.image.digest: sha256:invalid + asserts: + - failedTemplate: + errorMessage: lensWorker.image.digest must be sha256 followed by 64 lowercase hex characters + - it: keeps the worker opt in + template: lens/deployment.yaml + asserts: + - hasDocuments: + count: 0 + - it: requires a limited worker credential when enabled + template: lens/deployment.yaml + set: + lensWorker.enabled: true + asserts: + - failedTemplate: + errorMessage: lensWorker.tokenSecret.name must reference a Lens worker token + - it: uses the chart release and a secret without granting Kubernetes access + template: lens/deployment.yaml + chart: + appVersion: v1.2.3 + set: + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: ghcr.io/berriai/litellm-lens-worker:v1.2.3 + - equal: + path: spec.template.spec.containers[0].env[1].valueFrom.secretKeyRef + value: + name: lens-credential + key: token + - equal: + path: spec.template.spec.automountServiceAccountToken + value: false + - equal: + path: spec.template.spec.containers[0].securityContext.readOnlyRootFilesystem + value: true + - equal: + path: spec.template.spec.volumes[0].emptyDir + value: + medium: Memory + sizeLimit: 1Gi + - it: advertises the same private dev image to standalone installers + template: backend/deployment.yaml + set: + lensWorker.image.repository: registry.example/lens-worker + lensWorker.image.tag: branch-main-1234567 + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LENS_WORKER_IMAGE + value: registry.example/lens-worker:branch-main-1234567 + - it: supports an external gateway and a registry override + template: lens/deployment.yaml + set: + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + lensWorker.url: https://gateway.example/proxy + lensWorker.image.repository: registry.example/lens-worker + lensWorker.image.tag: branch-main-1234567 + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: registry.example/lens-worker:branch-main-1234567 + - equal: + path: spec.template.spec.containers[0].env[0].value + value: https://gateway.example/proxy + - it: prefixes a numeric chart release with v + template: lens/deployment.yaml + chart: + appVersion: 1.2.3-rc.4 + set: + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: ghcr.io/berriai/litellm-lens-worker:v1.2.3-rc.4 + - it: follows a backend image override when no worker tag is set + template: lens/deployment.yaml + set: + backend.image.tag: branch-main-1234567 + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: ghcr.io/berriai/litellm-lens-worker:branch-main-1234567 + - it: recommends the overridden backend release for standalone installers + template: backend/deployment.yaml + set: + backend.image.tag: v1.2.3-dev.4 + asserts: + - contains: + path: spec.template.spec.containers[0].env + content: + name: LENS_WORKER_IMAGE + value: ghcr.io/berriai/litellm-lens-worker:v1.2.3-dev.4 + - it: normalizes a numeric backend tag to the published worker tag + template: lens/deployment.yaml + set: + backend.image.tag: 1.2.3-dev.4 + lensWorker.enabled: true + lensWorker.tokenSecret.name: lens-credential + asserts: + - equal: + path: spec.template.spec.containers[0].image + value: ghcr.io/berriai/litellm-lens-worker:v1.2.3-dev.4 diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml index 2c0c7151a32..cf3334f6156 100644 --- a/helm/litellm/values.yaml +++ b/helm/litellm/values.yaml @@ -629,3 +629,26 @@ ui: affinity: {} # Same shape as gateway.topologySpreadConstraints. topologySpreadConstraints: [] + +lensWorker: + enabled: false + replicaCount: 1 + image: + repository: ghcr.io/berriai/litellm-lens-worker + tag: "" + digest: "" + pullPolicy: IfNotPresent + tokenSecret: + name: "" + key: token + url: "" + tmpSizeLimit: 1Gi + resources: + requests: + cpu: 100m + memory: 256Mi + limits: + memory: 2Gi + nodeSelector: {} + tolerations: [] + affinity: {} diff --git a/litellm-rust/crates/python-bridge/src/routes/traces.rs b/litellm-rust/crates/python-bridge/src/routes/traces.rs index c4da3686c1c..5de5b32751d 100644 --- a/litellm-rust/crates/python-bridge/src/routes/traces.rs +++ b/litellm-rust/crates/python-bridge/src/routes/traces.rs @@ -46,6 +46,7 @@ fn map_error_ref(error: &Error) -> PyErr { | Error::InsertTooLarge | Error::ReadTooLarge => PyOverflowError::new_err(error.to_string()), Error::InvalidRow + | Error::InvalidLimit(_) | Error::InvalidTable | Error::Pagination(_) | Error::AmbiguousTrace @@ -65,6 +66,7 @@ fn map_error_ref(error: &Error) -> PyErr { Error::Cached(source) => map_error_ref(source), Error::Storage(source) => match source { StorageError::InvalidRow + | StorageError::InvalidLimit(_) | StorageError::InvalidTable | StorageError::InvalidSchema | StorageError::EmptySql @@ -443,6 +445,13 @@ mod tests { #[rstest] #[case::row(Error::InvalidRow, "ValueError")] + #[case::insert_limit(Error::InvalidLimit("CLICKHOUSE_TRACE_MAX_INSERT_BYTES"), "ValueError")] + #[case::insert_timeout( + Error::Storage(litellm_storage_clickhouse::Error::InvalidLimit( + "CLICKHOUSE_INSERT_TIMEOUT_SECONDS" + )), + "ValueError" + )] #[case::insert_budget(Error::InsertTooLarge, "OverflowError")] #[case::scope(Error::InvalidScope, "ValueError")] #[case::schema(Error::SchemaFailed(503), "RuntimeError")] @@ -492,6 +501,10 @@ mod tests { #[rstest] #[case::decode_budget(Error::Decode(litellm_traces::Error::TooLarge), "OverflowError")] #[case::invalid_export(Error::Decode(litellm_traces::Error::InvalidPayload), "ValueError")] + #[case::invalid_decode_limit( + Error::Decode(litellm_traces::Error::InvalidLimit("OTLP_MAX_SPANS")), + "ValueError" + )] #[case::cursor( Error::Pagination(litellm_pagination::Error::InvalidCursor), "ValueError" diff --git a/litellm-rust/crates/storage-clickhouse/src/error.rs b/litellm-rust/crates/storage-clickhouse/src/error.rs index 43202b8fa15..acec9b91675 100644 --- a/litellm-rust/crates/storage-clickhouse/src/error.rs +++ b/litellm-rust/crates/storage-clickhouse/src/error.rs @@ -2,6 +2,8 @@ pub enum Error { #[error("invalid ClickHouse insert row")] InvalidRow, + #[error("{0} must be a positive integer")] + InvalidLimit(&'static str), #[error("invalid ClickHouse insert table")] InvalidTable, #[error("invalid ClickHouse HTTP URL")] diff --git a/litellm-rust/crates/storage-clickhouse/src/insert.rs b/litellm-rust/crates/storage-clickhouse/src/insert.rs index 81528ded907..1cdad1897c1 100644 --- a/litellm-rust/crates/storage-clickhouse/src/insert.rs +++ b/litellm-rust/crates/storage-clickhouse/src/insert.rs @@ -5,7 +5,19 @@ use litellm_http::Client; use crate::{Connection, Error, valid_identifier}; -const INSERT_TIMEOUT: Duration = Duration::from_secs(30); +fn insert_timeout() -> Result { + let name = "CLICKHOUSE_INSERT_TIMEOUT_SECONDS"; + match std::env::var(name) { + Ok(value) => value + .parse::() + .ok() + .filter(|value| *value > 0) + .map(Duration::from_secs) + .ok_or(Error::InvalidLimit(name)), + Err(std::env::VarError::NotPresent) => Ok(Duration::from_secs(30)), + Err(_) => Err(Error::InvalidLimit(name)), + } +} pub async fn insert_encoded_rows( client: &Client, @@ -74,7 +86,7 @@ pub async fn insert_compressed_rows( .append_pair("date_time_input_format", "best_effort"); let response = client .post(url) - .timeout(INSERT_TIMEOUT) + .timeout(insert_timeout()?) .header("Content-Encoding", "gzip") .body(body) .send() diff --git a/litellm-rust/crates/storage-clickhouse/tests/transport.rs b/litellm-rust/crates/storage-clickhouse/tests/transport.rs index 1dab575e21b..f70fe52e1de 100644 --- a/litellm-rust/crates/storage-clickhouse/tests/transport.rs +++ b/litellm-rust/crates/storage-clickhouse/tests/transport.rs @@ -144,3 +144,50 @@ async fn server_result_limits_allow_smaller_pages_without_retrying_other_failure assert!(matches!(error, Error::QueryFailed(500))); } } + +#[test] +fn insert_timeout_environment_controls_transport() { + for value in ["1", "3", "0", "invalid"] { + let result = std::process::Command::new(std::env::current_exe().unwrap()) + .args(["--exact", "insert_timeout_environment_child"]) + .env("LITELLM_TEST_INSERT_TIMEOUT", value) + .env("CLICKHOUSE_INSERT_TIMEOUT_SECONDS", value) + .output() + .unwrap(); + assert!( + result.status.success(), + "{}", + String::from_utf8_lossy(&result.stdout) + ); + } +} + +#[tokio::test] +async fn insert_timeout_environment_child() { + use wiremock::{Mock, MockServer, ResponseTemplate, matchers::method}; + let Ok(value) = std::env::var("LITELLM_TEST_INSERT_TIMEOUT") else { + return; + }; + let server = MockServer::start().await; + Mock::given(method("POST")) + .respond_with(ResponseTemplate::new(200).set_delay(std::time::Duration::from_millis(1500))) + .mount(&server) + .await; + let result = insert_encoded_rows( + &Client::no_redirect_for_test(), + &Connection::parse(&server.uri()).unwrap(), + "traces", + "otel_traces", + "token", + "{}", + ) + .await; + match value.as_str() { + "1" => assert!(matches!(result, Err(Error::Transport))), + "3" => assert!(result.is_ok()), + _ => assert!(matches!( + result, + Err(Error::InvalidLimit("CLICKHOUSE_INSERT_TIMEOUT_SECONDS")) + )), + } +} diff --git a/litellm-rust/crates/traces-clickhouse/query/help/recent_spend.sql b/litellm-rust/crates/traces-clickhouse/query/help/recent_spend.sql index 9b3cbbfe70e..809b1bd44f0 100644 --- a/litellm-rust/crates/traces-clickhouse/query/help/recent_spend.sql +++ b/litellm-rust/crates/traces-clickhouse/query/help/recent_spend.sql @@ -1,7 +1,6 @@ SELECT request_id, response_id, trace_id, span_id, model, spend, - prompt_tokens, completion_tokens, status, - JSONExtractBool(metadata, 'synthetic_spend') AS synthetic_spend + prompt_tokens, completion_tokens, status FROM spend_logs FINAL WHERE start_time >= now() - INTERVAL 1 DAY ORDER BY start_time DESC, request_id diff --git a/litellm-rust/crates/traces-clickhouse/src/error.rs b/litellm-rust/crates/traces-clickhouse/src/error.rs index 9e30e856ccc..fc69699348e 100644 --- a/litellm-rust/crates/traces-clickhouse/src/error.rs +++ b/litellm-rust/crates/traces-clickhouse/src/error.rs @@ -2,6 +2,8 @@ pub enum Error { #[error("invalid ClickHouse insert row")] InvalidRow, + #[error("{0} must be a positive integer")] + InvalidLimit(&'static str), #[error("invalid ClickHouse insert table")] InvalidTable, #[error("database must be a nonempty SQL identifier and retention must be positive")] @@ -72,6 +74,7 @@ impl Error { } Self::Busy => FailureCode::Busy, Self::InvalidRow + | Self::InvalidLimit(_) | Self::InvalidTable | Self::InvalidSchema | Self::InvalidQuery @@ -81,6 +84,7 @@ impl Error { | Self::Decode(_) | Self::Storage( StorageError::InvalidRow + | StorageError::InvalidLimit(_) | StorageError::InvalidTable | StorageError::InvalidSchema | StorageError::EmptySql diff --git a/litellm-rust/crates/traces-clickhouse/src/insert.rs b/litellm-rust/crates/traces-clickhouse/src/insert.rs index ac9fb474ed0..9e6452844f4 100644 --- a/litellm-rust/crates/traces-clickhouse/src/insert.rs +++ b/litellm-rust/crates/traces-clickhouse/src/insert.rs @@ -15,7 +15,18 @@ use time::{OffsetDateTime, format_description::well_known::Rfc3339}; use super::{Connection, Error}; use litellm_traces::Shared; -const MAX_INSERT_BYTES: usize = 64 * 1024 * 1024; +fn max_insert_bytes() -> Result { + let name = "CLICKHOUSE_TRACE_MAX_INSERT_BYTES"; + match std::env::var(name) { + Ok(value) => value + .parse::() + .ok() + .filter(|value| *value > 0) + .ok_or(Error::InvalidLimit(name)), + Err(std::env::VarError::NotPresent) => Ok(64 * 1024 * 1024), + Err(_) => Err(Error::InvalidLimit(name)), + } +} pub type InsertRow = BTreeMap>; @@ -62,7 +73,7 @@ pub async fn insert_shared_rows( return Ok(()); } let received_ms = (OffsetDateTime::now_utc().unix_timestamp_nanos() / 1_000_000) as u64; - let (token, body) = prepare_insert(&rows, received_ms, MAX_INSERT_BYTES)?; + let (token, body) = prepare_insert(&rows, received_ms, max_insert_bytes()?)?; litellm_storage_clickhouse::insert_compressed_rows( client, connection, diff --git a/litellm-rust/crates/traces-clickhouse/src/span_row.rs b/litellm-rust/crates/traces-clickhouse/src/span_row.rs index c3b652129a4..0189dbff2c8 100644 --- a/litellm-rust/crates/traces-clickhouse/src/span_row.rs +++ b/litellm-rust/crates/traces-clickhouse/src/span_row.rs @@ -211,7 +211,7 @@ fn request_id(evidence: &CallEvidence) -> &str { .flatten() .find_map(|key| match key { CallKey::ProviderResponse(id) => Some(id.as_str()), - CallKey::LiteLlmRequest(_) | CallKey::Transport => None, + CallKey::LiteLlmRequest(_) | CallKey::Transport | CallKey::GatewayAttempt => None, }) .unwrap_or_default() } diff --git a/litellm-rust/crates/traces-clickhouse/templates/query_help.jinja b/litellm-rust/crates/traces-clickhouse/templates/query_help.jinja index 21cfc134950..a879d3be755 100644 --- a/litellm-rust/crates/traces-clickhouse/templates/query_help.jinja +++ b/litellm-rust/crates/traces-clickhouse/templates/query_help.jinja @@ -184,7 +184,7 @@ Duration is nanoseconds; Timestamp has nanosecond precision, spend start_time ha {%- endblock %} {% block missing_spend -%} -Token usage does not establish billed spend. OTLP exports without companion spend_logs rows have unknown cost; synthetic fixture spend is marked by metadata.synthetic_spend +Token usage does not establish billed spend. OTLP exports without companion spend_logs rows have unknown cost {%- endblock %} {% block partial_spend -%} diff --git a/litellm-rust/crates/traces-clickhouse/tests/fixtures/README.md b/litellm-rust/crates/traces-clickhouse/tests/fixtures/README.md index d47dc84ba5d..c758aa566c3 100644 --- a/litellm-rust/crates/traces-clickhouse/tests/fixtures/README.md +++ b/litellm-rust/crates/traces-clickhouse/tests/fixtures/README.md @@ -4,13 +4,11 @@ Run `cargo test -p litellm-traces-clickhouse --test queries --locked -- --test-t Raw OTLP exports live in `crates/traces/tests/fixtures/query_*.json`. The seeded fixture decodes and normalizes them through `litellm_traces::decode_otlp` at test startup, then projects the decoded fields into ClickHouse columns. Team and key identities come from fixture setup rather than exporter claims. Root and child exports are inserted separately through the public insert API so materialized views process multiple blocks -`crates/traces/tests/fixtures/deeplite_auth_error.json` and `deeplite_swarm.json` were captured from Deeplite runs against the local proxy on 2026-10-02. The first contains a failed model call. The second contains successful model calls, searches, handoff attempts, and virtual filesystem writes. Credentials, workspace identifiers, and local user paths were redacted, and the protobuf exports were converted to OTLP JSON. Their round-trip tests check span identities, parent links, timestamps, durations, token counts, and statuses without pinning the provider's error wording +The ClickHouse round-trip test replays the `google_adk_billed_failure`, `pydantic_ai_retry`, and `deepagents_swarm` exports and checks span identities, parent links, timestamps, durations, token counts, and statuses without pinning the provider's error wording. Exported ERROR and UNSET statuses are diagnostic and do not establish a failed execution, so the test preserves incoming statuses and checks root status separately from the count of error spans, deriving both from the decoded export. Framework-specific interpretation of control-flow exceptions belongs in the instrumentation integration -The swarm capture has handoff spans marked ERROR with `ParentCommand` exception events and a root with UNSET status. These are exported diagnostic statuses, which do not establish a failed execution. The tests preserve incoming statuses and check root status separately from the count of error spans, deriving both from the decoded export. They do not infer an execution outcome from exception text, framework names, successful model calls, or output presence. Framework-specific interpretation of control-flow exceptions belongs in the instrumentation integration +For a local dashboard with linked requests and traces, run `make lens-dev ARGS=--seed` from the repository root and open `http://localhost:3000/ui/lens/`. Log in as `admin` with the master key saved in `.lens-dev/master_key`. The launcher keeps the stack running until Ctrl-C and leaves the database volumes intact -For a local dashboard with linked requests and traces, run `bash scripts/run_tracing_proxy_local.sh --seed` from the repository root and open `http://127.0.0.1:4002/ui/`. Log in as `admin` with password `sk-1234`, matching the UI E2E harness. The launcher keeps the proxy running until Ctrl-C and leaves the database volumes intact - -`deeplite_swarm_spend_logs.jsonl` pairs every LLM span in the swarm export with a ClickHouse spend row. Response IDs, trace and span IDs, token counts, input, output, and timestamps come from the export. Messages and responses use the chat completion format supported by the request viewer. Spend is synthetic, set to $0.01 per request and marked in metadata, because the export does not include actual billed costs. These rows are stored here because `traces-clickhouse` owns the spend row schema +Spend rows are stored here because `traces-clickhouse` owns the spend row schema The simple and swarm exports for all twelve SDK examples were captured on 2026-10-03 against port 4002 using `openai/gpt-6-luna`. Each export has a matching `_spend_logs.jsonl` with actual proxy spend, usage, request and response IDs, messages, and timestamps. Authorization headers, provider cookies, organization and project identifiers, and local paths were redacted. OTLP identifiers and enums use their canonical JSON encodings. `metadata.fixture_capture` identifies the associated export and whether model spans contain sufficient identity to join spend diff --git a/litellm-rust/crates/traces-clickhouse/tests/fixtures/deeplite_swarm_spend_logs.jsonl b/litellm-rust/crates/traces-clickhouse/tests/fixtures/deeplite_swarm_spend_logs.jsonl deleted file mode 100644 index f1fc525093c..00000000000 --- a/litellm-rust/crates/traces-clickhouse/tests/fixtures/deeplite_swarm_spend_logs.jsonl +++ /dev/null @@ -1,7 +0,0 @@ -{"request_id":"msg_011Cfdw9aW9brenPqgybfNwP","response_id":"msg_011Cfdw9aW9brenPqgybfNwP","call_type":"anthropic_messages","api_key":"","key_alias":"local-tracing-fixture","team_id":"","team_alias":"","organization_id":"","user":"","end_user":"","model":"claude-sonnet","model_group":"claude-sonnet","model_id":"","custom_llm_provider":"anthropic","api_base":"","spend":0.01,"prompt_tokens":2845,"completion_tokens":73,"total_tokens":2918,"cache_read_tokens":0,"cache_write_tokens":0,"start_time":1790968013219,"end_time":1790968018769,"completion_start_time":null,"status":"success","error_str":"","cache_hit":false,"session_id":"b2952a96b863250c304cef3376fe4c82","trace_id":"b2952a96b863250c304cef3376fe4c82","span_id":"3baa483880660b3b","request_tags":["local-tracing-fixture"],"metadata":"{\"fixture\": \"deeplite_swarm\", \"synthetic_spend\": true}","messages":"[{\"role\": \"system\", \"content\": \"You are the researcher. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\\\"]}, {\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.10.20 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3.10/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\\\"\\\\\\\", line 1, in \\\\nTypeError: 'tuple' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. 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Independently search to check claims and source URLs. If evidence is weak, send the issue to the researcher. Otherwise send your verdict to red_team. Do not give the final answer.\"}, {\"role\": \"user\", \"content\": \"For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01B2LfHGDjYSFJhmiXNj4CuQ\", \"type\": \"function\", \"function\": {\"name\": \"web_search\", \"arguments\": \"{\\\"query\\\": \\\"docs.python.org tuples immutable sequences lists mutable data structures tutorial\\\"}\"}}]}, {\"role\": \"tool\", \"content\": \"[{\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\\\"\\\\\\\", line 1, in \\\\nTypeError: 'tuple' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\\\"]}, {\\\"title\\\": \\\"3. Data model \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/reference/datamodel.html\\\", \\\"highlights\\\": [\\\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\\\"]}, {\\\"title\\\": \\\"Built-in Types \\\\u2014 Python 3.14.7 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/builtins/stdtypes.html\\\", \\\"highlights\\\": [\\\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Find the strongest remaining objection to the verified findings. Send unresolved issues to the skeptic, or send your assessment to the editor. Do not give the final answer.\"}, {\"role\": \"user\", \"content\": \"For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01B2LfHGDjYSFJhmiXNj4CuQ\", \"type\": \"function\", \"function\": {\"name\": \"web_search\", \"arguments\": \"{\\\"query\\\": \\\"docs.python.org tuples immutable sequences lists mutable data structures tutorial\\\"}\"}}]}, {\"role\": \"tool\", \"content\": \"[{\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\\\"]}, {\\\"title\\\": \\\"Built-in Types \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/library/stdtypes.html\\\", \\\"highlights\\\": [\\\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\\\"]}, {\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.10.20 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3.10/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\\\"\\\\\\\", line 1, in \\\\nTypeError: 'tuple' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\\\"]}]\", \"name\": \"web_search\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01Xjj3aRdWyhBJfPmTJBxQa9\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_skeptic\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to skeptic\", \"name\": \"transfer_to_skeptic\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01H6fV8JvRJNvXy47eRnd3jH\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_verifier\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to verifier\", \"name\": \"transfer_to_verifier\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01XEAuhQHCBdyCwtymZwFfDi\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_red_team\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to red_team\", \"name\": \"transfer_to_red_team\"}]","response":"{\"id\": \"msg_011CfdwAzfjqUopoEmZLaqm1\", \"model\": \"claude-sonnet\", \"choices\": [{\"index\": 0, \"message\": {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01VBrWdWEWYgit4kNYehBMU5\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_editor\", \"arguments\": \"{}\"}}]}, \"finish_reason\": \"tool_calls\"}], \"usage\": {\"prompt_tokens\": 7416, \"completion_tokens\": 151, \"total_tokens\": 7567}}"} -{"request_id":"msg_011CfdwBBaa9gjMCce16TUen","response_id":"msg_011CfdwBBaa9gjMCce16TUen","call_type":"anthropic_messages","api_key":"","key_alias":"local-tracing-fixture","team_id":"","team_alias":"","organization_id":"","user":"","end_user":"","model":"claude-sonnet","model_group":"claude-sonnet","model_id":"","custom_llm_provider":"anthropic","api_base":"","spend":0.01,"prompt_tokens":8127,"completion_tokens":433,"total_tokens":8560,"cache_read_tokens":0,"cache_write_tokens":0,"start_time":1790968035049,"end_time":1790968039090,"completion_start_time":null,"status":"success","error_str":"","cache_hit":false,"session_id":"b2952a96b863250c304cef3376fe4c82","trace_id":"b2952a96b863250c304cef3376fe4c82","span_id":"e90628af060558bc","request_tags":["local-tracing-fixture"],"metadata":"{\"fixture\": \"deeplite_swarm\", \"synthetic_spend\": true}","messages":"[{\"role\": \"system\", \"content\": \"You are the editor. Use the shared conversation to write one concise answer with source URLs. Write the final answer to /answer.md in the shared virtual filesystem before replying. If important issues remain, hand off to the right agent before answering.\"}, {\"role\": \"user\", \"content\": \"For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01B2LfHGDjYSFJhmiXNj4CuQ\", \"type\": \"function\", \"function\": {\"name\": \"web_search\", \"arguments\": \"{\\\"query\\\": \\\"docs.python.org tuples immutable sequences lists mutable data structures tutorial\\\"}\"}}]}, {\"role\": \"tool\", \"content\": \"[{\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\\\"\\\\\\\", line 1, in \\\\nTypeError: 'tuple' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\\\"]}, {\\\"title\\\": \\\"3. Data model \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/reference/datamodel.html\\\", \\\"highlights\\\": [\\\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\\\"]}, {\\\"title\\\": \\\"Built-in Types \\\\u2014 Python 3.14.7 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/builtins/stdtypes.html\\\", \\\"highlights\\\": [\\\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\\\"]}, {\\\"title\\\": \\\"Built-in Types \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/library/stdtypes.html\\\", \\\"highlights\\\": [\\\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\\\"]}, {\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.10.20 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3.10/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\\\"\\\\\\\", line 1, in \\\\nTypeError: 'tuple' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\\\"]}]\", \"name\": \"web_search\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01Xjj3aRdWyhBJfPmTJBxQa9\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_skeptic\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to skeptic\", \"name\": \"transfer_to_skeptic\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01H6fV8JvRJNvXy47eRnd3jH\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_verifier\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to verifier\", \"name\": \"transfer_to_verifier\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01XEAuhQHCBdyCwtymZwFfDi\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_red_team\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to red_team\", \"name\": \"transfer_to_red_team\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01VBrWdWEWYgit4kNYehBMU5\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_editor\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to editor\", \"name\": \"transfer_to_editor\"}]","response":"{\"id\": \"msg_011CfdwBBaa9gjMCce16TUen\", \"model\": \"claude-sonnet\", \"choices\": [{\"index\": 0, \"message\": {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01Bm8AU9EsQUwqoVLYpxKA77\", \"type\": \"function\", \"function\": {\"name\": \"write_file\", \"arguments\": \"{\\\"file_path\\\": \\\"/answer.md\\\", \\\"content\\\": \\\"**Tuple vs. list immutability (Python)**\\\\n\\\\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\\\\n\\\\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\\\\n\\\\nSources:\\\\n- https://docs.python.org/3/tutorial/datastructures.html\\\\n- https://docs.python.org/3/reference/datamodel.html\\\\n- https://docs.python.org/3/library/stdtypes.html\\\\n\\\"}\"}}]}, \"finish_reason\": \"tool_calls\"}], \"usage\": {\"prompt_tokens\": 8127, \"completion_tokens\": 433, \"total_tokens\": 8560}}"} -{"request_id":"msg_011CfdwBUsNhr19gQNVcFsUe","response_id":"msg_011CfdwBUsNhr19gQNVcFsUe","call_type":"anthropic_messages","api_key":"","key_alias":"local-tracing-fixture","team_id":"","team_alias":"","organization_id":"","user":"","end_user":"","model":"claude-sonnet","model_group":"claude-sonnet","model_id":"","custom_llm_provider":"anthropic","api_base":"","spend":0.01,"prompt_tokens":8494,"completion_tokens":415,"total_tokens":8909,"cache_read_tokens":0,"cache_write_tokens":0,"start_time":1790968039099,"end_time":1790968042916,"completion_start_time":null,"status":"success","error_str":"","cache_hit":false,"session_id":"b2952a96b863250c304cef3376fe4c82","trace_id":"b2952a96b863250c304cef3376fe4c82","span_id":"73aee64af021a907","request_tags":["local-tracing-fixture"],"metadata":"{\"fixture\": \"deeplite_swarm\", \"synthetic_spend\": true}","messages":"[{\"role\": \"system\", \"content\": \"You are the editor. Use the shared conversation to write one concise answer with source URLs. Write the final answer to /answer.md in the shared virtual filesystem before replying. If important issues remain, hand off to the right agent before answering.\"}, {\"role\": \"user\", \"content\": \"For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01B2LfHGDjYSFJhmiXNj4CuQ\", \"type\": \"function\", \"function\": {\"name\": \"web_search\", \"arguments\": \"{\\\"query\\\": \\\"docs.python.org tuples immutable sequences lists mutable data structures tutorial\\\"}\"}}]}, {\"role\": \"tool\", \"content\": \"[{\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\\\"\\\\\\\", line 1, in \\\\nTypeError: 'tuple' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\\\"]}, {\\\"title\\\": \\\"3. Data model \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/reference/datamodel.html\\\", \\\"highlights\\\": [\\\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\\\"]}, {\\\"title\\\": \\\"Built-in Types \\\\u2014 Python 3.14.7 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/builtins/stdtypes.html\\\", \\\"highlights\\\": [\\\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\\\"]}, {\\\"title\\\": \\\"Built-in Types \\\\u2014 Python 3.14.5 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3/library/stdtypes.html\\\", \\\"highlights\\\": [\\\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\\\"]}, {\\\"title\\\": \\\"5. Data Structures \\\\u2014 Python 3.10.20 documentation\\\", \\\"url\\\": \\\"https://docs.python.org/3.10/tutorial/datastructures.html\\\", \\\"highlights\\\": [\\\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\\\"\\\\\\\", line 1, in \\\\nTypeError: 'tuple' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\\\"]}]\", \"name\": \"web_search\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01Xjj3aRdWyhBJfPmTJBxQa9\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_skeptic\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to skeptic\", \"name\": \"transfer_to_skeptic\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01H6fV8JvRJNvXy47eRnd3jH\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_verifier\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to verifier\", \"name\": \"transfer_to_verifier\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01XEAuhQHCBdyCwtymZwFfDi\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_red_team\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to red_team\", \"name\": \"transfer_to_red_team\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01VBrWdWEWYgit4kNYehBMU5\", \"type\": \"function\", \"function\": {\"name\": \"transfer_to_editor\", \"arguments\": \"{}\"}}]}, {\"role\": \"tool\", \"content\": \"Successfully transferred to editor\", \"name\": \"transfer_to_editor\"}, {\"role\": \"assistant\", \"content\": \"\", \"tool_calls\": [{\"id\": \"toolu_01Bm8AU9EsQUwqoVLYpxKA77\", \"type\": \"function\", \"function\": {\"name\": \"write_file\", \"arguments\": \"{\\\"file_path\\\": \\\"/answer.md\\\", \\\"content\\\": \\\"**Tuple vs. list immutability (Python)**\\\\n\\\\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\\\\n\\\\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\\\\n\\\\nSources:\\\\n- https://docs.python.org/3/tutorial/datastructures.html\\\\n- https://docs.python.org/3/reference/datamodel.html\\\\n- https://docs.python.org/3/library/stdtypes.html\\\\n\\\"}\"}}]}, {\"role\": \"tool\", \"content\": \"Updated file /answer.md\", \"name\": \"write_file\"}]","response":"{\"id\": \"msg_011CfdwBUsNhr19gQNVcFsUe\", \"model\": \"claude-sonnet\", \"choices\": [{\"index\": 0, \"message\": {\"role\": \"assistant\", \"content\": \"I wrote the answer to `/answer.md`. It is about 100 words, under the 120-word limit.\\n\\nI did not get a skeptic or verifier check. I handed off to both, but neither returned any feedback. I also tried to hand off to a `red_team` agent, and that transfer isn't one of the tools I was given. I then wrote the answer myself from the official Python documentation search results. I didn't open the pages directly.\\n\\n**Tuple vs. list immutability (Python)**\\n\\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\\n\\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\\n\\nSources:\\n- https://docs.python.org/3/tutorial/datastructures.html\\n- https://docs.python.org/3/reference/datamodel.html\\n- https://docs.python.org/3/library/stdtypes.html\"}, \"finish_reason\": \"stop\"}], \"usage\": {\"prompt_tokens\": 8494, \"completion_tokens\": 415, \"total_tokens\": 8909}}"} diff --git a/litellm-rust/crates/traces-clickhouse/tests/insert.rs b/litellm-rust/crates/traces-clickhouse/tests/insert.rs index 2d1c98668e2..c552a512713 100644 --- a/litellm-rust/crates/traces-clickhouse/tests/insert.rs +++ b/litellm-rust/crates/traces-clickhouse/tests/insert.rs @@ -138,3 +138,56 @@ fn insert_encoding_preserves_timestamp_precision_and_other_fields( fn insert_encoding_rejects_invalid_span_timestamps(#[case] timestamp: Value) { assert!(encode_rows(vec![BTreeMap::from([("Timestamp".into(), timestamp)])]).is_err()); } + +#[test] +fn insert_byte_limit_environment_controls_transport() { + for value in ["1", "1024", "0", "invalid"] { + let result = std::process::Command::new(std::env::current_exe().unwrap()) + .args(["--exact", "insert_byte_limit_environment_child"]) + .env("LITELLM_TEST_INSERT_LIMIT", value) + .env("CLICKHOUSE_TRACE_MAX_INSERT_BYTES", value) + .output() + .unwrap(); + assert!( + result.status.success(), + "{}", + String::from_utf8_lossy(&result.stdout) + ); + } +} + +#[tokio::test] +async fn insert_byte_limit_environment_child() { + let Ok(value) = std::env::var("LITELLM_TEST_INSERT_LIMIT") else { + return; + }; + let server = MockServer::start().await; + Mock::given(method("POST")) + .respond_with(ResponseTemplate::new(200)) + .mount(&server) + .await; + let connection = Connection::parse(&server.uri()).unwrap(); + let result = insert_shared_rows( + &Client::no_redirect_for_test(), + &connection, + "traces", + InsertTable::OtelTraces, + vec![BTreeMap::from([( + "SpanId".into(), + Shared::new(json!("test")), + )])], + ) + .await; + match value.as_str() { + "1" => assert!(matches!(result, Err(Error::InsertTooLarge))), + "1024" => assert!(result.is_ok()), + _ => assert!(matches!( + result, + Err(Error::InvalidLimit("CLICKHOUSE_TRACE_MAX_INSERT_BYTES")) + )), + } + assert_eq!( + server.received_requests().await.unwrap().len(), + usize::from(value == "1024") + ); +} diff --git a/litellm-rust/crates/traces-clickhouse/tests/queries.rs b/litellm-rust/crates/traces-clickhouse/tests/queries.rs index 24f9cd4a969..70d4b916a31 100644 --- a/litellm-rust/crates/traces-clickhouse/tests/queries.rs +++ b/litellm-rust/crates/traces-clickhouse/tests/queries.rs @@ -247,10 +247,11 @@ async fn typed_trace_cursor_returns_the_next_fixture_trace( } #[rstest] -#[case::authentication_error(include_bytes!("../../traces/tests/fixtures/deeplite_auth_error.json"))] -#[case::swarm(include_bytes!("../../traces/tests/fixtures/deeplite_swarm.json"))] +#[case::billed_failure(include_bytes!("../../traces/tests/fixtures/google_adk_billed_failure.json"))] +#[case::retry(include_bytes!("../../traces/tests/fixtures/pydantic_ai_retry.json"))] +#[case::swarm(include_bytes!("../../traces/tests/fixtures/deepagents_swarm.json"))] #[tokio::test] -async fn captured_deeplite_exports_round_trip_through_clickhouse( +async fn captured_sdk_exports_round_trip_through_clickhouse( #[future(awt)] migrated_database: TestResult, admin_access: TestResult, #[case] export: &[u8], diff --git a/litellm-rust/crates/traces-clickhouse/tests/queries/support.rs b/litellm-rust/crates/traces-clickhouse/tests/queries/support.rs index a9f42119fb4..371424c63d6 100644 --- a/litellm-rust/crates/traces-clickhouse/tests/queries/support.rs +++ b/litellm-rust/crates/traces-clickhouse/tests/queries/support.rs @@ -158,7 +158,8 @@ fn span_row(span: &DecodedSpan, team: &str, key: &str) -> BTreeMap Some(id.as_str()), - litellm_traces::CallKey::Transport => None, + litellm_traces::CallKey::Transport + | litellm_traces::CallKey::GatewayAttempt => None, }) .unwrap_or_default() ), diff --git a/litellm-rust/crates/traces/src/error.rs b/litellm-rust/crates/traces/src/error.rs index 4b404782083..ee14abf8b8f 100644 --- a/litellm-rust/crates/traces/src/error.rs +++ b/litellm-rust/crates/traces/src/error.rs @@ -2,6 +2,8 @@ pub enum Error { #[error("invalid OTLP trace payload")] InvalidPayload, + #[error("{0} must be a positive integer")] + InvalidLimit(&'static str), #[error("OTLP trace payload exceeds the decoding budget")] TooLarge, #[error("OTLP token count is outside the storage range")] diff --git a/litellm-rust/crates/traces/src/lib.rs b/litellm-rust/crates/traces/src/lib.rs index dc13255d6bb..72b77b770b7 100644 --- a/litellm-rust/crates/traces/src/lib.rs +++ b/litellm-rust/crates/traces/src/lib.rs @@ -31,7 +31,7 @@ pub use normalize::{ AgentMetadata, AgentType, CallEvidence, CallEvidenceKind, CallKey, Integration, NormalizedSpan, ObservationType, }; -pub use otlp::{DecodedEvent, DecodedSpan, decode_otlp}; +pub use otlp::{DecodeLimits, DecodedEvent, DecodedSpan, decode_otlp, decode_otlp_with_limits}; pub use query::ReadQuery; pub use query_access::QueryScope; pub use resolve::{SpendLookup, iso_time, listed_summary, resolve_trace}; diff --git a/litellm-rust/crates/traces/src/normalize/instrumentation/http_client.rs b/litellm-rust/crates/traces/src/normalize/instrumentation/http_client.rs index f7b563535c1..1ee6c24b9d4 100644 --- a/litellm-rust/crates/traces/src/normalize/instrumentation/http_client.rs +++ b/litellm-rust/crates/traces/src/normalize/instrumentation/http_client.rs @@ -12,23 +12,30 @@ const SCOPES: [&str; 7] = [ ]; pub(super) fn matches(context: &SpanContext<'_>) -> bool { - SCOPES.contains(&context.scope) - || (context.scope == "litellm.gateway.client" - && context.name == "gateway.request" - && context - .attributes - .get("litellm.gateway.attempt") - .is_some_and(|value| value == "true") - && context - .attributes - .get("http.request.method") - .is_some_and(|value| value == "POST")) + SCOPES.contains(&context.scope) || matches_gateway_attempt(context) } -pub(super) fn adjust(facts: SpanFacts) -> SpanFacts { +fn matches_gateway_attempt(context: &SpanContext<'_>) -> bool { + context.scope == "litellm.gateway.client" + && context.name == "gateway.request" + && context + .attributes + .get("litellm.gateway.attempt") + .is_some_and(|value| value == "true") + && context + .attributes + .get("http.request.method") + .is_some_and(|value| value == "POST") +} + +pub(super) fn adjust(context: &SpanContext<'_>, facts: SpanFacts) -> SpanFacts { SpanFacts { role: Some(RoleEvidence::Declared(ObservationType::Framework)), - calls: CallEvidence::complete(CallKey::Transport), + calls: CallEvidence::complete(if matches_gateway_attempt(context) { + CallKey::GatewayAttempt + } else { + CallKey::Transport + }), ..facts } } @@ -42,7 +49,11 @@ impl Rule for HttpClient { fn integration(&self, _: &SpanContext<'_>) -> Option { None } - fn adjust(&self, _: &SpanContext<'_>, extraction: super::Extraction) -> super::Extraction { - extraction.map_facts(adjust) + fn adjust( + &self, + context: &SpanContext<'_>, + extraction: super::Extraction, + ) -> super::Extraction { + extraction.map_facts(|facts| adjust(context, facts)) } } diff --git a/litellm-rust/crates/traces/src/normalize/mod.rs b/litellm-rust/crates/traces/src/normalize/mod.rs index 7d17f53daa8..c3ad76fde02 100644 --- a/litellm-rust/crates/traces/src/normalize/mod.rs +++ b/litellm-rust/crates/traces/src/normalize/mod.rs @@ -53,6 +53,7 @@ pub enum CallKey { ProviderResponse(String), /// The span is the HTTP request itself; LiteLLM logs its `traceparent` span id. Transport, + GatewayAttempt, } impl fmt::Display for CallKey { @@ -61,6 +62,7 @@ impl fmt::Display for CallKey { Self::LiteLlmRequest(id) => write!(formatter, "litellm_request:{id}"), Self::ProviderResponse(id) => write!(formatter, "provider_response:{id}"), Self::Transport => formatter.write_str("transport:"), + Self::GatewayAttempt => formatter.write_str("gateway_attempt:"), } } } @@ -77,6 +79,7 @@ impl FromStr for CallKey { Ok(Self::LiteLlmRequest(id.to_owned())) } Some(("transport", "")) => Ok(Self::Transport), + Some(("gateway_attempt", "")) => Ok(Self::GatewayAttempt), _ => Err(crate::InvalidCallKey), } } diff --git a/litellm-rust/crates/traces/src/otlp/attributes.rs b/litellm-rust/crates/traces/src/otlp/attributes.rs index fb3f627697a..79239d314bf 100644 --- a/litellm-rust/crates/traces/src/otlp/attributes.rs +++ b/litellm-rust/crates/traces/src/otlp/attributes.rs @@ -8,7 +8,7 @@ use serde::{ ser::{SerializeMap, SerializeSeq}, }; -use super::limits::{Budget, MAX_ATTRIBUTES}; +use super::limits::Budget; use crate::Error; struct AttributeWriter<'a> { @@ -33,7 +33,7 @@ pub(super) fn attributes( values: Vec, budget: &mut Budget, ) -> Result, Error> { - if values.len() > MAX_ATTRIBUTES { + if values.len() > budget.limits.attributes { return Err(Error::TooLarge); } values diff --git a/litellm-rust/crates/traces/src/otlp/limits.rs b/litellm-rust/crates/traces/src/otlp/limits.rs index ca1ac144346..432b863b5af 100644 --- a/litellm-rust/crates/traces/src/otlp/limits.rs +++ b/litellm-rust/crates/traces/src/otlp/limits.rs @@ -5,14 +5,62 @@ use serde::de::{DeserializeSeed, MapAccess, SeqAccess, Visitor}; use crate::{Error, Shared}; -pub(super) const MAX_DEPTH: usize = 32; -pub(super) const MAX_NODES: usize = 65_536; -pub(super) const MAX_SPANS: usize = 4_096; -pub(super) const MAX_ATTRIBUTES: usize = 256; -pub(super) const MAX_EVENTS: usize = 256; -pub(super) const MAX_DECODED_SPAN_BYTES: usize = 16 * 1024 * 1024; +#[derive(Clone, Copy, Debug)] +pub struct DecodeLimits { + pub depth: usize, + pub nodes: usize, + pub spans: usize, + pub attributes: usize, + pub events: usize, + pub links: usize, + pub decoded_span_bytes: usize, +} -pub(super) fn json_preflight(payload: &[u8]) -> Result<(), Error> { +impl Default for DecodeLimits { + fn default() -> Self { + Self { + depth: 32, + nodes: 65_536, + spans: 4_096, + attributes: 256, + events: 256, + links: 256, + decoded_span_bytes: 16 * 1024 * 1024, + } + } +} + +impl DecodeLimits { + pub fn from_env() -> Result { + let defaults = Self::default(); + Ok(Self { + depth: env_limit("OTLP_MAX_DECODE_DEPTH", defaults.depth)?, + nodes: env_limit("OTLP_MAX_DECODE_NODES", defaults.nodes)?, + spans: env_limit("OTLP_MAX_SPANS", defaults.spans)?, + attributes: env_limit("OTLP_MAX_ATTRIBUTES", defaults.attributes)?, + events: env_limit("OTLP_MAX_EVENTS", defaults.events)?, + links: env_limit("OTLP_MAX_LINKS", defaults.links)?, + decoded_span_bytes: env_limit( + "OTLP_MAX_DECODED_SPAN_BYTES", + defaults.decoded_span_bytes, + )?, + }) + } +} + +fn env_limit(name: &'static str, default: usize) -> Result { + match std::env::var(name) { + Ok(value) => value + .parse::() + .ok() + .filter(|value| *value > 0) + .ok_or(Error::InvalidLimit(name)), + Err(std::env::VarError::NotPresent) => Ok(default), + Err(_) => Err(Error::InvalidLimit(name)), + } +} + +pub(super) fn json_preflight(payload: &[u8], limits: &DecodeLimits) -> Result<(), Error> { let mut nodes = 0; let mut exceeded = false; let mut decoder = serde_json::Deserializer::from_slice(payload); @@ -20,6 +68,7 @@ pub(super) fn json_preflight(payload: &[u8]) -> Result<(), Error> { nodes: &mut nodes, exceeded: &mut exceeded, depth: 0, + limits, } .deserialize(&mut decoder) .and_then(|()| decoder.end()); @@ -33,6 +82,7 @@ struct JsonBudget<'a> { nodes: &'a mut usize, exceeded: &'a mut bool, depth: usize, + limits: &'a DecodeLimits, } impl<'de> DeserializeSeed<'de> for JsonBudget<'_> { @@ -40,7 +90,7 @@ impl<'de> DeserializeSeed<'de> for JsonBudget<'_> { fn deserialize>(self, decoder: D) -> Result<(), D::Error> { *self.nodes += 1; - if *self.nodes > MAX_NODES || self.depth > MAX_DEPTH { + if *self.nodes > self.limits.nodes || self.depth > self.limits.depth { *self.exceeded = true; return Err(serde::de::Error::custom("OTLP structure exceeds budget")); } @@ -79,6 +129,7 @@ impl<'de> Visitor<'de> for JsonBudget<'_> { nodes: self.nodes, exceeded: self.exceeded, depth: self.depth + 1, + limits: self.limits, })? .is_some() {} @@ -91,6 +142,7 @@ impl<'de> Visitor<'de> for JsonBudget<'_> { nodes: self.nodes, exceeded: self.exceeded, depth: self.depth + 1, + limits: self.limits, })? .is_some() { @@ -98,6 +150,7 @@ impl<'de> Visitor<'de> for JsonBudget<'_> { nodes: self.nodes, exceeded: self.exceeded, depth: self.depth + 1, + limits: self.limits, })?; } Ok(()) @@ -146,8 +199,8 @@ impl MessageKind { } } -pub(super) fn protobuf_preflight(payload: &[u8]) -> Result<(), Error> { - scan_message(payload, MessageKind::Export, 0, &mut 0) +pub(super) fn protobuf_preflight(payload: &[u8], limits: &DecodeLimits) -> Result<(), Error> { + scan_message(payload, MessageKind::Export, 0, &mut 0, limits) } fn scan_message( @@ -155,13 +208,14 @@ fn scan_message( kind: MessageKind, depth: usize, nodes: &mut usize, + limits: &DecodeLimits, ) -> Result<(), Error> { - if depth > MAX_DEPTH { + if depth > limits.depth { return Err(Error::TooLarge); } while !payload.is_empty() { *nodes += 1; - if *nodes > MAX_NODES { + if *nodes > limits.nodes { return Err(Error::TooLarge); } let (tag, wire) = decode_key(&mut payload).map_err(|_| Error::InvalidPayload)?; @@ -171,7 +225,7 @@ fn scan_message( let (message, rest) = payload .split_at_checked(length) .ok_or(Error::InvalidPayload)?; - scan_message(message, child, depth + 1, nodes)?; + scan_message(message, child, depth + 1, nodes, limits)?; payload = rest; } else { skip_field(wire, tag, &mut payload, DecodeContext::default()) @@ -183,11 +237,15 @@ fn scan_message( pub(super) struct Budget { remaining: usize, + pub(super) limits: DecodeLimits, } impl Budget { - pub(super) fn new(remaining: usize) -> Self { - Self { remaining } + pub(super) fn new(limits: DecodeLimits) -> Self { + Self { + remaining: limits.decoded_span_bytes, + limits, + } } pub(super) fn clone_shared( diff --git a/litellm-rust/crates/traces/src/otlp/mod.rs b/litellm-rust/crates/traces/src/otlp/mod.rs index 1f4da76ca60..2e17d868090 100644 --- a/litellm-rust/crates/traces/src/otlp/mod.rs +++ b/litellm-rust/crates/traces/src/otlp/mod.rs @@ -3,6 +3,8 @@ mod limits; mod span; mod wire; +pub use limits::DecodeLimits; + use serde::Serialize; use std::collections::BTreeMap; @@ -36,6 +38,14 @@ pub struct DecodedSpan { } pub fn decode_otlp(body: &[u8], content_type: Option<&str>) -> Result, Error> { - let request = wire::decode(body, content_type)?; - span::flatten(request) + decode_otlp_with_limits(body, content_type, DecodeLimits::from_env()?) +} + +pub fn decode_otlp_with_limits( + body: &[u8], + content_type: Option<&str>, + limits: DecodeLimits, +) -> Result, Error> { + let request = wire::decode(body, content_type, &limits)?; + span::flatten(request, limits) } diff --git a/litellm-rust/crates/traces/src/otlp/span.rs b/litellm-rust/crates/traces/src/otlp/span.rs index 58aba3c68b9..5ab2392ab04 100644 --- a/litellm-rust/crates/traces/src/otlp/span.rs +++ b/litellm-rust/crates/traces/src/otlp/span.rs @@ -8,15 +8,18 @@ use opentelemetry_proto::tonic::{ use super::{ DecodedEvent, DecodedSpan, attributes::attributes, - limits::{Budget, MAX_ATTRIBUTES, MAX_DECODED_SPAN_BYTES, MAX_EVENTS, MAX_SPANS}, + limits::{Budget, DecodeLimits}, }; use crate::{ Error, Shared, normalize::{SpanContext, normalize}, }; -pub(super) fn flatten(request: ExportTraceServiceRequest) -> Result, Error> { - let mut budget = Budget::new(MAX_DECODED_SPAN_BYTES); +pub(super) fn flatten( + request: ExportTraceServiceRequest, + limits: DecodeLimits, +) -> Result, Error> { + let mut budget = Budget::new(limits); let mut spans = Vec::new(); for resource in request.resource_spans { append_resource(resource, &mut budget, &mut spans)?; @@ -49,17 +52,17 @@ fn append_scope( spans: &mut Vec, ) -> Result<(), Error> { let scope = scope_spans.scope.unwrap_or_default(); - if scope.attributes.len() > MAX_ATTRIBUTES { + if scope.attributes.len() > budget.limits.attributes { return Err(Error::TooLarge); } budget.consume(scope.name.len() + scope.version.len())?; let scope_name: Shared = scope.name.into(); let scope_version: Shared = scope.version.into(); for span in scope_spans.spans { - if spans.len() >= MAX_SPANS { + if spans.len() >= budget.limits.spans { return Err(Error::TooLarge); } - validate_span(&span)?; + validate_span(&span, &budget.limits)?; budget.consume( span.name.len() + span.trace_state.len() @@ -85,7 +88,7 @@ fn valid_id(value: &[u8], length: usize) -> bool { value.len() == length && value.iter().any(|byte| *byte != 0) } -fn validate_span(span: &Span) -> Result<(), Error> { +fn validate_span(span: &Span, limits: &DecodeLimits) -> Result<(), Error> { if !valid_id(&span.trace_id, 16) || !valid_id(&span.span_id, 8) || (!span.parent_span_id.is_empty() && !valid_id(&span.parent_span_id, 8)) @@ -99,17 +102,17 @@ fn validate_span(span: &Span) -> Result<(), Error> { { return Err(Error::InvalidPayload); } - if span.events.len() > MAX_EVENTS - || span.links.len() > MAX_EVENTS - || span.attributes.len() > MAX_ATTRIBUTES + if span.events.len() > limits.events + || span.links.len() > limits.links + || span.attributes.len() > limits.attributes || span .links .iter() - .any(|link| link.attributes.len() > MAX_ATTRIBUTES) + .any(|link| link.attributes.len() > limits.attributes) || span .events .iter() - .any(|event| event.attributes.len() > MAX_ATTRIBUTES) + .any(|event| event.attributes.len() > limits.attributes) { return Err(Error::TooLarge); } @@ -171,7 +174,9 @@ fn decoded_span( crate::CallKey::LiteLlmRequest(id) | crate::CallKey::ProviderResponse(id) => { id.len() + size_of::() } - crate::CallKey::Transport => size_of::(), + crate::CallKey::Transport | crate::CallKey::GatewayAttempt => { + size_of::() + } }) .sum::() + normalized.model.as_ref().map_or(0, String::len) diff --git a/litellm-rust/crates/traces/src/otlp/wire.rs b/litellm-rust/crates/traces/src/otlp/wire.rs index 2330ac12be3..d61d4099b96 100644 --- a/litellm-rust/crates/traces/src/otlp/wire.rs +++ b/litellm-rust/crates/traces/src/otlp/wire.rs @@ -1,7 +1,7 @@ use opentelemetry_proto::tonic::collector::trace::v1::ExportTraceServiceRequest; use prost::Message; -use super::limits::{json_preflight, protobuf_preflight}; +use super::limits::{DecodeLimits, json_preflight, protobuf_preflight}; use crate::Error; #[derive(strum::EnumString)] @@ -19,6 +19,7 @@ enum OtlpMediaType { pub(super) fn decode( body: &[u8], content_type: Option<&str>, + limits: &DecodeLimits, ) -> Result { let media_type = content_type .unwrap_or("application/x-protobuf") @@ -31,11 +32,11 @@ pub(super) fn decode( let request = match media_type { OtlpMediaType::Json => { - json_preflight(body)?; + json_preflight(body, limits)?; serde_json::from_slice(body).map_err(|_| Error::InvalidPayload)? } OtlpMediaType::Protobuf => { - protobuf_preflight(body)?; + protobuf_preflight(body, limits)?; ExportTraceServiceRequest::decode(body).map_err(|_| Error::InvalidPayload)? } }; diff --git a/litellm-rust/crates/traces/src/resolve/resolution.rs b/litellm-rust/crates/traces/src/resolve/resolution.rs index 1b8ffffa812..b469fb95019 100644 --- a/litellm-rust/crates/traces/src/resolve/resolution.rs +++ b/litellm-rust/crates/traces/src/resolve/resolution.rs @@ -134,11 +134,13 @@ impl<'a> Resolution<'a> { ) } - /// The request attempts a model call made: its transport descendants, or, for bridges that - /// emit the request beside the call instead of under it, transport siblings inside the call's - /// time window when the call is the only model call under that parent. fn transports(&self, call: usize) -> Vec { - let is_transport = |index: &usize| self.row(*index).call_keys.contains(&CallKey::Transport); + let is_transport = |index: &usize| { + self.row(*index) + .call_keys + .iter() + .any(|key| matches!(key, CallKey::Transport | CallKey::GatewayAttempt)) + }; let nested: Vec = self .graph .descendants(call) @@ -162,7 +164,11 @@ impl<'a> Resolution<'a> { let call_end_ns = call_start_ns + i128::from(call_row.duration_ns); siblings .into_iter() - .filter(is_transport) + .filter(|sibling| { + self.row(*sibling) + .call_keys + .contains(&CallKey::GatewayAttempt) + }) .filter(|sibling| { let transport = self.row(*sibling); let transport_start_ns = i128::from(transport.start_ns); diff --git a/litellm-rust/crates/traces/src/resolve/spend.rs b/litellm-rust/crates/traces/src/resolve/spend.rs index 34c90a7d12c..ce23362b7f8 100644 --- a/litellm-rust/crates/traces/src/resolve/spend.rs +++ b/litellm-rust/crates/traces/src/resolve/spend.rs @@ -48,7 +48,9 @@ impl SpendLookup { trace_ids: sorted( keys() .filter_map(|(row, key)| match key { - CallKey::Transport if !row.trace_id.is_empty() => { + CallKey::Transport | CallKey::GatewayAttempt + if !row.trace_id.is_empty() => + { Some(row.trace_id.clone()) } _ => None, @@ -80,6 +82,21 @@ impl Ownership<'_> { pub(super) type Requests<'a> = Vec<&'a SpendRow>; +#[derive(Clone, Copy, Eq, Ord, PartialEq, PartialOrd)] +enum KeyFamily { + GatewayCall, + ProviderResponse, + Transport, +} + +fn key_family(key: &CallKey) -> KeyFamily { + match key { + CallKey::LiteLlmRequest(_) => KeyFamily::GatewayCall, + CallKey::ProviderResponse(_) => KeyFamily::ProviderResponse, + CallKey::Transport | CallKey::GatewayAttempt => KeyFamily::Transport, + } +} + pub(super) enum KeyMatch<'a> { Missing, Unique(&'a SpendRow), @@ -174,7 +191,7 @@ fn matches<'a>( && (spend.litellm_call_id == *id || (spend.litellm_call_id.is_empty() && spend.request_id == *id)) } - CallKey::Transport => { + CallKey::Transport | CallKey::GatewayAttempt => { !row.trace_id.is_empty() && !row.span_id.is_empty() && spend.trace_id == row.trace_id @@ -216,12 +233,37 @@ pub(super) fn requests<'a>( && anchored .iter() .all(|request| request.litellm_call_id.is_empty()); - let matches = keyed + let aliases: Vec<_> = keyed .into_iter() .filter(|(key, requests)| { !(legacy_rows && requests.is_empty() && matches!(key, CallKey::LiteLlmRequest(_))) }) - .map(|(_, requests)| KeyMatch::new(requests)) + .collect(); + let families: BTreeSet<_> = aliases.iter().map(|(key, _)| key_family(key)).collect(); + let compatible_rows: Vec> = families + .into_iter() + .map(|family| { + aliases + .iter() + .filter(|(key, _)| key_family(key) == family) + .flat_map(|(_, requests)| requests.iter().map(|request| request.identity())) + .collect() + }) + .collect(); + let matches = aliases + .into_iter() + .map(|(_, requests)| { + KeyMatch::new( + requests + .into_iter() + .filter(|request| { + compatible_rows + .iter() + .all(|family| family.contains(&request.identity())) + }) + .collect(), + ) + }) .collect(); match evidence.kind() { CallEvidenceKind::Complete => SpendEvidence::Complete(matches), diff --git a/litellm-rust/crates/traces/tests/captures.rs b/litellm-rust/crates/traces/tests/captures.rs index 30f84086a9b..ca498fc914a 100644 --- a/litellm-rust/crates/traces/tests/captures.rs +++ b/litellm-rust/crates/traces/tests/captures.rs @@ -172,7 +172,7 @@ fn trace_span(span: DecodedSpan) -> TraceSpansRow { .flatten() .find_map(|key| match key { CallKey::ProviderResponse(id) => Some(id.clone()), - CallKey::LiteLlmRequest(_) | CallKey::Transport => None, + CallKey::LiteLlmRequest(_) | CallKey::Transport | CallKey::GatewayAttempt => None, }) .unwrap_or_default(); TraceSpansRow { @@ -330,9 +330,7 @@ fn append_response_id(document: &mut Value, trace_id: &str, span_id: &str, respo #[rstest] fn captured_trace_cost_matches_spend_logs( - #[files("../traces-clickhouse/tests/fixtures/*_spend_logs.jsonl")] - #[exclude("deeplite_swarm")] - spend_logs: PathBuf, + #[files("../traces-clickhouse/tests/fixtures/*_spend_logs.jsonl")] spend_logs: PathBuf, ) { let name = capture_name(&spend_logs); let (_, capture, rows, spends) = fixture(&spend_logs); @@ -347,9 +345,7 @@ fn captured_trace_cost_matches_spend_logs( #[rstest] fn unrelated_sibling_transport_leaves_cost_unchanged( - #[files("../traces-clickhouse/tests/fixtures/*_spend_logs.jsonl")] - #[exclude("deeplite_swarm")] - spend_logs: PathBuf, + #[files("../traces-clickhouse/tests/fixtures/*_spend_logs.jsonl")] spend_logs: PathBuf, ) { let name = capture_name(&spend_logs); let (_, capture, rows, spends) = fixture(&spend_logs); @@ -359,7 +355,11 @@ fn unrelated_sibling_transport_leaves_cost_unchanged( let calls: Vec<_> = rows .iter() .filter(|row| { - row.kind == ObservationType::Llm && !row.call_keys.contains(&CallKey::Transport) + row.kind == ObservationType::Llm + && !row + .call_keys + .iter() + .any(|key| matches!(key, CallKey::Transport | CallKey::GatewayAttempt)) }) .cloned() .collect(); @@ -388,9 +388,7 @@ fn unrelated_sibling_transport_leaves_cost_unchanged( #[rstest] fn redundant_genai_response_id_keeps_call_evidence( - #[files("../traces-clickhouse/tests/fixtures/*_spend_logs.jsonl")] - #[exclude("deeplite_swarm")] - spend_logs: PathBuf, + #[files("../traces-clickhouse/tests/fixtures/*_spend_logs.jsonl")] spend_logs: PathBuf, ) { let (data, capture, _, _) = fixture(&spend_logs); let name = capture.name; @@ -408,7 +406,9 @@ fn redundant_genai_response_id_keeps_call_evidence( .iter() .filter_map(|key| match key { CallKey::ProviderResponse(id) => Some(id.clone()), - CallKey::LiteLlmRequest(_) | CallKey::Transport => None, + CallKey::LiteLlmRequest(_) | CallKey::Transport | CallKey::GatewayAttempt => { + None + } }) .collect(); (!response_ids.is_empty()).then(|| { diff --git a/litellm-rust/crates/traces/tests/fixtures/deeplite_auth_error.json b/litellm-rust/crates/traces/tests/fixtures/deeplite_auth_error.json deleted file mode 100644 index ef207be9358..00000000000 --- a/litellm-rust/crates/traces/tests/fixtures/deeplite_auth_error.json +++ /dev/null @@ -1,1614 +0,0 @@ -{ - "resourceSpans": [ - { - "resource": { - "attributes": [ - { - "key": "telemetry.sdk.language", - "value": { - "stringValue": "python" - } - }, - { - "key": "telemetry.sdk.name", - "value": { - "stringValue": "opentelemetry" - } - }, - { - "key": "telemetry.sdk.version", - "value": { - "stringValue": "1.45.0" - } - }, - { - "key": "service.instance.id", - "value": { - "stringValue": "cedd2594-abc5-48f2-a9d1-b892921fadfd" - } - }, - { - "key": "service.name", - "value": { - "stringValue": "deeplite" - } - } - ] - }, - "scopeSpans": [ - { - "scope": { - "name": "langsmith" - }, - "spans": [ - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "93886a81b22f3dab", - "parentSpanId": "11f6195c25249ab1", - "name": "__start__", - "kind": 1, - "startTimeUnixNano": "1790967512073597952", - "endTimeUnixNano": "1790967512075591936", - "attributes": [ - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "__start__" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langgraph" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "0" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "__start__" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"__start__\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"__start__\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "__start__:af3b0b0a-9397-3b9d-0717-b11174443ca9" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "langsmith.span.tags", - "value": { - "stringValue": "graph:step:0, langsmith:hidden" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "eyJtZXNzYWdlcyI6W3sicm9sZSI6InVzZXIiLCJjb250ZW50IjoiRm9yIGEgc3ludGhldGljIHRyYWNpbmcgZml4dHVyZSwgZXhwbGFpbiBQeXRob24gdHVwbGUgdmVyc3VzIGxpc3QgaW1tdXRhYmlsaXR5IGluIGF0IG1vc3QgMTIwIHdvcmRzLiBVc2Ugb25seSBvZmZpY2lhbCBQeXRob24gZG9jdW1lbnRhdGlvbiBpZiB5b3Ugc2VhcmNoLiBIYXZlIHRoZSBza2VwdGljIGFuZCB2ZXJpZmllciBjaGVjayBpdCwgdGhlbiBoYXZlIHRoZSBlZGl0b3Igd3JpdGUgL2Fuc3dlci5tZC4gS2VlcCB0aGUgcnVuIHNob3J0IGFuZCBkbyBub3QgYXNrIGZvbGxvdy11cCBxdWVzdGlvbnMuIn1dfQ==" - 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} - } - ], - "events": [ - { - "timeUnixNano": "1790967512686323000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "Exception" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "b580832fc04b0921", - "parentSpanId": "382ca31426f8f943", - "name": "UnsupportedContentMiddleware.wrap_model_call", - "kind": 1, - "startTimeUnixNano": "1790967512081928960", - "endTimeUnixNano": "1790967512610889984", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "e30=" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "UnsupportedContentMiddleware.wrap_model_call" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langchain_create_agent" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "1" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "model" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"branch:to:model\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"model\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd|model:2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31" - } - }, - { - "key": "langsmith.metadata.lc_agent_name", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.metadata.checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd" - } - }, - { - "key": "langsmith.metadata.ls_method", - "value": { - "stringValue": "traceable" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "gen_ai.completion", - "value": { - "bytesValue": "eyJvdXRwdXQiOm51bGx9" - } - } - ], - "events": [ - { - "timeUnixNano": "1790967512686465000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "Exception" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "382ca31426f8f943", - "parentSpanId": "e247cc846cdbc99e", - "name": "FilesystemMiddleware.wrap_model_call", - "kind": 1, - "startTimeUnixNano": "1790967512080943104", - "endTimeUnixNano": "1790967512614221056", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "e30=" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "FilesystemMiddleware.wrap_model_call" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langchain_create_agent" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "1" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "model" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"branch:to:model\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"model\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd|model:2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31" - } - }, - { - "key": "langsmith.metadata.lc_agent_name", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.metadata.checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd" - } - }, - { - "key": "langsmith.metadata.ls_method", - "value": { - "stringValue": "traceable" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "gen_ai.completion", - "value": { - "bytesValue": "eyJvdXRwdXQiOm51bGx9" - } - } - ], - "events": [ - { - "timeUnixNano": "1790967512686562000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "Exception" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "e247cc846cdbc99e", - "parentSpanId": "77a5ba07fbe8fb8b", - "name": "model", - "kind": 1, - "startTimeUnixNano": "1790967512077792000", - "endTimeUnixNano": "1790967512617573888", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "gen_ai.completion", - "value": { - "bytesValue": "e30=" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "model" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langchain_create_agent" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "1" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "model" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"branch:to:model\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"model\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd|model:2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31" - } - }, - { - "key": "langsmith.metadata.lc_agent_name", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.metadata.checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "langsmith.span.tags", - "value": { - "stringValue": "graph:step:1" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "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" - } - } - ], - "events": [ - { - "timeUnixNano": "1790967512686704000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "Exception" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "77a5ba07fbe8fb8b", - "parentSpanId": "7b77a08f725c2a60", - "name": "researcher", - "kind": 1, - "startTimeUnixNano": "1790967512076764160", - "endTimeUnixNano": "1790967512623192064", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "gen_ai.completion", - "value": { - "bytesValue": "e30=" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langchain_create_agent" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "1" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"branch:to:researcher\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"researcher\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd" - } - }, - { - "key": "langsmith.metadata.lc_agent_name", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.metadata.checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "langsmith.span.tags", - "value": { - "stringValue": "seq:step:1" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "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" - } - } - ], - "events": [ - { - "timeUnixNano": "1790967512687171000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "Exception" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\nDuring task with name 'model' and id '2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31'" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\nDuring task with name 'model' and id '2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31'\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "7b77a08f725c2a60", - "parentSpanId": "11f6195c25249ab1", - "name": "researcher", - "kind": 1, - "startTimeUnixNano": "1790967512076327168", - "endTimeUnixNano": "1790967512626224128", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "gen_ai.completion", - "value": { - "bytesValue": "e30=" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langgraph" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "1" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "researcher" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"branch:to:researcher\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"researcher\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "researcher:816a3f65-9150-0b6d-54aa-920fdcfe25cd" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "langsmith.span.tags", - "value": { - "stringValue": "graph:step:1" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "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" - } - } - ], - "events": [ - { - "timeUnixNano": "1790967512687277000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "Exception" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\nDuring task with name 'model' and id '2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31'" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\nDuring task with name 'model' and id '2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31'\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "11f6195c25249ab1", - "parentSpanId": "9e65698af98970b0", - "name": "LangGraph", - "kind": 1, - "startTimeUnixNano": "1790967512019313152", - "endTimeUnixNano": "1790967512630693888", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "gen_ai.completion", - "value": { - "bytesValue": "e30=" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "LangGraph" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langgraph" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "eyJtZXNzYWdlcyI6W3sicm9sZSI6InVzZXIiLCJjb250ZW50IjoiRm9yIGEgc3ludGhldGljIHRyYWNpbmcgZml4dHVyZSwgZXhwbGFpbiBQeXRob24gdHVwbGUgdmVyc3VzIGxpc3QgaW1tdXRhYmlsaXR5IGluIGF0IG1vc3QgMTIwIHdvcmRzLiBVc2Ugb25seSBvZmZpY2lhbCBQeXRob24gZG9jdW1lbnRhdGlvbiBpZiB5b3Ugc2VhcmNoLiBIYXZlIHRoZSBza2VwdGljIGFuZCB2ZXJpZmllciBjaGVjayBpdCwgdGhlbiBoYXZlIHRoZSBlZGl0b3Igd3JpdGUgL2Fuc3dlci5tZC4gS2VlcCB0aGUgcnVuIHNob3J0IGFuZCBkbyBub3QgYXNrIGZvbGxvdy11cCBxdWVzdGlvbnMuIn1dfQ==" - } - } - ], - "events": [ - { - "timeUnixNano": "1790967512687350000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "Exception" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\nDuring task with name 'model' and id '2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31'\n\n\nDuring task with name 'researcher' and id '816a3f65-9150-0b6d-54aa-920fdcfe25cd'" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: AnthropicAuthenticationError('Error code: 401 - {\\'type\\': \\'error\\', \\'error\\': {\\'type\\': \\'authentication_error\\', \\'message\\': \\'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\\\n\\\\nLiteLLM: model group \\\\\\'claude-sonnet\\\\\\' failed with the error above. No fallback was attempted.\\'}}')Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\n\n\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\n\nThe above exception was the direct cause of the following exception:\n\n\n\nTraceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\n\n\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\n\nDuring task with name 'model' and id '2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31'\n\n\nDuring task with name 'researcher' and id '816a3f65-9150-0b6d-54aa-920fdcfe25cd'\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "code": 1 - }, - "flags": 256 - } - ] - }, - { - "scope": { - "name": "deeplite" - }, - "spans": [ - { - "traceId": "7b787d5c997d768a725a3a2f0278e857", - "spanId": "9e65698af98970b0", - "name": "deeplite.run", - "kind": 1, - "startTimeUnixNano": "1790967512013991000", - "endTimeUnixNano": "1790967512696195000", - "attributes": [ - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "input.value", - "value": { - "stringValue": "For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions." - } - } - ], - "events": [ - { - "timeUnixNano": "1790967512696180000", - "name": "exception", - "attributes": [ - { - "key": "exception.type", - "value": { - "stringValue": "langchain_anthropic.chat_models.AnthropicAuthenticationError" - } - }, - { - "key": "exception.message", - "value": { - "stringValue": "Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Traceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2597, in _generate\n raw_response = self._create(payload)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2176, in _create\n return self._client.messages.with_raw_response.create(**payload)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_response.py\", line 797, in wrapped\n return cast(APIResponse[R], func(*args, **kwargs))\n ~~~~^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_utils/_utils.py\", line 294, in wrapper\n return func(*args, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/resources/messages/messages.py\", line 1027, in create\n return self._post(\n ~~~~~~~~~~^\n \"/v1/messages\",\n ^^^^^^^^^^^^^^^\n ...<23 lines>...\n stream_cls=Stream[RawMessageStreamEvent],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1543, in post\n return cast(ResponseT, self.request(cast_to, opts, stream=stream, stream_cls=stream_cls))\n ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/anthropic/_base_client.py\", line 1208, in request\n raise self._make_status_error_from_response(response) from None\nanthropic.AuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\n\nThe above exception was the direct cause of the following exception:\n\nTraceback (most recent call last):\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/opentelemetry/trace/__init__.py\", line 602, in use_span\n yield span\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/opentelemetry/sdk/trace/__init__.py\", line 1136, in start_as_current_span\n yield span\n File \"/workspace/deeplite/src/deeplite/cli.py\", line 22, in run_task\n result: Final = agent.invoke(\n ~~~~~~~~~~~~^\n {\"messages\": [{\"role\": \"user\", \"content\": task}]}, config={\"recursion_limit\": 40}\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1543, in model_node\n result = wrap_model_call_handler(request, _execute_model_sync)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 357, in composed\n outer_result = outer(request, inner_handler)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/filesystem.py\", line 3218, in wrap_model_call\n response = handler(request)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 347, in inner_handler\n inner_result = inner(req, handler)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/deepagents/middleware/unsupported_content.py\", line 191, in wrap_model_call\n return handler(self._filter_request(request))\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain/agents/factory.py\", line 1506, in _execute_model_sync\n output = model_.invoke(messages)\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/runnables/base.py\", line 6014, in invoke\n return self.bound.invoke(\n ~~~~~~~~~~~~~~~~~^\n input,\n ^^^^^^\n self._merge_configs(config),\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n **{**self.kwargs, **kwargs},\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 488, in invoke\n self.generate_prompt(\n ~~~~~~~~~~~~~~~~~~~~^\n [self._convert_input(input)],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<6 lines>...\n **kwargs,\n ^^^^^^^^^\n ).generations[0][0],\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1877, in generate_prompt\n return self.generate(prompt_messages, stop=stop, callbacks=callbacks, **kwargs)\n ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 1684, in generate\n self._generate_with_cache(\n ~~~~~~~~~~~~~~~~~~~~~~~~~^\n m,\n ^^\n ...<2 lines>...\n **kwargs,\n ^^^^^^^^^\n )\n ^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_core/language_models/chat_models.py\", line 2022, in _generate_with_cache\n result = self._generate(\n messages, stop=stop, run_manager=run_manager, **kwargs\n )\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 2601, in _generate\n _handle_anthropic_api_error(e)\n ~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langchain_anthropic/chat_models.py\", line 1295, in _handle_anthropic_api_error\n raise AnthropicAuthenticationError(\n message=e.message, response=e.response, body=e.body\n ) from e\nlangchain_anthropic.chat_models.AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}\nDuring task with name 'model' and id '2e4e0d8e-70a5-697c-c7f4-e1f685fb1a31'\nDuring task with name 'researcher' and id '816a3f65-9150-0b6d-54aa-920fdcfe25cd'\n" - } - }, - { - "key": "exception.escaped", - "value": { - "stringValue": "False" - } - } - ] - } - ], - "status": { - "message": "AnthropicAuthenticationError: Error code: 401 - {'type': 'error', 'error': {'type': 'authentication_error', 'message': 'litellm.AuthenticationError: AnthropicException - {\"type\":\"error\",\"error\":{\"type\":\"authentication_error\",\"message\":\"API key is invalid.\"},\"request_id\":null}\\n\\nLiteLLM: model group \\'claude-sonnet\\' failed with the error above. No fallback was attempted.'}}", - "code": 2 - }, - "flags": 256 - } - ] - } - ] - } - ] -} diff --git a/litellm-rust/crates/traces/tests/fixtures/deeplite_swarm.json b/litellm-rust/crates/traces/tests/fixtures/deeplite_swarm.json deleted file mode 100644 index 19351078af8..00000000000 --- a/litellm-rust/crates/traces/tests/fixtures/deeplite_swarm.json +++ /dev/null @@ -1,9812 +0,0 @@ -{ - "resourceSpans": [ - { - "resource": { - "attributes": [ - { - "key": "telemetry.sdk.language", - "value": { - "stringValue": "python" - } - }, - { - "key": "telemetry.sdk.name", - "value": { - "stringValue": "opentelemetry" - } - }, - { - "key": "telemetry.sdk.version", - "value": { - "stringValue": "1.45.0" - } - }, - { - "key": "service.instance.id", - "value": { - "stringValue": "b873df4c-5106-4097-a20b-b9380724f4d9" - } - }, - { - "key": "service.name", - "value": { - "stringValue": "deeplite" - } - } - ] - }, - "scopeSpans": [ - { - "scope": { - "name": "langsmith" - }, - "spans": [ - { - "traceId": "b2952a96b863250c304cef3376fe4c82", - 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"stringValue": "[\"__start__\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"__start__\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "__start__:a08efee1-6b20-6c11-d2f1-f04016499ab0" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "langsmith.span.tags", - "value": { - "stringValue": "langsmith:hidden, graph:step:0" - } - }, - { - "key": "gen_ai.prompt", - 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic')" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: ParentCommand(Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='researcher:9227aa30-2ab0-7e70-70d0-d760f3ff5828', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic')" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: ParentCommand(Command(graph='researcher:9227aa30-2ab0-7e70-70d0-d760f3ff5828', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='researcher:9227aa30-2ab0-7e70-70d0-d760f3ff5828', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. 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It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='researcher:9227aa30-2ab0-7e70-70d0-d760f3ff5828', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic')" - } - }, - { - "key": "exception.stacktrace", - "value": { - "stringValue": "Exception: ParentCommand(Command(graph='researcher:9227aa30-2ab0-7e70-70d0-d760f3ff5828', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-3cd8-79f1-88a1-ce6cee294e79-0', tool_calls=[{'name': 'transfer_to_skeptic', 'args': {}, 'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7378, 'output_tokens': 33, 'total_tokens': 7411, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='Successfully transferred to skeptic', name='transfer_to_skeptic', tool_call_id='toolu_01Xjj3aRdWyhBJfPmTJBxQa9')], 'active_agent': 'skeptic'}, goto='skeptic'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='researcher:9227aa30-2ab0-7e70-70d0-d760f3ff5828', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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'thinking': '', 'type': 'thinking'}, {'id': 'toolu_01H6fV8JvRJNvXy47eRnd3jH', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_verifier', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwAMRdS21FeJfzQhM3s', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7396, 'output_tokens': 770, 'output_tokens_details': {'thinking_tokens': 739}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='skeptic', id='lc_run--01a0fe03-4ae9-76c0-89a6-4f0b114e3030-0', tool_calls=[{'name': 'transfer_to_verifier', 'args': {}, 'id': 'toolu_01H6fV8JvRJNvXy47eRnd3jH', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7396, 'output_tokens': 770, 'total_tokens': 8166, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 739}}), ToolMessage(content='Successfully transferred to verifier', name='transfer_to_verifier', tool_call_id='toolu_01H6fV8JvRJNvXy47eRnd3jH')], 'active_agent': 'verifier'}, goto='verifier'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. 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^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. 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The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. 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There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and 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- "value": { - "stringValue": "[{\"name\":\"ls\",\"input_schema\":{\"properties\":{\"path\":{\"description\":\"Absolute path to the directory to list. Must be absolute, not relative.\",\"type\":\"string\"}},\"required\":[\"path\"],\"type\":\"object\"},\"description\":\"Lists all files in a directory.\\n\\nThis is useful for exploring the filesystem and finding the right file to read or edit.\\nYou should almost ALWAYS use this tool before using the read_file or edit_file tools.\"},{\"name\":\"read_file\",\"input_schema\":{\"properties\":{\"file_path\":{\"description\":\"Absolute path to the file to read. Must be absolute, not relative.\",\"type\":\"string\"},\"offset\":{\"default\":0,\"description\":\"Line number to start reading from (0-indexed). Use for pagination of large files.\",\"type\":\"integer\"},\"limit\":{\"default\":100,\"description\":\"Maximum number of lines to read. Use for pagination of large files.\",\"type\":\"integer\"}},\"required\":[\"file_path\"],\"type\":\"object\"},\"description\":\"Reads a file from the filesystem. Assume any path the user provides is valid; reading a missing file returns an error.\\n\\nUsage:\\n- By default, it reads up to 100 lines starting from the beginning of the file. Use `offset`/`limit` to page through large files instead of reading them whole.\\n- A status header, `@@ field | field | ... @@`, sits above the file content, and every line after it is verbatim file content. When content is truncated, there may be an explanation before the header. Never include the header when editing.\\n- Speculatively batch multiple `read_file` calls in one response when several files may be useful.\\n- An empty file returns a system-reminder warning in place of contents.\\n- Large tool results may be offloaded to a file; the tool message gives the path. Read that path here, paging with `offset`/`limit`.\\n- Images (`.png`, `.jpg`, etc.), audio, video, and PDFs return multimodal content blocks (https://docs.langchain.com/oss/python/langchain/messages#multimodal).\\n- For images and PDFs, pagination via `offset`/`limit` is text-only - supply `file_path` only\\n- Always read a file before editing it.\"},{\"name\":\"glob\",\"input_schema\":{\"properties\":{\"pattern\":{\"description\":\"Glob pattern to match files (e.g., '*.py', '**/*.py', '/subdir/**/*.md'). A pattern without '/' matches the file name at any depth; a pattern containing '/' matches the search-root-relative path; a leading '/' anchors to the search root ('/*.py' matches only top-level files). 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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'thinking': '', 'type': 'thinking'}, {'id': 'toolu_01H6fV8JvRJNvXy47eRnd3jH', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_verifier', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwAMRdS21FeJfzQhM3s', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7396, 'output_tokens': 770, 'output_tokens_details': {'thinking_tokens': 739}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='skeptic', id='lc_run--01a0fe03-4ae9-76c0-89a6-4f0b114e3030-0', tool_calls=[{'name': 'transfer_to_verifier', 'args': {}, 'id': 'toolu_01H6fV8JvRJNvXy47eRnd3jH', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7396, 'output_tokens': 770, 'total_tokens': 8166, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 739}}), ToolMessage(content='Successfully transferred to verifier', name='transfer_to_verifier', tool_call_id='toolu_01H6fV8JvRJNvXy47eRnd3jH')], 'active_agent': 'verifier'}, goto='verifier'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='skeptic:3dfc4328-0d19-e1ea-bcda-3d3d36d7cda8', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. 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So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7396, 'output_tokens': 770, 'total_tokens': 8166, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 739}}), ToolMessage(content='Successfully transferred to verifier', name='transfer_to_verifier', tool_call_id='toolu_01H6fV8JvRJNvXy47eRnd3jH')], 'active_agent': 'verifier'}, goto='verifier'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='skeptic:3dfc4328-0d19-e1ea-bcda-3d3d36d7cda8', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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'thinking': '', 'type': 'thinking'}, {'id': 'toolu_01H6fV8JvRJNvXy47eRnd3jH', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_verifier', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwAMRdS21FeJfzQhM3s', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7396, 'output_tokens': 770, 'output_tokens_details': {'thinking_tokens': 739}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='skeptic', id='lc_run--01a0fe03-4ae9-76c0-89a6-4f0b114e3030-0', tool_calls=[{'name': 'transfer_to_verifier', 'args': {}, 'id': 'toolu_01H6fV8JvRJNvXy47eRnd3jH', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 7396, 'output_tokens': 770, 'total_tokens': 8166, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 739}}), ToolMessage(content='Successfully transferred to verifier', name='transfer_to_verifier', tool_call_id='toolu_01H6fV8JvRJNvXy47eRnd3jH')], 'active_agent': 'verifier'}, goto='verifier'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='skeptic:3dfc4328-0d19-e1ea-bcda-3d3d36d7cda8', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. 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Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7396, 'output_tokens': 770, 'total_tokens': 8166, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 739}}), ToolMessage(content='Successfully transferred to verifier', name='transfer_to_verifier', tool_call_id='toolu_01H6fV8JvRJNvXy47eRnd3jH')], 'active_agent': 'verifier'}, goto='verifier'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='skeptic:3dfc4328-0d19-e1ea-bcda-3d3d36d7cda8', update={'messages': 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Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 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^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. 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An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7509, 'output_tokens': 88, 'total_tokens': 7597, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 55}}), ToolMessage(content='Successfully transferred to red_team', name='transfer_to_red_team', tool_call_id='toolu_01XEAuhQHCBdyCwtymZwFfDi')], 'active_agent': 'red_team'}, goto='red_team'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='verifier:544dea40-e16b-458c-1464-128e1b9b10a9', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7509, 'output_tokens': 88, 'total_tokens': 7597, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 55}}), ToolMessage(content='Successfully transferred to red_team', name='transfer_to_red_team', tool_call_id='toolu_01XEAuhQHCBdyCwtymZwFfDi')], 'active_agent': 'red_team'}, goto='red_team'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='verifier:544dea40-e16b-458c-1464-128e1b9b10a9', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7509, 'output_tokens': 88, 'total_tokens': 7597, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 55}}), ToolMessage(content='Successfully transferred to red_team', name='transfer_to_red_team', tool_call_id='toolu_01XEAuhQHCBdyCwtymZwFfDi')], 'active_agent': 'red_team'}, goto='red_team'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='verifier:544dea40-e16b-458c-1464-128e1b9b10a9', update={'messages': 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7509, 'output_tokens': 88, 'total_tokens': 7597, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 55}}), ToolMessage(content='Successfully transferred to red_team', name='transfer_to_red_team', tool_call_id='toolu_01XEAuhQHCBdyCwtymZwFfDi')], 'active_agent': 'red_team'}, goto='red_team'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='verifier:544dea40-e16b-458c-1464-128e1b9b10a9', update={'messages': 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7416, 'output_tokens': 151, 'total_tokens': 7567, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 119}}), ToolMessage(content='Successfully transferred to editor', name='transfer_to_editor', tool_call_id='toolu_01VBrWdWEWYgit4kNYehBMU5')], 'active_agent': 'editor'}, goto='editor'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='__parent__', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. 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Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. 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An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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Must be absolute, not relative.\",\"type\":\"string\"}},\"required\":[\"path\"],\"type\":\"object\"},\"description\":\"Lists all files in a directory.\\n\\nThis is useful for exploring the filesystem and finding the right file to read or edit.\\nYou should almost ALWAYS use this tool before using the read_file or edit_file tools.\"},{\"name\":\"read_file\",\"input_schema\":{\"properties\":{\"file_path\":{\"description\":\"Absolute path to the file to read. Must be absolute, not relative.\",\"type\":\"string\"},\"offset\":{\"default\":0,\"description\":\"Line number to start reading from (0-indexed). Use for pagination of large files.\",\"type\":\"integer\"},\"limit\":{\"default\":100,\"description\":\"Maximum number of lines to read. Use for pagination of large files.\",\"type\":\"integer\"}},\"required\":[\"file_path\"],\"type\":\"object\"},\"description\":\"Reads a file from the filesystem. Assume any path the user provides is valid; reading a missing file returns an error.\\n\\nUsage:\\n- By default, it reads up to 100 lines starting from the beginning of the file. Use `offset`/`limit` to page through large files instead of reading them whole.\\n- A status header, `@@ field | field | ... @@`, sits above the file content, and every line after it is verbatim file content. When content is truncated, there may be an explanation before the header. Never include the header when editing.\\n- Speculatively batch multiple `read_file` calls in one response when several files may be useful.\\n- An empty file returns a system-reminder warning in place of contents.\\n- Large tool results may be offloaded to a file; the tool message gives the path. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7416, 'output_tokens': 151, 'total_tokens': 7567, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 119}}), ToolMessage(content='Successfully transferred to editor', name='transfer_to_editor', tool_call_id='toolu_01VBrWdWEWYgit4kNYehBMU5')], 'active_agent': 'editor'}, goto='editor'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='red_team:15ccef64-4162-9e02-e87c-4cb0eb6ea16b', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7416, 'output_tokens': 151, 'total_tokens': 7567, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 119}}), ToolMessage(content='Successfully transferred to editor', name='transfer_to_editor', tool_call_id='toolu_01VBrWdWEWYgit4kNYehBMU5')], 'active_agent': 'editor'}, goto='editor'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='red_team:15ccef64-4162-9e02-e87c-4cb0eb6ea16b', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Keep the run short and do not ask follow-up questions.', additional_kwargs={}, response_metadata={}, id='46204305-f8ee-4384-9ce8-fcd80bfcdf75'), AIMessage(content=[{'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'caller': {'type': 'direct'}, 'input': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'name': 'web_search', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011Cfdw9aW9brenPqgybfNwP', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 2845, 'output_tokens': 73, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 'standard'}, 'model_name': 'claude-sonnet', 'model_provider': 'anthropic'}, name='researcher', id='lc_run--01a0fe03-21a3-7000-a381-284a6a0c03f7-0', tool_calls=[{'name': 'web_search', 'args': {'query': 'docs.python.org tuples immutable sequences lists mutable data structures tutorial'}, 'id': 'toolu_01B2LfHGDjYSFJhmiXNj4CuQ', 'type': 'tool_call'}], invalid_tool_calls=[], usage_metadata={'input_tokens': 2845, 'output_tokens': 73, 'total_tokens': 2918, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 0}}), ToolMessage(content='[{\"title\": \"5. Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\n## 5.4.\\\\n...\\\\n. Set objects\\\\n...\\\\n## 5.5. Dictionaries\\\\u00b6\\\\n\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. 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The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). 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Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7416, 'output_tokens': 151, 'total_tokens': 7567, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 119}}), ToolMessage(content='Successfully transferred to editor', name='transfer_to_editor', tool_call_id='toolu_01VBrWdWEWYgit4kNYehBMU5')], 'active_agent': 'editor'}, goto='editor'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='red_team:15ccef64-4162-9e02-e87c-4cb0eb6ea16b', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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invalid_tool_calls=[], usage_metadata={'input_tokens': 7416, 'output_tokens': 151, 'total_tokens': 7567, 'input_token_details': {'cache_read': 0, 'cache_creation': 0, 'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_token_details': {'reasoning': 119}}), ToolMessage(content='Successfully transferred to editor', name='transfer_to_editor', tool_call_id='toolu_01VBrWdWEWYgit4kNYehBMU5')], 'active_agent': 'editor'}, goto='editor'))Traceback (most recent call last):\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 707, in invoke\n input = context.run(step.invoke, input, config, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 3913, in invoke\n for chunk in self.stream(\n ~~~~~~~~~~~^\n input,\n ^^^^^^\n ...<11 lines>...\n **kwargs,\n ^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/main.py\", line 2967, in stream\n for _ in runner.tick(\n ~~~~~~~~~~~^\n [t for t in loop.tasks.values() if not t.writes],\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ...<2 lines>...\n schedule_task=loop.accept_push,\n ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n ):\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_runner.py\", line 207, in tick\n run_with_retry(\n ~~~~~~~~~~~~~~^\n t,\n ^^\n ...<10 lines>...\n },\n ^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_retry.py\", line 617, in run_with_retry\n return task.proc.invoke(task.input, config)\n ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 709, in invoke\n input = step.invoke(input, config)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/_internal/_runnable.py\", line 447, in invoke\n ret = self.func(*args, **kwargs)\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 84, in _write\n self.do_write(\n ~~~~~~~~~~~~~^\n config,\n ^^^^^^^\n writes,\n ^^^^^^^\n )\n ^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 126, in do_write\n write(_assemble_writes(writes))\n ~~~~~~~~~~~~~~~~^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/pregel/_write.py\", line 181, in _assemble_writes\n if ww := w.mapper(w.value):\n ~~~~~~~~^^^^^^^^^\n\n\n File \"/workspace/deeplite/.venv/lib/python3.13/site-packages/langgraph/graph/state.py\", line 1762, in _control_branch\n raise ParentCommand(command)\n\n\nlanggraph.errors.ParentCommand: Command(graph='red_team:15ccef64-4162-9e02-e87c-4cb0eb6ea16b', update={'messages': [HumanMessage(content='For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\\\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n>>> t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n>>> v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\\\n\\\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\\\n...\\\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\\\u2014 dict). Dictionaries are sometimes found in other languages as \\\\u201cassociative memories\\\\u201d or \\\\u201cassociative arrays\\\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\\\n...\\\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\\\n...\\\\n### 3.2.5. Sequences\\\\u00b6\\\\n...\\\\n#### 3.2.5.1. Immutable sequences\\\\u00b6\\\\n\\\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\\\n\\\\nThe following types are immutable sequences:\\\\n...\\\\nTuples\\\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\\\u2018singleton\\\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\\\n...\\\\n#### 3.2.5.2. Mutable sequences\\\\u00b6\\\\n\\\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\\\n...\\\\nThere are currently two intrinsic mutable sequence types:\\\\n\\\\nLists\\\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\nmutable sequence types is\\\\n...\\\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\ntuple(iterable=\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\\\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\\\u2019t return a ... , never return the collection instance itself but `None`.\\\\n...\\\\n## Sequence Types \\\\u2014 `list`, `tuple`, `range`\\\\u00b6\\\\n\\\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\\\n...\\\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\\\n...\\\\n### Immutable Sequence Types\\\\u00b6\\\\n...\\\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\\\n...\\\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\\\n...\\\\n### Mutable Sequence Types\\\\u00b6\\\\n...\\\\n### Lists\\\\u00b6\\\\n\\\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\\\n...\\\\n### Tuples\\\\u00b6\\\\n\\\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\\\n...\\\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple(\\'abc\\')` returns `(\\'a\\', \\'b\\', \\'c\\')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\\\n...\\\\nTuples implement all of the common sequence operations.\\\\n...\\\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\\\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\\\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\\\n...\\\\n## 5.3. Tuples and Sequences\\\\u00b6\\\\n\\\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\\\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\\\n\\\\nA tuple consists of a number of values separated by commas, for instance:\\\\n...\\\\n>>> # Tuples are immutable:\\\\n... t[0] = 88888\\\\nTraceback (most recent call last):\\\\n File \\\\\"\\\\\", line 1, in \\\\nTypeError: \\'tuple\\' object does not support item assignment\\\\n>>> # but they can contain mutable objects:\\\\n... v = ([1, 2, 3], [3, 2, 1])\\\\n>>> v\\\\n([1, 2, 3], [3, 2, 1])\\\\n...\\\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). 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Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and `extend()`.\"]}]', name='web_search', id='6e5125ac-3164-4a76-9c52-ac3460ce36e4', tool_call_id='toolu_01B2LfHGDjYSFJhmiXNj4CuQ'), AIMessage(content=[{'id': 'toolu_01Xjj3aRdWyhBJfPmTJBxQa9', 'caller': {'type': 'direct'}, 'input': {}, 'name': 'transfer_to_skeptic', 'type': 'tool_use', 'toolset_name': None}], additional_kwargs={}, response_metadata={'id': 'msg_011CfdwA6F4cCN5yhD4Crs9M', 'container': None, 'diagnostics': None, 'model': 'claude-sonnet', 'stop_details': None, 'stop_reason': 'tool_use', 'stop_sequence': None, 'usage': {'cache_creation': {'ephemeral_1h_input_tokens': 0, 'ephemeral_5m_input_tokens': 0}, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'inference_geo': 'global', 'input_tokens': 7378, 'output_tokens': 33, 'output_tokens_details': {'thinking_tokens': 0}, 'server_tool_use': None, 'service_tier': 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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- } - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "b2952a96b863250c304cef3376fe4c82", - "spanId": "e90628af060558bc", - "parentSpanId": "4bd8ddfd6bc728ed", - "name": "ChatAnthropic", - "kind": 1, - "startTimeUnixNano": "1790968035049609984", - "endTimeUnixNano": "1790968039090351104", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chat" - } - }, - { - "key": "gen_ai.serialized.name", - "value": { - "stringValue": "ChatAnthropic" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "llm" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "ChatAnthropic" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "anthropic" - } - }, - { - "key": "gen_ai.request.model", - "value": { - "stringValue": "claude-sonnet" - } - }, - { - "key": "gen_ai.tool.definitions", - "value": { - "stringValue": "[{\"name\":\"ls\",\"input_schema\":{\"properties\":{\"path\":{\"description\":\"Absolute path to the directory to list. Must be absolute, not relative.\",\"type\":\"string\"}},\"required\":[\"path\"],\"type\":\"object\"},\"description\":\"Lists all files in a directory.\\n\\nThis is useful for exploring the filesystem and finding the right file to read or edit.\\nYou should almost ALWAYS use this tool before using the read_file or edit_file tools.\"},{\"name\":\"read_file\",\"input_schema\":{\"properties\":{\"file_path\":{\"description\":\"Absolute path to the file to read. Must be absolute, not relative.\",\"type\":\"string\"},\"offset\":{\"default\":0,\"description\":\"Line number to start reading from (0-indexed). Use for pagination of large files.\",\"type\":\"integer\"},\"limit\":{\"default\":100,\"description\":\"Maximum number of lines to read. Use for pagination of large files.\",\"type\":\"integer\"}},\"required\":[\"file_path\"],\"type\":\"object\"},\"description\":\"Reads a file from the filesystem. Assume any path the user provides is valid; reading a missing file returns an error.\\n\\nUsage:\\n- By default, it reads up to 100 lines starting from the beginning of the file. Use `offset`/`limit` to page through large files instead of reading them whole.\\n- A status header, `@@ field | field | ... @@`, sits above the file content, and every line after it is verbatim file content. When content is truncated, there may be an explanation before the header. Never include the header when editing.\\n- Speculatively batch multiple `read_file` calls in one response when several files may be useful.\\n- An empty file returns a system-reminder warning in place of contents.\\n- Large tool results may be offloaded to a file; the tool message gives the path. Read that path here, paging with `offset`/`limit`.\\n- Images (`.png`, `.jpg`, etc.), audio, video, and PDFs return multimodal content blocks (https://docs.langchain.com/oss/python/langchain/messages#multimodal).\\n- For images and PDFs, pagination via `offset`/`limit` is text-only - supply `file_path` only\\n- Always read a file before editing it.\"},{\"name\":\"write_file\",\"input_schema\":{\"properties\":{\"file_path\":{\"description\":\"Absolute path where the file should be written. Must be absolute, not relative.\",\"type\":\"string\"},\"content\":{\"description\":\"The text content to write to the file. This parameter is required.\",\"type\":\"string\"}},\"required\":[\"file_path\",\"content\"],\"type\":\"object\"},\"description\":\"Writes content to a file. Creates the file if it does not exist; replaces it entirely if it does.\\n\\nUsage:\\n- Use this tool when you intend to create a new file or replace the whole file. You do not need to read the file first.\\n- Prefer to edit existing files (with the edit_file tool) over creating new ones when possible.\"},{\"name\":\"edit_file\",\"input_schema\":{\"properties\":{\"file_path\":{\"description\":\"Absolute path to the file to edit. Must be absolute, not relative.\",\"type\":\"string\"},\"old_string\":{\"description\":\"The exact text to find and replace. Must be unique in the file unless replace_all is True.\",\"type\":\"string\"},\"new_string\":{\"description\":\"The text to replace old_string with. Must be different from old_string.\",\"type\":\"string\"},\"replace_all\":{\"default\":false,\"description\":\"If True, replace all occurrences of old_string. If False (default), old_string must be unique.\",\"type\":\"boolean\"}},\"required\":[\"file_path\",\"old_string\",\"new_string\"],\"type\":\"object\"},\"description\":\"Performs exact string replacements in files.\\n\\nUsage:\\n- You must read the file before editing; this tool errors otherwise.\\n- Preserve the exact source indentation from the read output, and never include the read status header in old_string or new_string.\\n- Prefer editing an existing file over creating a new one.\\n- Only use emojis if the user explicitly requests it.\"},{\"name\":\"glob\",\"input_schema\":{\"properties\":{\"pattern\":{\"description\":\"Glob pattern to match files (e.g., '*.py', '**/*.py', '/subdir/**/*.md'). A pattern without '/' matches the file name at any depth; a pattern containing '/' matches the search-root-relative path; a leading '/' anchors to the search root ('/*.py' matches only top-level files). Leading-dot names are excluded unless the pattern segment starts with '.', so prefer the bare form '*.py' over '**/*.py' -- '**' will not descend into dot-directories like '.github'.\",\"type\":\"string\"},\"path\":{\"anyOf\":[{\"type\":\"string\"},{\"type\":\"null\"}],\"default\":null,\"description\":\"Base directory to search from. Defaults to the backend's default root.\"}},\"required\":[\"pattern\"],\"type\":\"object\"},\"description\":\"Find files matching a glob pattern, returning absolute paths.\\n\\nSupports `*` (any characters within a path segment), `**` (any directories), `?` (single character), `[abc]` (one character from a set), and `{a,b}` (alternatives), e.g. `*.py`, `src/**/*.py`, `*.{yml,yaml}`.\\n\\nA pattern without `/` matches the file name at any depth under the search root (`*.py` matches `src/app/main.py`). A pattern containing `/` matches the search-root-relative path (`src/**/*.py`). A leading `/` anchors to the search root (`/*.py` matches only top-level Python files).\\n\\nLeading-dot names are only matched when the pattern segment itself starts with `.` (use `.env`, or `.github/**/*.yml`). Because `**` will not descend into dot-directories, the bare form `*.yml` is *broader* than `**/*.yml` and is usually what you want.\"},{\"name\":\"grep\",\"input_schema\":{\"properties\":{\"pattern\":{\"description\":\"Text pattern to search for (literal string, not regex).\",\"type\":\"string\"},\"path\":{\"anyOf\":[{\"type\":\"string\"},{\"type\":\"null\"}],\"default\":null,\"description\":\"Directory to search in. Defaults to current working directory.\"},\"glob\":{\"anyOf\":[{\"type\":\"string\"},{\"type\":\"null\"}],\"default\":null,\"description\":\"Glob pattern (NOT regex) limiting which files are searched (e.g. '*.py', '*.ts'). 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"name":"write_file","type":"tool_use","toolset_name":null}],"additional_kwargs":{},"response_metadata":{"id":"msg_011CfdwBBaa9gjMCce16TUen","container":null,"diagnostics":null,"model":"claude-sonnet","stop_details":null,"stop_reason":"tool_use","stop_sequence":null,"usage":{"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"inference_geo":"global","input_tokens":8127,"output_tokens":433,"output_tokens_details":{"thinking_tokens":79},"server_tool_use":null,"service_tier":"standard"},"model_name":"claude-sonnet","model_provider":"anthropic"},"type":"ai","name":"editor","id":"lc_run--01a0fe03-76e9-7ca3-a5ff-63de66dd8dd1-0","tool_calls":[{"name":"write_file","args":{"file_path":"/answer.md","content":"**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"id":"toolu_01Bm8AU9EsQUwqoVLYpxKA77","type":"tool_call"}],"invalid_tool_calls":[],"usage_metadata":{"input_tokens":8127,"output_tokens":433,"total_tokens":8560,"input_token_details":{"cache_read":0,"cache_creation":0,"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_token_details":{"reasoning":79}}},{"content":"Updated file /answer.md","additional_kwargs":{},"response_metadata":{},"type":"tool","name":"write_file","id":"e3492e08-c869-47ec-a5f7-cc57ea5f6403","tool_call_id":"toolu_01Bm8AU9EsQUwqoVLYpxKA77","status":"success"},{"content":"I wrote the answer to `/answer.md`. It is about 100 words, under the 120-word limit.\n\nI did not get a skeptic or verifier check. I handed off to both, but neither returned any feedback. I also tried to hand off to a `red_team` agent, and that transfer isn't one of the tools I was given. I then wrote the answer myself from the official Python documentation search results. I didn't open the pages directly.\n\n**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html","additional_kwargs":{},"response_metadata":{"id":"msg_011CfdwBUsNhr19gQNVcFsUe","container":null,"diagnostics":null,"model":"claude-sonnet","stop_details":null,"stop_reason":"end_turn","stop_sequence":null,"usage":{"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"inference_geo":"global","input_tokens":8494,"output_tokens":415,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":null,"service_tier":"standard"},"model_name":"claude-sonnet","model_provider":"anthropic"},"type":"ai","name":"editor","id":"lc_run--01a0fe03-86bb-7661-a59f-a39d6b4e6b74-0","tool_calls":[],"invalid_tool_calls":[],"usage_metadata":{"input_tokens":8494,"output_tokens":415,"total_tokens":8909,"input_token_details":{"cache_read":0,"cache_creation":0,"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_token_details":{"reasoning":0}}}],"active_agent":"editor"}" - } - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "b2952a96b863250c304cef3376fe4c82", - "spanId": "41a84418436b8795", - "parentSpanId": "04ffc0db9ce0f358", - "name": "editor", - "kind": 1, - "startTimeUnixNano": "1790968035042877952", - "endTimeUnixNano": "1790968042918639872", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "editor" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langgraph" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "5" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "editor" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"branch:to:editor\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"editor\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "editor:42b8f95e-d208-6d0d-c59e-cc043f552134" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "langsmith.span.tags", - "value": { - "stringValue": "graph:step:5" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "{"messages":[{"content":"For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and 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vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"name":"write_file","type":"tool_use","toolset_name":null}],"additional_kwargs":{},"response_metadata":{"id":"msg_011CfdwBBaa9gjMCce16TUen","container":null,"diagnostics":null,"model":"claude-sonnet","stop_details":null,"stop_reason":"tool_use","stop_sequence":null,"usage":{"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"inference_geo":"global","input_tokens":8127,"output_tokens":433,"output_tokens_details":{"thinking_tokens":79},"server_tool_use":null,"service_tier":"standard"},"model_name":"claude-sonnet","model_provider":"anthropic"},"type":"ai","name":"editor","id":"lc_run--01a0fe03-76e9-7ca3-a5ff-63de66dd8dd1-0","tool_calls":[{"name":"write_file","args":{"file_path":"/answer.md","content":"**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"id":"toolu_01Bm8AU9EsQUwqoVLYpxKA77","type":"tool_call"}],"invalid_tool_calls":[],"usage_metadata":{"input_tokens":8127,"output_tokens":433,"total_tokens":8560,"input_token_details":{"cache_read":0,"cache_creation":0,"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_token_details":{"reasoning":79}}},{"content":"Updated file /answer.md","additional_kwargs":{},"response_metadata":{},"type":"tool","name":"write_file","id":"e3492e08-c869-47ec-a5f7-cc57ea5f6403","tool_call_id":"toolu_01Bm8AU9EsQUwqoVLYpxKA77","status":"success"},{"content":"I wrote the answer to `/answer.md`. It is about 100 words, under the 120-word limit.\n\nI did not get a skeptic or verifier check. I handed off to both, but neither returned any feedback. I also tried to hand off to a `red_team` agent, and that transfer isn't one of the tools I was given. I then wrote the answer myself from the official Python documentation search results. I didn't open the pages directly.\n\n**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html","additional_kwargs":{},"response_metadata":{"id":"msg_011CfdwBUsNhr19gQNVcFsUe","container":null,"diagnostics":null,"model":"claude-sonnet","stop_details":null,"stop_reason":"end_turn","stop_sequence":null,"usage":{"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"inference_geo":"global","input_tokens":8494,"output_tokens":415,"output_tokens_details":{"thinking_tokens":0},"server_tool_use":null,"service_tier":"standard"},"model_name":"claude-sonnet","model_provider":"anthropic"},"type":"ai","name":"editor","id":"lc_run--01a0fe03-86bb-7661-a59f-a39d6b4e6b74-0","tool_calls":[],"invalid_tool_calls":[],"usage_metadata":{"input_tokens":8494,"output_tokens":415,"total_tokens":8909,"input_token_details":{"cache_read":0,"cache_creation":0,"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_token_details":{"reasoning":0}}}]}" - } - } - ], - "status": { - "code": 1 - }, - "flags": 256 - }, - { - "traceId": "b2952a96b863250c304cef3376fe4c82", - "spanId": "4809a44f637a7046", - "parentSpanId": "41a84418436b8795", - "name": "editor", - "kind": 1, - "startTimeUnixNano": "1790968035043306240", - "endTimeUnixNano": "1790968042918324992", - "attributes": [ - { - "key": "gen_ai.operation.name", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.span.kind", - "value": { - "stringValue": "chain" - } - }, - { - "key": "langsmith.trace.name", - "value": { - "stringValue": "editor" - } - }, - { - "key": "langsmith.trace.session_name", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "gen_ai.system", - "value": { - "stringValue": "langchain" - } - }, - { - "key": "langsmith.metadata.ls_integration", - "value": { - "stringValue": "langchain_create_agent" - } - }, - { - "key": "langsmith.metadata.langgraph_step", - "value": { - "intValue": "5" - } - }, - { - "key": "langsmith.metadata.langgraph_node", - "value": { - "stringValue": "editor" - } - }, - { - "key": "langsmith.metadata.langgraph_triggers", - "value": { - "stringValue": "[\"branch:to:editor\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_path", - "value": { - "stringValue": "[\"__pregel_pull\",\"editor\"]" - } - }, - { - "key": "langsmith.metadata.langgraph_checkpoint_ns", - "value": { - "stringValue": "editor:42b8f95e-d208-6d0d-c59e-cc043f552134" - } - }, - { - "key": "langsmith.metadata.lc_agent_name", - "value": { - "stringValue": "editor" - } - }, - { - "key": "langsmith.metadata.checkpoint_ns", - "value": { - "stringValue": "editor:42b8f95e-d208-6d0d-c59e-cc043f552134" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_OTLP_TRACES_ENDPOINT", - "value": { - "stringValue": "http://127.0.0.1:58108/langsmith/v1/traces" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_PROJECT", - "value": { - "stringValue": "litellm-fixture" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING", - "value": { - "stringValue": "true" - } - }, - { - "key": "langsmith.metadata.LANGSMITH_TRACING_MODE", - "value": { - "stringValue": "otel" - } - }, - { - "key": "langsmith.metadata.revision_id", - "value": { - "stringValue": "abd4db9" - } - }, - { - "key": "langsmith.span.tags", - "value": { - "stringValue": "seq:step:1" - } - }, - { - "key": "gen_ai.prompt", - "value": { - "bytesValue": "{"messages":[{"content":"For a synthetic tracing fixture, explain Python tuple versus list immutability in at most 120 words. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and 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vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"name":"write_file","type":"tool_use","toolset_name":null}],"additional_kwargs":{},"response_metadata":{"id":"msg_011CfdwBBaa9gjMCce16TUen","container":null,"diagnostics":null,"model":"claude-sonnet","stop_details":null,"stop_reason":"tool_use","stop_sequence":null,"usage":{"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"inference_geo":"global","input_tokens":8127,"output_tokens":433,"output_tokens_details":{"thinking_tokens":79},"server_tool_use":null,"service_tier":"standard"},"model_name":"claude-sonnet","model_provider":"anthropic"},"type":"ai","name":"editor","id":"lc_run--01a0fe03-76e9-7ca3-a5ff-63de66dd8dd1-0","tool_calls":[{"name":"write_file","args":{"file_path":"/answer.md","content":"**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"id":"toolu_01Bm8AU9EsQUwqoVLYpxKA77","type":"tool_call"}],"invalid_tool_calls":[],"usage_metadata":{"input_tokens":8127,"output_tokens":433,"total_tokens":8560,"input_token_details":{"cache_read":0,"cache_creation":0,"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":0},"output_token_details":{"reasoning":79}}},{"content":"Updated file /answer.md","additional_kwargs":{},"response_metadata":{},"type":"tool","name":"write_file","id":"e3492e08-c869-47ec-a5f7-cc57ea5f6403","tool_call_id":"toolu_01Bm8AU9EsQUwqoVLYpxKA77","status":"success"},{"content":"I wrote the answer to `/answer.md`. It is about 100 words, under the 120-word limit.\n\nI did not get a skeptic or verifier check. I handed off to both, but neither returned any feedback. I also tried to hand off to a `red_team` agent, and that transfer isn't one of the tools I was given. I then wrote the answer myself from the official Python documentation search results. I didn't open the pages directly.\n\n**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. 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Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n>>> t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n>>> v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like `append()` and 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A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"name":"write_file","type":"tool_use","toolset_name":null}],"additional_kwargs":{},"response_metadata":{"id":"msg_011CfdwBBaa9gjMCce16TUen","container":null,"diagnostics":null,"model":"claude-sonnet","stop_details":null,"stop_reason":"tool_use","stop_sequence":null,"usage":{"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"inference_geo":"global","input_tokens":8127,"output_tokens":433,"output_tokens_details":{"thinking_tokens":79},"server_tool_use":null,"service_tier":"standard"},"model_name":"claude-sonnet","model_provider":"anthropic"},"type":"ai","name":"editor","id":"lc_run--01a0fe03-76e9-7ca3-a5ff-63de66dd8dd1-0","tool_calls":[{"name":"write_file","args":{"file_path":"/answer.md","content":"**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. 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Data Structures \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like`insert`,`remove` or`sort` that only modify the list have no return value printed \\u2013 they return the default`None`. [1] This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. 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Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of namedtuples). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. You can\\u2019t use lists as keys, since lists can be modified in place using index assignments, slice assignments, or methods like append() and extend().\"]}, {\"title\": \"3. Data model \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/reference/datamodel.html\", \"highlights\": [\"The value of some objects can change. Objects whose value can change are said to be mutable; objects whose value is unchangeable once they are created are called immutable. (The value of an immutable container object that contains a reference to a mutable object can change when the latter\\u2019s value is changed; however the container is still considered immutable, because the collection of objects it contains cannot be changed. So, immutability is not strictly the same as having an unchangeable value, it is more subtle.) An object\\u2019s mutability is determined by its type; for instance, numbers, strings and tuples are immutable, while dictionaries and lists are mutable.\\n...\\nSome objects contain references to other objects; these are called containers. Examples of containers are tuples, lists and dictionaries. The references are part of a container\\u2019s value. In most cases, when we talk about the value of a container, we imply the values, not the identities of the contained objects; however, when we talk about the mutability of a container, only the identities of the immediately contained objects are implied. So, if an immutable container (like a tuple) contains a reference to a mutable object, its value changes if that mutable object is changed.\\n...\\n### 3.2.5. Sequences\\u00b6\\n...\\n#### 3.2.5.1. Immutable sequences\\u00b6\\n\\nAn object of an immutable sequence type cannot change once it is created. (If the object contains references to other objects, these other objects may be mutable and may be changed; however, the collection of objects directly referenced by an immutable object cannot change.)\\n\\nThe following types are immutable sequences:\\n...\\nTuples\\n: The items of a `tuple` are arbitrary Python objects. Tuples of two or more items are formed by comma-separated lists of expressions. A tuple of one item (a \\u2018singleton\\u2019) can be formed by affixing a comma to an expression (an expression by itself does not create a tuple, since parentheses must be usable for grouping of expressions). An empty tuple can be formed by an empty pair of parentheses.\\n...\\n#### 3.2.5.2. Mutable sequences\\u00b6\\n\\nMutable sequences can be changed after they are created. The subscription and slicing notations can be used as the target of assignment and `del` (delete) statements.\\n...\\nThere are currently two intrinsic mutable sequence types:\\n\\nLists\\n: The items of a list are arbitrary Python objects. Lists are formed by placing a comma-separated list of expressions in square brackets. (Note that there are no special cases needed to form lists of length 0 or 1.)\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.7 documentation\", \"url\": \"https://docs.python.org/3/builtins/stdtypes.html\", \"highlights\": [\"collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and range objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... mutable and immutable. The `collections. ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\nmutable sequence types is\\n...\\nsupport allows immutable sequences, ... , to be used as `dict` keys and stored in ... enset` instances\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\ntuple(iterable=\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"Built-in Types \\u2014 Python 3.14.5 documentation\", \"url\": \"https://docs.python.org/3/library/stdtypes.html\", \"highlights\": [\"Some collection classes are mutable. The methods that add, subtract, or rearrange their ... in place, and don\\u2019t return a ... , never return the collection instance itself but `None`.\\n...\\n## Sequence Types \\u2014 `list`, `tuple`, `range`\\u00b6\\n\\nThere are three basic sequence types: lists, tuples, and ... objects. Additional sequence types tailored for processing of binary data and text strings are described in dedicated sections.\\n...\\nThe operations in the following table ... immutable. The ` ... is provided to make ... easier to correctly implement these operations on custom sequence types\\n...\\n### Immutable Sequence Types\\u00b6\\n...\\noperation that immutable sequence ... by mutable sequence types is ... `hash()`\\n...\\nThis support allows immutable sequences, such as `tuple` instances, to be used as `dict` keys and stored in `set` and `frozenset` instances.\\n...\\n### Mutable Sequence Types\\u00b6\\n...\\n### Lists\\u00b6\\n\\nLists are mutable sequences, typically used to store collections of homogeneous items (where the precise degree of similarity will vary by application).\\n...\\n### Tuples\\u00b6\\n\\nTuples are immutable sequences, typically used to store collections of heterogeneous data (such as the 2-tuples produced by the `enumerate()` built-in). Tuples are also used for cases where an immutable sequence of homogeneous data is needed (such as allowing storage in a `set` or `dict` instance).\\n...\\nThe constructor builds a tuple whose items are the same and in the same order as iterable\\u2019s items. iterable may be either a sequence, a container that supports iteration, or an iterator object. If iterable is already a tuple, it is returned unchanged. For example, `tuple('abc')` returns `('a', 'b', 'c')` and `tuple( [1, 2, 3] )` returns `(1, 2, 3)`. If no argument is given, the constructor creates a new empty tuple, `()`.\\n...\\nTuples implement all of the common sequence operations.\\n...\\nFor heterogeneous collections of data where access by name is clearer than access by index, `collections.namedtuple()` may be a more appropriate choice than a simple tuple object.\"]}, {\"title\": \"5. Data Structures \\u2014 Python 3.10.20 documentation\", \"url\": \"https://docs.python.org/3.10/tutorial/datastructures.html\", \"highlights\": [\"You might have noticed that methods like `insert`, `remove` or `sort` that only modify the list have no return value printed \\u2013 they return the default `None`. 1 This is a design principle for all mutable data structures in Python.\\n...\\n## 5.3. Tuples and Sequences\\u00b6\\n\\nWe saw that lists and strings have many common properties, such as indexing and slicing operations. They are two examples of sequence data types (see Sequence Types \\u2014 list, tuple, range). Since Python is an evolving language, other sequence data types may be added. There is also another standard sequence data type: the tuple.\\n\\nA tuple consists of a number of values separated by commas, for instance:\\n...\\n>>> # Tuples are immutable:\\n... t[0] = 88888\\nTraceback (most recent call last):\\n  File \\\"<stdin>\\\", line 1, in <module>\\nTypeError: 'tuple' object does not support item assignment\\n>>> # but they can contain mutable objects:\\n... v = ([1, 2, 3], [3, 2, 1])\\n>>> v\\n([1, 2, 3], [3, 2, 1])\\n...\\nAs you see, on output tuples are always enclosed in parentheses, so that nested tuples are interpreted correctly; they may be input with or without surrounding parentheses, although often parentheses are necessary anyway (if the tuple is part of a larger expression). It is not possible to assign to the individual items of a tuple, however it is possible to create tuples which contain mutable objects, such as lists.\\n\\nThough tuples may seem similar to lists, they are often used in different situations and for different purposes. Tuples are immutable, and usually contain a heterogeneous sequence of elements that are accessed via unpacking (see later in this section) or indexing (or even by attribute in the case of `namedtuples`). Lists are mutable, and their elements are usually homogeneous and are accessed by iterating over the list.\\n...\\n## 5.4.\\n...\\n. Set objects\\n...\\n## 5.5. Dictionaries\\u00b6\\n\\nAnother useful data type built into Python is the dictionary (see Mapping Types \\u2014 dict). Dictionaries are sometimes found in other languages as \\u201cassociative memories\\u201d or \\u201cassociative arrays\\u201d. Unlike sequences, which are indexed by a range of numbers, dictionaries are indexed by keys, which can be any immutable type; strings and numbers can always be keys. Tuples can be used as keys if they contain only strings, numbers, or tuples; if a tuple contains any mutable object either directly or indirectly, it cannot be used as a key. 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A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html\n"},"name":"write_file","type":"tool_use","toolset_name":null}],"response_metadata":{"id":"msg_011CfdwBBaa9gjMCce16TUen","container":null,"diagnostics":null,"model":"claude-sonnet","stop_details":null,"stop_reason":"tool_use","stop_sequence":null,"usage":{"cache_creation":{"ephemeral_1h_input_tokens":0,"ephemeral_5m_input_tokens":0},"cache_creation_input_tokens":0,"cache_read_input_tokens":0,"inference_geo":"global","input_tokens":8127,"output_tokens":433,"output_tokens_details":{"thinking_tokens":79},"server_tool_use":null,"service_tier":"standard"},"model_name":"claude-sonnet","model_provider":"anthropic"},"type":"ai","name":"editor","id":"lc_run--01a0fe03-76e9-7ca3-a5ff-63de66dd8dd1-0","tool_calls":[{"name":"write_file","args":{"file_path":"/answer.md","content":"**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. 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Use only official Python documentation if you search. Have the skeptic and verifier check it, then have the editor write /answer.md. Keep the run short and do not ask follow-up questions." - } - }, - { - "key": "output.value", - "value": { - "stringValue": "I wrote the answer to `/answer.md`. It is about 100 words, under the 120-word limit.\n\nI did not get a skeptic or verifier check. I handed off to both, but neither returned any feedback. I also tried to hand off to a `red_team` agent, and that transfer isn't one of the tools I was given. I then wrote the answer myself from the official Python documentation search results. I didn't open the pages directly.\n\n**Tuple vs. list immutability (Python)**\n\nA tuple is immutable: once created, you can't assign to its items, and the collection of objects it references can't change. `t[0] = 1` raises `TypeError`. A list is mutable: you can change it in place with index or slice assignment, `append()`, `extend()`, `sort()` and similar methods.\n\nTuple immutability is shallow. If a tuple holds a mutable object, such as a list, that inner object can still change, and so the tuple's value changes. Because of this, a tuple can be a `dict` key or `set` member only if everything inside it is hashable. A list can never be a key.\n\nSources:\n- https://docs.python.org/3/tutorial/datastructures.html\n- https://docs.python.org/3/reference/datamodel.html\n- https://docs.python.org/3/library/stdtypes.html" - } - } - ], - "status": {}, - "flags": 256 - } - ] - } - ] - } - ] -} diff --git a/litellm-rust/crates/traces/tests/normalization_formats.rs b/litellm-rust/crates/traces/tests/normalization_formats.rs index dfa5753978d..0cb2152ab19 100644 --- a/litellm-rust/crates/traces/tests/normalization_formats.rs +++ b/litellm-rust/crates/traces/tests/normalization_formats.rs @@ -746,6 +746,7 @@ fn transport_contract_keeps_independent_call_ids(span: Span) { #[case::unrelated_scope("custom", "gateway.request", "true", "POST", false)] #[case::unrelated_span("litellm.gateway.client", "step", "true", "POST", false)] #[case::missing_contract("litellm.gateway.client", "gateway.request", "", "POST", false)] +#[case::disabled_contract("litellm.gateway.client", "gateway.request", "false", "POST", false)] #[case::unrelated_method("litellm.gateway.client", "gateway.request", "true", "GET", false)] fn gateway_attempt_contract_requires_recorded_request_boundary( span: Span, @@ -774,7 +775,7 @@ fn gateway_attempt_contract_requires_recorded_request_boundary( decoded.normalized.calls, if complete { CallEvidence::Complete(std::collections::BTreeSet::from([ - CallKey::Transport, + CallKey::GatewayAttempt, gateway, ])) } else { diff --git a/litellm-rust/crates/traces/tests/normalize.rs b/litellm-rust/crates/traces/tests/normalize.rs index cab1bb8d08f..ccc0c3bb224 100644 --- a/litellm-rust/crates/traces/tests/normalize.rs +++ b/litellm-rust/crates/traces/tests/normalize.rs @@ -120,8 +120,6 @@ fn array<'a>(value: &'a Value, key: &str) -> &'a [Value] { #[case::crewai_swarm(include_bytes!("fixtures/crewai_swarm.json"))] #[case::deepagents_simple(include_bytes!("fixtures/deepagents_simple.json"))] #[case::deepagents_swarm(include_bytes!("fixtures/deepagents_swarm.json"))] -#[case::deeplite_auth_error(include_bytes!("fixtures/deeplite_auth_error.json"))] -#[case::deeplite_swarm(include_bytes!("fixtures/deeplite_swarm.json"))] #[case::google_adk_simple(include_bytes!("fixtures/google_adk_simple.json"))] #[case::google_adk_swarm(include_bytes!("fixtures/google_adk_swarm.json"))] #[case::langchain_simple(include_bytes!("fixtures/langchain_simple.json"))] @@ -255,6 +253,7 @@ fn llamaindex_wrapped_responses_keep_provider_call_keys(#[case] body: &[u8]) { #[case::request(litellm_traces::CallKey::LiteLlmRequest("request:with:colons".to_owned()))] #[case::response(litellm_traces::CallKey::ProviderResponse("response:with:colons".to_owned()))] #[case::transport(litellm_traces::CallKey::Transport)] +#[case::gateway_attempt(litellm_traces::CallKey::GatewayAttempt)] fn call_keys_round_trip_through_storage(#[case] key: litellm_traces::CallKey) { assert_eq!( key.to_string().parse::().unwrap(), @@ -272,6 +271,8 @@ fn call_keys_round_trip_through_storage(#[case] key: litellm_traces::CallKey) { #[case::missing_response("provider_response:")] #[case::missing_request("litellm_request:")] #[case::transport_id("transport:unexpected")] +#[case::gateway_attempt_separator("gateway_attempt")] +#[case::gateway_attempt_id("gateway_attempt:unexpected")] #[case::unknown("unknown:id")] fn malformed_call_keys_are_rejected_at_the_boundary(#[case] encoded: &str) { assert!(encoded.parse::().is_err()); diff --git a/litellm-rust/crates/traces/tests/otlp.rs b/litellm-rust/crates/traces/tests/otlp.rs index 1a38bd15ffd..eb17bdc374b 100644 --- a/litellm-rust/crates/traces/tests/otlp.rs +++ b/litellm-rust/crates/traces/tests/otlp.rs @@ -1333,3 +1333,98 @@ fn resource_identity_preserves_explicit_names_and_sdk_fallbacks( expected ); } + +#[rstest] +#[case::depth(litellm_traces::DecodeLimits { depth: 1, ..Default::default() })] +#[case::nodes(litellm_traces::DecodeLimits { nodes: 1, ..Default::default() })] +#[case::spans(litellm_traces::DecodeLimits { spans: 1, ..Default::default() })] +#[case::attributes(litellm_traces::DecodeLimits { attributes: 1, ..Default::default() })] +#[case::events(litellm_traces::DecodeLimits { events: 1, ..Default::default() })] +#[case::links(litellm_traces::DecodeLimits { links: 1, ..Default::default() })] +#[case::decoded_bytes(litellm_traces::DecodeLimits { decoded_span_bytes: 1, ..Default::default() })] +fn configurable_decode_limits_apply_to_both_wire_formats( + mut span: Span, + #[case] limits: litellm_traces::DecodeLimits, +) { + use opentelemetry_proto::tonic::{ + common::v1::KeyValue, + trace::v1::span::{Event, Link}, + }; + use prost::Message; + span.attributes = vec![ + KeyValue { + key: "a".into(), + ..Default::default() + }, + KeyValue { + key: "b".into(), + ..Default::default() + }, + ]; + span.events = vec![Event::default(), Event::default()]; + span.links = vec![ + Link { + trace_id: vec![1; 16], + span_id: vec![2; 8], + ..Default::default() + }; + 2 + ]; + let mut request = request_with(span.clone()); + request.resource_spans[0].scope_spans[0].spans.push(span); + for (body, content_type) in [ + (serde_json::to_vec(&request).unwrap(), "application/json"), + (request.encode_to_vec(), "application/x-protobuf"), + ] { + assert!(matches!( + litellm_traces::decode_otlp_with_limits(&body, Some(content_type), limits), + Err(litellm_traces::Error::TooLarge) + )); + assert_eq!( + litellm_traces::decode_otlp_with_limits( + &body, + Some(content_type), + litellm_traces::DecodeLimits::default() + ) + .unwrap() + .len(), + 2 + ); + } +} + +#[test] +fn environment_decode_limits_are_used_and_invalid_values_fail() { + for value in ["2", "4", "0", "invalid"] { + let result = std::process::Command::new(std::env::current_exe().unwrap()) + .args(["--exact", "environment_decode_limits_child"]) + .env("LITELLM_TEST_DECODE_LIMIT", value) + .env("OTLP_MAX_SPANS", value) + .output() + .unwrap(); + assert!( + result.status.success(), + "{}", + String::from_utf8_lossy(&result.stdout) + ); + } +} + +#[test] +fn environment_decode_limits_child() { + let Ok(value) = std::env::var("LITELLM_TEST_DECODE_LIMIT") else { + return; + }; + let result = decode_otlp( + include_bytes!("fixtures/opentelemetry_simple.json"), + Some("application/json"), + ); + match value.as_str() { + "2" => assert!(matches!(result, Err(litellm_traces::Error::TooLarge))), + "4" => assert_eq!(result.unwrap().len(), 3), + _ => assert!(matches!( + result, + Err(litellm_traces::Error::InvalidLimit("OTLP_MAX_SPANS")) + )), + } +} diff --git a/litellm-rust/crates/traces/tests/resolve.rs b/litellm-rust/crates/traces/tests/resolve.rs index ee9c3ce11b7..4200e4e21c6 100644 --- a/litellm-rust/crates/traces/tests/resolve.rs +++ b/litellm-rust/crates/traces/tests/resolve.rs @@ -579,7 +579,7 @@ fn sibling_transports_belong_to_the_only_model_call_under_their_parent( 10, ); transport.trace_id = "trace".into(); - transport.call_keys = vec!["transport:".parse().unwrap()]; + transport.call_keys = vec![litellm_traces::CallKey::GatewayAttempt]; transport.call_evidence = Some(litellm_traces::CallEvidenceKind::Complete); let mut rows = vec![ owned( @@ -605,11 +605,15 @@ fn sibling_transports_belong_to_the_only_model_call_under_their_parent( } #[rstest] -#[case::without_tool_http_sibling(None, Some(0.5))] -#[case::after_call(Some((200, 10)), Some(0.5))] -#[case::inside_call_without_spend(Some((10, 10)), None)] +#[case::without_tool_http_sibling(None, false, litellm_traces::CallKey::Transport, Some(0.5))] +#[case::after_call(Some((200, 10)), false, litellm_traces::CallKey::Transport, Some(0.5))] +#[case::inside_call_without_spend(Some((10, 10)), false, litellm_traces::CallKey::Transport, Some(0.5))] +#[case::inside_call_with_unrelated_spend(Some((10, 10)), true, litellm_traces::CallKey::Transport, Some(0.5))] +#[case::missing_gateway_attempt(Some((10, 10)), false, litellm_traces::CallKey::GatewayAttempt, None)] fn sibling_transport_does_not_lose_model_call_spend( #[case] transport_timing: Option<(i64, u64)>, + #[case] unrelated_spend: bool, + #[case] key: litellm_traces::CallKey, #[case] expected: Option, ) { let call = owned( @@ -637,24 +641,110 @@ fn sibling_transport_does_not_lose_model_call_spend( ]; let rows: Vec<_> = base_rows .into_iter() - .chain(transport_timing.into_iter().map(|(start, duration)| { + .chain(transport_timing.map(|(start, duration)| { let mut transport = at( row("tool-http", "step", "GET", "framework", ""), start, duration, ); transport.trace_id = "trace".into(); - transport.call_keys = vec![litellm_traces::CallKey::Transport]; + transport.call_keys = vec![key]; transport.call_evidence = Some(litellm_traces::CallEvidenceKind::Complete); owned(transport, "team", "", "key") })) .collect(); - let logged = spend("chatcmpl-1", "chatcmpl-1", "team", "", "key", 0.5); - let trace = resolve_trace("trace", "ref", &rows, &[logged]).unwrap(); + let logs: Vec<_> = std::iter::once(spend("chatcmpl-1", "chatcmpl-1", "team", "", "key", 0.5)) + .chain(unrelated_spend.then(|| SpendByResponseIdsRow { + trace_id: "trace".into(), + span_id: "tool-http".into(), + ..spend("unrelated", "unrelated", "team", "", "key", 0.75) + })) + .collect(); + let trace = resolve_trace("trace", "ref", &rows, &logs).unwrap(); assert_eq!(trace.summary.spend, expected); assert_eq!(trace.agents[0].spend, expected); } +#[rstest] +#[case::agreeing_ids( + litellm_traces::CallKey::Transport, + "call-a", + Some("response-a"), + Some(0.25) +)] +#[case::conflicting_gateway_id(litellm_traces::CallKey::Transport, "call-b", None, None)] +#[case::conflicting_response_id( + litellm_traces::CallKey::Transport, + "call-a", + Some("response-b"), + None +)] +#[case::conflicting_gateway_and_response( + litellm_traces::CallKey::Transport, + "call-b", + Some("response-b"), + None +)] +#[case::agreeing_gateway_attempt( + litellm_traces::CallKey::GatewayAttempt, + "call-a", + Some("response-a"), + Some(0.25) +)] +#[case::conflicting_gateway_attempt(litellm_traces::CallKey::GatewayAttempt, "call-b", None, None)] +fn gateway_attempt_identifiers_must_match_one_spend_row( + #[case] transport: litellm_traces::CallKey, + #[case] call_id: &str, + #[case] response_id: Option<&str>, + #[case] expected: Option, +) { + let keys = [ + transport, + litellm_traces::CallKey::LiteLlmRequest(call_id.into()), + ] + .into_iter() + .chain(response_id.map(|id| litellm_traces::CallKey::ProviderResponse(id.into()))) + .collect(); + let rows = [ + owned( + row("agent", "", "agent", "agent", "agent"), + "team", + "", + "key", + ), + owned(llm("call", "agent", "agent", ""), "team", "", "key"), + owned( + TraceSpansRow { + trace_id: "trace".into(), + call_keys: keys, + call_evidence: Some(litellm_traces::CallEvidenceKind::Complete), + ..row("attempt", "call", "gateway.request", "framework", "") + }, + "team", + "", + "key", + ), + ]; + let logs = [ + SpendByResponseIdsRow { + litellm_call_id: "call-a".into(), + trace_id: "trace".into(), + span_id: "attempt".into(), + ..spend("request-a", "response-a", "team", "", "key", 0.25) + }, + SpendByResponseIdsRow { + litellm_call_id: "call-b".into(), + trace_id: "trace".into(), + span_id: "other-attempt".into(), + ..spend("request-b", "response-b", "team", "", "key", 0.5) + }, + ]; + let trace = resolve_trace("trace", "ref", &rows, &logs).unwrap(); + assert_eq!(trace.summary.spend, expected); + assert_eq!(trace.agents[0].spend, expected); + assert_eq!(trace.spans[2].spend, expected); +} + #[rstest] #[case::legacy_row("", Some(0.5))] #[case::other_call("other-call", None)] diff --git a/litellm/batches/batch_utils.py b/litellm/batches/batch_utils.py index c58b0d721ad..23ef2a99585 100644 --- a/litellm/batches/batch_utils.py +++ b/litellm/batches/batch_utils.py @@ -17,6 +17,7 @@ from litellm.llms.vertex_ai.batches.transformation import ( ) from litellm.types.llms.openai import Batch from litellm.types.utils import ModelInfo, Usage +from litellm.types.workload_identity import ANTHROPIC_WIF_KWARGS_KEYS from litellm.utils import token_counter @@ -543,6 +544,9 @@ def _extract_file_access_credentials(litellm_params: dict | None) -> dict: "max_retries", "_litellm_internal_model_credentials", *AWS_CREDENTIAL_KWARGS_KEYS, + # A federated deployment holds no api_key, so without these the fetch that reads a + # finished batch's output has nothing to authenticate with and its cost is never billed. + *sorted(ANTHROPIC_WIF_KWARGS_KEYS), ) for key in credential_keys: if key in litellm_params: diff --git a/litellm/batches/main.py b/litellm/batches/main.py index f977fc03891..3ba27cc9791 100644 --- a/litellm/batches/main.py +++ b/litellm/batches/main.py @@ -200,7 +200,7 @@ def create_batch( LiteLLM Equivalent of POST: https://api.openai.com/v1/batches """ try: - optional_params: Final = GenericLiteLLMParams(**kwargs) + optional_params: Final = GenericLiteLLMParams.model_validate(kwargs) litellm_call_id: Final = kwargs.get("litellm_call_id", None) proxy_server_request: Final = kwargs.get("proxy_server_request", None) model_info: Final = kwargs.get("model_info", None) @@ -217,7 +217,7 @@ def create_batch( ) _is_async: Final = kwargs.pop("acreate_batch", False) is True - litellm_params: Final = dict(GenericLiteLLMParams(**kwargs)) + litellm_params: Final = dict(GenericLiteLLMParams.model_validate(kwargs)) litellm_logging_obj: Final[LiteLLMLoggingObj] = cast(LiteLLMLoggingObj, kwargs.get("litellm_logging_obj", None)) ### TIMEOUT LOGIC ### timeout: Final = _resolve_timeout(optional_params, kwargs, custom_llm_provider) @@ -530,6 +530,7 @@ def _handle_retrieve_batch_providers_without_provider_config( ) api_key = optional_params.api_key or litellm.api_key or litellm.azure_key or get_secret_str("ANTHROPIC_API_KEY") + batch_params: Final = dict(litellm_params) response = anthropic_batches_instance.retrieve_batch( _is_async=_is_async, batch_id=batch_id, @@ -537,6 +538,7 @@ def _handle_retrieve_batch_providers_without_provider_config( api_key=api_key, timeout=timeout, max_retries=optional_params.max_retries, + litellm_params=batch_params, ) else: raise litellm.exceptions.BadRequestError( @@ -573,7 +575,7 @@ def retrieve_batch( LiteLLM Equivalent of GET https://api.openai.com/v1/batches/{batch_id} """ try: - optional_params: Final = GenericLiteLLMParams(**kwargs) + optional_params: Final = GenericLiteLLMParams.model_validate(kwargs) litellm_logging_obj: Final[LiteLLMLoggingObj | None] = kwargs.get("litellm_logging_obj", None) ### TIMEOUT LOGIC ### timeout = optional_params.timeout or kwargs.get("request_timeout", 600) or 600 @@ -755,7 +757,7 @@ def list_batches( """ try: # set API KEY - optional_params: Final = GenericLiteLLMParams(**kwargs) + optional_params: Final = GenericLiteLLMParams.model_validate(kwargs) litellm_params: Final = get_litellm_params( custom_llm_provider=custom_llm_provider, **kwargs, @@ -956,7 +958,7 @@ def cancel_batch( verbose_logger.exception( "litellm.batches.main.py::cancel_batch() - Error inferring custom_llm_provider - %s", e ) - optional_params: Final = GenericLiteLLMParams(**kwargs) + optional_params: Final = GenericLiteLLMParams.model_validate(kwargs) litellm_params: Final = get_litellm_params( custom_llm_provider=custom_llm_provider, **kwargs, diff --git a/litellm/integrations/anthropic_cache_control_hook.py b/litellm/integrations/anthropic_cache_control_hook.py index 1db144b5fdc..4487aa31e3b 100644 --- a/litellm/integrations/anthropic_cache_control_hook.py +++ b/litellm/integrations/anthropic_cache_control_hook.py @@ -28,6 +28,7 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import ( from litellm.llms.anthropic.common_utils import ( is_claude_code_one_shot_subagent_request, supports_anthropic_cache_control, + tool_call_is_rebuilt_as_server_tool_use, ) from litellm.types.integrations.anthropic_cache_control_hook import ( GATEWAY_INJECTED_CACHE_METADATA_KEY, @@ -122,7 +123,30 @@ def targets_openai_api(api_base: object) -> bool: def _carries_cache_breakpoint(block: object) -> bool: - return isinstance(block, dict) and any(block.get(key) is not None for key in CACHE_BREAKPOINT_KEYS) + return any(_attribute_or_key(block, key) is not None for key in CACHE_BREAKPOINT_KEYS) + + +def _attribute_or_key(value: object, key: str) -> object | None: + if hasattr(value, key): + return getattr(value, key) + if isinstance(value, Mapping): + return value.get(key) + return None + + +def _as_object_list(value: object | None) -> list[object] | None: + if not isinstance(value, list): + return None + return _validated_object_list(value) + + +def _tool_call_carries_cache_breakpoint(tool_call: object, message: object) -> bool: + if _attribute_or_key(tool_call, "cache_control") is None: + return False + + return not tool_call_is_rebuilt_as_server_tool_use( + _attribute_or_key(tool_call, "id"), _attribute_or_key(message, "provider_specific_fields") + ) def _tool_carries_cache_breakpoint(tool: object) -> bool: @@ -471,13 +495,16 @@ class AnthropicCacheControlHook(CustomPromptManagement): @staticmethod def _count_cache_control_blocks(message: object) -> int: - if not isinstance(message, dict): - return 0 - count = 1 if _carries_cache_breakpoint(message) else 0 - content: Final = message.get("content") - if isinstance(content, list): - count += sum(1 for block in content if _carries_cache_breakpoint(block)) - return count + message_count: Final = 1 if _carries_cache_breakpoint(message) else 0 + content: Final = _as_object_list(_attribute_or_key(message, "content")) + content_count: Final = sum(1 for block in content if _carries_cache_breakpoint(block)) if content else 0 + tool_calls: Final = _as_object_list(_attribute_or_key(message, "tool_calls")) + tool_call_count: Final = ( + sum(1 for tool_call in tool_calls if _tool_call_carries_cache_breakpoint(tool_call, message)) + if tool_calls + else 0 + ) + return message_count + content_count + tool_call_count @staticmethod def _message_has_cache_control(message: AllMessageValues) -> bool: diff --git a/litellm/litellm_core_utils/get_litellm_params.py b/litellm/litellm_core_utils/get_litellm_params.py index 5adb9a80f9c..0fe1952db4b 100644 --- a/litellm/litellm_core_utils/get_litellm_params.py +++ b/litellm/litellm_core_utils/get_litellm_params.py @@ -11,6 +11,7 @@ from litellm.litellm_core_utils.core_helpers import normalize_drop_params from litellm.llms.openai.data_residency import infer_openai_data_residency from litellm.types.litellm_params import MAX_CONTROL_INT_DIGITS, ControlOptions from litellm.types.router import CustomPricingLiteLLMParams +from litellm.types.workload_identity import ANTHROPIC_WIF_KWARGS_KEYS, OPENAI_WIF_KWARGS_KEYS AWS_CREDENTIAL_KWARGS_KEYS: Final = frozenset( { @@ -70,6 +71,8 @@ OPTIONAL_KWARGS_KEYS: Final = ( } ) | AWS_CREDENTIAL_KWARGS_KEYS + | ANTHROPIC_WIF_KWARGS_KEYS + | OPENAI_WIF_KWARGS_KEYS | frozenset(CustomPricingLiteLLMParams.model_fields) ) diff --git a/litellm/litellm_core_utils/health_check_helpers.py b/litellm/litellm_core_utils/health_check_helpers.py index 41965404351..fba59b0b983 100644 --- a/litellm/litellm_core_utils/health_check_helpers.py +++ b/litellm/litellm_core_utils/health_check_helpers.py @@ -24,6 +24,32 @@ IMAGE_EDIT_HEALTH_CHECK_PROMPT: Final = ( "Add a small yellow star in the top right corner of this simple drawing of a blue circle on a white background" ) +ANTHROPIC_MESSAGES_HEALTH_CHECK_MAX_TOKENS: Final = 16 + + +def native_health_check_mode(model: str, custom_llm_provider: str | None) -> Literal["anthropic_messages"] | None: + if custom_llm_provider != "bedrock_mantle": + return None + from litellm.llms.bedrock_mantle.common_utils import mantle_health_check_mode + + return mantle_health_check_mode(model) + + +def _cost_map_mode(model: str) -> str | None: + import litellm + from litellm.litellm_core_utils.health_check_utils import OPTIONAL_STR + + return OPTIONAL_STR.validate_python(litellm.model_cost.get(model, {}).get("mode")) + + +def default_health_check_mode(requested_model: str, model: str, custom_llm_provider: str) -> str: + return ( + native_health_check_mode(model=model, custom_llm_provider=custom_llm_provider) + or _cost_map_mode(requested_model) + or _cost_map_mode(model) + or "chat" + ) + def get_image_file_for_health_check() -> bytes: """Return the image used for health checks.""" @@ -167,6 +193,7 @@ class HealthCheckHelpers: "realtime", "batch", "responses", + "anthropic_messages", "ocr", "evaluation", ], @@ -254,6 +281,13 @@ class HealthCheckHelpers: **_filter_model_params(model_params=model_params), input=prompt or "test", ), + "anthropic_messages": lambda: litellm.anthropic_messages( + **{ + "max_tokens": ANTHROPIC_MESSAGES_HEALTH_CHECK_MAX_TOKENS, + "messages": [{"role": "user", "content": prompt or "test"}], + **model_params, + } + ), "ocr": lambda: litellm.aocr( **_filter_model_params(model_params=model_params), document=_ocr_health_check_document(model=model, custom_llm_provider=custom_llm_provider), diff --git a/litellm/litellm_core_utils/health_check_utils.py b/litellm/litellm_core_utils/health_check_utils.py index 7fe2d830f1e..5205e9f1284 100644 --- a/litellm/litellm_core_utils/health_check_utils.py +++ b/litellm/litellm_core_utils/health_check_utils.py @@ -9,6 +9,7 @@ from pydantic import TypeAdapter from litellm.types.decisions import DecisionsCallParams DECISIONS_CALL_PARAMS: Final[TypeAdapter[DecisionsCallParams]] = TypeAdapter(DecisionsCallParams) +OPTIONAL_STR: Final[TypeAdapter[str | None]] = TypeAdapter(str | None) def _filter_model_params(model_params: dict) -> dict: diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py index fde687a41ab..90a60a9e46c 100644 --- a/litellm/litellm_core_utils/prompt_templates/factory.py +++ b/litellm/litellm_core_utils/prompt_templates/factory.py @@ -1729,11 +1729,16 @@ def convert_function_to_anthropic_tool_invoke( raise e -def _find_server_tool_result( +ANTHROPIC_SERVER_TOOL_USE_ID_PREFIX: Final = "srvtoolu_" + + +def find_anthropic_server_tool_result( tool_id: str, web_search_results: Sequence[object] | None, tool_results: Sequence[object] | None, ) -> dict[str, object] | None: + if not tool_id.startswith(ANTHROPIC_SERVER_TOOL_USE_ID_PREFIX): + return None candidates: Final = (*(web_search_results or ()), *(tool_results or ())) return next( (result for result in candidates if isinstance(result, dict) and result.get("tool_use_id") == tool_id), @@ -1808,11 +1813,7 @@ def convert_to_anthropic_tool_invoke( context="Anthropic tool invoke", ) - server_tool_result = ( - _find_server_tool_result(tool_id, web_search_results, tool_results) - if tool_id.startswith("srvtoolu_") - else None - ) + server_tool_result = find_anthropic_server_tool_result(tool_id, web_search_results, tool_results) if server_tool_result is not None: anthropic_tool_invoke.append( { diff --git a/litellm/llms/anthropic/batches/handler.py b/litellm/llms/anthropic/batches/handler.py index f418e7e08be..3f3716e0de6 100644 --- a/litellm/llms/anthropic/batches/handler.py +++ b/litellm/llms/anthropic/batches/handler.py @@ -42,6 +42,7 @@ class AnthropicBatchesHandler: timeout: float | httpx.Timeout, max_retries: int | None, logging_obj: LiteLLMLoggingObj | None = None, + litellm_params: dict | None = None, # mutable-ok: handed straight to validate_environment ) -> LiteLLMBatch: """ Async: Retrieve a batch from Anthropic. @@ -60,9 +61,7 @@ class AnthropicBatchesHandler: # Resolve API credentials api_base = api_base or self.anthropic_model_info.get_api_base(api_base) api_key = api_key or self.anthropic_model_info.get_api_key() - - if not api_key: - raise ValueError("Missing Anthropic API Key") + resolved_litellm_params: Final = litellm_params if litellm_params is not None else {} # Create a minimal logging object if not provided if logging_obj is None: @@ -85,16 +84,18 @@ class AnthropicBatchesHandler: api_base=api_base, batch_id=batch_id, optional_params={}, - litellm_params={}, + litellm_params=resolved_litellm_params, ) - # Validate environment and get headers - headers: Final = self.provider_config.validate_environment( + # Validate environment and get headers. Offloaded to a worker thread: a WIF token + # exchange here would otherwise block the event loop. + headers: Final = await asyncio.to_thread( + self.provider_config.validate_environment, headers={}, model="", messages=[], optional_params={}, - litellm_params={}, + litellm_params=resolved_litellm_params, api_key=api_key, api_base=api_base, ) @@ -130,6 +131,7 @@ class AnthropicBatchesHandler: timeout: float | httpx.Timeout, max_retries: int | None, logging_obj: LiteLLMLoggingObj | None = None, + litellm_params: dict | None = None, # mutable-ok: handed straight to validate_environment ) -> LiteLLMBatch | Coroutine[Any, Any, LiteLLMBatch]: """ Retrieve a batch from Anthropic. @@ -154,6 +156,7 @@ class AnthropicBatchesHandler: timeout=timeout, max_retries=max_retries, logging_obj=logging_obj, + litellm_params=litellm_params, ) else: return asyncio.run( @@ -164,5 +167,6 @@ class AnthropicBatchesHandler: timeout=timeout, max_retries=max_retries, logging_obj=logging_obj, + litellm_params=litellm_params, ) ) diff --git a/litellm/llms/anthropic/batches/transformation.py b/litellm/llms/anthropic/batches/transformation.py index 7dee7513538..b95b734c761 100644 --- a/litellm/llms/anthropic/batches/transformation.py +++ b/litellm/llms/anthropic/batches/transformation.py @@ -13,6 +13,8 @@ from litellm.llms.base_llm.chat.transformation import BaseLLMException from litellm.types.llms.openai import AllMessageValues, CreateBatchRequest from litellm.types.utils import LiteLLMBatch, LlmProviders, ModelResponse +from ..common_utils import merge_anthropic_beta_headers, without_caller_credential_headers + if TYPE_CHECKING: from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj from litellm.litellm_core_utils.tokenizer import Encoding as Tokenizer @@ -69,24 +71,30 @@ class AnthropicBatchesConfig(BaseBatchesConfig): api_base: str | None = None, ) -> dict: """Validate and prepare environment-specific headers and parameters.""" - if api_base is None and isinstance(litellm_params, dict): - api_base = litellm_params.get("api_base") - auth_header: Final = self.anthropic_model_info.get_auth_header(api_key, api_base) + params_mapping: Final = litellm_params if isinstance(litellm_params, dict) else None + if api_base is None and params_mapping is not None: + api_base = params_mapping.get("api_base") + auth_header: Final = self.anthropic_model_info.get_auth_header( + api_key, api_base, litellm_params=params_mapping, allow_workload_identity=True + ) if auth_header is None: raise ValueError( "Missing Anthropic API Key - A call is being made to anthropic but no key is set either in the environment variables or via params" ) - _headers: Final = { + merged_beta: Final = merge_anthropic_beta_headers( + merge_anthropic_beta_headers(headers.get("anthropic-beta"), auth_header.get("anthropic-beta")), + "message-batches-2024-09-24", + ) + # The deployment's own credential is applied below, so a caller-supplied one must not + # ride along: without this a minted federation Bearer travels beside the caller's x-api-key. + return { + **without_caller_credential_headers(headers), "accept": "application/json", "anthropic-version": "2023-06-01", "content-type": "application/json", + **auth_header, + "anthropic-beta": merged_beta, } - _headers.update(auth_header) - # Add beta header for message batches - if "anthropic-beta" not in headers: - headers["anthropic-beta"] = "message-batches-2024-09-24" - headers.update(_headers) - return headers def get_complete_batch_url( self, diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py index 490912d42eb..fd67ebd5293 100644 --- a/litellm/llms/anthropic/chat/transformation.py +++ b/litellm/llms/anthropic/chat/transformation.py @@ -3,7 +3,7 @@ import re import time from collections.abc import Callable, Mapping, Sequence from types import MappingProxyType -from typing import TYPE_CHECKING, Any, Final, NoReturn, cast +from typing import TYPE_CHECKING, Any, ClassVar, Final, NoReturn, cast import httpx from pydantic import BaseModel, ValidationError @@ -296,6 +296,8 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig): to pass metadata to anthropic, it's {"user_id": "any-relevant-information"} """ + _workload_identity_eligible: ClassVar[bool] = True + max_tokens: int | None = None stop_sequences: list | None = None temperature: int | None = None diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py index 65c2fccceeb..3e8d7481133 100644 --- a/litellm/llms/anthropic/common_utils.py +++ b/litellm/llms/anthropic/common_utils.py @@ -7,10 +7,11 @@ import re from collections.abc import Mapping, MutableMapping, Sequence from datetime import datetime, timezone from types import MappingProxyType -from typing import Any, Final, Literal, TypeVar +from typing import Any, ClassVar, Final, Literal, TypeVar +from urllib.parse import quote import httpx -from pydantic import BaseModel, ConfigDict, StrictBool, TypeAdapter, ValidationError +from pydantic import BaseModel, ConfigDict, Field, StrictBool, TypeAdapter, ValidationError import litellm from litellm.constants import ( @@ -26,10 +27,18 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import ( ) from litellm.litellm_core_utils.prompt_templates.factory import ( THOUGHT_SIGNATURE_SEPARATOR, + find_anthropic_server_tool_result, ) from litellm.litellm_core_utils.prompt_templates.mid_conversation_system import message_field, parts_of +from litellm.llms.anthropic.wif import ( + aget_anthropic_wif_token, + anthropic_base_without_chat_suffix, + get_anthropic_wif_token, + warn_if_static_credential_shadows_federation, +) from litellm.llms.base_llm.base_utils import BaseLLMModelInfo, BaseTokenCounter from litellm.llms.base_llm.chat.transformation import BaseLLMException +from litellm.proxy._types import SpecialHeaders from litellm.types.llms.anthropic import ( ANTHROPIC_HOSTED_TOOLS, ANTHROPIC_MID_CONVERSATION_OUTPUT_CONFIG_BETA_HEADER, @@ -222,6 +231,29 @@ def _strip_bedrock_id_suffixes(model: str) -> str: ) +_SERVER_OWNED_AUTH_HEADERS: Final = SpecialHeaders.litellm_credential_header_names() +_WIF_ELIGIBILITY_ATTR: Final = "_workload_identity_eligible" + + +def without_caller_credential_headers(headers: Mapping[str, str]) -> Mapping[str, str]: + """``headers`` minus every header that authenticates the caller to litellm. + + The deployment's own credential is applied on top of the result, so a caller-supplied + credential must not survive into the upstream request: without this a minted federation + Bearer travels beside the caller's own ``x-api-key``, and Anthropic sees two credentials. + """ + return MappingProxyType( + {name: value for name, value in headers.items() if name.lower() not in _SERVER_OWNED_AUTH_HEADERS} + ) + + +def config_allows_workload_identity(config: object) -> bool: + """A federation token is an Anthropic-org credential and its exchange POSTs the workload's OIDC + assertion to the deployment's own host, so eligibility is declared per class and read from that + class's own ``__dict__``: a subclass written for another provider inherits nothing.""" + return type(config).__dict__.get(_WIF_ELIGIBILITY_ATTR, False) is True + + def is_anthropic_oauth_key(value: str | None) -> bool: """Check if a value contains an Anthropic OAuth token (sk-ant-oat*).""" if value is None: @@ -240,12 +272,22 @@ def resolve_used_client_oauth_token(client_sent_oauth_token: object, custom_llm_ return client_sent_oauth_token and custom_llm_provider in ANTHROPIC_OAUTH_FORWARD_PROVIDERS -def _merge_beta_headers(existing: str | None, new_beta: str) -> str: - """Merge a new beta value into an existing comma-separated anthropic-beta header.""" - if not existing: - return new_beta - betas: Final = {b.strip() for b in existing.split(",") if b.strip()} - betas.add(new_beta) +def _beta_header_values(side: str | Sequence[str] | None) -> tuple[str, ...]: + if not side: + return () + if isinstance(side, str): + return (side,) + return tuple(entry for entry in side if isinstance(entry, str)) + + +def merge_anthropic_beta_headers(existing: str | Sequence[str] | None, new_beta: str | Sequence[str] | None) -> str: + """Merge anthropic-beta header values, deduplicated and sorted. + + Either side may arrive as a list rather than a comma-separated string: the Skills surface + accepted a list-valued header before it shared this helper, and callers still send one. + """ + joined: Final = ",".join(_beta_header_values(existing) + _beta_header_values(new_beta)) + betas: Final = frozenset(b.strip() for b in joined.split(",") if b.strip()) return ",".join(sorted(betas)) @@ -272,7 +314,9 @@ def optionally_handle_anthropic_oauth(headers: dict, api_key: str | None) -> tup ): headers.pop(name) headers["authorization"] = auth_header - headers["anthropic-beta"] = _merge_beta_headers(headers.get("anthropic-beta"), ANTHROPIC_OAUTH_BETA_HEADER) + headers["anthropic-beta"] = merge_anthropic_beta_headers( + headers.get("anthropic-beta"), ANTHROPIC_OAUTH_BETA_HEADER + ) headers["anthropic-dangerous-direct-browser-access"] = "true" return headers, api_key # Check api_key directly (standard chat/completion flow) @@ -280,7 +324,9 @@ def optionally_handle_anthropic_oauth(headers: dict, api_key: str | None) -> tup for name in tuple(header_name for header_name in headers if header_name.lower() == "x-api-key"): headers.pop(name) headers["authorization"] = f"Bearer {api_key}" - headers["anthropic-beta"] = _merge_beta_headers(headers.get("anthropic-beta"), ANTHROPIC_OAUTH_BETA_HEADER) + headers["anthropic-beta"] = merge_anthropic_beta_headers( + headers.get("anthropic-beta"), ANTHROPIC_OAUTH_BETA_HEADER + ) headers["anthropic-dangerous-direct-browser-access"] = "true" return headers, api_key @@ -316,7 +362,79 @@ class AnthropicError(BaseLLMException): super().__init__(status_code=status_code, message=message, headers=headers) +_MODEL_LIST_PAGE_CAP: Final = 20 + + +def _litellm_params_str(litellm_params: Mapping[str, object] | None, key: str) -> str | None: + value: Final = litellm_params.get(key) if litellm_params is not None else None + return value if isinstance(value, str) else None + + +class _AnthropicModelListEntry(BaseModel): + id: str + + +class _AnthropicModelsPage(BaseModel): + data: Sequence[_AnthropicModelListEntry] = Field(default_factory=tuple) + has_more: bool = False + last_id: str | None = None + + +def _sanitized_anthropic_error(response: httpx.Response, detail: str | None = None) -> str: + """A provider error detail built only from structured fields, never ``response.text`` + verbatim: the raw body is untrusted content the caller of ``/v1/models`` did not ask for + and should not have echoed back to it wholesale.""" + if detail is not None: + return f"HTTP {response.status_code}: {detail}" + try: + body: Final = response.json() + except ValueError: + return f"HTTP {response.status_code}" + error: Final = body.get("error") if isinstance(body, dict) else None + message: Final = error.get("message") if isinstance(error, dict) else None + return f"HTTP {response.status_code}: {message}" if isinstance(message, str) else f"HTTP {response.status_code}" + + +def _fetch_anthropic_models_page( + api_base: str, headers: Mapping[str, str], after_id: str | None +) -> _AnthropicModelsPage: + # after_id rides the URL because the client mutates the params mapping it is handed, + # which a read-only one cannot support + query: Final = f"?after_id={quote(after_id)}" if after_id else "" + response: Final = litellm.module_level_client.get( + url=f"{api_base}/v1/models{query}", + headers=headers, + follow_redirects=False, + ) + try: + response.raise_for_status() + except httpx.HTTPStatusError: + raise Exception(f"Failed to fetch models from Anthropic. {_sanitized_anthropic_error(response)}") from None + try: + return _AnthropicModelsPage.model_validate(response.json()) + except ValueError as e: + raise Exception( + f"Failed to fetch models from Anthropic. {_sanitized_anthropic_error(response, detail=str(e))}" + ) from None + + +def _fetch_anthropic_model_ids( + api_base: str, headers: Mapping[str, str], after_id: str | None, pages_left: int +) -> tuple[str, ...]: + collected: tuple[str, ...] = () # rebind-ok: accumulates one page of ids per iteration + cursor: str | None = after_id # rebind-ok: advances to each page's last_id + for _ in range(max(pages_left, 0)): + page = _fetch_anthropic_models_page(api_base, headers, cursor) + collected += tuple(entry.id for entry in page.data) + if not page.has_more or page.last_id is None: + return collected + cursor = page.last_id + raise Exception(f"Anthropic /v1/models did not terminate within {_MODEL_LIST_PAGE_CAP} pages.") + + class AnthropicModelInfo(BaseLLMModelInfo): + _workload_identity_eligible: ClassVar[bool] = True + def is_cache_control_set(self, messages: list[AllMessageValues]) -> bool: """ Return if {"cache_control": ..} in message content block @@ -940,7 +1058,9 @@ class AnthropicModelInfo(BaseLLMModelInfo): return list(set(betas).union(thinking_display_betas, tool_change_betas)) @staticmethod - def _make_api_key_auth_header(api_key: str, api_base: str | None, use_bearer_for_custom_base: bool = False) -> dict: + def _make_api_key_auth_header( + api_key: str, api_base: str | None, use_bearer_for_custom_base: bool = False + ) -> Mapping[str, str]: if use_bearer_for_custom_base and ( api_base and "api.anthropic.com" not in api_base and not api_key.startswith("sk-ant-") ): @@ -948,6 +1068,33 @@ class AnthropicModelInfo(BaseLLMModelInfo): return {"authorization": value} return {"x-api-key": api_key} + def _credential_headers( + self, + *, + api_key: str | None, + auth_token: str | None, + api_base: str | None, + use_bearer_for_custom_base: bool, + wif_minted: bool, + betas: set[str], # mutable-ok: the caller's beta accumulator, appended to by the oauth tier + ) -> Mapping[str, str]: + """The credential tier walk: a consumer OAuth token, then ANTHROPIC_AUTH_TOKEN, then an api key. + + A server-minted federation token takes the same Bearer shape as a consumer OAuth token but is + not browser-forwarded, so it does not get the direct-browser-access header. + """ + if api_key and api_key.startswith(ANTHROPIC_OAUTH_TOKEN_PREFIX): + betas.add(ANTHROPIC_OAUTH_BETA_HEADER) + oauth_headers: Final = {"authorization": f"Bearer {api_key}"} + if wif_minted: + return oauth_headers + return {**oauth_headers, "anthropic-dangerous-direct-browser-access": "true"} + if auth_token and not api_key: + return {"authorization": f"Bearer {auth_token}"} + if api_key: + return self._make_api_key_auth_header(api_key, api_base, use_bearer_for_custom_base) + return {} + def get_anthropic_headers( self, api_key: str | None = None, @@ -972,6 +1119,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): is_mid_conversation_output_config_used: bool = False, is_thinking_display_updates_used: bool = False, is_mid_conversation_tool_change_used: bool = False, + wif_minted: bool = False, ) -> dict: betas: Final = set() # Anthropic no longer requires the prompt-caching beta header @@ -1010,20 +1158,21 @@ class AnthropicModelInfo(BaseLLMModelInfo): if is_mid_conversation_output_config_used: betas.add(ANTHROPIC_MID_CONVERSATION_OUTPUT_CONFIG_BETA_HEADER) - _is_oauth: Final = api_key and api_key.startswith(ANTHROPIC_OAUTH_TOKEN_PREFIX) headers: Final = { "anthropic-version": anthropic_version or "2023-06-01", "accept": "application/json", "content-type": "application/json", } - if _is_oauth: - headers["authorization"] = f"Bearer {api_key}" - headers["anthropic-dangerous-direct-browser-access"] = "true" - betas.add(ANTHROPIC_OAUTH_BETA_HEADER) - elif auth_token and not api_key: - headers["authorization"] = f"Bearer {auth_token}" - elif api_key: - headers.update(self._make_api_key_auth_header(api_key, api_base, use_bearer_for_custom_base)) + headers.update( + self._credential_headers( + api_key=api_key, + auth_token=auth_token, + api_base=api_base, + use_bearer_for_custom_base=use_bearer_for_custom_base, + wif_minted=wif_minted, + betas=betas, + ) + ) if user_anthropic_beta_headers is not None: betas.update(user_anthropic_beta_headers) @@ -1055,10 +1204,11 @@ class AnthropicModelInfo(BaseLLMModelInfo): api_key: str | None = None, api_base: str | None = None, ) -> dict: - if api_base is None and isinstance(litellm_params, dict): - api_base = litellm_params.get("api_base") + params_mapping: Final = litellm_params if isinstance(litellm_params, dict) else None + if api_base is None and params_mapping is not None: + api_base = params_mapping.get("api_base") use_bearer_for_custom_base: Final[bool] = bool( - isinstance(litellm_params, dict) and litellm_params.get("use_bearer_for_custom_base", False) + params_mapping is not None and params_mapping.get("use_bearer_for_custom_base", False) ) # Check for Anthropic OAuth token in headers headers, api_key = optionally_handle_anthropic_oauth(headers=headers, api_key=api_key) @@ -1067,9 +1217,25 @@ class AnthropicModelInfo(BaseLLMModelInfo): auth_token: str | None = None if api_key is None: auth_token = AnthropicModelInfo.get_auth_token() - if api_key is None and auth_token is None: + if (api_key is not None or auth_token is not None) and config_allows_workload_identity(self): + warn_if_static_credential_shadows_federation(params_mapping, model) + wif_token: Final = ( + get_anthropic_wif_token(params_mapping, api_base, model) + if api_key is None and auth_token is None and config_allows_workload_identity(self) + else None + ) + wif_minted: Final = wif_token is not None + resolved_api_key: Final = wif_token if wif_token is not None else api_key + if resolved_api_key is None and auth_token is None: raise litellm.AuthenticationError( - message="Missing Anthropic API Key - A call is being made to anthropic but no key is set either in the environment variables or via params. Please set `ANTHROPIC_API_KEY` or `ANTHROPIC_AUTH_TOKEN` in your environment vars", + message=( + "Missing Anthropic API Key - A call is being made to anthropic but no key is set either in the " + "environment variables or via params. Please set `ANTHROPIC_API_KEY` or `ANTHROPIC_AUTH_TOKEN` " + "in your environment vars, or configure workload identity federation via " + "`ANTHROPIC_FEDERATION_RULE_ID`, `ANTHROPIC_ORGANIZATION_ID`, " + "`ANTHROPIC_SERVICE_ACCOUNT_ID` and " + "`ANTHROPIC_IDENTITY_TOKEN_FILE` (or `ANTHROPIC_IDENTITY_TOKEN`)" + ), llm_provider="anthropic", model=model, ) @@ -1095,7 +1261,7 @@ class AnthropicModelInfo(BaseLLMModelInfo): computer_tool_used=computer_tool_used, prompt_caching_set=prompt_caching_set, pdf_used=pdf_used, - api_key=api_key, + api_key=resolved_api_key, auth_token=auth_token, file_id_used=file_id_used, is_mid_conversation_output_config_used=is_mid_conversation_output_config_used, @@ -1113,11 +1279,12 @@ class AnthropicModelInfo(BaseLLMModelInfo): container_with_skills_used=container_with_skills_used, api_base=api_base, use_bearer_for_custom_base=use_bearer_for_custom_base, + wif_minted=wif_minted, ) - headers = {**headers, **anthropic_headers} + caller_headers: Final = without_caller_credential_headers(headers) if wif_minted else headers - return headers + return {**caller_headers, **anthropic_headers} @staticmethod def get_api_base(api_base: str | None = None) -> str | None: @@ -1132,9 +1299,13 @@ class AnthropicModelInfo(BaseLLMModelInfo): @staticmethod def get_api_key(api_key: str | None = None) -> str | None: - from litellm.secret_managers.main import get_secret_str + """An empty or whitespace-only key counts as unset: it can never authenticate anything, and + treating it as set would silently outrank workload identity federation.""" + from litellm.secret_managers.main import get_secret_str, normalize_nonempty_secret_str - return api_key or get_secret_str("ANTHROPIC_API_KEY") + return normalize_nonempty_secret_str(api_key) or normalize_nonempty_secret_str( + get_secret_str("ANTHROPIC_API_KEY") + ) @staticmethod def get_auth_token(auth_token: str | None = None) -> str | None: @@ -1143,61 +1314,130 @@ class AnthropicModelInfo(BaseLLMModelInfo): Unlike api_key (which uses X-Api-Key header), auth_token uses Authorization: Bearer header, matching the official Anthropic SDK behavior. """ - from litellm.secret_managers.main import get_secret_str + from litellm.secret_managers.main import get_secret_str, normalize_nonempty_secret_str - return auth_token or get_secret_str("ANTHROPIC_AUTH_TOKEN") + return normalize_nonempty_secret_str(auth_token) or normalize_nonempty_secret_str( + get_secret_str("ANTHROPIC_AUTH_TOKEN") + ) @staticmethod def get_auth_header( api_key: str | None = None, api_base: str | None = None, use_bearer_for_custom_base: bool = False, - ) -> dict | None: + litellm_params: Mapping[str, object] | None = None, + allow_workload_identity: bool = False, + ) -> Mapping[str, str] | None: """Resolve Anthropic credentials and return the appropriate auth header dict. Checks ANTHROPIC_API_KEY first (-> x-api-key or Bearer depending on - use_bearer_for_custom_base), then ANTHROPIC_AUTH_TOKEN (-> Authorization: Bearer). - Returns None if neither is available. + use_bearer_for_custom_base), then ANTHROPIC_AUTH_TOKEN (-> Authorization: Bearer), + then workload identity federation (-> Authorization: Bearer with a minted + sk-ant-oat01 token, honoring anthropic_* litellm_params when provided). Every + Bearer built from an sk-ant-oat token carries the mandatory oauth anthropic-beta. + Returns None if no credential source is available. """ + static_header: Final = AnthropicModelInfo._static_auth_header(api_key, api_base, use_bearer_for_custom_base) + if static_header is not None: + return static_header + if not allow_workload_identity: + return None + wif_token: Final = get_anthropic_wif_token(litellm_params, api_base, "") + if wif_token is not None: + return AnthropicModelInfo._oauth_bearer_header(wif_token) + return None + + @staticmethod + async def aget_auth_header( + api_key: str | None = None, + api_base: str | None = None, + use_bearer_for_custom_base: bool = False, + litellm_params: Mapping[str, object] | None = None, + allow_workload_identity: bool = False, + ) -> Mapping[str, str] | None: + """Async counterpart of get_auth_header: the WIF tier can block on a token + exchange POST, so async callers await it off the event loop.""" + static_header: Final = AnthropicModelInfo._static_auth_header(api_key, api_base, use_bearer_for_custom_base) + if static_header is not None: + return static_header + if not allow_workload_identity: + return None + wif_token: Final = await aget_anthropic_wif_token(litellm_params, api_base, "") + if wif_token is not None: + return AnthropicModelInfo._oauth_bearer_header(wif_token) + return None + + @staticmethod + def _static_auth_header( + api_key: str | None, + api_base: str | None, + use_bearer_for_custom_base: bool, + ) -> Mapping[str, str] | None: resolved_key: Final = AnthropicModelInfo.get_api_key(api_key) if resolved_key is not None: if is_anthropic_oauth_key(resolved_key): - return {"authorization": f"Bearer {resolved_key}"} + return AnthropicModelInfo._oauth_bearer_header(resolved_key) return AnthropicModelInfo._make_api_key_auth_header(resolved_key, api_base, use_bearer_for_custom_base) auth_token: Final = AnthropicModelInfo.get_auth_token() if auth_token is not None: return {"authorization": f"Bearer {auth_token}"} return None + @staticmethod + def _oauth_bearer_header(token: str) -> Mapping[str, str]: + return {"authorization": f"Bearer {token}", "anthropic-beta": ANTHROPIC_OAUTH_BETA_HEADER} + @staticmethod def get_base_model(model: str | None = None) -> str | None: return model.replace("anthropic/", "") if model else None def get_models(self, api_key: str | None = None, api_base: str | None = None) -> list[str]: - api_base = AnthropicModelInfo.get_api_base(api_base) - auth_header: Final = AnthropicModelInfo.get_auth_header(api_key, api_base) - if api_base is None or auth_header is None: - raise ValueError( - "ANTHROPIC_API_BASE/ANTHROPIC_BASE_URL or ANTHROPIC_API_KEY/ANTHROPIC_AUTH_TOKEN is not set. Please set the environment variable, to query Anthropic's `/models` endpoint." - ) - headers: Final = {"anthropic-version": "2023-06-01"} - headers.update(auth_header) - response: Final = litellm.module_level_client.get( - url=f"{api_base}/v1/models", - headers=headers, + return self._list_models(api_key=api_key, api_base=api_base, litellm_params=None) + + def discover_models( + self, litellm_params: Mapping[str, object] | None = None + ) -> list[str]: # mutable-ok: matches get_models' list[str] contract shared by every provider override + """Live discovery for a configured deployment: unlike ``get_models``, this threads the + full ``litellm_params`` into ``get_auth_header`` so a workload-identity-federation source + configured on the deployment (rather than the environment) is honored, gated the same way + every other Anthropic auth surface is via ``config_allows_workload_identity``.""" + return self._list_models( + api_key=_litellm_params_str(litellm_params, "api_key"), + api_base=_litellm_params_str(litellm_params, "api_base"), + litellm_params=litellm_params, ) - try: - response.raise_for_status() - except httpx.HTTPStatusError: - raise Exception( - f"Failed to fetch models from Anthropic. Status code: {response.status_code}, Response: {response.text}" + def _list_models( + self, + *, + api_key: str | None, + api_base: str | None, + litellm_params: Mapping[str, object] | None, + ) -> list[str]: # mutable-ok: matches get_models' list[str] contract shared by every provider override + resolved_api_base: Final = AnthropicModelInfo.get_api_base(api_base) + auth_header: Final = AnthropicModelInfo.get_auth_header( + api_key, + resolved_api_base, + litellm_params=litellm_params, + allow_workload_identity=config_allows_workload_identity(self), + ) + if resolved_api_base is None or auth_header is None: + raise ValueError( + "ANTHROPIC_API_BASE/ANTHROPIC_BASE_URL or ANTHROPIC_API_KEY/ANTHROPIC_AUTH_TOKEN (or workload " + "identity federation via ANTHROPIC_FEDERATION_RULE_ID/ANTHROPIC_ORGANIZATION_ID/" + "ANTHROPIC_IDENTITY_TOKEN_FILE) is not set. Please set the environment variable, to query " + "Anthropic's `/models` endpoint." ) - - models: Final[Sequence[Mapping[str, str]]] = response.json()["data"] - - litellm_model_names: Final = ["anthropic/" + model["id"] for model in models] - return litellm_model_names + headers: Final = MappingProxyType({"anthropic-version": "2023-06-01", **auth_header}) + # /v1/models is appended below, so a base the operator already wrote as .../v1 or + # .../v1/messages would otherwise be asked for /v1/v1/models. + model_ids: Final = _fetch_anthropic_model_ids( + anthropic_base_without_chat_suffix(resolved_api_base), + headers, + after_id=None, + pages_left=_MODEL_LIST_PAGE_CAP, + ) + return ["anthropic/" + model_id for model_id in model_ids] def get_token_counter(self) -> BaseTokenCounter | None: """ @@ -1595,6 +1835,20 @@ def _replayed_server_tool_use(block: object) -> _ReplayedServerToolUse | None: return None +def tool_call_is_rebuilt_as_server_tool_use(tool_call_id: object, provider_specific_fields: object) -> bool: + fields: Final = _validated_claude_code_mapping(provider_specific_fields) + if not isinstance(tool_call_id, str) or fields is None: + return False + return ( + find_anthropic_server_tool_result( + tool_call_id, + _validated_claude_code_list(fields.get("web_search_results")), + _validated_claude_code_list(fields.get("tool_results")), + ) + is not None + ) + + def _render_web_search_results( query: str, results: tuple[_ReplayedWebSearchResult, ...] | _ReplayedWebSearchToolResultError ) -> str: diff --git a/litellm/llms/anthropic/count_tokens/handler.py b/litellm/llms/anthropic/count_tokens/handler.py index dd2135f4918..b4f107cdef4 100644 --- a/litellm/llms/anthropic/count_tokens/handler.py +++ b/litellm/llms/anthropic/count_tokens/handler.py @@ -32,7 +32,7 @@ class AnthropicCountTokensHandler(AnthropicCountTokensConfig): self, model: str, messages: list[dict[str, JsonValue]], - api_key: str, + auth_header: Mapping[str, str], api_base: str | None = None, timeout: float | httpx.Timeout | None = None, tools: list[dict[str, JsonValue]] | None = None, @@ -45,8 +45,8 @@ class AnthropicCountTokensHandler(AnthropicCountTokensConfig): Args: model: The model identifier (e.g., "claude-3-5-sonnet-20241022") messages: The messages to count tokens for - api_key: The Anthropic API key - api_base: Optional custom API base URL + auth_header: The resolved Anthropic auth header (``AnthropicModelInfo.get_auth_header``) + api_base: Optional deployment api_base the count-tokens path is appended to timeout: Optional timeout for the request (defaults to litellm.request_timeout) Returns: @@ -73,12 +73,12 @@ class AnthropicCountTokensHandler(AnthropicCountTokensConfig): verbose_logger.debug("Transformed request: %s", request_body) # Get endpoint URL - endpoint_url: Final = api_base or self.get_anthropic_count_tokens_endpoint() + endpoint_url: Final = self.get_anthropic_count_tokens_endpoint(api_base) verbose_logger.debug("Making request to: %s", endpoint_url) # Get required headers - headers: Final = self.get_required_headers(api_key) + headers: Final = self.get_count_tokens_headers(auth_header) # Use LiteLLM's async httpx client async_client: Final = get_async_httpx_client(llm_provider=litellm.LlmProviders.ANTHROPIC) diff --git a/litellm/llms/anthropic/count_tokens/token_counter.py b/litellm/llms/anthropic/count_tokens/token_counter.py index 8e8d10c961b..920916726f2 100644 --- a/litellm/llms/anthropic/count_tokens/token_counter.py +++ b/litellm/llms/anthropic/count_tokens/token_counter.py @@ -2,10 +2,10 @@ Anthropic Token Counter implementation using the CountTokens API. """ -import os from typing import Any, Final from litellm._logging import verbose_logger +from litellm.exceptions import AuthenticationError from litellm.llms.anthropic.count_tokens.handler import AnthropicCountTokensHandler from litellm.llms.base_llm.base_utils import BaseTokenCounter from litellm.types.utils import LlmProviders, TokenCountResponse @@ -46,28 +46,31 @@ class AnthropicTokenCounter(BaseTokenCounter): Returns: TokenCountResponse with token count, or None if counting fails """ - from litellm.llms.anthropic.common_utils import AnthropicError + from litellm.llms.anthropic.common_utils import AnthropicError, AnthropicModelInfo if not messages: return None deployment = deployment or {} litellm_params: Final = deployment.get("litellm_params", {}) - - # Get Anthropic API key from deployment config or environment - api_key = litellm_params.get("api_key") - if not api_key: - api_key = os.getenv("ANTHROPIC_API_KEY") - - if not api_key: - verbose_logger.warning("No Anthropic API key found for token counting") - return None + api_base: Final = litellm_params.get("api_base") try: + auth_header: Final = await AnthropicModelInfo.aget_auth_header( + api_key=litellm_params.get("api_key"), + api_base=api_base, + litellm_params=litellm_params, + allow_workload_identity=True, + ) + if auth_header is None: + verbose_logger.warning("No Anthropic credential found for token counting") + return None + result: Final = await anthropic_count_tokens_handler.handle_count_tokens_request( model=model_to_use, messages=messages, - api_key=api_key, + auth_header=auth_header, + api_base=api_base, tools=tools, system=system, ) @@ -80,8 +83,8 @@ class AnthropicTokenCounter(BaseTokenCounter): tokenizer_type="anthropic_api", original_response=result, ) - except AnthropicError as e: - verbose_logger.warning("Anthropic CountTokens API error: status=%s, message=%s", e.status_code, e.message) + except (AnthropicError, AuthenticationError) as e: + verbose_logger.warning("Anthropic CountTokens error: status=%s, message=%s", e.status_code, e.message) return TokenCountResponse( total_tokens=0, request_model=request_model, diff --git a/litellm/llms/anthropic/count_tokens/transformation.py b/litellm/llms/anthropic/count_tokens/transformation.py index fb12747cec0..1e97d56913a 100644 --- a/litellm/llms/anthropic/count_tokens/transformation.py +++ b/litellm/llms/anthropic/count_tokens/transformation.py @@ -11,6 +11,8 @@ from typing import Final from pydantic import JsonValue, TypeAdapter from litellm.constants import ANTHROPIC_TOKEN_COUNTING_BETA_VERSION +from litellm.llms.anthropic.common_utils import merge_anthropic_beta_headers +from litellm.llms.anthropic.wif import resolve_anthropic_base _COUNT_REQUEST: Final = TypeAdapter(dict[str, JsonValue]) COUNT_TOKEN_OPTION_NAMES: Final = ("thinking", "tool_choice", "output_config") @@ -26,14 +28,21 @@ class AnthropicCountTokensConfig: - Response: {"input_tokens": } """ - def get_anthropic_count_tokens_endpoint(self) -> str: + def get_anthropic_count_tokens_endpoint(self, api_base: str | None = None) -> str: """ Get the Anthropic CountTokens API endpoint. + Args: + api_base: The deployment's api_base, which names the chat surface (a host, or a + base already carrying ``/v1`` or ``/v1/messages``); the count-tokens path is + appended to it, so it is never the full count-tokens URL. Unset or empty falls + back to ``ANTHROPIC_API_BASE`` / ``ANTHROPIC_BASE_URL`` and then Anthropic's + host, the same resolution chat and the federated exchange use + Returns: The endpoint URL for the CountTokens API """ - return "https://api.anthropic.com/v1/messages/count_tokens" + return resolve_anthropic_base(api_base) + "/v1/messages/count_tokens" def transform_request_to_count_tokens( self, @@ -64,28 +73,19 @@ class AnthropicCountTokensConfig: ) ) - def get_required_headers(self, api_key: str) -> dict[str, str]: - """ - Get the required headers for the CountTokens API. - - Args: - api_key: The Anthropic API key - - Returns: - Dictionary of required headers - """ - from litellm.llms.anthropic.common_utils import ( - optionally_handle_anthropic_oauth, - ) - - headers: dict[str, str] = { + def get_count_tokens_headers(self, auth_header: Mapping[str, str]) -> dict[str, str]: + """The count-tokens headers around a resolved Anthropic auth header + (``AnthropicModelInfo.get_auth_header``): x-api-key for a static key, an Authorization + bearer for ``ANTHROPIC_AUTH_TOKEN`` and for sk-ant-oat tokens, whose mandatory oauth beta + merges with the token-counting beta instead of replacing it.""" + return { "Content-Type": "application/json", - "x-api-key": api_key, "anthropic-version": "2023-06-01", - "anthropic-beta": ANTHROPIC_TOKEN_COUNTING_BETA_VERSION, + **auth_header, + "anthropic-beta": merge_anthropic_beta_headers( + auth_header.get("anthropic-beta"), ANTHROPIC_TOKEN_COUNTING_BETA_VERSION + ), } - headers, _ = optionally_handle_anthropic_oauth(headers=headers, api_key=api_key) - return headers def validate_request( self, diff --git a/litellm/llms/anthropic/files/handler.py b/litellm/llms/anthropic/files/handler.py index e4c75a704ec..f1f9c204b58 100644 --- a/litellm/llms/anthropic/files/handler.py +++ b/litellm/llms/anthropic/files/handler.py @@ -1,7 +1,7 @@ import asyncio import json import time -from collections.abc import Coroutine +from collections.abc import Coroutine, Mapping from typing import Final import httpx @@ -43,6 +43,7 @@ class AnthropicFilesHandler: api_key: str | None = None, timeout: float | httpx.Timeout = 600.0, max_retries: int | None = None, + litellm_params: Mapping[str, object] | None = None, ) -> HttpxBinaryResponseContent: """ Async: Retrieve file content from Anthropic. @@ -56,6 +57,7 @@ class AnthropicFilesHandler: api_key: Anthropic API key timeout: Request timeout max_retries: Max retry attempts (unused for now) + litellm_params: Deployment params, so a named credential's federation settings reach the mint Returns: HttpxBinaryResponseContent: Binary content wrapped in compatible response format @@ -73,7 +75,9 @@ class AnthropicFilesHandler: # Get Anthropic API credentials api_base = self.anthropic_model_info.get_api_base(api_base) - auth_header: Final = self.anthropic_model_info.get_auth_header(api_key, api_base) + auth_header: Final = await self.anthropic_model_info.aget_auth_header( + api_key, api_base, litellm_params=litellm_params, allow_workload_identity=True + ) if auth_header is None: raise ValueError("Missing Anthropic API Key") @@ -116,6 +120,7 @@ class AnthropicFilesHandler: api_key: str | None = None, timeout: float | httpx.Timeout = 600.0, max_retries: int | None = None, + litellm_params: Mapping[str, object] | None = None, ) -> HttpxBinaryResponseContent | Coroutine[object, object, HttpxBinaryResponseContent]: """ Retrieve file content from Anthropic. @@ -130,6 +135,7 @@ class AnthropicFilesHandler: api_key: Anthropic API key timeout: Request timeout max_retries: Max retry attempts (unused for now) + litellm_params: Deployment params, so a named credential's federation settings reach the mint Returns: HttpxBinaryResponseContent or Coroutine: Binary content wrapped in compatible response format @@ -139,7 +145,9 @@ class AnthropicFilesHandler: file_content_request=file_content_request, api_base=api_base, api_key=api_key, + timeout=timeout, max_retries=max_retries, + litellm_params=litellm_params, ) else: return asyncio.run( @@ -149,6 +157,7 @@ class AnthropicFilesHandler: api_key=api_key, timeout=timeout, max_retries=max_retries, + litellm_params=litellm_params, ) ) diff --git a/litellm/llms/anthropic/files/transformation.py b/litellm/llms/anthropic/files/transformation.py index 7b5ab78af8d..04d057ed3e9 100644 --- a/litellm/llms/anthropic/files/transformation.py +++ b/litellm/llms/anthropic/files/transformation.py @@ -14,6 +14,7 @@ Anthropic Files API endpoints: import calendar import time +from collections.abc import Mapping from typing import Final, cast import httpx @@ -35,7 +36,12 @@ from litellm.types.llms.openai import ( ) from litellm.types.utils import LlmProviders -from ..common_utils import AnthropicError, AnthropicModelInfo +from ..common_utils import ( + AnthropicError, + AnthropicModelInfo, + merge_anthropic_beta_headers, + without_caller_credential_headers, +) ANTHROPIC_FILES_API_BASE: Final = "https://api.anthropic.com" ANTHROPIC_FILES_BETA_HEADER: Final = "files-api-2025-04-14" @@ -94,21 +100,55 @@ class AnthropicFilesConfig(BaseFilesConfig): api_key: str | None = None, api_base: str | None = None, ) -> dict: - if api_base is None and isinstance(litellm_params, dict): - api_base = litellm_params.get("api_base") - auth_header: Final = AnthropicModelInfo.get_auth_header(api_key, api_base) + params_mapping, resolved_api_base = self._resolve_params(litellm_params, api_base) + auth_header: Final = AnthropicModelInfo.get_auth_header( + api_key, resolved_api_base, litellm_params=params_mapping, allow_workload_identity=True + ) + return self._finalize_headers(headers, auth_header) + + async def avalidate_environment( + self, + headers: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + model: str, + messages: list, # mutable-ok: mirrors the sync validate_environment contract this overrides + optional_params: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + litellm_params: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + api_key: str | None = None, + api_base: str | None = None, + ) -> dict: # mutable-ok: mirrors the sync validate_environment contract this overrides + """Async counterpart of validate_environment: the WIF tier can block on a token + exchange POST, so async callers await it off the event loop.""" + params_mapping, resolved_api_base = self._resolve_params(litellm_params, api_base) + auth_header: Final = await AnthropicModelInfo.aget_auth_header( + api_key, resolved_api_base, litellm_params=params_mapping, allow_workload_identity=True + ) + return self._finalize_headers(headers, auth_header) + + @staticmethod + def _resolve_params( + litellm_params: dict, api_base: str | None + ) -> tuple[dict | None, str | None]: # mutable-ok: mirrors the sync validate_environment contract this overrides + params_mapping: Final = litellm_params if isinstance(litellm_params, dict) else None + if api_base is None and params_mapping is not None: + api_base = params_mapping.get("api_base") + return params_mapping, api_base + + @staticmethod + def _finalize_headers(headers: dict, auth_header: Mapping[str, str] | None) -> dict: # mutable-ok: out-param if auth_header is None: raise ValueError( "Anthropic API key is required. Set ANTHROPIC_API_KEY or ANTHROPIC_AUTH_TOKEN environment variable or pass api_key parameter." ) - headers.update( - { - **auth_header, - "anthropic-version": "2023-06-01", - "anthropic-beta": ANTHROPIC_FILES_BETA_HEADER, - } + merged_beta: Final = merge_anthropic_beta_headers( + merge_anthropic_beta_headers(headers.get("anthropic-beta"), auth_header.get("anthropic-beta")), + ANTHROPIC_FILES_BETA_HEADER, ) - return headers + return { + **without_caller_credential_headers(headers), + **auth_header, + "anthropic-version": "2023-06-01", + "anthropic-beta": merged_beta, + } def get_supported_openai_params(self, model: str) -> list[OpenAICreateFileRequestOptionalParams]: return ["purpose"] diff --git a/litellm/llms/anthropic/pass_through/messages/transformation.py b/litellm/llms/anthropic/pass_through/messages/transformation.py index 2fbb51ec949..bc61b133f4e 100644 --- a/litellm/llms/anthropic/pass_through/messages/transformation.py +++ b/litellm/llms/anthropic/pass_through/messages/transformation.py @@ -1,5 +1,5 @@ from collections.abc import AsyncIterator, Mapping, Sequence -from typing import Any, Final +from typing import Any, ClassVar, Final import httpx @@ -25,6 +25,7 @@ from litellm.types.router import GenericLiteLLMParams from ...common_utils import ( AnthropicError, AnthropicModelInfo, + merge_anthropic_beta_headers, optionally_handle_anthropic_oauth, requires_native_compaction_beta, strip_advisor_blocks_from_messages, @@ -38,6 +39,17 @@ from .mid_conversation_system import ( DEFAULT_ANTHROPIC_API_VERSION: Final = "2023-06-01" +_CALLER_CREDENTIAL_HEADERS: Final = frozenset({"x-api-key", "authorization"}) + + +def _carries_caller_credential(headers: Mapping[str, str]) -> bool: + """Whether the caller sent their own Anthropic credential, in which case this passthrough + honors it and never mints. Matched case-insensitively: an SDK caller passing ``X-Api-Key`` + through extra_headers would otherwise slip the check and end up sending their key beside a + minted federation Bearer.""" + return any(name.lower() in _CALLER_CREDENTIAL_HEADERS for name in headers) + + DROP_UNSUPPORTED_ADAPTIVE_EFFORT_WARNING: Final = ( "Dropping adaptive `thinking`/`output_config.effort` for model=%s: the model " "does not support extended thinking, or max_tokens is too small to fit the " @@ -55,6 +67,8 @@ def _messages_carry_output_config(messages: Sequence[object]) -> bool: class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): + _workload_identity_eligible: ClassVar[bool] = True + @property def custom_llm_provider(self) -> str | None: return "anthropic" @@ -256,33 +270,109 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig): # Check for Anthropic OAuth token in Authorization header headers, api_key = optionally_handle_anthropic_oauth(headers=headers, api_key=api_key) - header_names: Final = frozenset(name.lower() for name in headers) - if "x-api-key" not in header_names and "authorization" not in header_names: - auth_header: Final = AnthropicModelInfo.get_auth_header(api_key) - if auth_header is None: - raise AuthenticationError( - message=( - "Missing Anthropic API Key - A call is being made to anthropic but no key is set " - "either in the environment variables or via params. Please set `ANTHROPIC_API_KEY` " - "or `ANTHROPIC_AUTH_TOKEN` in your environment vars" + if not _carries_caller_credential(headers): + self._apply_env_auth_header( + headers, + self._require_auth_header( + AnthropicModelInfo.get_auth_header( + api_key, + api_base=api_base, + litellm_params=litellm_params, + allow_workload_identity=self._allows_workload_identity, ), - llm_provider=self._resolved_provider, model=model, - ) - headers.update(auth_header) + ), + ) + return self._finalize_messages_headers(headers, optional_params, messages), api_base + + async def avalidate_anthropic_messages_environment( + self, + headers: dict, # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + model: str, + messages: list[Any], # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + optional_params: dict, # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + litellm_params: dict, # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + api_key: str | None = None, + api_base: str | None = None, + ) -> tuple[dict, str | None]: # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + if type(self).validate_anthropic_messages_environment is not ( + AnthropicMessagesConfig.validate_anthropic_messages_environment + ): + # a subclass sync override must keep winning on the async path + return self.validate_anthropic_messages_environment( + headers=headers, + model=model, + messages=messages, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + api_base=api_base, + ) + oauth_headers, oauth_api_key = optionally_handle_anthropic_oauth(headers=headers, api_key=api_key) + + if not _carries_caller_credential(oauth_headers): + self._apply_env_auth_header( + oauth_headers, + self._require_auth_header( + await AnthropicModelInfo.aget_auth_header( + oauth_api_key, + api_base=api_base, + litellm_params=litellm_params, + allow_workload_identity=self._allows_workload_identity, + ), + model=model, + ), + ) + return self._finalize_messages_headers(oauth_headers, optional_params, messages), api_base + + def _require_auth_header(self, auth_header: Mapping[str, str] | None, model: str) -> Mapping[str, str]: + if auth_header is None: + raise AuthenticationError( + message=( + "Missing Anthropic API Key - A call is being made to anthropic but no key is set " + "either in the environment variables or via params. Please set `ANTHROPIC_API_KEY` " + "or `ANTHROPIC_AUTH_TOKEN` in your environment vars" + ), + llm_provider=self._resolved_provider, + model=model, + ) + return auth_header + + @staticmethod + def _apply_env_auth_header(headers: dict, auth_header: Mapping[str, str] | None) -> None: # mutable-ok: out-param + if auth_header is None: + return + merged_beta: Final = merge_anthropic_beta_headers( + headers.get("anthropic-beta"), auth_header.get("anthropic-beta") + ) + headers.update(auth_header) + if merged_beta: + headers["anthropic-beta"] = merged_beta + + @property + def _allows_workload_identity(self) -> bool: + """Subclasses reuse this validate step for their own /v1/messages-compatible providers, so + eligibility is declared per class and never inherited.""" + from litellm.llms.anthropic.common_utils import config_allows_workload_identity + + return config_allows_workload_identity(self) + + def _finalize_messages_headers( + self, + headers: dict, # mutable-ok: out-param + optional_params: dict, # mutable-ok: out-param + messages: list[Any], # mutable-ok: mirrors the validate_anthropic_messages_environment contract + ) -> dict: # mutable-ok: out-param if "anthropic-version" not in headers: headers["anthropic-version"] = DEFAULT_ANTHROPIC_API_VERSION if "content-type" not in headers: headers["content-type"] = "application/json" - - headers = self._update_headers_with_anthropic_beta( + return self._update_headers_with_anthropic_beta( headers=headers, optional_params=optional_params, messages=messages, ) - return headers, api_base - @staticmethod def _translate_reasoning_effort_to_anthropic( model: str, optional_params: dict, max_tokens: int | None, custom_llm_provider: str diff --git a/litellm/llms/anthropic/prompt_cache_prediction.py b/litellm/llms/anthropic/prompt_cache_prediction.py index 6528c7ac726..ff304e845f7 100644 --- a/litellm/llms/anthropic/prompt_cache_prediction.py +++ b/litellm/llms/anthropic/prompt_cache_prediction.py @@ -524,17 +524,19 @@ async def count_prompt_tokens( body: Mapping[str, JsonValue], api_base: str | None = None, ) -> int | None: + auth_header: Final = AnthropicModelInfo.get_auth_header(api_key=api_key, api_base=api_base) + if auth_header is None: + return None try: native: Final = _CountBody.model_validate(body) - count_url: Final = _messages_url(model, api_key, api_base) + "/count_tokens" result: Final = _CountResult.model_validate( await _counter.handle_count_tokens_request( model=model, messages=_count_objects(native.messages), tools=_count_objects(native.tools) if native.tools is not None else None, system=_JSON_OBJECT.validate_python(MappingProxyType({"system": native.system}))["system"], - api_key=api_key, - api_base=count_url, + auth_header=auth_header, + api_base=api_base, optional_params=_JSON_OBJECT.validate_python( MappingProxyType({key: body[key] for key in COUNT_TOKEN_OPTION_NAMES if key in body}) ), diff --git a/litellm/llms/anthropic/skills/transformation.py b/litellm/llms/anthropic/skills/transformation.py index 448e2dc2584..6d419a56889 100644 --- a/litellm/llms/anthropic/skills/transformation.py +++ b/litellm/llms/anthropic/skills/transformation.py @@ -2,6 +2,7 @@ Anthropic Skills API configuration and transformations """ +from types import MappingProxyType from typing import Final import httpx @@ -35,40 +36,35 @@ class AnthropicSkillsConfig(BaseSkillsAPIConfig): def validate_environment(self, headers: dict, litellm_params: GenericLiteLLMParams | None) -> dict: """Add Anthropic-specific headers""" - from litellm.llms.anthropic.common_utils import AnthropicModelInfo + from litellm.constants import ANTHROPIC_SKILLS_API_BETA_VERSION + from litellm.llms.anthropic.common_utils import ( + AnthropicModelInfo, + merge_anthropic_beta_headers, + without_caller_credential_headers, + ) - # Get API key from litellm_params if available - api_key = None - api_base = None - if litellm_params is not None: - api_key = litellm_params.api_key - api_base = litellm_params.api_base - - auth_header: Final = AnthropicModelInfo.get_auth_header(api_key, api_base) + auth_header: Final = AnthropicModelInfo.get_auth_header( + api_key=litellm_params.api_key if litellm_params is not None else None, + api_base=litellm_params.api_base if litellm_params is not None else None, + litellm_params=MappingProxyType(dict(litellm_params)) if litellm_params is not None else None, + allow_workload_identity=True, + ) if auth_header is None: raise ValueError("ANTHROPIC_API_KEY or ANTHROPIC_AUTH_TOKEN is required for Skills API") - headers.update(auth_header) - headers["anthropic-version"] = "2023-06-01" - - # Add beta header for skills API - from litellm.constants import ANTHROPIC_SKILLS_API_BETA_VERSION - - if "anthropic-beta" not in headers: - headers["anthropic-beta"] = ANTHROPIC_SKILLS_API_BETA_VERSION - elif isinstance(headers["anthropic-beta"], list): - if ANTHROPIC_SKILLS_API_BETA_VERSION not in headers["anthropic-beta"]: - headers["anthropic-beta"].append(ANTHROPIC_SKILLS_API_BETA_VERSION) - elif isinstance(headers["anthropic-beta"], str): - if ANTHROPIC_SKILLS_API_BETA_VERSION not in headers["anthropic-beta"]: - headers["anthropic-beta"] = [ - headers["anthropic-beta"], - ANTHROPIC_SKILLS_API_BETA_VERSION, - ] - - headers["content-type"] = "application/json" - - return headers + merged_beta: Final = merge_anthropic_beta_headers( + merge_anthropic_beta_headers(headers.get("anthropic-beta"), auth_header.get("anthropic-beta")), + ANTHROPIC_SKILLS_API_BETA_VERSION, + ) + # The deployment's own credential is applied here, so a caller-supplied one must not ride + # along upstream beside a minted federation Bearer. + return { + **without_caller_credential_headers(headers), + **auth_header, + "anthropic-version": "2023-06-01", + "anthropic-beta": merged_beta, + "content-type": "application/json", + } def get_complete_url( self, diff --git a/litellm/llms/anthropic/wif.py b/litellm/llms/anthropic/wif.py new file mode 100644 index 00000000000..b096a11ace4 --- /dev/null +++ b/litellm/llms/anthropic/wif.py @@ -0,0 +1,604 @@ +"""Anthropic workload identity federation: exchanges an external OIDC identity +token for a short-lived ``sk-ant-oat01`` token via the shared RFC 7523 engine.""" + +import os +from collections.abc import Callable, Mapping +from dataclasses import dataclass +from functools import lru_cache +from itertools import chain +from types import MappingProxyType +from typing import Final, NoReturn, TypeVar +from urllib.parse import urlsplit, urlunsplit + +from pydantic import BaseModel, ConfigDict, ValidationError +from typing_extensions import assert_never + +import litellm +from litellm._logging import verbose_logger +from litellm.llms.base_llm.auth.client_credentials import keycloak_assertion_source +from litellm.llms.base_llm.auth.identity_source import ( + AnthropicIdentitySourceKind, + InternalIssuerSource, + KeycloakSource, + identity_source_ref, +) +from litellm.llms.base_llm.auth.internal_issuer import ( + internal_issuer_assertion_source, + internal_issuer_jwks_document, +) +from litellm.llms.base_llm.auth.token_exchange import ( + JwtBearerTokenExchangeEngine, + default_token_exchange_engine, +) +from litellm.llms.base_llm.auth.types import ( + AssertionSourceError, + ExchangeError, + ExchangeResult, + InsecureTokenUrl, + MalformedTokenResponse, + MintedToken, + TokenEndpointError, + TokenExchangeSpec, + TokenTransportError, +) +from litellm.types.llms.anthropic import ANTHROPIC_TOKEN_EXCHANGE_PATH + +_JWT_BEARER_GRANT_TYPE: Final = "urn:ietf:params:oauth:grant-type:jwt-bearer" +_DEFAULT_API_BASE: Final = "https://api.anthropic.com" +_INLINE_ENV_VAR: Final = "ANTHROPIC_IDENTITY_TOKEN" +_DISABLE_WIF_PARAM: Final = "anthropic_disable_workload_identity_federation" +_ACCEPTED_REF_PREFIX: Final = "oidc/" +_SHADOWED_DEPLOYMENT_WARNING_CAP: Final = 512 +_CHAT_BASE_SUFFIXES: Final = ("/v1/messages", "/v1") +# Hosts a federated exchange may talk to. api_base decides where the workload's assertion is sent +# AND where the minted org-scoped token is presented, so anyone able to write api_base on a +# federated deployment could otherwise redirect both. Gating each write path does not terminate: +# a deployment, a referenced credential and a future endpoint all reach the same value. This is the +# one place a federated exchange is built, so the trust decision is enforced here instead, and the +# allowlist is server-owned -- read from the environment, never from a model or credential API. +_TRUSTED_EXCHANGE_HOSTS_ENV: Final = "LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS" +_SCHEME_DEFAULT_PORTS: Final[Mapping[str, int]] = MappingProxyType({"http": 80, "https": 443}) +_DEFAULT_TRUSTED_EXCHANGE_HOST: Final = "api.anthropic.com" +_REJECTED_REF_PREFIX: Final = "oidc/env_path/" +_IDENTITY_SOURCE_PARAM: Final = "anthropic_identity_source" +_IDENTITY_SOURCE_ENV: Final = "ANTHROPIC_IDENTITY_SOURCE" +_IDENTITY_TOKEN_FILE_PARAM: Final = "anthropic_identity_token_file" +_IDENTITY_TOKEN_PARAM: Final = "anthropic_identity_token" + +# litellm_params key -> InternalIssuerSource/KeycloakSource field name. Every key here must +# also be listed in ANTHROPIC_WIF_KWARGS_KEYS (types/workload_identity.py), which is what makes it +# request-banned and cleared on a client-redirected api_base -- see types/utils.py's +# anthropic_wif_litellm_params, derived from that same set. +_INTERNAL_ISSUER_FIELD_MAP: Final[Mapping[str, str]] = MappingProxyType( + { + "anthropic_issuer_url": "issuer_url", + "anthropic_issuer_subject": "subject", + "anthropic_issuer_audience": "audience", + "anthropic_issuer_ttl_seconds": "ttl_seconds", + "anthropic_issuer_signing_key_ref": "signing_key_ref", + } +) +_KEYCLOAK_FIELD_MAP: Final[Mapping[str, str]] = MappingProxyType( + { + "anthropic_keycloak_token_url": "token_url", + "anthropic_keycloak_client_id": "client_id", + "anthropic_keycloak_auth_method": "auth_method", + "anthropic_keycloak_client_secret_ref": "client_secret_ref", + "anthropic_keycloak_scope": "scope", + } +) +_DENIAL_HINT: Final = ( + "Anthropic answers every denied exchange with the same 401; the reason (for example" + " workspace_id_required or jti_reused) is only shown in the Claude Console under" + " Settings > Workload identity, in the rule's authentication history. jti_reused means this" + " identity token was already exchanged once: Anthropic accepts each assertion a single time, so a" + " token file or env var has to rotate before the minted token expires (the rule's" + " token_lifetime_seconds), or switch to the internal issuer or Keycloak source, which mint a" + " fresh assertion per exchange" +) +_WORKSPACE_HINT: Final = ( + "If the federation rule is enabled in more than one workspace, set anthropic_federation_workspace_id" + " (or ANTHROPIC_FEDERATION_WORKSPACE_ID) to the wrkspc_ id of the workspace to mint tokens for, or to 'default'." + " Federation does not read ANTHROPIC_WORKSPACE_ID, which the Bedrock Claude platform provider already uses" +) +_SERVICE_ACCOUNT_HINT: Final = ( + "Anthropic's reference lists service_account_id as required: set anthropic_service_account_id" + " (or ANTHROPIC_SERVICE_ACCOUNT_ID) to the svac_ id the federation rule targets" +) +_MISSING_IDS_HINT: Final = ( + "Copy them from the federation rule's detail page under Settings > Workload identity in the" + " Claude Console, or set ANTHROPIC_FEDERATION_RULE_ID and ANTHROPIC_ORGANIZATION_ID" +) +_ALLOWLIST_HINT: Final = ( + "Identity token files must sit under an allowed credential directory" + " (/var/run/secrets or /run/secrets by default);" + " set LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS to extend the allowlist" +) +_EMPTY_PARAMS: Final[Mapping[str, object]] = MappingProxyType({}) + +_IdentitySourceVariant = TypeVar("_IdentitySourceVariant", bound="InternalIssuerSource | KeycloakSource") + + +class AnthropicWifParams(BaseModel): + model_config = ConfigDict(frozen=True) + + federation_rule_id: str + organization_id: str + service_account_id: str | None = None + workspace_id: str | None = None + assertion_ref: str + assertion_source: Callable[[], str | None] | None = None + + +def resolve_anthropic_wif_params(litellm_params: Mapping[str, object] | None) -> AnthropicWifParams | None: + if litellm_params is not None and litellm_params.get(_DISABLE_WIF_PARAM) is True: + return None + federation_rule_id: Final = _config_value( + litellm_params, "anthropic_federation_rule_id", "ANTHROPIC_FEDERATION_RULE_ID" + ) + organization_id: Final = _config_value(litellm_params, "anthropic_organization_id", "ANTHROPIC_ORGANIZATION_ID") + if federation_rule_id is None or organization_id is None: + _raise_if_identity_source_configured(litellm_params, federation_rule_id, organization_id) + return None + identity_source: Final = _resolve_identity_source(litellm_params) + if identity_source is None: + return None + assertion_ref, assertion_source = identity_source + return AnthropicWifParams( + federation_rule_id=federation_rule_id, + organization_id=organization_id, + service_account_id=_config_value( + litellm_params, "anthropic_service_account_id", "ANTHROPIC_SERVICE_ACCOUNT_ID" + ), + workspace_id=_config_value( + litellm_params, "anthropic_federation_workspace_id", "ANTHROPIC_FEDERATION_WORKSPACE_ID" + ), + assertion_ref=assertion_ref, + assertion_source=assertion_source, + ) + + +def _resolve_identity_source( + litellm_params: Mapping[str, object] | None, +) -> tuple[str, Callable[[], str] | None] | None: + """Dispatches on ``anthropic_identity_source``. Absent (the default) keeps today's + token_file/env resolution byte-identical, with no ``assertion_source`` closure -- the engine + falls back to its own reader exactly as it does today. A recognized kind builds the matching + frozen config, hashes it into the ``oidc//`` cache-key ref (``identity_source_ref``), + and closes the source's fetch/mint function over it. An unset-but-invalid config (unknown + kind, a missing required field, or a field from the other variant) fails closed here rather + than silently falling back to token_file. A deployment whose params carry a legacy token or + token_file ref stays on legacy resolution even when ``ANTHROPIC_IDENTITY_SOURCE`` names a + fleet-wide kind: the env kind only governs deployments that set no identity params of their own.""" + source_kind: Final = _resolve_source_kind(litellm_params) + if source_kind is None: + legacy_ref: Final = _resolve_assertion_ref(litellm_params) + return (legacy_ref, None) if legacy_ref is not None else None + params: Final[Mapping[str, object]] = MappingProxyType( + {key: value for key, value in (litellm_params or _EMPTY_PARAMS).items() if _is_set(value)} + ) + match source_kind: + case AnthropicIdentitySourceKind.internal_issuer.value: + _reject_foreign_variant_fields(params, foreign_field_map=_KEYCLOAK_FIELD_MAP, chosen_kind=source_kind) + issuer_config: Final = _build_variant(InternalIssuerSource, params, _INTERNAL_ISSUER_FIELD_MAP) + return identity_source_ref(issuer_config), internal_issuer_assertion_source(issuer_config) + case AnthropicIdentitySourceKind.keycloak.value: + _reject_foreign_variant_fields( + params, foreign_field_map=_INTERNAL_ISSUER_FIELD_MAP, chosen_kind=source_kind + ) + keycloak_config: Final = _build_variant(KeycloakSource, params, _KEYCLOAK_FIELD_MAP) + return identity_source_ref(keycloak_config), keycloak_assertion_source(keycloak_config) + case _: + _raise_unknown_source_kind(source_kind) + + +def _raise_unknown_source_kind(source_kind: str) -> NoReturn: + raise litellm.AuthenticationError( + message=( + f"{_IDENTITY_SOURCE_PARAM} must be one of " + f"{', '.join(kind.value for kind in AnthropicIdentitySourceKind)}; got {source_kind!r}" + ), + llm_provider="anthropic", + model="", + ) + + +def _raise_if_identity_source_configured( + litellm_params: Mapping[str, object] | None, federation_rule_id: str | None, organization_id: str | None +) -> None: + """A configured identity source is an explicit request to federate, so a missing rule or + organization id fails closed with the ids named, rather than silently skipping federation + and surfacing later as a missing API key.""" + source_kind: Final = _resolve_source_kind(litellm_params) + if source_kind is None: + return + if source_kind not in {kind.value for kind in AnthropicIdentitySourceKind}: + _raise_unknown_source_kind(source_kind) + missing: Final = tuple( + param + for param, value in ( + ("anthropic_federation_rule_id", federation_rule_id), + ("anthropic_organization_id", organization_id), + ) + if value is None + ) + raise litellm.AuthenticationError( + message=( + f"{_IDENTITY_SOURCE_PARAM} is {source_kind!r}, but {' and '.join(missing)} " + f"{'is' if len(missing) == 1 else 'are'} not set. {_MISSING_IDS_HINT}" + ), + llm_provider="anthropic", + model="", + ) + + +def _resolve_source_kind(litellm_params: Mapping[str, object] | None) -> str | None: + param_kind: Final = _param_str(litellm_params, _IDENTITY_SOURCE_PARAM) + if param_kind is not None: + return param_kind + has_param_legacy_ref: Final = any( + _param_str(litellm_params, key) is not None for key in (_IDENTITY_TOKEN_FILE_PARAM, _IDENTITY_TOKEN_PARAM) + ) + return None if has_param_legacy_ref else _env_str(_IDENTITY_SOURCE_ENV) + + +def _reject_foreign_variant_fields( + litellm_params: Mapping[str, object], foreign_field_map: Mapping[str, str], chosen_kind: str +) -> None: + foreign_keys_present: Final = tuple(param for param in foreign_field_map if param in litellm_params) + if foreign_keys_present: + raise litellm.AuthenticationError( + message=( + f"{_IDENTITY_SOURCE_PARAM} is {chosen_kind!r}, but {', '.join(sorted(foreign_keys_present))} " + "belongs to a different identity source and cannot be set alongside it" + ), + llm_provider="anthropic", + model="", + ) + + +def _build_variant( + model: type[_IdentitySourceVariant], + litellm_params: Mapping[str, object], + field_map: Mapping[str, str], +) -> _IdentitySourceVariant: + fields: Final = MappingProxyType( + {field_map[key]: value for key, value in litellm_params.items() if key in field_map and _is_set(value)} + ) + try: + return model.model_validate(fields) + except ValidationError as e: + # hide_input_in_errors=True on both variant models keeps a secret pasted into the + # wrong field (e.g. a client_secret typed as signing_key_ref) out of str(e). + raise litellm.AuthenticationError( + message=f"Invalid {_IDENTITY_SOURCE_PARAM} configuration: {e}", + llm_provider="anthropic", + model="", + ) from e + + +@dataclass(frozen=True, slots=True) +class ExportedJwks: + document: str + + +@dataclass(frozen=True, slots=True) +class NotAnInternalIssuerCredential: + required_param: str + required_value: str + + +@dataclass(frozen=True, slots=True) +class UnbuildableIdentitySource: + message: str + + +AnthropicJwksExport = ExportedJwks | NotAnInternalIssuerCredential | UnbuildableIdentitySource + + +def anthropic_internal_issuer_jwks(credential_values: Mapping[str, object]) -> AnthropicJwksExport: + """Derive the public JWKS a stored anthropic credential publishes to its federation issuer. + The private signing key stays in this process; only the derived public document comes back.""" + if credential_values.get(_IDENTITY_SOURCE_PARAM) != AnthropicIdentitySourceKind.internal_issuer.value: + return NotAnInternalIssuerCredential( + required_param=_IDENTITY_SOURCE_PARAM, + required_value=AnthropicIdentitySourceKind.internal_issuer.value, + ) + try: + issuer_source: Final = _build_variant(InternalIssuerSource, credential_values, _INTERNAL_ISSUER_FIELD_MAP) + return ExportedJwks(internal_issuer_jwks_document(issuer_source)) + except (litellm.AuthenticationError, ValueError) as e: + return UnbuildableIdentitySource(str(e)) + + +def build_anthropic_wif_spec(params: AnthropicWifParams, api_base: str) -> TokenExchangeSpec: + return TokenExchangeSpec( + token_url=api_base.rstrip("/") + ANTHROPIC_TOKEN_EXCHANGE_PATH, + assertion_ref=params.assertion_ref, + assertion_field="assertion", + static_body=MappingProxyType( + { + name: value + for name, value in ( + ("grant_type", _JWT_BEARER_GRANT_TYPE), + ("federation_rule_id", params.federation_rule_id), + ("organization_id", params.organization_id), + ("service_account_id", params.service_account_id), + ("workspace_id", params.workspace_id), + ) + if value is not None + } + ), + body_encoding="json", + request_headers=MappingProxyType({}), + assertion_source=params.assertion_source, + cache_key_identity=( + params.federation_rule_id, + params.organization_id, + params.service_account_id or "", + params.workspace_id or "", + ), + ) + + +def get_anthropic_wif_token( + litellm_params: Mapping[str, object] | None, + api_base: str | None, + model: str, + engine: JwtBearerTokenExchangeEngine = default_token_exchange_engine, +) -> str | None: + params: Final = resolve_anthropic_wif_params(litellm_params) + if params is None: + return None + exchange_base: Final = resolve_anthropic_base(api_base) + _raise_if_exchange_host_untrusted(exchange_base, model) + result: Final = engine.get_token(build_anthropic_wif_spec(params, exchange_base)) + return _token_from_result(result, model, params) + + +async def aget_anthropic_wif_token( + litellm_params: Mapping[str, object] | None, + api_base: str | None, + model: str, + engine: JwtBearerTokenExchangeEngine = default_token_exchange_engine, +) -> str | None: + params: Final = resolve_anthropic_wif_params(litellm_params) + if params is None: + return None + exchange_base: Final = resolve_anthropic_base(api_base) + _raise_if_exchange_host_untrusted(exchange_base, model) + result: Final = await engine.aget_token(build_anthropic_wif_spec(params, exchange_base)) + return _token_from_result(result, model, params) + + +def _token_from_result(result: ExchangeResult, model: str, params: AnthropicWifParams) -> str: + match result: + case MintedToken(): + return result.access_token.get_secret_value() + case _: + _raise_anthropic_wif_error( + result, + model=model, + workspace_id_set=params.workspace_id is not None, + service_account_id_set=params.service_account_id is not None, + ) + + +def resolve_anthropic_base(api_base: str | None) -> str: + """The base every Anthropic tier derives its URLs from: the deployment api_base when set, + else ``ANTHROPIC_API_BASE`` / ``ANTHROPIC_BASE_URL``, else Anthropic's host, with trailing + slashes and chat-appended ``/v1/messages`` suffixes stripped, so the token URL, the cache key + and the count-tokens URL all agree for the same deployment.""" + return anthropic_base_without_chat_suffix(api_base or _resolve_default_api_base()) + + +def _allowlisted_authority(entry: str) -> tuple[str, int | None] | None: + """One allowlist entry as ``(host, port)``. The port stays ``None`` unless the entry spells one + out, so ``gateway.internal`` trusts that host on every port while ``gateway.internal:8443`` + trusts only 8443.""" + parts: Final = urlsplit(entry if "://" in entry else f"//{entry}") + try: + port: Final = parts.port + except ValueError: + return None + return (parts.hostname, port) if parts.hostname else None + + +def _exchange_authority(exchange_base: str) -> tuple[str, int | None]: + """The host and port an exchange would actually reach, filling in the scheme's default port so + an operator who wrote ``api.anthropic.com:443`` still matches ``https://api.anthropic.com``.""" + parts: Final = urlsplit(exchange_base) + try: + port: Final = parts.port + except ValueError: + return "", None + return (parts.hostname or "").lower(), port if port is not None else _SCHEME_DEFAULT_PORTS.get(parts.scheme) + + +def _trusted_exchange_authorities() -> frozenset[tuple[str, int | None]]: + """Authorities a federated exchange may reach: Anthropic's own, plus whatever the operator put in + the environment. Comma separated, case folded, each entry a URL, a bare host, or ``host:port``.""" + configured: Final = os.getenv(_TRUSTED_EXCHANGE_HOSTS_ENV) or "" + entries: Final = (_allowlisted_authority(entry.strip()) for entry in configured.split(",") if entry.strip()) + return frozenset(chain(((_DEFAULT_TRUSTED_EXCHANGE_HOST, None),), (entry for entry in entries if entry))) + + +def _raise_if_exchange_host_untrusted(exchange_base: str, model: str) -> None: + """The federated exchange refuses any authority the operator has not vouched for, whatever wrote + the deployment's api_base. Exact host match, never a substring: ``api.anthropic.com.evil.test`` + contains the real host and must not pass. An entry naming a port trusts that port alone, so a + second process on another port of an allowed host is refused.""" + host, port = _exchange_authority(exchange_base) + if host and any( + host == allowed_host and allowed_port in (None, port) + for allowed_host, allowed_port in _trusted_exchange_authorities() + ): + return + refused: Final = f"{host}:{port}" if host and port is not None else host + raise litellm.AuthenticationError( + message=( + f"Anthropic workload identity federation refused to use host {refused or exchange_base!r}. " + f"A federated exchange sends the workload's identity token to this host and presents the " + f"minted token to it, so only {_DEFAULT_TRUSTED_EXCHANGE_HOST} is trusted by default. To " + f"use a private Anthropic-compatible gateway, add its host, or host:port to pin the port, " + f"to the {_TRUSTED_EXCHANGE_HOSTS_ENV} environment variable (comma separated); that is a " + f"decision to trust it with org-scoped credentials, so it is deliberately server-owned " + f"and cannot be set through the model or credential APIs" + ), + llm_provider="anthropic", + model=model, + ) + + +@lru_cache(maxsize=_SHADOWED_DEPLOYMENT_WARNING_CAP) +def _warn_static_credential_shadows_federation(model: str, configured_rule_id: str | None) -> None: + """Memoized so a shadowed deployment says this once rather than once per request. + + The environment fallback is resolved in here rather than by the caller so it too costs one + secret-manager read per deployment: every static-key Anthropic call reaches this, and a + per-request read of a rule id almost nobody sets is an ERROR log with a traceback per call on + the deployments that shadow nothing. + """ + if configured_rule_id is None and _env_str("ANTHROPIC_FEDERATION_RULE_ID") is None: + return + verbose_logger.warning( + "Anthropic deployment %s is configured for workload identity federation, but a static " + "ANTHROPIC_API_KEY or ANTHROPIC_AUTH_TOKEN is set and takes precedence, so every call bills " + "that credential and no federated token is minted. Unset it to federate.", + model or "(unnamed)", + ) + + +def warn_if_static_credential_shadows_federation(litellm_params: Mapping[str, object] | None, model: str) -> None: + """A process-wide static credential outranks federation everywhere in the provider, which is the + Anthropic SDK's own precedence. An operator who configured federation and left a key behind would + otherwise get no signal at all that none of their calls are federated.""" + if litellm_params is not None and litellm_params.get(_DISABLE_WIF_PARAM) is True: + return + _warn_static_credential_shadows_federation(model, _param_str(litellm_params, "anthropic_federation_rule_id")) + + +def _resolve_default_api_base() -> str: + from litellm.llms.anthropic.common_utils import AnthropicModelInfo + + return AnthropicModelInfo.get_api_base(None) or _DEFAULT_API_BASE + + +def anthropic_base_without_chat_suffix(base: str) -> str: + """A deployment base with its chat-surface suffix removed, so the token URL and model + discovery both derive from the same value whatever form the operator configured.""" + parts: Final = urlsplit(base) + if not parts.scheme or not parts.netloc: + return base.rstrip("/") + return urlunsplit((parts.scheme, parts.netloc, _strip_path_suffixes(parts.path), "", "")) + + +def _strip_path_suffixes(path: str) -> str: + """Drop the chat-surface suffixes a deployment base may carry, so every tier derives the same + token URL. Each pass removes at most one suffix, so the loop is bounded by the segment count.""" + trimmed = path.rstrip("/") # rebind-ok: fixed-point strip, one suffix per pass + while True: + shortened = next( + (trimmed.removesuffix(suffix) for suffix in _CHAT_BASE_SUFFIXES if trimmed.endswith(suffix)), + trimmed, + ) + if shortened == trimmed: + return trimmed + # Re-strip: a doubled suffix leaves a trailing slash that would stop the next match. + trimmed = shortened.rstrip("/") + + +def _config_value(litellm_params: Mapping[str, object] | None, param_key: str, env_name: str) -> str | None: + return _param_str(litellm_params, param_key) or _env_str(env_name) + + +def _is_set(value: object) -> bool: + return value is not None and value != "" + + +def _param_str(litellm_params: Mapping[str, object] | None, key: str) -> str | None: + if litellm_params is None: + return None + value: Final = litellm_params.get(key) + return value if isinstance(value, str) and value else None + + +def _env_str(name: str) -> str | None: + from litellm.secret_managers.main import get_secret_str + + value: Final = get_secret_str(name) + return value if isinstance(value, str) and value else None + + +def _resolve_assertion_ref(litellm_params: Mapping[str, object] | None) -> str | None: + file_param: Final = _param_str(litellm_params, _IDENTITY_TOKEN_FILE_PARAM) + if file_param is not None: + return f"oidc/file/{file_param}" + inline_param: Final = _param_str(litellm_params, _IDENTITY_TOKEN_PARAM) + if inline_param is not None: + return _validated_inline_ref(inline_param) + file_env: Final = _env_str("ANTHROPIC_IDENTITY_TOKEN_FILE") + if file_env is not None: + return f"oidc/file/{file_env}" + if _env_str(_INLINE_ENV_VAR) is not None: + return f"oidc/env/{_INLINE_ENV_VAR}" + return None + + +def _validated_inline_ref(value: str) -> str: + if value.startswith(_ACCEPTED_REF_PREFIX) and not value.startswith(_REJECTED_REF_PREFIX): + return value + raise litellm.AuthenticationError( + message=( + "anthropic_identity_token must be an oidc/ secret reference such as oidc/env/VAR_NAME," + " oidc/file//absolute/path, oidc/github/, or oidc/google/." + " Raw identity tokens and oidc/env_path/ references are not accepted;" + " to pass a token directly, export it and reference it as oidc/env/VAR_NAME" + ), + llm_provider="anthropic", + model="", + ) + + +def _raise_anthropic_wif_error( + error: ExchangeError, model: str, workspace_id_set: bool, service_account_id_set: bool +) -> NoReturn: + detail: Final = _error_detail( + error, workspace_id_set=workspace_id_set, service_account_id_set=service_account_id_set + ) + raise litellm.AuthenticationError( + message=f"Anthropic workload identity federation failed. {detail}", + llm_provider="anthropic", + model=model, + ) + + +def _denial_hints(workspace_id_set: bool, service_account_id_set: bool) -> str: + hints: Final = ( + _DENIAL_HINT, + "" if workspace_id_set else _WORKSPACE_HINT, + "" if service_account_id_set else _SERVICE_ACCOUNT_HINT, + ) + return " " + ". ".join(hint for hint in hints if hint) + + +def _error_detail(error: ExchangeError, workspace_id_set: bool, service_account_id_set: bool) -> str: + match error: + case AssertionSourceError() if error.kind == "disallowed_path": + return f"Could not read the OIDC identity token from {error.source_ref}. {_ALLOWLIST_HINT}" + case AssertionSourceError(): + base: Final = f"Could not obtain the OIDC identity token ({error.kind}) from {error.source_ref}" + return f"{base}. {error.detail}" if error.detail else base + case InsecureTokenUrl(): + return f"The token endpoint must use https; refusing to send the identity token to host {error.host!r}" + case TokenEndpointError() if error.status_code == 401: + hints: Final = _denial_hints(workspace_id_set, service_account_id_set) + return f"The token endpoint returned HTTP 401: {error.redacted_body}{hints}" + case TokenEndpointError(): + return f"The token endpoint returned HTTP {error.status_code}: {error.redacted_body}" + case TokenTransportError(): + return f"Could not reach the token endpoint: {error.detail}" + case MalformedTokenResponse(): + return f"The token endpoint returned an unusable response: {error.detail}" + case _: + assert_never(error) diff --git a/litellm/llms/azure_ai/embed/handler.py b/litellm/llms/azure_ai/embed/handler.py index c65edbf56e6..8037be8abeb 100644 --- a/litellm/llms/azure_ai/embed/handler.py +++ b/litellm/llms/azure_ai/embed/handler.py @@ -1,3 +1,4 @@ +from collections.abc import Mapping from typing import Final from urllib.parse import urlsplit, urlunsplit @@ -218,6 +219,7 @@ class AzureAIEmbedding(OpenAIChatCompletion): aembedding=None, max_retries: int | None = None, shared_session=None, + litellm_params: Mapping[str, object] | None = None, ) -> EmbeddingResponse: """ - Separate image url from text diff --git a/litellm/llms/base_llm/anthropic_messages/transformation.py b/litellm/llms/base_llm/anthropic_messages/transformation.py index 101a5e6c58c..5758d156a61 100644 --- a/litellm/llms/base_llm/anthropic_messages/transformation.py +++ b/litellm/llms/base_llm/anthropic_messages/transformation.py @@ -41,6 +41,29 @@ class BaseAnthropicMessagesConfig(ABC): """ return headers, api_base + async def avalidate_anthropic_messages_environment( + self, + headers: dict, # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + model: str, + messages: list[Any], # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + optional_params: dict, # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + litellm_params: dict, # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + api_key: str | None = None, + api_base: str | None = None, + ) -> tuple[dict, str | None]: # mutable-ok: mirrors the sync validate_anthropic_messages_environment contract + """Async counterpart used by the async handler. The default delegates to the + sync implementation; providers whose sync path can block the event loop + (e.g. a WIF token exchange) override this.""" + return self.validate_anthropic_messages_environment( + headers=headers, + model=model, + messages=messages, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + api_base=api_base, + ) + @abstractmethod def get_complete_url( self, diff --git a/litellm/llms/base_llm/auth/__init__.py b/litellm/llms/base_llm/auth/__init__.py new file mode 100644 index 00000000000..291e1492c98 --- /dev/null +++ b/litellm/llms/base_llm/auth/__init__.py @@ -0,0 +1,99 @@ +from litellm.llms.base_llm.auth.client_credentials import ( + SecretReader, + fetch_keycloak_assertion, + keycloak_assertion_source, +) +from litellm.llms.base_llm.auth.identity_source import ( + AnthropicIdentitySourceConfig, + AnthropicIdentitySourceKind, + InternalIssuerSource, + KeycloakSource, + identity_source_config_adapter, + identity_source_ref, +) +from litellm.llms.base_llm.auth.internal_issuer import ( + SigningKeyReader, + internal_issuer_assertion_source, + internal_issuer_jwks_document, + mint_internal_issuer_assertion, +) +from litellm.llms.base_llm.auth.jwt_signing import ( + ALG, + build_jwk, + build_jwks, + jwks_document_json, + load_es256_private_key, + rfc7638_thumbprint, + sign_es256_jwt, +) +from litellm.llms.base_llm.auth.token_exchange import ( + ADVISORY_REFRESH_BACKOFF_SECONDS, + ADVISORY_REFRESH_SECONDS, + MANDATORY_REFRESH_SECONDS, + MAX_ASSERTION_BYTES, + MAX_RESPONSE_BYTES, + JwtBearerTokenExchangeEngine, + default_token_exchange_engine, + redact_oauth_error_body, + validate_token_endpoint_url, +) +from litellm.llms.base_llm.auth.types import ( + AssertionReader, + AssertionSource, + AssertionSourceError, + BodyEncoding, + ExchangeError, + ExchangeResult, + InsecureTokenUrl, + MalformedTokenResponse, + MintedToken, + SyncTokenPoster, + TokenEndpointError, + TokenExchangeSpec, + TokenTransportError, +) + +__all__ = ( + "ADVISORY_REFRESH_BACKOFF_SECONDS", + "ADVISORY_REFRESH_SECONDS", + "ALG", + "MANDATORY_REFRESH_SECONDS", + "MAX_ASSERTION_BYTES", + "MAX_RESPONSE_BYTES", + "AnthropicIdentitySourceConfig", + "AnthropicIdentitySourceKind", + "AssertionReader", + "AssertionSource", + "AssertionSourceError", + "BodyEncoding", + "ExchangeError", + "ExchangeResult", + "InsecureTokenUrl", + "InternalIssuerSource", + "JwtBearerTokenExchangeEngine", + "KeycloakSource", + "MalformedTokenResponse", + "MintedToken", + "SecretReader", + "SigningKeyReader", + "SyncTokenPoster", + "TokenEndpointError", + "TokenExchangeSpec", + "TokenTransportError", + "build_jwk", + "build_jwks", + "default_token_exchange_engine", + "fetch_keycloak_assertion", + "identity_source_config_adapter", + "identity_source_ref", + "internal_issuer_assertion_source", + "internal_issuer_jwks_document", + "jwks_document_json", + "keycloak_assertion_source", + "load_es256_private_key", + "mint_internal_issuer_assertion", + "redact_oauth_error_body", + "rfc7638_thumbprint", + "sign_es256_jwt", + "validate_token_endpoint_url", +) diff --git a/litellm/llms/base_llm/auth/client_credentials.py b/litellm/llms/base_llm/auth/client_credentials.py new file mode 100644 index 00000000000..bf86dc6508f --- /dev/null +++ b/litellm/llms/base_llm/auth/client_credentials.py @@ -0,0 +1,225 @@ +"""Fetches a fresh RFC 6749 client_credentials assertion for Anthropic's ``keycloak`` identity +source: LiteLLM authenticates to Keycloak as its own confidential client and presents the +resulting ``access_token`` as the workload assertion (Phase 1 decision 2). + +The client secret is the operator-supplied pointer at ``KeycloakSource.client_secret_ref``, +resolved the same way every other WIF secret pointer already is (env, a Credential, or whatever +secret manager ``litellm.secret_manager_client`` is globally configured to, Vault included). +Every fetch is a fresh HTTP POST; nothing here caches a fetched token, since the outer +token-exchange engine already caches the Anthropic token it buys with one -- see decision 2's +"no Keycloak-side cache" ruling. +""" + +import base64 +import threading +from collections.abc import Callable, Mapping +from types import MappingProxyType +from typing import TYPE_CHECKING, Final, TypeAlias +from urllib.parse import quote, quote_plus, urlencode + +import httpx +from pydantic import BaseModel, SecretStr, ValidationError +from typing_extensions import assert_never + +from litellm.llms.base_llm.auth.identity_source import KeycloakSource, ref_for_error_message +from litellm.llms.base_llm.auth.token_exchange import ( + MAX_RESPONSE_BYTES, + endpoint_url_for_error_message, + redact_oauth_error_body, + require_posted_response, + validate_token_endpoint_url, +) +from litellm.llms.base_llm.auth.types import InsecureTokenUrl, SyncTokenPoster + +if TYPE_CHECKING: + from litellm.llms.custom_httpx.http_handler import HTTPHandler + +SecretReader: TypeAlias = Callable[[str], str | None] + +_GRANT_TYPE: Final = "client_credentials" +_TIMEOUT_SECONDS: Final = 30.0 +_FORM_CONTENT_TYPE: Final = "application/x-www-form-urlencoded" + + +class _ClientCredentialsResponse(BaseModel): + access_token: str + + +def _default_secret_reader(ref: str) -> str | None: + from litellm.secret_managers.main import get_secret_str + + return get_secret_str(ref) + + +def _new_keycloak_handler() -> "HTTPHandler": + from litellm.llms.custom_httpx.http_handler import HTTPHandler + + return HTTPHandler(timeout=httpx.Timeout(timeout=30.0, connect=5.0), follow_redirects=False) + + +class _HttpxSyncKeycloakPoster: + """Dedicated HTTPHandler for the Keycloak token POST: no ``logging_obj`` (so litellm's + request/response logging never sees the client secret or the fetched token), redirects + disabled. A separate instance from the outer engine's own poster, since this is a genuinely + new HTTP call site whose no-logging guarantee must be built here, not assumed inherited.""" + + def __init__(self, handler_factory: Callable[[], "HTTPHandler"] = _new_keycloak_handler) -> None: + self._lock: Final = threading.Lock() + self._handler_factory: Final = handler_factory + self._handler: HTTPHandler | None = None + + def _handler_instance(self) -> "HTTPHandler": + with self._lock: + if self._handler is None: + self._handler = self._handler_factory() + return self._handler + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + try: + response: Final[httpx.Response | None] = self._handler_instance().post( # pyright: ignore[reportUnknownMemberType] # HTTPHandler.post is legacy-untyped; the result is validated below + url, + content=content, + headers=dict(headers), + timeout=timeout, + ) + except httpx.HTTPStatusError as e: + return e.response + return require_posted_response(response, "keycloak token endpoint") + + +_DEFAULT_POSTER: Final[SyncTokenPoster] = _HttpxSyncKeycloakPoster() + + +def _form_encode(value: str) -> str: + """RFC 6749 Appendix B before RFC 6749 2.3.1's base64: application/x-www-form-urlencoded + with spaces as ``%20`` rather than ``+``, else a reserved character (":", "+", "%", " ") in + the id or secret corrupts the credential the far side decodes back out of Basic auth.""" + return quote(value, safe="") + + +def _basic_auth_header(client_id: str, client_secret: str) -> str: + encoded_pair: Final = f"{_form_encode(client_id)}:{_form_encode(client_secret)}" + return "Basic " + base64.b64encode(encoded_pair.encode()).decode("ascii") + + +def _prepared_request(config: KeycloakSource, client_secret: str) -> tuple[bytes, Mapping[str, str]]: + scope_field: Final[Mapping[str, str]] = ( + MappingProxyType({"scope": config.scope}) if config.scope else MappingProxyType({}) + ) + match config.auth_method: + case "client_secret_basic": + return ( + urlencode(MappingProxyType({"grant_type": _GRANT_TYPE, **scope_field})).encode(), + MappingProxyType( + { + "content-type": _FORM_CONTENT_TYPE, + "authorization": _basic_auth_header(config.client_id, client_secret), + } + ), + ) + case "client_secret_post": + return ( + urlencode( + MappingProxyType( + { + "grant_type": _GRANT_TYPE, + "client_id": config.client_id, + "client_secret": client_secret, + **scope_field, + } + ) + ).encode(), + MappingProxyType({"content-type": _FORM_CONTENT_TYPE}), + ) + case _: + assert_never(config.auth_method) + + +def _resolve_client_secret(config: KeycloakSource, secret_reader: SecretReader) -> str: + secret: Final = secret_reader(config.client_secret_ref) + if not secret: + raise ValueError(f"keycloak client secret {ref_for_error_message(config.client_secret_ref)} could not be read") + return secret + + +def _wire_forms_of_secret(config: KeycloakSource, client_secret: str) -> tuple[SecretStr, ...]: + """Every shape the secret leaves this process in, so an echo of any of them is caught. + + Neither grant sends the secret verbatim. client_secret_basic base64s ``id:secret``, which + decodes straight back to it, and client_secret_post percent-escapes it. An endpoint echoing + either shape hands over reversible material a raw comparison would miss. + """ + raw: Final = SecretStr(client_secret) + match config.auth_method: + case "client_secret_basic": + encoded_pair: Final = f"{_form_encode(config.client_id)}:{_form_encode(client_secret)}" + return (raw, SecretStr(base64.b64encode(encoded_pair.encode()).decode("ascii"))) + case "client_secret_post": + # urlencode escapes reserved characters and writes a space as "+", so a secret + # containing either leaves in a shape the raw comparison would not recognise coming + # back. quote_plus is what urlencode itself applies. + return (raw, SecretStr(quote_plus(client_secret))) + case _: + assert_never(config.auth_method) + + +def _endpoint_error_message(config: KeycloakSource, response: httpx.Response, client_secret: str) -> str: + endpoint_error: Final = redact_oauth_error_body( + response.status_code, response.text, _wire_forms_of_secret(config, client_secret) + ) + return ( + f"keycloak token endpoint {endpoint_url_for_error_message(config.token_url)} " + f"returned HTTP {endpoint_error.status_code}: {endpoint_error.redacted_body}" + ) + + +def _parse_success_body(response: httpx.Response) -> str: + if len(response.content) > MAX_RESPONSE_BYTES: + raise ValueError("keycloak token response exceeded the size cap") + try: + parsed: Final = _ClientCredentialsResponse.model_validate_json(response.content) + except ValidationError as e: + raise ValueError("keycloak token response failed schema validation") from e + token: Final = parsed.access_token.strip() + if not token: + raise ValueError("keycloak token response carried an empty access_token") + return token + + +def fetch_keycloak_assertion( + config: KeycloakSource, + *, + poster: SyncTokenPoster = _DEFAULT_POSTER, + secret_reader: SecretReader = _default_secret_reader, +) -> str: + """POSTs one fresh client_credentials grant and returns the resulting ``access_token`` as the + workload assertion; the caller must not cache the result -- see the module docstring.""" + match validate_token_endpoint_url(config.token_url): + case InsecureTokenUrl(host=host): + raise ValueError(f"keycloak token_url must use https; refusing to send the client secret to host {host!r}") + case _: + pass + client_secret: Final = _resolve_client_secret(config, secret_reader) + content, headers = _prepared_request(config, client_secret) + try: + response: Final = poster.post(config.token_url, content=content, headers=headers, timeout=_TIMEOUT_SECONDS) + except Exception as e: # noqa: BLE001 # injected posters may raise beyond httpx; every failure becomes a ValueError + raise ValueError( + f"could not reach the keycloak token endpoint {endpoint_url_for_error_message(config.token_url)}: " + f"{type(e).__name__}" + ) from e + if not 200 <= response.status_code < 300: + raise ValueError(_endpoint_error_message(config, response, client_secret)) + return _parse_success_body(response) + + +def keycloak_assertion_source( + config: KeycloakSource, + *, + poster: SyncTokenPoster = _DEFAULT_POSTER, + secret_reader: SecretReader = _default_secret_reader, +) -> Callable[[], str]: + """A zero-arg closure that fetches fresh on every call: the shape an ``oidc/keycloak/...`` + ref dispatches to once wired into ``TokenExchangeSpec.assertion_source`` (Phase 1 decision 7) + -- the caller parses the config and closes this function over it, with no registry involved.""" + return lambda: fetch_keycloak_assertion(config, poster=poster, secret_reader=secret_reader) diff --git a/litellm/llms/base_llm/auth/identity_source.py b/litellm/llms/base_llm/auth/identity_source.py new file mode 100644 index 00000000000..f8f02249b3c --- /dev/null +++ b/litellm/llms/base_llm/auth/identity_source.py @@ -0,0 +1,76 @@ +"""Tagged-union identity-source configs for Anthropic workload identity federation, beyond the +existing token_file/env resolver in ``litellm/llms/anthropic/wif.py``. + +Each variant only ever carries secret *pointer names* (``signing_key_ref``, ``client_secret_ref``), +never a resolved secret value, so ``identity_source_ref`` can safely hash a variant into the short, +content-derived ``oidc//`` string used elsewhere as a get_secret ref, a token-exchange +cache-key discriminator, and an operator-facing error pointer. +""" + +import hashlib +from enum import Enum +from typing import Annotated, Final, Literal, TypeAlias + +from pydantic import BaseModel, ConfigDict, Field, TypeAdapter + +_REF_HASH_HEX_LENGTH: Final = 16 +_MAX_TTL_SECONDS: Final = 3600 +_DEFAULT_TTL_SECONDS: Final = 300 + + +class AnthropicIdentitySourceKind(str, Enum): + internal_issuer = "internal_issuer" + keycloak = "keycloak" + + +class InternalIssuerSource(BaseModel): + model_config = ConfigDict(frozen=True, extra="forbid", hide_input_in_errors=True) + + kind: Literal[AnthropicIdentitySourceKind.internal_issuer] = AnthropicIdentitySourceKind.internal_issuer + issuer_url: str + subject: str + audience: str | None = None + ttl_seconds: Annotated[int, Field(gt=0, le=_MAX_TTL_SECONDS)] = _DEFAULT_TTL_SECONDS + signing_key_ref: str + + +class KeycloakSource(BaseModel): + model_config = ConfigDict(frozen=True, extra="forbid", hide_input_in_errors=True) + + kind: Literal[AnthropicIdentitySourceKind.keycloak] = AnthropicIdentitySourceKind.keycloak + token_url: str + client_id: str + auth_method: Literal["client_secret_basic", "client_secret_post"] = "client_secret_basic" + client_secret_ref: str + scope: str | None = None + + +AnthropicIdentitySourceConfig: TypeAlias = Annotated[InternalIssuerSource | KeycloakSource, Field(discriminator="kind")] +identity_source_config_adapter: Final = TypeAdapter[AnthropicIdentitySourceConfig](AnthropicIdentitySourceConfig) + + +def identity_source_ref(config: AnthropicIdentitySourceConfig) -> str: + """``oidc//``: a short, secret-free pointer, stable for identical config and rolling + whenever any field does, including a ``*_ref`` pointer NAME (never the secret it points to).""" + digest: Final = hashlib.sha256(config.model_dump_json().encode()).hexdigest()[:_REF_HASH_HEX_LENGTH] + return f"oidc/{config.kind.value}/{digest}" + + +_POINTER_REF_PREFIXES: Final = ( + "oidc/", + "os.environ/", + "hashicorp_vault/", + "aws_secret_manager/", + "google_secret_manager/", +) + + +def ref_for_error_message(ref: str) -> str: + """A ``*_ref`` rendered for an operator-facing error. + + Naming the pointer is deliberate: it is what tells an operator which setting failed to + resolve. But these fields only ever fail to resolve when what was written is not a pointer, + and an operator who pasted the secret itself has made the field's value the secret. So the + value is echoed only when it is recognizably a pointer, and withheld otherwise. + """ + return ref if ref.startswith(_POINTER_REF_PREFIXES) else "" diff --git a/litellm/llms/base_llm/auth/internal_issuer.py b/litellm/llms/base_llm/auth/internal_issuer.py new file mode 100644 index 00000000000..f1029de0757 --- /dev/null +++ b/litellm/llms/base_llm/auth/internal_issuer.py @@ -0,0 +1,86 @@ +"""Mints a self-issued workload assertion for Anthropic's ``internal_issuer`` identity source: +LiteLLM signs its own short-lived ES256 JWT instead of reading one from a mounted OIDC file. + +Signing custody is the operator-supplied PEM at ``InternalIssuerSource.signing_key_ref``, +resolved the same way every other WIF secret pointer already is (env, a Credential, or +whatever secret manager ``litellm.secret_manager_client`` is globally configured to, Vault +included) -- see Phase 1 decision 1. Every mint is fresh; nothing here caches a minted JWT, +since the outer token-exchange engine already caches the Anthropic token it buys with one. +""" + +import time +import uuid +from collections.abc import Callable, Mapping +from types import MappingProxyType +from typing import Final, TypeAlias + +from litellm.llms.base_llm.auth.identity_source import InternalIssuerSource, ref_for_error_message +from litellm.llms.base_llm.auth.jwt_signing import jwks_document_json, sign_es256_jwt + +SigningKeyReader: TypeAlias = Callable[[str], str | None] + + +def _default_signing_key_reader(ref: str) -> str | None: + from litellm.secret_managers.main import get_secret_str + + return get_secret_str(ref) + + +def _claims(config: InternalIssuerSource, issued_at: int) -> Mapping[str, object]: + return MappingProxyType( + { + key: value + for key, value in ( + ("sub", config.subject), + ("iss", config.issuer_url), + ("aud", config.audience), + ("iat", issued_at), + ("exp", issued_at + config.ttl_seconds), + ("jti", str(uuid.uuid4())), + ) + if value is not None + } + ) + + +def _resolve_signing_key(config: InternalIssuerSource, key_reader: SigningKeyReader) -> str: + pem: Final = key_reader(config.signing_key_ref) + if not pem: + raise ValueError( + f"internal_issuer signing key {ref_for_error_message(config.signing_key_ref)} could not be read" + ) + return pem + + +def mint_internal_issuer_assertion( + config: InternalIssuerSource, + *, + key_reader: SigningKeyReader = _default_signing_key_reader, + clock: Callable[[], float] = time.time, +) -> str: + """Signs one fresh, short-lived assertion; the caller must not cache the result, since a + cached copy would defeat the point of re-minting on every exchange.""" + pem: Final = _resolve_signing_key(config, key_reader) + return sign_es256_jwt(pem, _claims(config, issued_at=int(clock()))) + + +def internal_issuer_assertion_source( + config: InternalIssuerSource, + *, + key_reader: SigningKeyReader = _default_signing_key_reader, + clock: Callable[[], float] = time.time, +) -> Callable[[], str]: + """A zero-arg closure that mints fresh on every call: the shape an ``oidc/internal_issuer/...`` + ref dispatches to once wired into ``TokenExchangeSpec.assertion_source`` (Phase 1 decision 7) + -- the caller parses the config and closes this function over it, with no registry involved.""" + return lambda: mint_internal_issuer_assertion(config, key_reader=key_reader, clock=clock) + + +def internal_issuer_jwks_document( + config: InternalIssuerSource, + *, + key_reader: SigningKeyReader = _default_signing_key_reader, +) -> str: + """The operator-facing JWKS export, resolved from a configured identity source rather than + a raw PEM in hand -- the JSON document to register as Anthropic's inline federation issuer.""" + return jwks_document_json(_resolve_signing_key(config, key_reader)) diff --git a/litellm/llms/base_llm/auth/jwt_signing.py b/litellm/llms/base_llm/auth/jwt_signing.py new file mode 100644 index 00000000000..b2079e84a35 --- /dev/null +++ b/litellm/llms/base_llm/auth/jwt_signing.py @@ -0,0 +1,115 @@ +"""ES256 JWT signing primitives for Anthropic workload identity federation's +``internal_issuer`` identity source (see ``identity_source.InternalIssuerSource``). + +Pure functions over an already-resolved PEM string: no I/O, no secret-manager awareness, no +caching. Given the signing key at, say, $ISSUER_SIGNING_KEY_PEM, an operator publishes the +JWKS document Anthropic's inline federation issuer needs with one line: + + python -c "from litellm.llms.base_llm.auth.jwt_signing import jwks_document_json; \\ + import os; print(jwks_document_json(os.environ['ISSUER_SIGNING_KEY_PEM']))" +""" + +import base64 +import hashlib +import json +from collections.abc import Mapping +from types import MappingProxyType +from typing import TYPE_CHECKING, Final, TypeAlias + +if TYPE_CHECKING: + from cryptography.hazmat.primitives.asymmetric import ec + +ALG: Final = "ES256" +MISSING_SIGNING_DEPENDENCIES_MESSAGE: Final = ( + "the internal_issuer identity source needs PyJWT and cryptography, which a base litellm install " + "does not include: pip install 'litellm[proxy]'" +) +_JWK_CURVE_NAME: Final = "P-256" +_JWK_KEY_TYPE: Final = "EC" +_COORDINATE_BYTE_LENGTH: Final = 32 # P-256 field element width, RFC 7518 6.2.1.2/6.2.1.3 + +Jwk: TypeAlias = Mapping[str, str] +Jwks: TypeAlias = Mapping[str, tuple[Jwk, ...]] + + +def load_es256_private_key(pem: str) -> "ec.EllipticCurvePrivateKey": + """Parses an unencrypted PEM EC private key. Never echoes the key material in an error.""" + try: + from cryptography.hazmat.primitives.asymmetric import ec + from cryptography.hazmat.primitives.serialization import load_pem_private_key + except ImportError as e: + raise ImportError(MISSING_SIGNING_DEPENDENCIES_MESSAGE) from e + try: + key: Final = load_pem_private_key(pem.encode(), password=None) + except (ValueError, TypeError) as e: + raise ValueError("internal_issuer signing key is not a valid unencrypted PEM private key") from e + if not isinstance(key, ec.EllipticCurvePrivateKey) or not isinstance(key.curve, ec.SECP256R1): + raise ValueError( # noqa: TRY004 # the reader classifies ValueError into a readable config error; TypeError would not + "internal_issuer signing key must be an EC P-256 (secp256r1) private key for ES256" + ) + return key + + +def _b64url_coordinate(value: int) -> str: + return base64.urlsafe_b64encode(value.to_bytes(_COORDINATE_BYTE_LENGTH, "big")).rstrip(b"=").decode("ascii") + + +def _jwk_thumbprint_members(public_key: "ec.EllipticCurvePublicKey") -> Jwk: + """RFC 7638 3.2's exact EC member set (crv, kty, x, y) and nothing else: an extra member + here would change the thumbprint and desync it from the ``kid`` published in the JWKS.""" + numbers: Final = public_key.public_numbers() + return MappingProxyType( + { + "crv": _JWK_CURVE_NAME, + "kty": _JWK_KEY_TYPE, + "x": _b64url_coordinate(numbers.x), + "y": _b64url_coordinate(numbers.y), + } + ) + + +def rfc7638_thumbprint(public_key: "ec.EllipticCurvePublicKey") -> str: + """RFC 7638: SHA-256 over the lexicographically member-ordered, whitespace-free JSON + rendering of the thumbprint members, base64url-encoded without padding.""" + canonical: Final = json.dumps( + dict(sorted(_jwk_thumbprint_members(public_key).items())), + separators=(",", ":"), + ) + return base64.urlsafe_b64encode(hashlib.sha256(canonical.encode()).digest()).rstrip(b"=").decode("ascii") + + +def build_jwk(public_key: "ec.EllipticCurvePublicKey", kid: str) -> Jwk: + return MappingProxyType({**_jwk_thumbprint_members(public_key), "use": "sig", "alg": ALG, "kid": kid}) + + +def build_jwks(public_key: "ec.EllipticCurvePublicKey") -> Jwks: + kid: Final = rfc7638_thumbprint(public_key) + return MappingProxyType({"keys": (build_jwk(public_key, kid),)}) + + +def jwks_document_json(pem: str) -> str: + """The operator-facing export: the JSON document to register as Anthropic's inline JWKS. + + ``build_jwks`` returns ``MappingProxyType``/tuple values per this repo's no-mutation + convention; the ``json`` module only knows plain ``dict``/``list``, so those are converted + at this one serialization boundary rather than giving up immutability throughout the module. + """ + key: Final = load_es256_private_key(pem) + jwks: Final = build_jwks(key.public_key()) + return json.dumps( + {"keys": [dict(jwk) for jwk in jwks["keys"]]}, + indent=2, + ) + + +def sign_es256_jwt(pem: str, claims: Mapping[str, object]) -> str: + """Signs ``claims`` with the PEM key, stamping ``kid`` as its RFC 7638 thumbprint so a + verifier can look the signing key up in the published JWKS by ``kid`` alone.""" + try: + import jwt + except ImportError as e: + raise ImportError(MISSING_SIGNING_DEPENDENCIES_MESSAGE) from e + key: Final = load_es256_private_key(pem) + kid: Final = rfc7638_thumbprint(key.public_key()) + headers: Final = {"kid": kid} + return jwt.encode(dict(claims), key, algorithm=ALG, headers=headers) diff --git a/litellm/llms/base_llm/auth/shared_token_store.py b/litellm/llms/base_llm/auth/shared_token_store.py new file mode 100644 index 00000000000..878df1dc6fb --- /dev/null +++ b/litellm/llms/base_llm/auth/shared_token_store.py @@ -0,0 +1,181 @@ +"""Same-host token store for the JWT-bearer exchange engine. + +Anthropic accepts an assertion carrying a ``jti`` once per issuer, so every uvicorn worker that +reads the same projected token file must share the token the first exchange minted instead of +re-sending the same assertion. The engine keys the store by cache key and only reuses a stored +token minted from the assertion it currently holds; a rotated assertion always buys a fresh token. +""" + +import contextlib +import os +import sys +import tempfile +import threading +from collections.abc import Generator +from dataclasses import dataclass +from pathlib import Path +from typing import Final, Protocol + +from pydantic import BaseModel, SecretStr, ValidationError + +from litellm._logging import verbose_logger + +CACHE_DIR_ENV: Final = "LITELLM_TOKEN_EXCHANGE_CACHE_DIR" + + +@dataclass(frozen=True, slots=True) +class StoredToken: + access_token: SecretStr + expires_at_epoch: float | None + assertion_sha256: str + + +class SharedTokenStore(Protocol): + """Every method is best-effort: a store that cannot read, write, or lock degrades to a per-process + cache and never raises into the mint path.""" + + def load(self, key: str) -> StoredToken | None: ... + + def save(self, key: str, token: StoredToken) -> None: ... + + def delete(self, key: str) -> None: ... + + def lock(self, key: str) -> contextlib.AbstractContextManager[None]: ... + + +class _StoredTokenFile(BaseModel): + access_token: str + expires_at_epoch: float | None + assertion_sha256: str + + +def _directory_is_private(directory: Path) -> bool: + try: + directory.mkdir(mode=0o700, exist_ok=True) + stat: Final = directory.stat() + except OSError as e: + verbose_logger.warning("Token exchange cache directory %s is unusable (%s); caching per process", directory, e) + return False + if stat.st_uid != os.getuid() or stat.st_mode & 0o077: + verbose_logger.warning( + "Token exchange cache directory %s must be owned by uid %d with mode 0700; caching per process", + directory, + os.getuid(), + ) + return False + return True + + +def _unlink(path: Path) -> None: + with contextlib.suppress(OSError): + path.unlink() + + +def _write_token_file(directory: Path, key: str, body: bytes) -> None: + """The token is staged in its own file and renamed over the entry, so a reader never sees a + half-written one. Every failure unlinks the staging file, including the buffered write that only + reaches the disk when the handle closes: nothing else sweeps this directory, and that file holds + a token that still works. The rename leaves nothing behind for the unlink to find.""" + descriptor, name = tempfile.mkstemp(dir=directory, prefix=f"{key}.") + os.close(descriptor) + staged: Final = Path(name) + try: + staged.write_bytes(body) + os.replace(staged, directory / f"{key}.json") + finally: + _unlink(staged) + + +class FileTokenStore: + """One ``.json`` (mode 0600) and one ``.lock`` (flock) per identity under a + directory only the proxy's uid can enter; the directory is checked on first use, not at import.""" + + def __init__(self, directory: Path) -> None: + self._directory: Final = directory + self._ready_lock: Final = threading.Lock() + self._ready: bool | None = None + + @property + def directory(self) -> Path: + return self._directory + + def _usable(self) -> bool: + with self._ready_lock: + if self._ready is None: + self._ready = _directory_is_private(self._directory) + return self._ready + + def load(self, key: str) -> StoredToken | None: + if not self._usable(): + return None + try: + raw: Final = (self._directory / f"{key}.json").read_bytes() + parsed: Final = _StoredTokenFile.model_validate_json(raw) + except FileNotFoundError: + return None + except (OSError, ValidationError) as e: + verbose_logger.debug("Ignoring unreadable token exchange cache entry: %s", e) + return None + return StoredToken( + access_token=SecretStr(parsed.access_token), + expires_at_epoch=parsed.expires_at_epoch, + assertion_sha256=parsed.assertion_sha256, + ) + + def save(self, key: str, token: StoredToken) -> None: + if not self._usable(): + return + body: Final = ( + _StoredTokenFile( + access_token=token.access_token.get_secret_value(), + expires_at_epoch=token.expires_at_epoch, + assertion_sha256=token.assertion_sha256, + ) + .model_dump_json() + .encode() + ) + try: + _write_token_file(self._directory, key, body) + except OSError as e: + verbose_logger.debug("Token exchange cache entry not written: %s", e) + + def delete(self, key: str) -> None: + if not self._usable(): + return + with contextlib.suppress(FileNotFoundError, OSError): + (self._directory / f"{key}.json").unlink() + + @contextlib.contextmanager + def lock(self, key: str) -> Generator[None]: + if sys.platform == "win32" or not self._usable(): + yield + return + import fcntl + + try: + fd: Final = os.open(self._directory / f"{key}.lock", os.O_RDWR | os.O_CREAT, 0o600) + except OSError as e: + verbose_logger.debug("Token exchange cache lock unavailable (%s); minting without it", e) + yield + return + try: + fcntl.flock(fd, fcntl.LOCK_EX) + yield + finally: + with contextlib.suppress(OSError): + fcntl.flock(fd, fcntl.LOCK_UN) + os.close(fd) + + +def default_shared_token_store() -> SharedTokenStore | None: + """``LITELLM_TOKEN_EXCHANGE_CACHE_DIR`` relocates the store; setting it empty disables it. Without + it the store lives under the temp directory, keyed by uid, so the workers of one proxy share it and + other users on the host cannot read it. Windows has no ``flock``, so it caches per process there.""" + if sys.platform == "win32": + return None + configured: Final = os.environ.get(CACHE_DIR_ENV) + if configured == "": + return None + if configured is not None: + return FileTokenStore(Path(configured)) + return FileTokenStore(Path(tempfile.gettempdir()) / f"litellm-token-exchange-{os.getuid()}") diff --git a/litellm/llms/base_llm/auth/token_exchange.py b/litellm/llms/base_llm/auth/token_exchange.py new file mode 100644 index 00000000000..5f4b8c00bba --- /dev/null +++ b/litellm/llms/base_llm/auth/token_exchange.py @@ -0,0 +1,941 @@ +"""RFC 7523 JWT-bearer token exchange engine, shared across providers. + +One sync state machine per process: bounded engine-owned entry map, two-tier +refresh (advisory background refresh + mandatory single-flight), HTTPS pinning, +response caps, and RFC 6749 5.2 redaction. Providers describe a grant profile as +a ``TokenExchangeSpec`` and map the typed ``ExchangeError`` union to their own +public exception contract. +""" + +import asyncio +import hashlib +import json +import re +import threading +import time +from collections.abc import Callable, Coroutine, Iterator, Mapping, Sequence +from concurrent.futures import Executor, ThreadPoolExecutor +from dataclasses import dataclass +from itertools import chain +from math import inf +from types import MappingProxyType +from typing import TYPE_CHECKING, Final, Protocol, TypeAlias +from urllib.parse import unquote, unquote_plus, urlencode, urlsplit, urlunsplit + +import httpx +from pydantic import BaseModel, SecretStr, TypeAdapter, ValidationError +from typing_extensions import assert_never + +from litellm._logging import verbose_logger +from litellm.llms.base_llm.auth.shared_token_store import SharedTokenStore, StoredToken, default_shared_token_store +from litellm.llms.base_llm.auth.types import ( + AssertionReader, + AssertionSource, + AssertionSourceError, + ExchangeCallType, + ExchangeError, + ExchangeResult, + InsecureTokenUrl, + MalformedTokenResponse, + MintedToken, + SyncTokenPoster, + TokenEndpointError, + TokenExchangeMetricsSink, + TokenExchangeSpec, + TokenTransportError, +) +from litellm.types.services import ServiceTypes + +if TYPE_CHECKING: + from litellm.llms.custom_httpx.http_handler import HTTPHandler + +CALL_TYPE_COLD_MINT: Final[ExchangeCallType] = "cold_mint" +CALL_TYPE_MANDATORY_REFRESH: Final[ExchangeCallType] = "mandatory_refresh" +CALL_TYPE_ADVISORY_REFRESH: Final[ExchangeCallType] = "advisory_refresh" +CALL_TYPE_CACHE_HIT: Final = "cache_hit" + +ADVISORY_REFRESH_SECONDS: Final = 120.0 +MANDATORY_REFRESH_SECONDS: Final = 30.0 +ADVISORY_REFRESH_LIFETIME_FRACTION: Final = 0.5 +MANDATORY_REFRESH_LIFETIME_FRACTION: Final = 0.125 +ADVISORY_REFRESH_BACKOFF_SECONDS: Final = 5.0 +FALLBACK_TOKEN_TTL_SECONDS: Final = 60.0 +# Metrics are best-effort, so the backlog is capped and further events are dropped. Request volume +# must not be able to grow this queue without bound when a telemetry backend stalls. +_METRICS_QUEUE_LIMIT: Final = 1000 +MAX_ASSERTION_BYTES: Final = 16 * 1024 +MAX_RESPONSE_BYTES: Final = 1024 * 1024 + +_REDACTION_CAP: Final = 256 +_FOLLOWER_WAIT_GRACE_SECONDS: Final = 5.0 +_LOCAL_HOSTS: Final = frozenset({"localhost", "127.0.0.1", "::1"}) +_OAUTH_ERROR_FIELDS: Final = ("error", "error_description", "error_uri") +_NESTED_ERROR_FIELDS: Final = ("type", "message") +_CONTENT_TYPES: Final = MappingProxyType({"json": "application/json", "form": "application/x-www-form-urlencoded"}) +_OVERSIZED_BODY_MESSAGE: Final = "oversized error response omitted" +_NON_OBJECT_BODY_MESSAGE: Final = "non-object error response omitted" +_NO_OAUTH_FIELDS_MESSAGE: Final = "error response carried no RFC 6749 fields" +_UNSTRUCTURED_BODY_MESSAGE: Final = "non-JSON error response omitted" +_REFLECTED_VALUE_MESSAGE: Final = "" +# A credential fragment shorter than this is not worth the false positives; longer, and a run +# shared with the assertion is reflection rather than coincidence. +_REFLECTION_MIN_RUN: Final = 8 +# Everything a base64url credential is NOT made of, stripped so a fragment split by delimiters +# still lines up against the assertion. +_CREDENTIAL_CHARS: Final = re.compile(r"[^A-Za-z0-9._~+/=-]") +_SENTINEL_BODY_MESSAGES: Final = frozenset({_OVERSIZED_BODY_MESSAGE, _NON_OBJECT_BODY_MESSAGE}) + + +class _TokenExchangeResponse(BaseModel): + access_token: str + expires_in: int | None = None + token_type: str | None = None + + +_RedactableBody: TypeAlias = Mapping[str, object] | list[object] | str | int | float | bool | None +_REDACTABLE_BODY_ADAPTER: Final = TypeAdapter[_RedactableBody](_RedactableBody) + + +def endpoint_url_for_error_message(url: str) -> str: + """``url`` reduced to scheme, host and path for operator-facing errors. + + A token endpoint is configuration, not a secret, and naming it is what makes these errors + actionable. But nothing stops an operator writing a credential into it, as a query parameter + or as userinfo, and these errors reach model callers, so neither part is echoed. + """ + parsed: Final = urlsplit(url) + host: Final = parsed.hostname or "" + authority: Final = f"{host}:{parsed.port}" if parsed.port is not None else host + return urlunsplit((parsed.scheme, authority, parsed.path, "", "")) + + +def validate_token_endpoint_url(url: str) -> str | InsecureTokenUrl: + parsed: Final = urlsplit(url) + if parsed.scheme == "https": + return url + if parsed.scheme == "http" and (parsed.hostname or "") in _LOCAL_HOSTS: + return url + return InsecureTokenUrl(host=parsed.hostname or "") + + +def redact_oauth_error_body( + status_code: int, + body_text: str, + assertion: SecretStr | Sequence[SecretStr] | None = None, +) -> TokenEndpointError: + """``assertion`` may be every form of the credential that went out on the wire. + + A grant that encodes its credential before sending it (``client_secret_basic`` base64s + ``id:secret``) can have that encoded form echoed back, and it decodes straight to the secret, + so checking only the raw value lets reversible material through. + """ + rendered: Final = _redact_body_text(body_text) + secrets: Final = () if assertion is None else (assertion,) if isinstance(assertion, SecretStr) else tuple(assertion) + redacted: Final = next( + ( + _REFLECTED_VALUE_MESSAGE + for secret in secrets + if _drop_reflected_assertion(rendered, secret) is _REFLECTED_VALUE_MESSAGE + ), + rendered, + ) + return TokenEndpointError(status_code=status_code, redacted_body=redacted) + + +def _drop_reflected_assertion(rendered: str, assertion: SecretStr | None) -> str: + """Catches an endpoint that echoes the submitted credential back, verbatim or in fragments, + however it split or percent-encoded it. + + Both sides are reduced to the characters a credential is made of before comparison. Stripping + only the rendered side would stop matching a secret that carries spaces or punctuation of its + own, which is exactly the hand-set passphrase most at risk of being echoed. + + This stops an accidental or naive echo. It cannot stop an endpoint that deliberately re-encodes + or interleaves the credential, and it is not what keeps the credential from the endpoint, which + already holds it. What it protects is blast radius: keeping the value out of the caller's error + and out of third-party log sinks. + """ + if assertion is None: + return rendered + secret: Final = assertion.get_secret_value() + if not secret: + return rendered + if secret in rendered: + return _REFLECTED_VALUE_MESSAGE + compacted_secret: Final = _CREDENTIAL_CHARS.sub("", secret) + if not compacted_secret: + return rendered + return _REFLECTED_VALUE_MESSAGE if _shares_a_credential_run(rendered, compacted_secret) else rendered + + +def _shares_a_credential_run(rendered: str, compacted_secret: str) -> bool: + """``unquote`` covers a credential sent form-encoded, without every caller enumerating that + shape for itself: percent-escaping is reversible and applies to any field, query string + included. + + A secret shorter than the probe run is compared whole: a window longer than the secret can + never be found inside it, which would leave a short client secret unprotected in every shape + but the verbatim one. + """ + # unquote covers %XX; unquote_plus additionally covers the "+" a form-encoded body uses for a + # space. Both are kept rather than only the wider one, because "+" is a base64 character and + # decoding it away would lose a run that the undecoded candidate still matches on. + run: Final = min(_REFLECTION_MIN_RUN, len(compacted_secret)) + compacted_candidates: Final = tuple( + _CREDENTIAL_CHARS.sub("", candidate) for candidate in (rendered, unquote(rendered), unquote_plus(rendered)) + ) + windows: Final = chain.from_iterable(_character_runs(candidate, run) for candidate in compacted_candidates) + return any(window in compacted_secret for window in windows) + + +def _character_runs(compacted: str, run: int) -> Iterator[str]: + return (compacted[start : start + run] for start in range(len(compacted) - run + 1)) + + +def _redact_body_text(body_text: str) -> str: + if body_text in _SENTINEL_BODY_MESSAGES: + return body_text + if len(body_text) > MAX_RESPONSE_BYTES: + return _OVERSIZED_BODY_MESSAGE + try: + parsed: Final = _REDACTABLE_BODY_ADAPTER.validate_json(body_text) + except ValidationError: + return _UNSTRUCTURED_BODY_MESSAGE + match parsed: + case Mapping(): + return _format_oauth_error_fields(parsed) + case _: + return _NON_OBJECT_BODY_MESSAGE + + +def _format_oauth_error_fields(body: Mapping[str, object]) -> str: + fields: Final = tuple( + f"{name}: {_format_oauth_error_value(body[name])}" for name in _OAUTH_ERROR_FIELDS if body.get(name) is not None + ) + return "; ".join(fields) if fields else _NO_OAUTH_FIELDS_MESSAGE + + +def _format_oauth_error_value(value: object) -> str: + """RFC 6749 types ``error`` as a string, but Anthropic (and other providers) nest their + own ``{"type": ..., "message": ...}`` envelope there; render that rather than a dict repr.""" + if isinstance(value, Mapping): + nested: Final = tuple( + str(value[key])[:_REDACTION_CAP] for key in _NESTED_ERROR_FIELDS if value.get(key) is not None + ) + if nested: + return " - ".join(nested) + return str(value)[:_REDACTION_CAP] + + +def _error_summary(error: ExchangeError) -> str: + match error: + case AssertionSourceError(): + return f"AssertionSourceError: assertion {error.kind} from {error.source_ref}" + case InsecureTokenUrl(): + return f"InsecureTokenUrl: insecure token endpoint host {error.host}" + case TokenEndpointError(): + return f"TokenEndpointError: HTTP {error.status_code}: {error.redacted_body}" + case TokenTransportError(): + return f"TokenTransportError: {error.detail}" + case MalformedTokenResponse(): + return f"MalformedTokenResponse: {error.detail}" + case _: + assert_never(error) + + +class _MetricsFailure(Exception): + """Never raised: typed carriers handed to the service failure hook so the prometheus + ``error_class`` label names the ``ExchangeError`` variant; the message is the redacted + ``_error_summary`` and carries no credential material.""" + + +class TokenExchangeAssertionSourceFailure(_MetricsFailure): ... + + +class TokenExchangeInsecureUrlFailure(_MetricsFailure): ... + + +class TokenExchangeEndpointFailure(_MetricsFailure): ... + + +class TokenExchangeTransportFailure(_MetricsFailure): ... + + +class TokenExchangeMalformedResponseFailure(_MetricsFailure): ... + + +def _failure_exception(error: ExchangeError) -> _MetricsFailure: + summary: Final = _error_summary(error) + match error: + case AssertionSourceError(): + return TokenExchangeAssertionSourceFailure(summary) + case InsecureTokenUrl(): + return TokenExchangeInsecureUrlFailure(summary) + case TokenEndpointError(): + return TokenExchangeEndpointFailure(summary) + case TokenTransportError(): + return TokenExchangeTransportFailure(summary) + case MalformedTokenResponse(): + return TokenExchangeMalformedResponseFailure(summary) + case _: + assert_never(error) + + +def _cache_key(spec: TokenExchangeSpec) -> str: + return hashlib.sha256( + "\x1f".join((spec.token_url, spec.assertion_ref, *spec.cache_key_identity)).encode() + ).hexdigest() + + +def _shares_one_assertion_across_workers(spec: TokenExchangeSpec) -> bool: + """The store exists so the workers reading one projected token file don't each spend that file's + single-use ``jti``. A source that mints its own assertion per exchange shares nothing with another + worker, so it never reads the store, never finds a hit there, and keeps its minted token off disk.""" + return spec.assertion_source is None + + +def _assertion_digest(assertion: SecretStr) -> str: + return hashlib.sha256(assertion.get_secret_value().encode()).hexdigest() + + +def _assertion_fetch(reader: AssertionReader, spec: TokenExchangeSpec) -> AssertionSource: + """``spec.assertion_source`` (an identity source's own fetch/mint closure) takes priority over + the engine-level reader when set; either way, failures are reported against ``spec.assertion_ref``.""" + if spec.assertion_source is not None: + return spec.assertion_source + return lambda: reader(spec.assertion_ref) + + +def _read_assertion(fetch: AssertionSource, ref: str) -> SecretStr | AssertionSourceError: + from litellm.secret_managers.main import OidcPathNotAllowedError + + try: + raw: Final = fetch() + except OidcPathNotAllowedError: + return AssertionSourceError(kind="disallowed_path", source_ref=ref) + except (ValueError, ImportError) as e: + return AssertionSourceError(kind="unreadable", source_ref=ref, detail=str(e)[:_REDACTION_CAP]) + except Exception: # noqa: BLE001 # injected readers (secret managers) raise arbitrarily; all failures become values + return AssertionSourceError(kind="unreadable", source_ref=ref) + if raw is None: + return AssertionSourceError(kind="missing", source_ref=ref) + stripped: Final = raw.strip() + if not stripped: + return AssertionSourceError(kind="empty", source_ref=ref) + if len(stripped.encode("utf-8")) > MAX_ASSERTION_BYTES: + return AssertionSourceError(kind="oversized", source_ref=ref) + return SecretStr(stripped) + + +def _serialize_body(spec: TokenExchangeSpec, assertion: SecretStr) -> bytes: + if spec.body_encoding == "json": + return json.dumps( + { + **spec.static_body, + spec.assertion_field: assertion.get_secret_value(), + } + ).encode() + return urlencode( + { + **spec.static_body, + spec.assertion_field: assertion.get_secret_value(), + } + ).encode() + + +def _sanitize_expires_in(expires_in: int | None) -> float: + if expires_in is None or expires_in <= 0: + return FALLBACK_TOKEN_TTL_SECONDS + return float(expires_in) + + +@dataclass(frozen=True, slots=True) +class _RefreshWindows: + advisory: float + mandatory: float + + +def _refresh_windows(lifetime_seconds: float | None) -> _RefreshWindows: + """A token whose whole life is shorter than the flat windows sits inside them from the moment it + is minted, so every request would arm another background exchange against the token endpoint. + Scaling each window by a fraction of the observed lifetime makes a 60s token refresh around its + half life instead; at a lifetime of 240s and above both fractions reach the flat windows, so + ordinary long-lived tokens keep exactly the 120s/30s behaviour.""" + if lifetime_seconds is None or lifetime_seconds <= 0.0: + return _RefreshWindows(advisory=ADVISORY_REFRESH_SECONDS, mandatory=MANDATORY_REFRESH_SECONDS) + return _RefreshWindows( + advisory=min(ADVISORY_REFRESH_SECONDS, lifetime_seconds * ADVISORY_REFRESH_LIFETIME_FRACTION), + mandatory=min(MANDATORY_REFRESH_SECONDS, lifetime_seconds * MANDATORY_REFRESH_LIFETIME_FRACTION), + ) + + +def _capped_body_text(response: httpx.Response) -> str: + if len(response.content) > MAX_RESPONSE_BYTES: + return _OVERSIZED_BODY_MESSAGE + return response.text + + +def _default_assertion_reader(ref: str) -> str | None: + from litellm.secret_managers.main import get_secret_str + + return get_secret_str(ref) + + +def _new_exchange_handler() -> "HTTPHandler": + from litellm.llms.custom_httpx.http_handler import HTTPHandler + + return HTTPHandler(timeout=httpx.Timeout(timeout=30.0, connect=5.0), follow_redirects=False) + + +def require_posted_response(response: httpx.Response | None, endpoint_label: str) -> httpx.Response: + """The legacy ``HTTPHandler`` carries no return annotation, so a patched or stubbed client can + hand a poster ``None`` back; a transport error beats dereferencing it.""" + if response is None: + raise httpx.TransportError(f"{endpoint_label} returned no response") + return response + + +class _HttpxSyncTokenPoster: + """Default poster: a dedicated HTTPHandler (no logging_obj, so litellm's + pre/post-call body logging never sees the exchange POST); returns the + response for any status.""" + + def __init__(self, handler_factory: Callable[[], "HTTPHandler"] = _new_exchange_handler) -> None: + self._lock: Final = threading.Lock() + self._handler_factory: Final = handler_factory + self._handler: HTTPHandler | None = None + + def _handler_instance(self) -> "HTTPHandler": + with self._lock: + if self._handler is None: + self._handler = self._handler_factory() + return self._handler + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + try: + response: Final[httpx.Response | None] = self._handler_instance().post( # pyright: ignore[reportUnknownMemberType] # HTTPHandler.post is legacy-untyped; the result is validated below + url, + content=content, + headers=dict(headers), + timeout=timeout, + ) + except httpx.HTTPStatusError as e: + return e.response + return require_posted_response(response, "token endpoint") + + +class _ServiceLoggingHooks(Protocol): + """The slice of ``litellm._service_logger.ServiceLogging`` the metrics sink calls; a protocol + so tests inject a recorder instead of monkeypatching.""" + + async def async_service_success_hook(self, service: ServiceTypes, call_type: str, duration: float) -> None: ... + + async def async_service_failure_hook( + self, service: ServiceTypes, duration: float, error: str | Exception, call_type: str + ) -> None: ... + + +_HooksCoroFactory: TypeAlias = Callable[ + [_ServiceLoggingHooks], + Coroutine[object, object, None], +] + + +def _default_service_logging() -> _ServiceLoggingHooks: + from litellm._service_logger import ServiceLogging + + return ServiceLogging() + + +class ServiceLoggingMetricsSink: + """Default sink: bridges engine metrics onto litellm's ServiceTypes pattern + (prometheus ``litellm_anthropic_wif_*`` via ``service_callback``). The engine's entry points + are sync threads with no event loop, and the service hooks are async, so every emission is + fire-and-forget on a dedicated single worker thread that owns its own short-lived loop -- + the mint path only ever pays for an executor queue put.""" + + def __init__( + self, + service_logging_factory: Callable[[], _ServiceLoggingHooks] = _default_service_logging, + executor: Executor | None = None, + ) -> None: + self._lock: Final = threading.Lock() + self._service_logging_factory: Final = service_logging_factory + self._service_logging: _ServiceLoggingHooks | None = None + self._executor: Executor | None = executor + self._queued: int = 0 + + def _service_logging_instance(self) -> _ServiceLoggingHooks: + with self._lock: + if self._service_logging is None: + self._service_logging = self._service_logging_factory() + return self._service_logging + + def _executor_instance(self) -> Executor: + with self._lock: + if self._executor is None: + self._executor = ThreadPoolExecutor(max_workers=1, thread_name_prefix="litellm-token-exchange-metrics") + return self._executor + + def _emit(self, coro_factory: _HooksCoroFactory) -> None: + try: + asyncio.run(coro_factory(self._service_logging_instance())) + except Exception as e: # noqa: BLE001 # metrics are best-effort; emission failures must never surface + verbose_logger.debug("token exchange metrics emission failed: %s", e) + + def _submit(self, coro_factory: _HooksCoroFactory) -> None: + """Drop the event rather than queue it once the backlog is full. A stalled telemetry + backend must not let request volume grow an unbounded queue in the proxy: losing a + metric sample is always cheaper than losing the process.""" + with self._lock: + if self._queued >= _METRICS_QUEUE_LIMIT: + verbose_logger.debug("token exchange metrics queue full, dropping event") + return + self._queued += 1 + try: + self._executor_instance().submit(self._emit_and_release, coro_factory) + except Exception as e: # noqa: BLE001 # a rejected submit must not surface to the mint + with self._lock: + self._queued -= 1 + verbose_logger.debug("token exchange metrics submit failed: %s", e) + + def _emit_and_release(self, coro_factory: _HooksCoroFactory) -> None: + try: + self._emit(coro_factory) + finally: + with self._lock: + self._queued -= 1 + + def exchange_success(self, *, call_type: ExchangeCallType, duration_seconds: float) -> None: + def start(hooks: _ServiceLoggingHooks) -> Coroutine[object, object, None]: + return hooks.async_service_success_hook( + service=ServiceTypes.ANTHROPIC_WIF, call_type=call_type, duration=duration_seconds + ) + + self._submit(start) + + def exchange_failure(self, *, call_type: ExchangeCallType, duration_seconds: float, error: ExchangeError) -> None: + failure: Final = _failure_exception(error) + + def start(hooks: _ServiceLoggingHooks) -> Coroutine[object, object, None]: + return hooks.async_service_failure_hook( + service=ServiceTypes.ANTHROPIC_WIF, duration=duration_seconds, error=failure, call_type=call_type + ) + + self._submit(start) + + def cache_hit(self) -> None: + def start(hooks: _ServiceLoggingHooks) -> Coroutine[object, object, None]: + return hooks.async_service_success_hook( + service=ServiceTypes.ANTHROPIC_WIF_CACHE, call_type=CALL_TYPE_CACHE_HIT, duration=0.0 + ) + + self._submit(start) + + +class _Entry: + """Single-flight state for one cache key; mutable by design, confined to the + engine, and only ever mutated under the engine lock.""" + + __slots__ = ("backoff_until", "done", "force_refresh", "in_flight", "last_error", "lifetime_seconds", "token") + + def __init__(self, force_refresh: bool = False) -> None: + self.token: MintedToken | None = None + self.lifetime_seconds: float | None = None + self.in_flight: bool = False + self.done: Final = threading.Event() + self.backoff_until: float = float("-inf") + self.force_refresh: bool = force_refresh + self.last_error: ExchangeError | None = None + + def arm(self) -> None: + self.in_flight = True + self.last_error = None + self.done.clear() + + def disarm(self, now: float) -> None: + """Undo ``arm`` for a refresh that never started. Nothing is on its way to publish, so the + entry must stop reading as in-flight, and the backoff keeps every later caller from + re-attempting a schedule that just failed.""" + self.backoff_until = now + ADVISORY_REFRESH_BACKOFF_SECONDS + self.in_flight = False + self.done.set() + + def _store(self, token: MintedToken, now: float) -> None: + self.token = token + self.lifetime_seconds = None if token.expires_at is None else max(token.expires_at - now, 0.0) + self.last_error = None + + def publish(self, result: ExchangeResult, now: float) -> None: + match result: + case MintedToken(): + self._store(result, now) + case _: + self.last_error = result + self.backoff_until = now + ADVISORY_REFRESH_BACKOFF_SECONDS + self.force_refresh = False + self.in_flight = False + self.done.set() + + def publish_advisory(self, result: ExchangeResult, now: float) -> None: + """A failed advisory refresh records only the backoff, never ``last_error``: a follower whose + cached token expires while this runs must be free to re-lead a fresh mint and recover.""" + match result: + case MintedToken(): + self._store(result, now) + case _: + self.backoff_until = now + ADVISORY_REFRESH_BACKOFF_SECONDS + self.in_flight = False + self.done.set() + + +@dataclass(frozen=True, slots=True) +class _Serve: + token: MintedToken + + +@dataclass(frozen=True, slots=True) +class _ServeAndRefresh: + token: MintedToken + + +@dataclass(frozen=True, slots=True) +class _Lead: + call_type: ExchangeCallType + + +@dataclass(frozen=True, slots=True) +class _Follow: + pass + + +@dataclass(frozen=True, slots=True) +class _Fail: + error: ExchangeError + + +_Decision: TypeAlias = _Serve | _ServeAndRefresh | _Lead | _Follow | _Fail + + +@dataclass(frozen=True, slots=True) +class _Unauthorized: + response: httpx.Response + assertion: SecretStr + + +def _denied(attempt: _Unauthorized) -> TokenEndpointError: + return redact_oauth_error_body(attempt.response.status_code, _capped_body_text(attempt.response), attempt.assertion) + + +class JwtBearerTokenExchangeEngine: + def __init__( + self, + poster: SyncTokenPoster | None = None, + assertion_reader: AssertionReader | None = None, + clock: Callable[[], float] = time.monotonic, + refresh_executor: Executor | None = None, + max_entries: int = 64, + metrics_sink: TokenExchangeMetricsSink | None = None, + shared_store: SharedTokenStore | None = None, + wall_clock: Callable[[], float] = time.time, + ) -> None: + self._poster: Final[SyncTokenPoster] = poster if poster is not None else _HttpxSyncTokenPoster() + self._assertion_reader: Final[AssertionReader] = ( + assertion_reader if assertion_reader is not None else _default_assertion_reader + ) + self._clock: Final = clock + self._refresh_executor: Executor | None = refresh_executor + self._max_entries: Final = max_entries + self._metrics_sink: Final[TokenExchangeMetricsSink] = ( + metrics_sink if metrics_sink is not None else ServiceLoggingMetricsSink() + ) + self._shared_store: Final = shared_store + self._wall_clock: Final = wall_clock + self._lock: Final = threading.Lock() + self._entries: Final[dict[str, _Entry]] = {} # mutable-ok: engine-owned map guarded by _lock + + def get_token(self, spec: TokenExchangeSpec) -> ExchangeResult: + """A follower whose leader published nothing re-classifies rather than recursing, so a + contended entry cannot grow the stack one frame per failed leader.""" + while True: + with self._lock: + entry = self._get_or_create_entry_locked(spec) + decision = self._classify_and_arm_locked(entry) + match decision: + case _Serve(token=token): + self._report_cache_hit() + return token + case _ServeAndRefresh(token=token): + self._report_cache_hit() + self._submit_advisory_refresh(spec, entry) + return token + case _Fail(error=error): + return error + case _Lead(call_type=call_type): + return self._lead(spec, entry, call_type) + case _Follow(): + followed = self._await_leader(spec, entry) + if followed is not None: + return followed + case _: + assert_never(decision) + + async def aget_token(self, spec: TokenExchangeSpec) -> ExchangeResult: + return await asyncio.to_thread(self.get_token, spec) + + def invalidate(self, spec: TokenExchangeSpec) -> None: + key: Final = _cache_key(spec) + with self._lock: + if key in self._entries: + self._entries[key] = _Entry(force_refresh=True) + if self._shared_store is not None: + self._shared_store.delete(key) + + def _get_or_create_entry_locked(self, spec: TokenExchangeSpec) -> _Entry: + key: Final = _cache_key(spec) + existing: Final = self._entries.get(key) + if existing is not None: + return existing + if len(self._entries) >= self._max_entries: + self._evict_locked() + created: Final = _Entry() + self._entries[key] = created + return created + + def _evict_locked(self) -> None: + now: Final = self._clock() + stale: Final = tuple( + key + for key, entry in self._entries.items() + if not entry.in_flight + and (entry.token is None or (entry.token.expires_at is not None and entry.token.expires_at <= now)) + ) + for key in stale: + del self._entries[key] + if len(self._entries) < self._max_entries: + return + # Evict soonest-to-expire first, and take as many as the overshoot needs rather than one, so a + # burst of distinct identities does not leave the map permanently above max_entries. An entry + # a leader owns or a follower waits on is never a candidate, so a moment where every entry is + # in flight still over-inserts; that residue is bounded by the concurrent mints themselves. + evictable: Final = sorted( + ( + entry.token.expires_at if entry.token is not None and entry.token.expires_at is not None else -inf, + key, + ) + for key, entry in self._entries.items() + if not entry.in_flight + ) + for _, key in evictable[: len(self._entries) - self._max_entries + 1]: + del self._entries[key] + + def _classify_and_arm_locked(self, entry: _Entry) -> _Decision: + token: Final = entry.token + if token is not None and not entry.force_refresh: + if token.expires_at is None: + return _Serve(token=token) + windows: Final = _refresh_windows(entry.lifetime_seconds) + remaining: Final = token.expires_at - self._clock() + if remaining > windows.advisory: + return _Serve(token=token) + if remaining > windows.mandatory: + if entry.in_flight or self._clock() < entry.backoff_until: + return _Serve(token=token) + entry.arm() + return _ServeAndRefresh(token=token) + if entry.in_flight: + return _Follow() + if entry.last_error is not None and self._clock() < entry.backoff_until: + return _Fail(error=entry.last_error) + entry.arm() + return _Lead(call_type=CALL_TYPE_COLD_MINT if token is None else CALL_TYPE_MANDATORY_REFRESH) + + def _executor_instance(self) -> Executor: + with self._lock: + if self._refresh_executor is None: + self._refresh_executor = ThreadPoolExecutor(thread_name_prefix="litellm-token-exchange-refresh") + return self._refresh_executor + + def _submit_advisory_refresh(self, spec: TokenExchangeSpec, entry: _Entry) -> None: + """The entry is already armed, so an executor that refuses the work would leave it reading + as in-flight with nothing on its way to publish, and every later caller would wait out the + follower timeout and fail. A refused submit disarms it and the cached token keeps serving.""" + try: + self._executor_instance().submit(self._advisory_refresh, spec, entry) + except RuntimeError as e: + verbose_logger.debug("token exchange advisory refresh could not be scheduled: %s", e) + with self._lock: + entry.disarm(self._clock()) + + def _lead(self, spec: TokenExchangeSpec, entry: _Entry, call_type: ExchangeCallType) -> ExchangeResult: + started: Final = self._clock() + result: Final = self._exchange_never_raises(spec) + duration: Final = self._clock() - started + with self._lock: + entry.publish(result, now=self._clock()) + self._report_exchange(call_type, duration, result) + return result + + def _await_leader(self, spec: TokenExchangeSpec, entry: _Entry) -> "ExchangeResult | None": + """None means the finished round left neither a valid token nor an error + (a failed advisory refresh); the caller re-enters and leads a fresh exchange.""" + leader_finished: Final = entry.done.wait(2 * spec.timeout_seconds + _FOLLOWER_WAIT_GRACE_SECONDS) + with self._lock: + token: Final = entry.token + if token is not None and (token.expires_at is None or token.expires_at > self._clock()): + return token + if entry.last_error is not None: + return entry.last_error + if leader_finished: + return None + return TokenTransportError(detail="timed out waiting for the token exchange leader") + + def _advisory_refresh(self, spec: TokenExchangeSpec, entry: _Entry) -> None: + started: Final = self._clock() + result: Final = self._exchange_never_raises(spec) + duration: Final = self._clock() - started + with self._lock: + now: Final = self._clock() + entry.publish_advisory(result, now=now) + stale_expires_at: Final = entry.token.expires_at if entry.token is not None else None + stale_mandatory: Final = _refresh_windows(entry.lifetime_seconds).mandatory + self._report_exchange(CALL_TYPE_ADVISORY_REFRESH, duration, result) + if isinstance(result, MintedToken): + return + seconds_to_mandatory_wall: Final = ( + max(stale_expires_at - now - stale_mandatory, 0.0) if stale_expires_at is not None else 0.0 + ) + verbose_logger.warning( + "Advisory token refresh against %s failed (%s); serving the cached token for up to " + "%.0fs before the mandatory refresh wall; next attempt after %.0fs backoff", + urlsplit(spec.token_url).hostname or "", + _error_summary(result), + seconds_to_mandatory_wall, + ADVISORY_REFRESH_BACKOFF_SECONDS, + ) + + def _report_exchange(self, call_type: ExchangeCallType, duration_seconds: float, result: ExchangeResult) -> None: + try: + match result: + case MintedToken(): + self._metrics_sink.exchange_success(call_type=call_type, duration_seconds=duration_seconds) + case _: + self._metrics_sink.exchange_failure( + call_type=call_type, duration_seconds=duration_seconds, error=result + ) + except Exception as e: # noqa: BLE001 # metrics are best-effort; a sink failure must never fail a mint + verbose_logger.debug("token exchange metrics emission failed: %s", e) + + def _report_cache_hit(self) -> None: + try: + self._metrics_sink.cache_hit() + except Exception as e: # noqa: BLE001 # metrics are best-effort; a sink failure must never fail a serve + verbose_logger.debug("token exchange cache-hit metric emission failed: %s", e) + + def _exchange_never_raises(self, spec: TokenExchangeSpec) -> ExchangeResult: + """The single-flight leader and the advisory refresher must always publish a result: an + unhandled exception here would leave the entry armed (in_flight, cleared event) forever, so + every subsequent caller for this key would follow a leader that never finishes.""" + try: + return self._exchange(spec) + except Exception as e: # noqa: BLE001 # a leader must resolve its entry; any failure becomes a value + return TokenTransportError(detail=f"{type(e).__name__}: {e}"[:_REDACTION_CAP]) + + def _exchange(self, spec: TokenExchangeSpec) -> ExchangeResult: + url_check: Final = validate_token_endpoint_url(spec.token_url) + if isinstance(url_check, InsecureTokenUrl): + return url_check + fetch: Final = _assertion_fetch(self._assertion_reader, spec) + assertion: Final = _read_assertion(fetch, spec.assertion_ref) + if isinstance(assertion, AssertionSourceError): + return assertion + if self._shared_store is None or not _shares_one_assertion_across_workers(spec): + return self._mint(spec, fetch, assertion) + key: Final = _cache_key(spec) + with self._shared_store.lock(key): + shared: Final = self._shared_token(self._shared_store.load(key), _assertion_digest(assertion)) + if shared is not None: + return shared + minted: Final = self._mint(spec, fetch, assertion) + if isinstance(minted, MintedToken): + self._shared_store.save(key, self._stored_token(minted)) + return minted + + def _shared_token(self, stored: StoredToken | None, assertion_sha256: str) -> MintedToken | None: + """A stored token minted from the very assertion this process holds is the token that assertion + bought: another worker sharing the token file already exchanged it, and an issuer enforcing + single-use ``jti`` would only deny a second exchange.""" + if stored is None or stored.assertion_sha256 != assertion_sha256: + return None + if stored.expires_at_epoch is None: + return MintedToken(access_token=stored.access_token, expires_at=None, assertion_sha256=assertion_sha256) + remaining: Final = stored.expires_at_epoch - self._wall_clock() + if remaining <= 0.0: + return None + return MintedToken( + access_token=stored.access_token, + expires_at=self._clock() + remaining, + assertion_sha256=assertion_sha256, + ) + + def _stored_token(self, token: MintedToken) -> StoredToken: + return StoredToken( + access_token=token.access_token, + expires_at_epoch=( + None if token.expires_at is None else self._wall_clock() + (token.expires_at - self._clock()) + ), + assertion_sha256=token.assertion_sha256, + ) + + def _mint(self, spec: TokenExchangeSpec, fetch: AssertionSource, assertion: SecretStr) -> ExchangeResult: + """One 401 earns one retry, and only with an assertion that changed since the first attempt: a + token file rotated between the read and the POST is worth resending, the same assertion is not, + since an issuer that already consumed its ``jti`` denies it again.""" + first: Final = self._post_assertion(spec, assertion) + if not isinstance(first, _Unauthorized): + return first + reread: Final = _read_assertion(fetch, spec.assertion_ref) + if isinstance(reread, AssertionSourceError): + return reread + if reread.get_secret_value() == assertion.get_secret_value(): + return _denied(first) + second: Final = self._post_assertion(spec, reread) + if isinstance(second, _Unauthorized): + return _denied(second) + return second + + def _post_assertion(self, spec: TokenExchangeSpec, assertion: SecretStr) -> "ExchangeResult | _Unauthorized": + try: + response: Final = self._poster.post( + spec.token_url, + content=_serialize_body(spec, assertion), + headers=MappingProxyType({"content-type": _CONTENT_TYPES[spec.body_encoding], **spec.request_headers}), + timeout=spec.timeout_seconds, + ) + except Exception as e: # noqa: BLE001 # injected posters may raise beyond httpx; transport failures become values + return TokenTransportError(detail=f"{type(e).__name__}: {e}"[:_REDACTION_CAP]) + if response.status_code == 401: + return _Unauthorized(response=response, assertion=assertion) + return self._parse_response(response, assertion) + + def _parse_response(self, response: httpx.Response, assertion: SecretStr) -> ExchangeResult: + if not 200 <= response.status_code < 300: + return redact_oauth_error_body(response.status_code, _capped_body_text(response), assertion) + if len(response.content) > MAX_RESPONSE_BYTES: + return MalformedTokenResponse(detail="token response body exceeds the 1 MiB cap") + try: + parsed: Final = _TokenExchangeResponse.model_validate_json(response.content) + except ValidationError: + return MalformedTokenResponse(detail="token response failed RFC 6749 5.1 schema validation") + if parsed.token_type is not None and parsed.token_type.lower() != "bearer": + return MalformedTokenResponse(detail="token response carried a non-bearer token_type") + if not parsed.access_token.strip(): + return MalformedTokenResponse(detail="token response carried an empty access_token") + return MintedToken( + access_token=SecretStr(parsed.access_token), + expires_at=self._clock() + _sanitize_expires_in(parsed.expires_in), + assertion_sha256=_assertion_digest(assertion), + ) + + +default_token_exchange_engine: Final = JwtBearerTokenExchangeEngine(shared_store=default_shared_token_store()) diff --git a/litellm/llms/base_llm/auth/types.py b/litellm/llms/base_llm/auth/types.py new file mode 100644 index 00000000000..c074ce57a77 --- /dev/null +++ b/litellm/llms/base_llm/auth/types.py @@ -0,0 +1,100 @@ +"""Provider-agnostic types for the RFC 7523 JWT-bearer token exchange engine.""" + +from collections.abc import Callable, Mapping +from dataclasses import dataclass +from typing import Literal, Protocol, TypeAlias + +import httpx +from pydantic import SecretStr + +BodyEncoding: TypeAlias = Literal["json", "form"] +AssertionReader: TypeAlias = Callable[[str], str | None] +AssertionSource: TypeAlias = Callable[[], str | None] + + +@dataclass(frozen=True, slots=True) +class TokenExchangeSpec: + """One grant profile as pure data: one instance per (provider, deployment, identity). + + ``token_url`` must be derived from deployment config/env only, never per-request caller + input. ``assertion_ref`` is a ``oidc/...`` get_secret ref resolved fresh on every exchange. + + ``assertion_source``, when set, is a zero-arg per-config fetch/mint closure that the engine + prefers over its own engine-level ``AssertionReader`` -- the dispatch mechanism identity + sources beyond token_file/env (e.g. ``internal_issuer``, ``keycloak``) use to plug into the + shared engine without a global registry. ``assertion_ref`` still names the cache-key + discriminator and the ref echoed into operator-facing errors either way. + """ + + token_url: str + assertion_ref: str + assertion_field: str + static_body: Mapping[str, str] + body_encoding: BodyEncoding + request_headers: Mapping[str, str] + cache_key_identity: tuple[str, ...] + timeout_seconds: float = 30.0 + assertion_source: AssertionSource | None = None + + +@dataclass(frozen=True, slots=True) +class MintedToken: + access_token: SecretStr + expires_at: float | None + assertion_sha256: str + + +@dataclass(frozen=True, slots=True) +class AssertionSourceError: + kind: Literal["missing", "empty", "oversized", "unreadable", "disallowed_path"] + source_ref: str + detail: str | None = None + + +@dataclass(frozen=True, slots=True) +class InsecureTokenUrl: + host: str + + +@dataclass(frozen=True, slots=True) +class TokenEndpointError: + status_code: int + redacted_body: str + + +@dataclass(frozen=True, slots=True) +class TokenTransportError: + detail: str + + +@dataclass(frozen=True, slots=True) +class MalformedTokenResponse: + detail: str + + +ExchangeError: TypeAlias = ( + AssertionSourceError | InsecureTokenUrl | TokenEndpointError | TokenTransportError | MalformedTokenResponse +) +ExchangeResult: TypeAlias = MintedToken | ExchangeError + +ExchangeCallType: TypeAlias = Literal["cold_mint", "mandatory_refresh", "advisory_refresh"] + + +class TokenExchangeMetricsSink(Protocol): + """Observability seam for the exchange engine. Implementations must be best-effort: never raise + into the mint path, never block the calling thread, and never receive credential material -- + ``ExchangeError`` values are redacted by construction.""" + + def exchange_success(self, *, call_type: ExchangeCallType, duration_seconds: float) -> None: ... + + def exchange_failure( + self, *, call_type: ExchangeCallType, duration_seconds: float, error: ExchangeError + ) -> None: ... + + def cache_hit(self) -> None: ... + + +class SyncTokenPoster(Protocol): + """Returns the response for ANY status; never raises for status.""" + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: ... diff --git a/litellm/llms/base_llm/base_utils.py b/litellm/llms/base_llm/base_utils.py index a446a721307..9f690b9825a 100644 --- a/litellm/llms/base_llm/base_utils.py +++ b/litellm/llms/base_llm/base_utils.py @@ -5,6 +5,7 @@ Utility functions for base LLM classes. import copy import json from abc import ABC, abstractmethod +from collections.abc import Mapping from typing import Any, Final from openai.lib import _parsing, _pydantic @@ -65,6 +66,22 @@ class BaseLLMModelInfo(ABC): """ return [] + def discover_models( + self, litellm_params: Mapping[str, object] | None = None + ) -> list[str]: # mutable-ok: matches get_models' list[str] contract shared by every provider override + """ + Live model discovery for a configured deployment. Defaults to the api_key/api_base + facade every provider already implements via ``get_models``; a provider whose + discovery needs more of ``litellm_params`` (e.g. Anthropic's workload identity + federation) overrides this instead of widening ``get_models`` for every provider. + """ + api_key: Final = litellm_params.get("api_key") if litellm_params is not None else None + api_base: Final = litellm_params.get("api_base") if litellm_params is not None else None + return self.get_models( + api_key=api_key if isinstance(api_key, str) else None, + api_base=api_base if isinstance(api_base, str) else None, + ) + @staticmethod @abstractmethod def get_api_key(api_key: str | None = None) -> str | None: diff --git a/litellm/llms/bedrock_mantle/common_utils.py b/litellm/llms/bedrock_mantle/common_utils.py index 5a43da95604..232d6dcf70f 100644 --- a/litellm/llms/bedrock_mantle/common_utils.py +++ b/litellm/llms/bedrock_mantle/common_utils.py @@ -14,7 +14,7 @@ global state. import re from collections.abc import Mapping -from typing import Final +from typing import Final, Literal from botocore.exceptions import ( CredentialRetrievalError, @@ -131,6 +131,10 @@ def is_mantle_claude_model(model: str) -> bool: return "claude" in model.lower() +def mantle_health_check_mode(model: str) -> Literal["anthropic_messages"] | None: + return "anthropic_messages" if is_mantle_claude_model(model) else None + + def mantle_supports_responses(model: str | None, model_cost: dict) -> bool: """Whether a Bedrock Mantle model can serve the native Responses API. diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py index 312f46bb021..8235a116d70 100644 --- a/litellm/llms/custom_httpx/http_handler.py +++ b/litellm/llms/custom_httpx/http_handler.py @@ -1382,10 +1382,12 @@ class HTTPHandler: ssl_verify: bool | str | None = None, disable_default_headers: bool | None = False, # arize phoenix returns different API responses when user agent header in request + follow_redirects: bool = True, ): self.timeout = timeout self.ssl_verify = ssl_verify self.disable_default_headers = disable_default_headers + self.follow_redirects = follow_redirects self._owns_client = client is None self._heal_lock = threading.Lock() self._client = self.create_client() if client is None else client @@ -1410,7 +1412,7 @@ class HTTPHandler: cert=cert, headers=default_headers, cookies=blocked_cookie_jar(), - follow_redirects=True, + follow_redirects=self.follow_redirects, http2=http2_enabled(), ) @@ -1436,7 +1438,7 @@ class HTTPHandler: self, url: str, params: dict | None = None, - headers: dict | None = None, + headers: Mapping[str, Any] | None = None, follow_redirects: bool | None = None, timeout: float | httpx.Timeout | None = None, ): diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py index 72bbb4f9556..7dd3b9b34c0 100644 --- a/litellm/llms/custom_httpx/llm_http_handler.py +++ b/litellm/llms/custom_httpx/llm_http_handler.py @@ -1,4 +1,5 @@ import asyncio +import inspect import json import ssl from collections.abc import AsyncGenerator, AsyncIterator, Awaitable, Coroutine, Iterator, Mapping, Sequence @@ -18,6 +19,7 @@ from typing import ( Union, cast, get_type_hints, + runtime_checkable, ) from urllib.parse import parse_qs, urlencode, urlparse, urlunparse @@ -277,6 +279,55 @@ class _MediaUploadKwargs(TypedDict, total=False): timeout: float | httpx.Timeout +@runtime_checkable +class _AsyncFilesEnvironmentValidator(Protocol): + async def avalidate_environment( + self, + headers: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + model: str, + messages: list, # mutable-ok: mirrors the sync validate_environment contract this overrides + optional_params: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + litellm_params: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + api_key: str | None = None, + api_base: str | None = None, + ) -> dict: ... # mutable-ok: mirrors the sync validate_environment contract this overrides + + +async def _avalidate_files_environment( + provider_config: BaseFilesConfig | BaseBatchesConfig, + *, + headers: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + model: str, + messages: list, # mutable-ok: mirrors the sync validate_environment contract this overrides + optional_params: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + litellm_params: dict, # mutable-ok: mirrors the sync validate_environment contract this overrides + api_key: str | None, +) -> dict: # mutable-ok: mirrors the sync validate_environment contract this overrides + """Await the provider's async credential hook when it has one (e.g. Anthropic's workload + identity token exchange); otherwise offload the sync hook to a worker thread. Either way + the caller, an async file handler, never blocks the event loop on it.""" + if isinstance(provider_config, _AsyncFilesEnvironmentValidator) and inspect.iscoroutinefunction( + provider_config.avalidate_environment + ): + return await provider_config.avalidate_environment( + headers=headers, + model=model, + messages=messages, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + ) + return await asyncio.to_thread( + provider_config.validate_environment, + headers=headers, + model=model, + messages=messages, + optional_params=optional_params, + litellm_params=litellm_params, + api_key=api_key, + ) + + class _SignedBodyKwargs(TypedDict, total=False): data: ReadOnly[bytes] json: ReadOnly[dict[str, object]] @@ -387,6 +438,21 @@ class _PreparedFileContentRequest(NamedTuple): headers: dict +def _logged_file_content_request( + url: str, + params: dict, + request_headers: dict, + file_content_request: "FileContentRequest", + logging_obj: LiteLLMLoggingObj, +) -> _PreparedFileContentRequest: + logging_obj.pre_call( + input="", + api_key="", + additional_args={"api_base": url, "headers": request_headers, "file_id": file_content_request.get("file_id")}, + ) + return _PreparedFileContentRequest(url=url, params=params, headers=request_headers) + + async def _aiter_bytes_then_close(response: httpx.Response, *, chunk_size: int) -> AsyncGenerator[bytes, None]: try: async for chunk in response.aiter_bytes(chunk_size=chunk_size): @@ -2027,7 +2093,7 @@ class BaseLLMHTTPHandler: ( headers, api_base, - ) = anthropic_messages_provider_config.validate_anthropic_messages_environment( + ) = await anthropic_messages_provider_config.avalidate_anthropic_messages_environment( headers=merged_headers or {}, model=model, messages=messages, @@ -3324,6 +3390,19 @@ class BaseLLMHTTPHandler: """ Creates a file using Gemini's two-step upload process """ + if _is_async: + return self._avalidate_and_create_file( + create_file_data=create_file_data, + litellm_params=litellm_params, + provider_config=provider_config, + headers=headers, + api_base=api_base, + api_key=api_key, + logging_obj=logging_obj, + client=client, + timeout=timeout, + ) + # get config from model, custom llm provider headers = provider_config.validate_environment( api_key=api_key, @@ -3353,18 +3432,6 @@ class BaseLLMHTTPHandler: optional_params={}, ) - if _is_async: - return self.async_create_file( - transformed_request=transformed_request, - litellm_params=litellm_params, - provider_config=provider_config, - headers=headers, - api_base=api_base, - logging_obj=logging_obj, - client=client, - timeout=timeout, - ) - if client is None or not isinstance(client, HTTPHandler): sync_httpx_client = _get_httpx_client() else: @@ -3492,6 +3559,54 @@ class BaseLLMHTTPHandler: litellm_params=litellm_params_with_url, ) + async def _avalidate_and_create_file( + self, + *, + create_file_data: CreateFileRequest, + litellm_params: dict, # mutable-ok: mirrors the create_file contract this dispatches for + provider_config: BaseFilesConfig, + headers: dict, # mutable-ok: mirrors the create_file contract this dispatches for + api_base: str | None, + api_key: str | None, + logging_obj: LiteLLMLoggingObj, + client: HTTPHandler | AsyncHTTPHandler | None, + timeout: float | httpx.Timeout | None, + ) -> OpenAIFileObject: + validated_headers: Final = await _avalidate_files_environment( + provider_config, + headers=headers, + model="", + messages=[], + optional_params={}, + litellm_params=litellm_params, + api_key=api_key, + ) + complete_api_base: Final = provider_config.get_complete_file_url( + api_base=api_base, + api_key=api_key, + model="", + optional_params={}, + litellm_params=litellm_params, + data=create_file_data, + ) + if not complete_api_base: + raise ValueError("api_base is required for create_file") + return await self.async_create_file( + transformed_request=provider_config.transform_create_file_request( + model="", + create_file_data=create_file_data, + litellm_params=litellm_params, + optional_params={}, + ), + litellm_params=litellm_params, + provider_config=provider_config, + headers=validated_headers, + api_base=complete_api_base, + logging_obj=logging_obj, + client=client, + timeout=timeout, + ) + async def async_create_file( self, transformed_request: Union[bytes, str, dict, "TwoStepFileUploadConfig"], @@ -3742,6 +3857,20 @@ class BaseLLMHTTPHandler: if model is None: raise ValueError("model is required for create_batch") + if _is_async: + return self._avalidate_and_create_batch( + create_batch_data=create_batch_data, + litellm_params=litellm_params, + provider_config=provider_config, + headers=headers, + api_base=api_base, + api_key=api_key, + logging_obj=logging_obj, + client=client, + timeout=timeout, + model=model, + ) + headers = provider_config.validate_environment( api_key=api_key, headers=headers, @@ -3770,19 +3899,6 @@ class BaseLLMHTTPHandler: optional_params={}, ) - if _is_async: - return self.async_create_batch( - transformed_request=transformed_request, - litellm_params=litellm_params, - provider_config=provider_config, - headers=headers, - api_base=api_base, - logging_obj=logging_obj, - client=client, - timeout=timeout, - create_batch_data=create_batch_data, - ) - if client is None or not isinstance(client, HTTPHandler): sync_httpx_client = _get_httpx_client() else: @@ -3920,6 +4036,56 @@ class BaseLLMHTTPHandler: litellm_params=litellm_params, ) + async def _avalidate_and_create_batch( + self, + *, + create_batch_data: "CreateBatchRequest", + litellm_params: dict, # mutable-ok: mirrors the create_batch contract this dispatches for + provider_config: "BaseBatchesConfig", + headers: dict, # mutable-ok: mirrors the create_batch contract this dispatches for + api_base: str | None, + api_key: str | None, + logging_obj: "LiteLLMLoggingObj", + client: Union["HTTPHandler", "AsyncHTTPHandler"] | None, + timeout: float | httpx.Timeout | None, + model: str, + ) -> "LiteLLMBatch": + validated_headers: Final = await _avalidate_files_environment( + provider_config, + headers=headers, + model=model, + messages=[], + optional_params={}, + litellm_params=litellm_params, + api_key=api_key, + ) + complete_api_base: Final = provider_config.get_complete_batch_url( + api_base=api_base, + api_key=api_key, + model=model, + optional_params={}, + litellm_params=litellm_params, + data=create_batch_data, + ) + if not complete_api_base: + raise ValueError("api_base is required for create_batch") + return await self.async_create_batch( + transformed_request=provider_config.transform_create_batch_request( + model=model, + create_batch_data=create_batch_data, + litellm_params=litellm_params, + optional_params={}, + ), + litellm_params=litellm_params, + provider_config=provider_config, + headers=validated_headers, + api_base=complete_api_base, + logging_obj=logging_obj, + client=client, + timeout=timeout, + create_batch_data=create_batch_data, + ) + async def async_create_batch( self, transformed_request: bytes | str | dict, @@ -4521,7 +4687,8 @@ class BaseLLMHTTPHandler: ) # Validate environment and get headers - headers = provider_config.validate_environment( + headers = await _avalidate_files_environment( + provider_config, api_key=litellm_params.get("api_key"), headers=headers, model="", @@ -4646,7 +4813,8 @@ class BaseLLMHTTPHandler: ) # Validate environment and get headers - headers = provider_config.validate_environment( + headers = await _avalidate_files_environment( + provider_config, api_key=litellm_params.get("api_key"), headers=headers, model="", @@ -4770,7 +4938,8 @@ class BaseLLMHTTPHandler: ) # Validate environment and get headers - headers = provider_config.validate_environment( + headers = await _avalidate_files_environment( + provider_config, api_key=litellm_params.get("api_key"), headers=headers, model="", @@ -4958,7 +5127,7 @@ class BaseLLMHTTPHandler: else: async_httpx_client = client - prepared: Final = self._prepare_file_content_request( + prepared: Final = await self._aprepare_file_content_request( file_content_request=file_content_request, provider_config=provider_config, litellm_params=litellm_params, @@ -5004,7 +5173,7 @@ class BaseLLMHTTPHandler: client if client is not None else get_async_httpx_client(llm_provider=provider_config.custom_llm_provider) ) - prepared: Final = self._prepare_file_content_request( + prepared: Final = await self._aprepare_file_content_request( file_content_request=file_content_request, provider_config=provider_config, litellm_params=litellm_params, @@ -5062,16 +5231,31 @@ class BaseLLMHTTPHandler: optional_params={}, litellm_params=litellm_params, ) - logging_obj.pre_call( - input="", - api_key="", - additional_args={ - "api_base": url, - "headers": request_headers, - "file_id": file_content_request.get("file_id"), - }, + return _logged_file_content_request(url, params, request_headers, file_content_request, logging_obj) + + @staticmethod + async def _aprepare_file_content_request( + file_content_request: "FileContentRequest", + provider_config: BaseFilesConfig, + litellm_params: dict, + headers: dict, + logging_obj: LiteLLMLoggingObj, + ) -> "_PreparedFileContentRequest": + url, params = provider_config.transform_file_content_request( + file_content_request=file_content_request, + optional_params={}, + litellm_params=litellm_params, ) - return _PreparedFileContentRequest(url=url, params=params, headers=request_headers) + request_headers: Final = await _avalidate_files_environment( + provider_config, + api_key=litellm_params.get("api_key"), + headers=headers, + model="", + messages=[], + optional_params={}, + litellm_params=litellm_params, + ) + return _logged_file_content_request(url, params, request_headers, file_content_request, logging_obj) def _prepare_fake_stream_request( self, diff --git a/litellm/llms/openai/chat/gpt_transformation.py b/litellm/llms/openai/chat/gpt_transformation.py index 6204bed8109..e7a7cda0b67 100644 --- a/litellm/llms/openai/chat/gpt_transformation.py +++ b/litellm/llms/openai/chat/gpt_transformation.py @@ -58,6 +58,7 @@ from litellm.types.utils import ( from litellm.utils import convert_to_model_response_object from ..common_utils import OpenAIError +from ..workload_identity import get_workload_identity_bearer_token, resolve_openai_workload_identity_config if TYPE_CHECKING: from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj @@ -73,6 +74,11 @@ else: _NO_TOOLS_UPDATE: Final[Mapping[str, object]] = MappingProxyType({}) +def _litellm_params_str(litellm_params: Mapping[str, object] | None, key: str) -> str | None: + value: Final = litellm_params.get(key) if litellm_params is not None else None + return value if isinstance(value, str) else None + + class OpenAIGPTConfig(BaseLLMModelInfo, BaseConfig): """ Reference: https://platform.openai.com/docs/api-reference/chat/create @@ -765,28 +771,39 @@ class OpenAIGPTConfig(BaseLLMModelInfo, BaseConfig): """ Calls OpenAI's `/v1/models` endpoint and returns the list of models. """ - - if api_base is None: - api_base = "https://api.openai.com" - if api_key is None: - api_key = get_secret_str("OPENAI_API_KEY") - - # Strip api_base to just the base URL (scheme + host + port) - parsed_url: Final = httpx.URL(api_base) - base_url = f"{parsed_url.scheme}://{parsed_url.host}" - if parsed_url.port: - base_url += f":{parsed_url.port}" - - response: Final = litellm.module_level_client.get( - url=f"{base_url}/v1/models", - headers={"Authorization": f"Bearer {api_key}"}, + return self._fetch_model_ids( + api_base=api_base, bearer_token=get_secret_str("OPENAI_API_KEY") if api_key is None else api_key ) + def discover_models( + self, litellm_params: Mapping[str, object] | None = None + ) -> list[str]: # mutable-ok: matches get_models' list[str] contract shared by every provider override + if type(self) is not OpenAIGPTConfig: + return super().discover_models(litellm_params) + api_key: Final = _litellm_params_str(litellm_params, "api_key") + api_base: Final = _litellm_params_str(litellm_params, "api_base") + workload_identity_config: Final = resolve_openai_workload_identity_config( + api_key=api_key, api_base=api_base, litellm_params=litellm_params + ) + if workload_identity_config is None: + return self.get_models(api_key=api_key, api_base=api_base) + return self._fetch_model_ids( + api_base=api_base, bearer_token=get_workload_identity_bearer_token(workload_identity_config) + ) + + @staticmethod + def _fetch_model_ids( + api_base: str | None, bearer_token: str | None + ) -> list[str]: # mutable-ok: matches get_models' list[str] contract shared by every provider override + parsed_url: Final = httpx.URL(api_base or "https://api.openai.com") + port_suffix: Final = f":{parsed_url.port}" if parsed_url.port else "" + response: Final = litellm.module_level_client.get( + url=f"{parsed_url.scheme}://{parsed_url.host}{port_suffix}/v1/models", + headers={"Authorization": f"Bearer {bearer_token}"}, + ) if response.status_code != 200: raise Exception(f"Failed to get models: {response.text}") - - models: Final = response.json()["data"] - return [model["id"] for model in models] + return [model["id"] for model in response.json()["data"]] @staticmethod def get_api_key(api_key: str | None = None) -> str | None: diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py index e3792fe9dfa..2461fb4e1af 100644 --- a/litellm/llms/openai/openai.py +++ b/litellm/llms/openai/openai.py @@ -382,8 +382,11 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): organization: str | None = None, client: OpenAI | AsyncOpenAI | None = None, shared_session: Optional["ClientSession"] = None, + litellm_params: Mapping[str, object] | None = None, ) -> OpenAI | AsyncOpenAI | None: - workload_identity_config: Final = resolve_openai_workload_identity_config(api_key=api_key, api_base=api_base) + workload_identity_config: Final = resolve_openai_workload_identity_config( + api_key=api_key, api_base=api_base, litellm_params=litellm_params + ) client_initialization_params: Final[dict] = locals() if client is None: if not isinstance(max_retries, int): @@ -773,6 +776,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): max_retries=max_retries, organization=organization, stream_options=stream_options, + litellm_params=litellm_params, ) else: if not isinstance(max_retries, int): @@ -786,6 +790,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): max_retries=max_retries, organization=organization, client=client, + litellm_params=litellm_params, ) ## LOGGING @@ -928,6 +933,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): organization=organization, client=client, shared_session=shared_session, + litellm_params=litellm_params, ) ## LOGGING @@ -1024,6 +1030,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): max_retries=None, headers=None, stream_options: dict | None = None, + litellm_params: Mapping[str, object] | None = None, ): data["stream"] = True data.update(self.get_stream_options(stream_options=stream_options, api_base=api_base)) @@ -1037,6 +1044,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): max_retries=max_retries, organization=organization, client=client, + litellm_params=litellm_params, ) ## LOGGING logging_obj.pre_call( @@ -1109,6 +1117,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): organization=organization, client=client, shared_session=shared_session, + litellm_params=litellm_params, ) ## LOGGING logging_obj.pre_call( @@ -1243,6 +1252,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): client: AsyncOpenAI | None = None, max_retries=None, shared_session: Optional["ClientSession"] = None, + litellm_params: Mapping[str, object] | None = None, ): try: openai_aclient: Final[AsyncOpenAI] = self._get_openai_client( @@ -1253,6 +1263,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): max_retries=max_retries, client=client, shared_session=shared_session, + litellm_params=litellm_params, ) raw_response: Final = await self.make_openai_embedding_request( openai_aclient=openai_aclient, @@ -1316,6 +1327,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): aembedding=None, max_retries: int | None = None, shared_session: Optional["ClientSession"] = None, + litellm_params: Mapping[str, object] | None = None, ) -> EmbeddingResponse: super().embedding() try: @@ -1342,6 +1354,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): client=client, max_retries=max_retries, shared_session=shared_session, + litellm_params=litellm_params, ) openai_client: Final[OpenAI] = self._get_openai_client( @@ -1351,6 +1364,7 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM): timeout=timeout, max_retries=max_retries, client=client, + litellm_params=litellm_params, ) ## embedding CALL diff --git a/litellm/llms/openai/responses/transformation.py b/litellm/llms/openai/responses/transformation.py index 67b9e157832..1452ecebca9 100644 --- a/litellm/llms/openai/responses/transformation.py +++ b/litellm/llms/openai/responses/transformation.py @@ -30,6 +30,7 @@ from litellm.types.llms.openai import * from litellm.types.responses.main import * from litellm.types.router import GenericLiteLLMParams from litellm.types.utils import LlmProviders +from litellm.types.workload_identity import OPENAI_WIF_KWARGS_KEYS from ..common_utils import OpenAIError from ..workload_identity import get_workload_identity_bearer_token, resolve_openai_workload_identity_config @@ -599,7 +600,11 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig): api_key = litellm_params.api_key or litellm.api_key or litellm.openai_key or get_secret_str("OPENAI_API_KEY") headers.setdefault("Content-Type", "application/json") workload_identity_config: Final = ( - resolve_openai_workload_identity_config(api_key=api_key, api_base=litellm_params.api_base) + resolve_openai_workload_identity_config( + api_key=api_key, + api_base=litellm_params.api_base, + litellm_params=litellm_params.model_dump(include=set(OPENAI_WIF_KWARGS_KEYS)), + ) if self.custom_llm_provider is LlmProviders.OPENAI else None ) diff --git a/litellm/llms/openai/workload_identity.py b/litellm/llms/openai/workload_identity.py index 369b4f1e3f7..e2971a2c100 100644 --- a/litellm/llms/openai/workload_identity.py +++ b/litellm/llms/openai/workload_identity.py @@ -1,5 +1,6 @@ from __future__ import annotations +from collections.abc import Mapping from dataclasses import dataclass from functools import lru_cache from typing import TYPE_CHECKING, Final @@ -43,6 +44,7 @@ class OpenAIWorkloadIdentityConfig: def resolve_openai_workload_identity_config( api_key: str | None, api_base: str | None, + litellm_params: Mapping[str, object] | None = None, ) -> OpenAIWorkloadIdentityConfig | None: static_api_key: Final = normalize_nonempty_secret_str(api_key) or normalize_nonempty_secret_str( get_secret_str("OPENAI_API_KEY") @@ -54,10 +56,12 @@ def resolve_openai_workload_identity_config( ) if not _targets_openai_api(effective_api_base): return None - identity_provider_id: Final = get_secret_str("OPENAI_IDENTITY_PROVIDER_ID") - service_account_id: Final = get_secret_str("OPENAI_SERVICE_ACCOUNT_ID") - token_file: Final = get_secret_str("OPENAI_IDENTITY_TOKEN_FILE") - if not identity_provider_id or not service_account_id or not token_file: + identity_provider_id: Final = _config_value( + litellm_params, "openai_identity_provider_id", "OPENAI_IDENTITY_PROVIDER_ID" + ) + service_account_id: Final = _config_value(litellm_params, "openai_service_account_id", "OPENAI_SERVICE_ACCOUNT_ID") + token_file: Final = _config_value(litellm_params, "openai_identity_token_file", "OPENAI_IDENTITY_TOKEN_FILE") + if identity_provider_id is None or service_account_id is None or token_file is None: return None return OpenAIWorkloadIdentityConfig( identity_provider_id=identity_provider_id, @@ -77,6 +81,13 @@ async def get_workload_identity_bearer_token_for_api_base(api_base: str) -> str return await _workload_identity_auth(config).get_token_async() +def _config_value(litellm_params: Mapping[str, object] | None, param_key: str, env_name: str) -> str | None: + param_value: Final = litellm_params.get(param_key) if litellm_params is not None else None + if isinstance(param_value, str) and param_value: + return param_value + return normalize_nonempty_secret_str(get_secret_str(env_name)) + + def _targets_openai_api(api_base: str | None) -> bool: if api_base is None: return True diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py index 5b5e1403c58..9a0209b87d9 100644 --- a/litellm/llms/vertex_ai/common_utils.py +++ b/litellm/llms/vertex_ai/common_utils.py @@ -1240,6 +1240,9 @@ class VertexAITokenCounter(BaseTokenCounter): ) -> TokenCountResponse | None: import copy + from litellm.llms.vertex_ai.vertex_ai_partner_models.main import ( + VertexAIError as PartnerVertexAIError, + ) from litellm.llms.vertex_ai.vertex_ai_partner_models.main import ( VertexAIPartnerModels, ) @@ -1269,14 +1272,32 @@ class VertexAITokenCounter(BaseTokenCounter): "vertex_ai_credentials" ) - result = await partner_models_handler.count_tokens( - model=model_to_use, - messages=messages or [], - litellm_params=partner_litellm_params, - vertex_project=vertex_project, - vertex_location=vertex_location, - vertex_credentials=vertex_credentials, - ) + try: + result = await partner_models_handler.count_tokens( + model=model_to_use, + messages=messages or [], + litellm_params=partner_litellm_params, + vertex_project=vertex_project, + vertex_location=vertex_location, + vertex_credentials=vertex_credentials, + system=system, + tools=tools, + ) + except (PartnerVertexAIError, httpx.HTTPStatusError) as e: + status_code: Final = e.response.status_code + error_message: Final = e.message if isinstance(e, PartnerVertexAIError) else e.response.text + verbose_logger.warning( + "Vertex AI partner CountTokens API error: status=%s, message=%s", status_code, error_message + ) + return TokenCountResponse( + total_tokens=0, + request_model=request_model, + model_used=model_to_use, + tokenizer_type="vertex_ai_partner_models", + error=True, + error_message=error_message, + status_code=status_code, + ) if result is not None: return TokenCountResponse( diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/main.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/main.py index 40503edbb9e..c855a073648 100644 --- a/litellm/llms/vertex_ai/vertex_ai_partner_models/main.py +++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/main.py @@ -2,6 +2,7 @@ ## API Handler for calling Vertex AI Partner Models from collections.abc import Callable from enum import Enum +from types import MappingProxyType from typing import Final import httpx @@ -263,6 +264,8 @@ class VertexAIPartnerModels(VertexBase): vertex_project=None, vertex_location=None, vertex_credentials=None, + system: object | None = None, + tools: list[dict[str, object]] | None = None, ): """ Count tokens for Vertex AI partner models (Anthropic Claude, Mistral, etc.) @@ -296,6 +299,9 @@ class VertexAIPartnerModels(VertexBase): request_data: Final = { "model": model, "messages": messages, + **MappingProxyType( + {key: value for key, value in (("system", system), ("tools", tools)) if value is not None} + ), } # Prepare litellm_params with credentials diff --git a/litellm/main.py b/litellm/main.py index b24b35166ed..122de9a02c0 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -144,6 +144,7 @@ from litellm.types.utils import ( RawRequestTypedDict, StreamingChoices, ) +from litellm.types.workload_identity import ANTHROPIC_WIF_KWARGS_KEYS, OPENAI_WIF_KWARGS_KEYS from litellm.utils import ( Choices, CustomStreamWrapper, @@ -5489,7 +5490,9 @@ def completion( api_base=api_base, api_key=api_key, litellm_params=( - GenericLiteLLMParams(**_supplemental_provider_params) if _supplemental_provider_params else None + GenericLiteLLMParams.model_validate(_supplemental_provider_params) + if _supplemental_provider_params + else None ), ) @@ -5716,7 +5719,12 @@ def completion( gigachat_access_token=kwargs.get("gigachat_access_token"), **{ key: kwargs[key] - for key in (*AWS_CREDENTIAL_KWARGS_KEYS, PROVIDER_AFFINITY_HEADER_KWARG_KEY) + for key in ( + *AWS_CREDENTIAL_KWARGS_KEYS, + *ANTHROPIC_WIF_KWARGS_KEYS, + *OPENAI_WIF_KWARGS_KEYS, + PROVIDER_AFFINITY_HEADER_KWARG_KEY, + ) if key in kwargs }, ) @@ -6553,6 +6561,7 @@ def embedding( aembedding=aembedding, max_retries=max_retries, shared_session=shared_session, + litellm_params=litellm_params_dict, ) elif custom_llm_provider == "databricks": api_base = api_base or litellm.api_base or get_secret("DATABRICKS_API_BASE") @@ -7802,7 +7811,7 @@ async def amoderation( # only supports open ai for now api_key = api_key or litellm.api_key or litellm.openai_key or get_secret_str("OPENAI_API_KEY") - optional_params: Final = GenericLiteLLMParams(**kwargs) + optional_params: Final = GenericLiteLLMParams.model_validate(kwargs) litellm_logging_obj: Final[LiteLLMLoggingObj | None] = kwargs.get("litellm_logging_obj", None) _dynamic_api_base = None try: @@ -8519,7 +8528,7 @@ def speech( VertexAITextToSpeechConfig, ) - generic_optional_params: Final = GenericLiteLLMParams(**kwargs) + generic_optional_params: Final = GenericLiteLLMParams.model_validate(kwargs) # Handle Gemini models separately (they use speech_to_completion_bridge) if "gemini" in model: @@ -8725,7 +8734,7 @@ def speech( async def ahealth_check( model_params: dict, - mode: str | None = "chat", + mode: str | None = None, prompt: str | None = None, input: list | None = None, ): @@ -8740,7 +8749,8 @@ async def ahealth_check( } """ from litellm.litellm_core_utils.cached_imports import get_litellm_logging_class - from litellm.litellm_core_utils.health_check_helpers import HealthCheckHelpers + from litellm.litellm_core_utils.health_check_helpers import HealthCheckHelpers, default_health_check_mode + from litellm.litellm_core_utils.health_check_utils import OPTIONAL_STR # Use cached import helper to lazy-load Logging class (only loads when function is called) Logging: Final = get_litellm_logging_class() @@ -8765,28 +8775,25 @@ async def ahealth_check( ) ######################################################### try: - model: str | None = model_params.get("model", None) - if model is None: + requested_model: Final = OPTIONAL_STR.validate_python(model_params.get("model", None)) + if requested_model is None: raise Exception("model not set") - if model in litellm.model_cost and mode is None: - mode = litellm.model_cost[model].get("mode") - custom_llm_provider_from_params: Final = model_params.get("custom_llm_provider", None) api_base_from_params: Final = model_params.get("api_base", None) api_key_from_params: Final = model_params.get("api_key", None) model, custom_llm_provider, _, _ = get_llm_provider( - model=model, + model=requested_model, custom_llm_provider=custom_llm_provider_from_params, api_base=api_base_from_params, api_key=api_key_from_params, ) - if model in litellm.model_cost and mode is None: - mode = litellm.model_cost[model].get("mode") model_params["cache"] = {"no-cache": True} # don't used cached responses for making health check calls - mode = mode or "chat" + mode = mode or default_health_check_mode( + requested_model=requested_model, model=model, custom_llm_provider=custom_llm_provider + ) if "*" in model: return await HealthCheckHelpers.ahealth_check_wildcard_models( model=model, @@ -8815,12 +8822,6 @@ async def ahealth_check( if isinstance(stack_trace, str): stack_trace = stack_trace[:1000] - if mode is None: - return { - "error": f"error:{e}. Missing `mode`. Set the `mode` for the model - https://docs.litellm.ai/docs/proxy/health#embedding-models \nstacktrace: {stack_trace}", - "exception": e, - } - error_to_return: Final = str(e) + "\nstack trace: " + stack_trace raw_request_typed_dict: Final = litellm_logging_obj.model_call_details.get("raw_request_typed_dict") diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 27495443a57..cd38b5b0d21 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -42177,14 +42177,13 @@ "supports_web_search": false }, "openrouter/deepseek/deepseek-chat-v3-0324": { - "cache_read_input_token_cost": 1.1e-07, - "input_cost_per_token": 2.9e-07, + "input_cost_per_token": 2.5e-07, "litellm_provider": "openrouter", "max_input_tokens": 163840, "max_output_tokens": 147456, "max_tokens": 147456, "mode": "chat", - "output_cost_per_token": 1.14e-06, + "output_cost_per_token": 1e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -42349,15 +42348,14 @@ "supports_web_search": false }, "openrouter/deepseek/deepseek-v4-pro-0813": { - "cache_read_input_token_cost": 4.4e-08, - "input_cost_per_token": 1.32e-06, + "cache_read_input_token_cost": 1.4e-07, + "input_cost_per_token": 2.2e-07, "litellm_provider": "openrouter", "max_input_tokens": 1048576, - "max_output_tokens": 393216, - "max_tokens": 393216, + "max_output_tokens": 943718, + "max_tokens": 943718, "mode": "chat", - "off_peak_pricing": {"input_cost_per_token":6.6e-7,"output_cost_per_token":0.00000198,"cache_read_input_token_cost":2.2e-8,"windows":[{"hours_utc":"00:00-00:00","weekdays":["saturday","sunday"]},{"hours_utc":"00:00-01:00","weekdays":["monday","tuesday","wednesday","thursday","friday"]},{"hours_utc":"04:00-06:00","weekdays":["monday","tuesday","wednesday","thursday","friday"]},{"hours_utc":"10:00-00:00","weekdays":["monday","tuesday","wednesday","thursday","friday"]}]}, - "output_cost_per_token": 3.96e-06, + "output_cost_per_token": 4.2e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -67734,8 +67732,8 @@ "supports_prompt_caching": true }, "openrouter/deepseek/deepseek-v4-flash-0731": { - "cache_read_input_token_cost": 5.1e-09, - "input_cost_per_token": 5.1e-09, + "cache_read_input_token_cost": 1.37e-08, + "input_cost_per_token": 1.52e-08, "litellm_provider": "openrouter", "max_input_tokens": 1048576, "max_output_tokens": 943718, @@ -67825,14 +67823,14 @@ "supports_web_search": false }, "openrouter/moonshotai/kimi-k3": { - "cache_read_input_token_cost": 2.7e-07, - "input_cost_per_token": 2.7e-06, + "cache_read_input_token_cost": 4.9e-07, + "input_cost_per_token": 4.99e-07, "litellm_provider": "openrouter", "max_input_tokens": 1048576, "max_output_tokens": 943718, "max_tokens": 943718, "mode": "chat", - "output_cost_per_token": 1.35e-05, + "output_cost_per_token": 1.3e-05, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -67951,13 +67949,13 @@ }, "openrouter/z-ai/glm-5.2": { "cache_read_input_token_cost": 2.6e-07, - "input_cost_per_token": 4.1e-07, + "input_cost_per_token": 3e-07, "litellm_provider": "openrouter", "max_input_tokens": 1048576, "max_output_tokens": 943718, "max_tokens": 943718, "mode": "chat", - "output_cost_per_token": 3.99e-06, + "output_cost_per_token": 3.49e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -68333,24 +68331,24 @@ "supports_web_search": false }, "openrouter/moonshotai/kimi-k2.6": { - "input_cost_per_token": 4.3415e-07, - "output_cost_per_token": 1.828e-06, - "cache_read_input_token_cost": 7.312e-08, + "cache_read_input_token_cost": 1.6e-07, + "input_cost_per_token": 9.5e-07, "litellm_provider": "openrouter", "max_input_tokens": 262144, "max_output_tokens": 235929, "max_tokens": 235929, "mode": "chat", + "output_cost_per_token": 4e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, - "supports_tool_choice": true, - "supports_reasoning": true, - "supports_response_schema": true, "supports_parallel_function_calling": true, "supports_pdf_input": false, - "supports_vision": true, "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, "supports_web_search": false }, "openrouter/google/gemma-4-26b-a4b-it": { @@ -69370,13 +69368,13 @@ "supports_web_search": false }, "openrouter/qwen/qwen3-30b-a3b-instruct-2507": { - "input_cost_per_token": 1e-07, + "input_cost_per_token": 4.815e-08, "litellm_provider": "openrouter", "max_input_tokens": 262144, - "max_output_tokens": 235929, - "max_tokens": 235929, + "max_output_tokens": 32000, + "max_tokens": 32000, "mode": "chat", - "output_cost_per_token": 3e-07, + "output_cost_per_token": 1.9305e-07, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -69933,21 +69931,22 @@ "supports_web_search": false }, "openrouter/meta-llama/llama-3.3-70b-instruct": { - "input_cost_per_token": 1e-07, - "output_cost_per_token": 3.2e-07, + "cache_read_input_token_cost": 1.1e-07, + "input_cost_per_token": 2.2e-07, "litellm_provider": "openrouter", "max_input_tokens": 131072, "max_output_tokens": 16384, "max_tokens": 16384, "mode": "chat", + "output_cost_per_token": 5e-07, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, "supports_pdf_input": false, "supports_prompt_caching": false, "supports_reasoning": false, - "supports_tool_choice": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_vision": false, "supports_web_search": false }, @@ -79983,6 +79982,7 @@ "supports_web_search": false }, "azure_ai/kimi-k2-thinking": { + "deprecation_date": "2026-03-29", "input_cost_per_token": 6e-07, "litellm_provider": "azure_ai", "max_input_tokens": 262144, diff --git a/litellm/models/credentials.py b/litellm/models/credentials.py index 0878eea5769..e96e406d98e 100644 --- a/litellm/models/credentials.py +++ b/litellm/models/credentials.py @@ -7,7 +7,7 @@ layer; ``litellm.types.utils`` re-exports them for backwards compatibility. from collections.abc import Mapping -from pydantic import BaseModel, model_validator +from pydantic import BaseModel, Field, model_validator class CredentialBase(BaseModel): @@ -17,6 +17,10 @@ class CredentialBase(BaseModel): class CredentialItem(CredentialBase): credential_values: dict + # PATCH-only instruction naming keys to drop from the stored credential_values. It describes an + # edit rather than the credential, so it stays out of dumps: those feed config loading, the DB + # write, and the in-memory list, none of which have a place for it. + credential_values_to_delete: tuple[str, ...] | None = Field(default=None, exclude=True) class CreateCredentialItem(CredentialBase): @@ -36,3 +40,4 @@ class UpdateCredentialItem(BaseModel): credential_info: Mapping[str, object] credential_values: Mapping[str, object] | None = None model_id: str | None = None + credential_values_to_delete: tuple[str, ...] | None = None diff --git a/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py b/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py index b51da626a60..5db9a92e51d 100644 --- a/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py +++ b/litellm/proxy/_experimental/mcp_server/byok_oauth_endpoints.py @@ -171,6 +171,42 @@ async def _session_key_is_live(session_key: str | None) -> bool: return True +async def get_authenticated_browser_user_id(request: Request) -> str | None: + from datetime import datetime, timezone + + from pydantic import TypeAdapter, ValidationError + + from litellm.proxy._types import hash_token + from litellm.proxy.auth.auth_checks import ExperimentalUIJWTToken, get_key_object + from litellm.proxy.proxy_server import prisma_client, proxy_logging_obj, user_api_key_cache + + user_id, session_key = _session_identity_from_cookie(request) + if not user_id or not session_key or prisma_client is None: + return None + try: + auth: Final = ( + await get_key_object( + hash_token(session_key), + prisma_client, + user_api_key_cache, + proxy_logging_obj=proxy_logging_obj, + check_db_only=True, + ) + if session_key.startswith("sk-") + else ExperimentalUIJWTToken.get_key_object_from_ui_hash_key(session_key) + ) + except Exception: + return None + if auth is None or auth.user_id != user_id or auth.blocked or auth.expires is None: + return None + try: + expiration: Final = TypeAdapter(datetime).validate_python(auth.expires) + except ValidationError: + return None + expires: Final = expiration.replace(tzinfo=timezone.utc) if expiration.tzinfo is None else expiration + return user_id if expires > datetime.now(timezone.utc) else None + + async def _byok_session_auth(request: Request) -> UserAPIKeyAuth: """Require the UI session cookie, with the embedded session key re-resolved against the DB so a revoked (logged-out) session cannot diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json index 7b9af2f2b98..a927d4b415f 100644 --- a/litellm/proxy/_lazy_openapi_snapshot.json +++ b/litellm/proxy/_lazy_openapi_snapshot.json @@ -34885,6 +34885,10 @@ "WorkerCreated": { "additionalProperties": false, "properties": { + "image": { + "title": "Image", + "type": "string" + }, "token": { "title": "Token", "type": "string" @@ -34894,6 +34898,7 @@ } }, "required": [ + "image", "worker", "token" ], diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py index 918428bcf0e..dfdf7dc4e66 100644 --- a/litellm/proxy/auth/auth_checks.py +++ b/litellm/proxy/auth/auth_checks.py @@ -484,7 +484,7 @@ def _is_model_cost_zero(model: str | list[str] | None, llm_router: Router | None continue try: # Use router's get_model_group_info method directly for better reliability - model_group_info = llm_router.get_model_group_info(model_group=model_name) + model_group_info = llm_router.get_model_group_info(model_group=model_name, include_hidden=True) if model_group_info is None: # Model not found or no pricing info available diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py index 7ef82009184..c3c1032a3f0 100644 --- a/litellm/proxy/auth/auth_utils.py +++ b/litellm/proxy/auth/auth_utils.py @@ -20,6 +20,7 @@ from litellm.constants import ( MINIMUM_CUSTOM_KEY_LENGTH, STANDARD_CUSTOMER_ID_HEADERS, ) +from litellm.litellm_core_utils.credential_accessor import CredentialAccessor from litellm.litellm_core_utils.safe_json_loads import safe_json_loads from litellm.litellm_core_utils.url_utils import ( SSRFError, @@ -34,7 +35,8 @@ from litellm.proxy.common_utils.http_parsing_utils import extract_nested_form_me from litellm.types.passthrough_endpoints.pass_through_endpoints import ( LITELLM_PASS_THROUGH_ENDPOINT_MARKER, ) -from litellm.types.router import CONFIGURABLE_CLIENTSIDE_AUTH_PARAMS, Deployment +from litellm.types.router import CONFIGURABLE_CLIENTSIDE_AUTH_PARAMS, Deployment, server_owned_wif_fields_present +from litellm.types.router import reject_server_owned_wif_params as _reject_server_owned_wif_params from litellm.types.utils import CustomPricingLiteLLMParams @@ -228,6 +230,63 @@ def _allow_model_level_clientside_configurable_parameters( # ``extra_body.aws_web_identity_token``) without re-validating, so the # banned-key check has to descend into it the same way it descends into # ``litellm_embedding_config``. +# Re-exported from litellm.types.router, where it lives so the router can call it on a +# post-authentication merge without core importing from the proxy package. +reject_server_owned_wif_params = _reject_server_owned_wif_params + +_CREDENTIAL_VALUES: Final = TypeAdapter(dict[str, object]) + + +def reject_federated_credential_reference(body: Mapping[str, object]) -> None: + """Raise ``ValueError`` if a request body picks the federated identity by credential name. + + ``load_credentials_from_list`` merges a named credential's values into the call, so a body + naming a federated credential moves the token exchange onto that credential's federation rule + and organization exactly as sending the federation fields inline would, which + ``reject_server_owned_wif_params`` already refuses. Attaching one is a deployment decision, so + it is refused with no client-side opt-in to relax it, the same as the inline form. + + Only credentials already loaded into memory can be resolved here, which is every credential the + proxy would resolve for the call itself: ``load_credentials_from_list`` reads the same list. + ``route_manages_deployments`` names the routes this is not applied to, where choosing the + credential a deployment federates through is the point of the call. + """ + named: Final = body.get("litellm_credential_name") + if not isinstance(named, str) or not named: + return + wif_fields: Final = server_owned_wif_fields_present( + _CREDENTIAL_VALUES.validate_python(CredentialAccessor.get_credential_values(named)) + ) + if wif_fields: + raise ValueError( + f"Rejected Request: litellm_credential_name={named!r} names a credential configured for " + f"workload identity federation ({wif_fields[0]}), which a request body cannot choose. " + "A proxy admin attaches it to a deployment." + ) + + +_DEPLOYMENT_MANAGEMENT_ROUTES: Final[frozenset[str]] = frozenset( + ("/model/new", "/model/update", "/model/delete", "/health/test_connection") +) +_DEPLOYMENT_ID_UPDATE_ROUTE: Final = re.compile(r"^/model/[^/]+/update$") + + +def route_manages_deployments(route: str | None) -> bool: + """Whether ``route`` configures a deployment instead of calling one. + + These are the routes that reach ``ModelManagementAuthChecks.can_user_make_model_call``, where + a federated write is judged by ``_reject_non_admin_wif_write`` against what the write sets and + what the deployment already stores: a proxy admin goes through, anyone else is refused with a + 403 naming the field. ``reject_federated_credential_reference`` runs ahead of that gate on + every route, so without this exemption a proxy admin could not attach a federated credential + to a deployment over the API or the Admin UI at all, leaving a static ``config.yaml`` entry as + the only way to configure the feature the rejection tells the caller to go configure. + """ + return route is not None and ( + route in _DEPLOYMENT_MANAGEMENT_ROUTES or _DEPLOYMENT_ID_UPDATE_ROUTE.fullmatch(route) is not None + ) + + _NESTED_CONFIG_KEYS: Final[tuple[str, ...]] = ("litellm_embedding_config", "extra_body") # Metadata containers that carry per-request configuration consumed by the @@ -380,12 +439,17 @@ def _check_banned_params( general_settings: dict, llm_router: Router | None, model: str, + *, + manages_deployments: bool = False, ) -> None: """Raise ``ValueError`` if ``body`` carries a banned param without admin opt-in. Shared between the root-level check and the nested-config check so a new banned param only needs to be added in one place. """ + reject_server_owned_wif_params(body) + if not manages_deployments: + reject_federated_credential_reference(body) for param in _BANNED_REQUEST_BODY_PARAMS: if param not in body: continue @@ -472,7 +536,14 @@ def _reject_url_valued_fallback_target(value: str) -> None: ) -def is_request_body_safe(request_body: dict, general_settings: dict, llm_router: Router | None, model: str) -> bool: +def is_request_body_safe( + request_body: dict, + general_settings: dict, + llm_router: Router | None, + model: str, + *, + route: str | None = None, +) -> bool: """ Check if the request body is safe. @@ -500,25 +571,27 @@ def is_request_body_safe(request_body: dict, general_settings: dict, llm_router: """ if "model_list" in request_body: raise ValueError("Rejected Request: model_list is not allowed in the request body.") - _check_banned_params(request_body, general_settings, llm_router, model) + manages_deployments: Final = route_manages_deployments(route) + _check_banned_params(request_body, general_settings, llm_router, model, manages_deployments=manages_deployments) for nested_key in _NESTED_CONFIG_KEYS: nested = _coerce_metadata_to_dict(request_body.get(nested_key)) if nested is not None: - _check_banned_params(nested, general_settings, llm_router, model) + _check_banned_params(nested, general_settings, llm_router, model, manages_deployments=manages_deployments) for metadata_key in _NESTED_METADATA_KEYS: metadata = _coerce_metadata_to_dict(request_body.get(metadata_key)) if metadata is not None: - _check_banned_params(metadata, general_settings, llm_router, model) + _check_banned_params(metadata, general_settings, llm_router, model, manages_deployments=manages_deployments) if any(isinstance(key, str) and key.startswith(f"{metadata_key}[") for key in request_body): _check_banned_params( extract_nested_form_metadata(form_data=request_body, prefix=f"{metadata_key}["), general_settings, llm_router, model, + manages_deployments=manages_deployments, ) for target in iter_request_fallback_targets(request_body): if isinstance(target, dict): - _check_banned_params(target, general_settings, llm_router, model) + _check_banned_params(target, general_settings, llm_router, model, manages_deployments=manages_deployments) target_model = target.get("model") if isinstance(target_model, str): _reject_url_valued_fallback_target(target_model) @@ -526,6 +599,9 @@ def is_request_body_safe(request_body: dict, general_settings: dict, llm_router: _reject_url_valued_fallback_target(target) litellm_params: Final = _coerce_metadata_to_dict(request_body.get("litellm_params")) if litellm_params is not None: + reject_server_owned_wif_params(litellm_params) + if not manages_deployments: + reject_federated_credential_reference(litellm_params) litellm_params_metadata: Final = _coerce_metadata_to_dict(litellm_params.get("metadata")) if litellm_params_metadata is not None: _check_banned_params( @@ -533,6 +609,7 @@ def is_request_body_safe(request_body: dict, general_settings: dict, llm_router: general_settings, llm_router, model, + manages_deployments=manages_deployments, ) return True @@ -585,6 +662,7 @@ async def pre_db_read_auth_checks( general_settings=general_settings, llm_router=llm_router, model=request_data.get("model", ""), # [TODO] use model passed in url as well (azure openai routes) + route=route, ) # Check 3. Check if IP address is allowed diff --git a/litellm/proxy/common_utils/credential_hydration.py b/litellm/proxy/common_utils/credential_hydration.py new file mode 100644 index 00000000000..2aabe8cad5c --- /dev/null +++ b/litellm/proxy/common_utils/credential_hydration.py @@ -0,0 +1,189 @@ +"""Shared helper for resolving a named Credential's values server-side. + +Memory first (``litellm.credential_list``, already decrypted -- matching +``CredentialAccessor.get_credential_values``), then a DB decrypt fallback for a pod whose +in-memory list has not yet picked up a credential another pod just wrote or updated. +""" + +import asyncio +from collections.abc import Mapping +from itertools import chain +from types import MappingProxyType +from typing import Final + +import litellm +from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper +from litellm.proxy.utils import PrismaClient +from litellm.repositories.credentials_repository import CredentialsRepository +from litellm.router_utils.clientside_credential_handler import clientside_credential_keys +from litellm.types.router import ( + GenericLiteLLMParams, + server_owned_wif_fields_named, + server_owned_wif_fields_present, +) +from litellm.types.utils import CredentialItem, LlmProviders, server_owned_wif_litellm_params + +_LITELLM_PROVIDER_IDS: Final = frozenset(provider.value for provider in LlmProviders) + +_FEDERATION_SURFACE_FIELDS: Final = frozenset( + ( + *clientside_credential_keys, + "configurable_clientside_auth_params", + "litellm_credential_name", + *server_owned_wif_litellm_params, + ) +) + + +def write_touches_federation_surface(incoming: Mapping[str, object] | None) -> bool: + """Whether this write can move or re-scope the token a federated deployment mints. + + Three groups of fields can. The federation parameters choose which server-side secret is read + and what the minted token is scoped to. ``litellm_credential_name`` resolves to those same + parameters by reference. ``api_key``, ``api_base``, ``base_url``, and the + ``configurable_clientside_auth_params`` that let a caller override them decide where the + resulting token is sent. A write setting none of them leaves the federation configuration + exactly as the proxy admin left it, so renaming a federated deployment or changing its rpm + stays an ordinary team-admin edit. + """ + return incoming is not None and not _FEDERATION_SURFACE_FIELDS.isdisjoint(incoming.keys()) + + +def stored_credential_provider(credential_provider: object) -> str | None: + """The dashboard stores its display casing (``Anthropic``) on credentials it creates, so the + provider a credential names is the lowercased value when that is a litellm provider id.""" + if not isinstance(credential_provider, str): + return None + lowered: Final = credential_provider.lower() + return lowered if lowered in _LITELLM_PROVIDER_IDS else None + + +def decrypted_or_stored(key: str, value: str) -> str: + """The stored value decrypted, or as stored when it was never encrypted (a config.yaml value).""" + decrypted: Final = decrypt_value_helper(value=value, key=key) + return value if decrypted is None else decrypted + + +def _decrypted(db_credential: CredentialItem) -> CredentialItem: + """The stored credential with every value decrypted, leaving already-plaintext values alone.""" + decrypted_values: Final = MappingProxyType( + {key: decrypted_or_stored(key, value) for key, value in db_credential.credential_values.items()} + ) + return CredentialItem( + credential_name=db_credential.credential_name, + credential_values=decrypted_values, # pyright: ignore[reportArgumentType] # declared dict[str, str], and pydantic copies this mapping into one on validation; LIT002 rules out building that dict here + credential_info=db_credential.credential_info, + ) + + +async def hydrate_named_credential_authoritative( + credential_name: str, + prisma_client: PrismaClient | None, +) -> CredentialItem | None: + """The stored credential, preferring the row over this pod's in-memory copy. + + ``hydrate_named_credential`` reads memory first, which is right when serving a request. A + management operation cannot: on a pod whose in-memory copy predates another pod's update, it + would export the superseded JWKS, or discover models against superseded values. Same reason + ``named_credential_wif_fields`` reads both. + """ + if prisma_client is None: + return await hydrate_named_credential(credential_name, prisma_client) + db_credential: Final = await CredentialsRepository(prisma_client).find_by_name(credential_name) + if db_credential is None: + return await hydrate_named_credential(credential_name, prisma_client) + return _decrypted(db_credential) + + +async def hydrate_named_credential( + credential_name: str, + prisma_client: PrismaClient | None, +) -> CredentialItem | None: + for credential in litellm.credential_list: + if credential.credential_name == credential_name: + return credential + if prisma_client is None: + return None + db_credential: Final = await CredentialsRepository(prisma_client).find_by_name(credential_name) + if db_credential is None: + return None + return _decrypted(db_credential) + + +async def named_credential_wif_fields( + credential_name: str, + prisma_client: PrismaClient | None, +) -> tuple[str, ...]: + """Federation field names a write to ``credential_name`` would touch, from memory AND the row. + + Resolution reads memory first and stops there, which is right when serving a request. An + authorization decision cannot: a pod whose in-memory copy predates an admin adding federation + fields would see none and allow the write. This reads both and returns the union, so the gate + refuses whenever either side says the credential is server-owned. + """ + matching: Final = tuple(c for c in litellm.credential_list if c.credential_name == credential_name) + in_memory: Final = tuple(chain.from_iterable(server_owned_wif_fields_named(c.credential_values) for c in matching)) + if prisma_client is None: + return in_memory + db_credential: Final = await CredentialsRepository(prisma_client).find_by_name(credential_name) + stored: Final = () if db_credential is None else server_owned_wif_fields_named(db_credential.credential_values) + return tuple(dict.fromkeys(in_memory + stored)) + + +def submitted_litellm_params(params: GenericLiteLLMParams | None) -> Mapping[str, object] | None: + """The fields a pydantic write actually set, as the mapping the federation gate reads. + + Only the set fields belong here: ``GenericLiteLLMParams`` declares every federation field, so + the whole model would report every write as touching all of them. + """ + if params is None: + return None + return MappingProxyType({name: getattr(params, name, None) for name in params.model_fields_set}) + + +async def effective_server_owned_wif_fields( + stored: Mapping[str, object] | None, + incoming: Mapping[str, object] | None, + prisma_client: PrismaClient | None, +) -> tuple[str, ...]: + """Federation field names the deployment would carry AFTER this write. + + Authorization has to read the resulting deployment, not the submitted payload. A patch that + names no federation field still lands on a deployment that has them, and a patch that only + attaches ``litellm_credential_name`` inherits whatever that credential holds. + + The two sides are matched differently on purpose. ``stored`` is matched by VALUE, since it is + a full deployment and a declared-but-unset field is not a federation field it carries. + ``incoming`` holds only the keys the write actually set, so an explicit null still counts as + touching the field. + """ + from_stored: Final = () if stored is None else server_owned_wif_fields_present(stored) + from_incoming: Final = () if incoming is None else server_owned_wif_fields_named(incoming.keys()) + from_credential: Final = tuple( + chain.from_iterable( + await asyncio.gather( + *( + named_credential_wif_fields(credential_name, prisma_client) + for credential_name in _effective_credential_names(stored, incoming) + ) + ) + ) + ) + return tuple(dict.fromkeys(from_stored + from_incoming + from_credential)) + + +def _effective_credential_names( + stored: Mapping[str, object] | None, + incoming: Mapping[str, object] | None, +) -> tuple[str, ...]: + """Both the credential the deployment already carries and the one this write names. + + Taking only the incoming name would let a write clear its way out: detaching a federated + credential, by sending ``litellm_credential_name: null`` alongside an api_key or api_base of + the caller's choosing, would leave nothing federated to find and the write would be allowed. + Detaching an administrator's federated credential is itself an administrator's action, so the + stored name counts whatever the write says. + """ + from_stored: Final = None if stored is None else stored.get("litellm_credential_name") + from_incoming: Final = None if incoming is None else incoming.get("litellm_credential_name") + return tuple(dict.fromkeys(name for name in (from_stored, from_incoming) if isinstance(name, str))) diff --git a/litellm/proxy/credential_endpoints/endpoints.py b/litellm/proxy/credential_endpoints/endpoints.py index f99cce14722..af2b7f0df8a 100644 --- a/litellm/proxy/credential_endpoints/endpoints.py +++ b/litellm/proxy/credential_endpoints/endpoints.py @@ -9,26 +9,134 @@ from typing import ( cast, # noqa: TID251 # jsonify_object in proxy/utils.py is annotated with a bare dict ) -from fastapi import APIRouter, Depends, HTTPException, Path, Request, Response +from fastapi import APIRouter, Depends, HTTPException, Path, Request, Response, status from pydantic import TypeAdapter import litellm from litellm._logging import verbose_proxy_logger from litellm.litellm_core_utils.credential_accessor import CredentialAccessor from litellm.litellm_core_utils.litellm_logging import _get_masked_values +from litellm.llms.anthropic.wif import ( + ExportedJwks, + NotAnInternalIssuerCredential, + UnbuildableIdentitySource, + anthropic_internal_issuer_jwks, +) from litellm.models.credentials import UpdateCredentialItem -from litellm.proxy._types import CommonProxyErrors, UserAPIKeyAuth +from litellm.proxy._types import ( + CommonProxyErrors, + LitellmUserRoles, + ProxyErrorTypes, + ProxyException, + UserAPIKeyAuth, +) from litellm.proxy.auth.user_api_key_auth import user_api_key_auth +from litellm.proxy.common_utils.credential_hydration import ( + hydrate_named_credential, + hydrate_named_credential_authoritative, + named_credential_wif_fields, + stored_credential_provider, +) from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper from litellm.proxy.utils import handle_exception_on_proxy, jsonify_object from litellm.repositories.base_repository import is_unique_violation from litellm.repositories.credentials_repository import CredentialsRepository +from litellm.types.router import server_owned_wif_fields_named from litellm.types.utils import CreateCredentialItem, CredentialItem router: Final = APIRouter() _CREDENTIAL_DICT_ADAPTER: Final = TypeAdapter(dict[str, object]) +def _reject_non_admin_wif_fields( + wif_fields: tuple[str, ...], + user_api_key_dict: UserAPIKeyAuth, +) -> None: + """A credential referenced by ``litellm_credential_name`` feeds its values into the same + workload identity federation resolution as a deployment's own ``litellm_params``. Only proxy + admins may touch a server-owned WIF field, whether they write it, drop it, or edit a stored + credential that already carries one. + """ + if not wif_fields or user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN: + return + raise ProxyException( + message=( + f"Only proxy admins can change {wif_fields[0]!r}, a server-owned workload identity federation parameter." + ), + type=ProxyErrorTypes.auth_error.value, + code=status.HTTP_403_FORBIDDEN, + param=wif_fields[0], + ) + + +def _incoming_wif_fields(incoming_values: Mapping[str, object], credential: UpdateCredentialItem) -> tuple[str, ...]: + """WIF fields the request touches: the ones its values set (to any value, ``None`` included, + since the key alone is what the federation resolver reacts to), whether the caller sent them + or named a deployment through ``model_id`` for the proxy to copy them from, plus the ones it + names in ``credential_values_to_delete``, since dropping a federation field off the stored + credential breaks every deployment referencing it just as installing one would redirect them. + """ + return server_owned_wif_fields_named(incoming_values) + server_owned_wif_fields_named( + credential.credential_values_to_delete or () + ) + + +def _stored_wif_fields(stored_credential: CredentialItem) -> tuple[str, ...]: + return server_owned_wif_fields_named(stored_credential.credential_values) + + +def _reject_overlapping_credential_values(credential: UpdateCredentialItem) -> None: + overlap: Final = frozenset(credential.credential_values or ()) & frozenset( + credential.credential_values_to_delete or () + ) + if overlap: + raise HTTPException( + status_code=400, + detail=f"credential_values_to_delete overlaps credential_values for key(s): {sorted(overlap)}", + ) + + +def _without_null_values(credential_values: Mapping[str, object]) -> dict[str, object]: + """A null carries no credential, and the federation resolver refuses a foreign variant's field by + KEY, so a stored ``{"anthropic_issuer_url": null}`` wedges every deployment that names this + credential. ``model_dump(exclude_none=True)`` cannot do this: it drops the model's own null + fields, and ``credential_values`` is a mapping inside one of them. + """ + return {key: value for key, value in credential_values.items() if value is not None} + + +def _sync_in_memory_credential(credential: CredentialItem, credential_name: str, new_name: str) -> None: + """Mirror a DB credential update into the in-memory ``credential_list`` used by request-time + resolution; a no-op if the credential isn't loaded in memory (e.g. proxy restarted since boot). + """ + existing_in_memory: CredentialItem | None = None + for cred in litellm.credential_list: + if cred.credential_name == credential_name: + existing_in_memory = cred + break + + if existing_in_memory is None: + return + + in_memory_values: Final = dict(existing_in_memory.credential_values or {}) + if credential.credential_values: + in_memory_values.update(_without_null_values(credential.credential_values)) + for key in credential.credential_values_to_delete or (): + in_memory_values.pop(key, None) + in_memory_info: Final = dict(existing_in_memory.credential_info or {}) + if credential.credential_info: + in_memory_info.update(credential.credential_info) + updated_in_memory: Final = CredentialItem( + credential_name=new_name, + credential_values=in_memory_values, + credential_info=in_memory_info, + ) + # Remove old entry if renamed, then use upsert_credentials to handle duplicates + if new_name != credential_name: + litellm.credential_list = [c for c in litellm.credential_list if c.credential_name != credential_name] + CredentialAccessor.upsert_credentials([updated_in_memory]) + + class CredentialHelperUtils: @staticmethod def encrypt_credential_values(credential: CredentialItem, new_encryption_key: str | None = None) -> CredentialItem: @@ -108,13 +216,17 @@ async def create_credential( status_code=400, detail="Credential values are required. Unable to infer credential values from model ID.", ) + _reject_non_admin_wif_fields(server_owned_wif_fields_named(credential_values), user_api_key_dict) + _reject_non_admin_wif_fields( + await named_credential_wif_fields(credential.credential_name, prisma_client), user_api_key_dict + ) processed_credential: Final = CredentialItem( credential_name=credential.credential_name, - credential_values=_CREDENTIAL_DICT_ADAPTER.validate_python(credential_values), + credential_values=_without_null_values(_CREDENTIAL_DICT_ADAPTER.validate_python(credential_values)), credential_info=credential.credential_info, ) encrypted_credential: Final = CredentialHelperUtils.encrypt_credential_values(processed_credential) - credentials_dict: Final = encrypted_credential.model_dump() + credentials_dict: Final = encrypted_credential.model_dump(exclude_none=True) credentials_dict_jsonified: Final = cast( # cast-ok: deep-copies a model_dump, so keys are str "dict[str, object]", jsonify_object(credentials_dict) ) @@ -204,6 +316,65 @@ async def get_credential_by_name( raise handle_exception_on_proxy(e) +@router.get( + "/credentials/{credential_name:path}/jwks", + dependencies=(Depends(user_api_key_auth),), + tags=["credential management"], +) +async def get_credential_internal_issuer_jwks( + credential_name: str = Path(..., description="The credential name, percent-decoded; may contain slashes"), + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), # noqa: B008 # FastAPI resolves the dependency from the default +): + """ + Export the public JWKS for an anthropic ``internal_issuer`` credential, so the operator can + register it on the Anthropic federation issuer from the UI. Never touches the private signing + key: only its derived public JWKS leaves this process. 404s for any other credential shape. + """ + from litellm.proxy.proxy_server import prisma_client + + if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN: + raise HTTPException( + status_code=403, + detail={"error": "Only proxy admins can export a credential's JWKS."}, + ) + + try: + credential: Final = await hydrate_named_credential_authoritative(credential_name, prisma_client) + credential_provider: Final = ( + None + if credential is None + else stored_credential_provider(credential.credential_info.get("custom_llm_provider")) + ) + if credential is None or credential_provider != "anthropic": + raise HTTPException( + status_code=404, + detail={"error": f"No anthropic credential named {credential_name!r}."}, + ) + match anthropic_internal_issuer_jwks(credential.credential_values): + case ExportedJwks(document): + return Response(content=document, media_type="application/json") + case NotAnInternalIssuerCredential(required_param, required_value): + raise HTTPException( + status_code=404, + detail={ + "error": ( + f"Credential {credential_name!r} is not configured with " + f"{required_param}={required_value!r}." + ) + }, + ) + case UnbuildableIdentitySource(message): + raise HTTPException( + status_code=400, + detail={"error": message}, + ) + except HTTPException: + raise + except Exception as e: # noqa: BLE001 # endpoint boundary: every failure becomes the proxy's error contract + verbose_proxy_logger.exception(e) + raise handle_exception_on_proxy(e) + + @router.get( "/credentials/by_model/{model_id}", dependencies=[Depends(user_api_key_auth)], @@ -268,6 +439,9 @@ async def delete_credential( status_code=500, detail={"error": CommonProxyErrors.db_not_connected_error.value}, ) + _reject_non_admin_wif_fields( + await named_credential_wif_fields(credential_name, prisma_client), user_api_key_dict + ) deleted: Final = await CredentialsRepository(prisma_client).delete_by_name(credential_name) if deleted is None: raise HTTPException( @@ -307,9 +481,10 @@ def update_db_credential( # update litellm params if encrypted_credential.credential_values: # Encrypt any sensitive values - encrypted_params: Final = {k: v for k, v in encrypted_credential.credential_values.items()} + merged_credential.credential_values.update(_without_null_values(encrypted_credential.credential_values)) - merged_credential.credential_values.update(encrypted_params) + for key in updated_patch.credential_values_to_delete or (): + merged_credential.credential_values.pop(key, None) # update model info if encrypted_credential.credential_info: @@ -340,6 +515,13 @@ async def update_credential( from litellm.proxy.proxy_server import prisma_client try: + _reject_overlapping_credential_values(credential) + incoming_values: Final = _CREDENTIAL_DICT_ADAPTER.validate_python( + _resolve_deployment_credentials(llm_router, credential.model_id) + if credential.model_id + else credential.credential_values or {} + ) + _reject_non_admin_wif_fields(_incoming_wif_fields(incoming_values, credential), user_api_key_dict) if prisma_client is None: raise HTTPException( status_code=500, @@ -349,18 +531,20 @@ async def update_credential( db_credential: Final = await credentials_repository.find_by_name(credential_name) if db_credential is None: raise HTTPException(status_code=404, detail="Credential not found in DB.") + _reject_non_admin_wif_fields(_stored_wif_fields(db_credential), user_api_key_dict) + if credential.credential_name != credential_name: + shadowed_credential: Final = await hydrate_named_credential(credential.credential_name, prisma_client) + if shadowed_credential is not None: + _reject_non_admin_wif_fields(_stored_wif_fields(shadowed_credential), user_api_key_dict) patch: Final = CredentialItem( credential_name=credential.credential_name, credential_info=_CREDENTIAL_DICT_ADAPTER.validate_python(credential.credential_info), - credential_values=_CREDENTIAL_DICT_ADAPTER.validate_python( - _resolve_deployment_credentials(llm_router, credential.model_id) - if credential.model_id - else credential.credential_values or {} - ), + credential_values=incoming_values, + credential_values_to_delete=credential.credential_values_to_delete, ) merged_credential: Final = update_db_credential(db_credential, patch) credential_object_jsonified: Final = cast( # cast-ok: deep-copies a model_dump, so keys are str - "dict[str, object]", jsonify_object(merged_credential.model_dump()) + "dict[str, object]", jsonify_object(merged_credential.model_dump(exclude_none=True)) ) await credentials_repository.update_by_name( credential_name, @@ -371,29 +555,7 @@ async def update_credential( ) # Sync in-memory credential_list (skip if not in memory - e.g., proxy restarted) - new_name: Final = merged_credential.credential_name - existing_in_memory: CredentialItem | None = None - for cred in litellm.credential_list: - if cred.credential_name == credential_name: - existing_in_memory = cred - break - - if existing_in_memory is not None: - in_memory_values: Final = dict(existing_in_memory.credential_values or {}) - if patch.credential_values: - in_memory_values.update(patch.credential_values) - in_memory_info: Final = dict(existing_in_memory.credential_info or {}) - if patch.credential_info: - in_memory_info.update(patch.credential_info) - updated_in_memory: Final = CredentialItem( - credential_name=new_name, - credential_values=in_memory_values, - credential_info=in_memory_info, - ) - # Remove old entry if renamed, then use upsert_credentials to handle duplicates - if new_name != credential_name: - litellm.credential_list = [c for c in litellm.credential_list if c.credential_name != credential_name] - CredentialAccessor.upsert_credentials([updated_in_memory]) + _sync_in_memory_credential(patch, credential_name, merged_credential.credential_name) return {"success": True, "message": "Credential updated successfully"} except Exception as e: diff --git a/litellm/proxy/health_check.py b/litellm/proxy/health_check.py index 88c65e954fa..468dc7f19bb 100644 --- a/litellm/proxy/health_check.py +++ b/litellm/proxy/health_check.py @@ -26,16 +26,23 @@ from litellm.constants import ( DEFAULT_HEALTH_CHECK_PROMPT, HEALTH_CHECK_TIMEOUT_SECONDS, ) +from litellm.litellm_core_utils.health_check_helpers import native_health_check_mode from litellm.router_utils.auto_router_model_naming import ( StrategyRouterDependency, classify_strategy_router_model, strategy_router_dependencies, ) +from litellm.types.utils import secret_bearing_wif_litellm_params, server_owned_wif_litellm_params -# 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", "aws_bedrock_runtime_endpoint") +# Provider routing and workload identity federation fields. Allowed for proxy admins so they can +# see which region/version a deployment is checking and which identity it federates as; 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", + "aws_bedrock_runtime_endpoint", + *(name for name in server_owned_wif_litellm_params if name not in secret_bearing_wif_litellm_params), +) MINIMAL_DISPLAY_PARAMS: Final = frozenset({"model", "mode_error"}) @@ -69,18 +76,29 @@ HEALTH_DISPLAY_PARAMS: Final = ( # endpoints that reject unknown fields with 400 "Unknown parameter: # 'max_tokens'". Allow-list so new modes are safe by default. # Per-deployment override: `model_info.health_check_supports_max_tokens`. -_MAX_TOKEN_SUPPORT_MODES: Final[frozenset[str]] = frozenset({"chat", "completion", "responses"}) +_MAX_TOKEN_SUPPORT_MODES: Final[frozenset[str]] = frozenset({"chat", "completion", "responses", "anthropic_messages"}) -def _resolve_health_check_mode(model_info: Mapping[str, object], litellm_params: Mapping[str, object]) -> str | None: +def _native_health_check_mode(model: str, provider_param: object) -> str | None: + try: + resolved_model, custom_llm_provider, _, _ = litellm.get_llm_provider( + model=model, custom_llm_provider=provider_param if isinstance(provider_param, str) else None + ) + except Exception: + return None + return native_health_check_mode(model=resolved_model, custom_llm_provider=custom_llm_provider) + + +def resolve_health_check_mode(model_info: Mapping[str, object], litellm_params: Mapping[str, object]) -> str | None: """ Effective mode for a deployment's health-check probe. - Prefers operator-set `model_info.mode`; otherwise resolves it from the model - cost map, which understands `bedrock/` and cross-region inference-profile - prefixes (`us.`, `eu.`, `apac.`). Without this, non-chat Bedrock deployments - (e.g. embeddings) are probed as chat, so `max_tokens` is injected and the - request 400s on "extraneous key [max_tokens]". + Prefers operator-set `model_info.mode`; then the mode the provider requires for + that model family (Bedrock Mantle serves Claude ids on the Messages API only); + otherwise resolves it from the model cost map, which understands `bedrock/` and + cross-region inference-profile prefixes (`us.`, `eu.`, `apac.`). Without this, + non-chat Bedrock deployments (e.g. embeddings) are probed as chat, so + `max_tokens` is injected and the request 400s on "extraneous key [max_tokens]". """ explicit_mode: Final = model_info.get("mode") if isinstance(explicit_mode, str): @@ -88,6 +106,9 @@ def _resolve_health_check_mode(model_info: Mapping[str, object], litellm_params: model: Final = litellm_params.get("model") if not isinstance(model, str): return None + native_mode: Final = _native_health_check_mode(model, litellm_params.get("custom_llm_provider")) + if native_mode is not None: + return native_mode try: return litellm.get_model_info(model=model).get("mode") except Exception: @@ -518,7 +539,7 @@ async def _run_model_health_check(model: dict): if _is_strategy_router_deployment(litellm_params): return {} - mode: Final = _resolve_health_check_mode( + mode: Final = resolve_health_check_mode( model_info, litellm_params, # any-ok: untyped router config dict ) @@ -768,7 +789,7 @@ def _update_litellm_params_for_health_check(model_info: dict, litellm_params: di - updates the `voice` param with the `health_check_voice` for `audio_speech` mode if it exists Doc: https://docs.litellm.ai/docs/proxy/health#text-to-speech-models - for Bedrock models with region routing (bedrock/region/model), strips the litellm routing prefix but preserves the model ID, and pins `custom_llm_provider` to `bedrock` (only when the deployment hasn't already set one, so an explicit `bedrock_converse` survives) so the bare model id still resolves to the provider (e.g. cross-region ids like `us.cohere.embed-v4:0`) """ - mode: Final = _resolve_health_check_mode( + mode: Final = resolve_health_check_mode( model_info, litellm_params, # any-ok: untyped router config dict ) diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py index 0f389518f7b..00f0ef1756f 100644 --- a/litellm/proxy/health_endpoints/_health_endpoints.py +++ b/litellm/proxy/health_endpoints/_health_endpoints.py @@ -12,6 +12,7 @@ from typing import Any, Final, Literal, TypedDict, cast import fastapi from fastapi import APIRouter, Depends, HTTPException, Request, Response, status +from pydantic import TypeAdapter from typing_extensions import ReadOnly import litellm @@ -41,6 +42,7 @@ from litellm.proxy.auth.auth_checks import ( ) from litellm.proxy.auth.auth_utils import ( _BANNED_REQUEST_BODY_PARAMS, # pyright: ignore[reportPrivateUsage] # one canonical list, shared with the request-body check + reject_server_owned_wif_params, ) from litellm.proxy.auth.model_checks import get_key_models from litellm.proxy.auth.user_api_key_auth import user_api_key_auth @@ -58,6 +60,7 @@ from litellm.proxy.health_check import ( deployments_targeted_by_name, health_check_filter_kwargs_from_general_settings, perform_health_check, + resolve_health_check_mode, run_with_timeout, ) from litellm.proxy.middleware.admission_control_middleware import ( @@ -173,6 +176,24 @@ def _config_base_for_health_check( return {key: value for key, value in config_params.items() if key not in _CONFIG_CONNECTION_FIELDS} +def _model_info_for_mode_resolution( + model_info: Mapping[str, object], stored_params: Mapping[str, object], request_params: Mapping[str, object] +) -> Mapping[str, object]: + stored_model: Final = stored_params.get("model") + if stored_model is None or request_params.get("model") in (None, stored_model): + return model_info + return {key: value for key, value in model_info.items() if key != "mode"} + + +def _string_mode_or_bad_request(params_mode: object) -> str | None: + if params_mode is None or isinstance(params_mode, str): + return params_mode + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": f"litellm_params.mode must be a string, got {type(params_mode).__name__}"}, + ) + + def get_callback_identifier(callback): """ Get the callback identifier string, handling both strings and objects. @@ -203,6 +224,7 @@ def get_callback_identifier(callback): router: Final = APIRouter() +_OBJECT_MAPPING: Final = TypeAdapter(Mapping[str, object]) services = ( Literal[ "slack_budget_alerts", @@ -935,9 +957,9 @@ 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 - (``ADMIN_ONLY_HEALTH_DISPLAY_PARAMS``) removed from each healthy/unhealthy - endpoint entry. Used to hide those fields from non-admin callers while + Return a copy of the /health response with the admin-only fields (provider routing plus the + workload identity federation params naming the identity a deployment mints as) 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. """ @@ -2033,11 +2055,16 @@ async def test_model_connection( "rerank", "realtime", "responses", + "anthropic_messages", "ocr", ] | None = fastapi.Body( None, - description="The mode to test the model with. If not provided, auto-detected from model capabilities.", + description=( + "The mode to test the model with. If not provided, resolved the way /health does: the deployment's " + "model_info.mode (only while the request tests the deployment's own model), then the mode the " + "provider requires for that model, then the model cost map." + ), ), litellm_params: dict = fastapi.Body( None, @@ -2177,6 +2204,7 @@ async def test_model_connection( "Could not find model %s in router: %s. Proceeding with request params only.", model_name, e ) + reject_server_owned_wif_params(request_litellm_params) # Merge: config params (from proxy config) as base, request params override litellm_params = { **_config_base_for_health_check( @@ -2188,8 +2216,13 @@ async def test_model_connection( } resolved_model_info: Final = loaded_model_info if loaded_model_info is not None else model_info + probe_model_info: Final = _model_info_for_mode_resolution( + _OBJECT_MAPPING.validate_python(resolved_model_info or {}), + stored_params=_OBJECT_MAPPING.validate_python(config_litellm_params), + request_params=_OBJECT_MAPPING.validate_python(request_litellm_params), + ) litellm_params = _update_litellm_params_for_health_check( - model_info=resolved_model_info or {}, + model_info=dict(probe_model_info), litellm_params=litellm_params, ) @@ -2197,19 +2230,28 @@ async def test_model_connection( await ModelManagementAuthChecks.can_user_make_model_call( model_params=Deployment( model_name="test_model", - litellm_params=LiteLLM_Params(**litellm_params), + litellm_params=LiteLLM_Params.model_validate(litellm_params), model_info=resolved_model_info, ), user_api_key_dict=user_api_key_dict, prisma_client=prisma_client, premium_user=premium_user, + # The probe is a write of the caller's own params onto the stored deployment, so the + # caller's params are the incoming side: a probe that redirects a federated + # deployment's api_base is an admin's action, an unmodified probe of it is not. + incoming_params=request_litellm_params, + ) + raw_params_mode: Final[object] = litellm_params.pop("mode", None) + probe_mode: Final = ( + mode + or _string_mode_or_bad_request(raw_params_mode) + or resolve_health_check_mode(probe_model_info, _OBJECT_MAPPING.validate_python(litellm_params)) ) - mode = mode or litellm_params.pop("mode", None) result: Final = await run_with_timeout( litellm.ahealth_check( model_params=litellm_params, - mode=mode, + mode=probe_mode, prompt="test from litellm", input=["test from litellm"], ), @@ -2224,7 +2266,7 @@ async def test_model_connection( "result": cleaned_result, } - except HTTPException as e: + except (HTTPException, ProxyException) as e: raise e except Exception as e: verbose_proxy_logger.debug("litellm.proxy.health_endpoints.test_model_connection(): Exception occurred - %s", e) diff --git a/litellm/proxy/lens/endpoints.py b/litellm/proxy/lens/endpoints.py index b6c033fd17b..3ae9db0a600 100644 --- a/litellm/proxy/lens/endpoints.py +++ b/litellm/proxy/lens/endpoints.py @@ -43,6 +43,7 @@ from litellm.proxy.lens.models import ( Worker, WorkerCreated, ) +from litellm.proxy.lens.release import PROTOCOL_VERSION, release_tag, worker_image from litellm.proxy.lens.repository import LensRepository, WriterDatabase from litellm.proxy.lens.sources import ActivityAvailability, SourceReader, Storage, parse_execution from litellm.proxy.lens.state import ( @@ -421,9 +422,20 @@ class WorkerName(WorkerBilling): name: str = Field(default="Lens worker", min_length=1) +def configured_worker_image() -> str: + if image := worker_image(): + return image + raise HTTPException( + 503, + "This LiteLLM build has no release identity. Use a published release, make lens-dev, " + "or build the gateway and worker from the same commit with the same LITELLM_RELEASE_TAG.", + ) + + @router.post("/workers/register", response_model=WorkerCreated) async def register_worker(body: WorkerName, auth: Auth) -> WorkerCreated: scope: Final = user_scope(auth, write=True) + image: Final = configured_worker_image() await validate_key(body.analysis_key_id) token: Final = "lens-" + secrets.token_urlsafe(40) worker: Final = Worker( @@ -434,7 +446,7 @@ async def register_worker(body: WorkerName, auth: Auth) -> WorkerCreated: last_seen=datetime(1970, 1, 1, tzinfo=timezone.utc), ) await repository().save_worker(worker, hashlib.sha256(token.encode()).hexdigest()) - return WorkerCreated(worker=worker, token=token) + return WorkerCreated(worker=worker, token=token, image=image) @router.put("/workers/{worker_id}/billing-key", response_model=Worker) @@ -466,9 +478,11 @@ async def revoke_worker(worker_id: str, auth: Auth) -> bool: @router.post("/worker/claim", response_model=Claim | None) -async def claim(worker: WorkerAuth, protocol_version: int = 1) -> Claim | None: - if protocol_version not in (2, 3): - raise HTTPException(409, "Upgrade the Lens worker using the current Connect worker command") +async def claim(worker: WorkerAuth, protocol_version: int = 1, worker_release: str = "") -> Claim | None: + image: Final = configured_worker_image() + expected: Final = release_tag() + if protocol_version != PROTOCOL_VERSION or worker_release != expected: + raise HTTPException(409, f"Upgrade the Lens worker to {image} and retry") if worker.analysis_key_id is None: raise HTTPException(409, "Assign an analysis key to this worker in Lens setup") now: Final = datetime.now(timezone.utc) diff --git a/litellm/proxy/lens/models.py b/litellm/proxy/lens/models.py index de39dd9de74..e3a08103c8d 100644 --- a/litellm/proxy/lens/models.py +++ b/litellm/proxy/lens/models.py @@ -252,6 +252,7 @@ class Worker(Record): class WorkerCreated(Record): + image: str worker: Worker token: str diff --git a/litellm/proxy/lens/release.py b/litellm/proxy/lens/release.py new file mode 100644 index 00000000000..c5256e3ed4e --- /dev/null +++ b/litellm/proxy/lens/release.py @@ -0,0 +1,36 @@ +import os +from importlib.metadata import PackageNotFoundError, distribution +from pathlib import Path +from typing import Final + +PROTOCOL_VERSION: Final = 4 + + +def release_tag() -> str: + if "LITELLM_RELEASE_TAG" in os.environ: + return os.environ["LITELLM_RELEASE_TAG"] + try: + installed: Final = distribution("litellm") + except PackageNotFoundError: + return "" + if installed.read_text("direct_url.json") is not None: + return "" + if Path(str(installed.locate_file("litellm/proxy/lens/release.py"))).resolve() != Path(__file__).resolve(): + return "" + + from packaging.version import Version + + parsed: Final = Version(installed.version) + suffix: Final = f"-dev.{parsed.dev}" if parsed.dev is not None else f"-rc.{parsed.pre[1]}" if parsed.pre else "" + return f"v{parsed.base_version}{suffix}" + + +def worker_image() -> str: + tag: Final = release_tag() + if not tag: + return "" + override: Final = os.environ.get("LENS_WORKER_IMAGE", "") + if override: + return override + package: Final = "litellm-lens-worker-dev" if tag.startswith("sha-") else "litellm-lens-worker" + return f"ghcr.io/berriai/{package}:{tag}" diff --git a/litellm/proxy/lens/worker.py b/litellm/proxy/lens/worker.py index f9e746489d9..06455dc1a9a 100644 --- a/litellm/proxy/lens/worker.py +++ b/litellm/proxy/lens/worker.py @@ -11,6 +11,7 @@ from pydantic import BaseModel, ConfigDict, ValidationError from .analysis import AnalysisResponseError, analyze_sample, validation_details from .models import Claim, Coverage, ExecutionContent, ModelRequest, ModelResult, Progress, Result, Sample +from .release import PROTOCOL_VERSION, release_tag logger: Final = logging.getLogger("litellm.lens.worker") @@ -120,8 +121,26 @@ class LensWorker: await self.sleep(2**attempt) return await self.model_request(path, body, attempt + 1) + async def report_unreadable_claim(self, identity: ClaimIdentity) -> None: + failure: Final = await self.client.post( + f"/lens/worker/{identity.lens_id}/{identity.job.id}/result", + json=Result( + coverage=Coverage(), + error="The worker could not read this investigation. Update the worker to match the gateway, then retry.", + ).model_dump(), + ) + if failure.status_code != 409: + failure.raise_for_status() + logger.warning("Worker could not read a claimed investigation; reported a version compatibility failure") + async def run_once(self) -> bool: - response: Final = await self.client.post("/lens/worker/claim", params=MappingProxyType({"protocol_version": 3})) + response: Final = await self.client.post( + "/lens/worker/claim", + params=MappingProxyType({"protocol_version": str(PROTOCOL_VERSION), "worker_release": release_tag()}), + ) + if response.status_code == 409: + logger.warning("Lens worker cannot claim work: %s", response.text) + return False response.raise_for_status() payload: Final = response.json() if payload is None: @@ -129,17 +148,7 @@ class LensWorker: try: claim: Final = Claim.model_validate(payload) except ValidationError: - identity: Final = ClaimIdentity.model_validate(payload) - failure: Final = await self.client.post( - f"/lens/worker/{identity.lens_id}/{identity.job.id}/result", - json=Result( - coverage=Coverage(), - error="The worker could not read this investigation. Update the worker to match the gateway, then retry.", - ).model_dump(), - ) - if failure.status_code != 409: - failure.raise_for_status() - logger.warning("Worker could not read a claimed investigation; reported a version compatibility failure") + await self.report_unreadable_claim(ClaimIdentity.model_validate(payload)) return True prefix: Final = f"/lens/worker/{claim.lens_id}/{claim.job.id}" diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py index 50bb831d169..11a0075ffd0 100644 --- a/litellm/proxy/management_endpoints/model_management_endpoints.py +++ b/litellm/proxy/management_endpoints/model_management_endpoints.py @@ -63,6 +63,12 @@ from litellm.proxy.common_utils.config_sync_pubsub import ( coordination_redis_cache, publish_config_change, ) +from litellm.proxy.common_utils.credential_hydration import ( + effective_server_owned_wif_fields, + hydrate_named_credential, + submitted_litellm_params, + write_touches_federation_surface, +) from litellm.proxy.common_utils.encrypt_decrypt_utils import ( decrypt_value_helper, encrypt_value_helper, @@ -362,6 +368,27 @@ def _raise_on_strategy_router_write_violation( ) +def _reject_non_admin_blocked_flag_on_create( + blocked: bool | None, + user_api_key_dict: UserAPIKeyAuth, +) -> None: + """Same proxy-admin-only rule patch_model applies to the blocked flag: a team admin passed + the team-scoped auth check above, but must not be able to create a model already paused out + from under the proxy admin. + + Only a blocking value is refused. A create that sends ``blocked: false`` asks for the state + every create already lands in, and dashboards and SDKs send the whole model shape on every + create, so refusing the flag's presence would turn a working non-admin create into a 403. + """ + if blocked and user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN: + raise ProxyException( + message="Only proxy admins can set a model's blocked flag.", + type=ProxyErrorTypes.auth_error.value, + code=status.HTTP_403_FORBIDDEN, + param="blocked", + ) + + def _stored_credential_name(existing_litellm_params: GenericLiteLLMParams | None) -> str | None: if existing_litellm_params is None or existing_litellm_params.litellm_credential_name is None: return None @@ -437,6 +464,20 @@ def _effective_complexity_router_config( ).effective +def _decrypted_litellm_params(litellm_params: GenericLiteLLMParams) -> Mapping[str, object]: + dumped: Final[Mapping[str, object]] = litellm_params.model_dump(exclude_none=True) + return MappingProxyType( + { + name: ( + decrypt_value_helper(value=value, key=name, exception_type="debug", return_original_value=True) + if isinstance(value, str) + else value + ) + for name, value in dumped.items() + } + ) + + def _effective_model( incoming_params: GenericLiteLLMParams | None, existing_params: GenericLiteLLMParams | None ) -> str | None: @@ -1161,6 +1202,7 @@ async def patch_model( user_api_key_dict=user_api_key_dict, prisma_client=prisma_client, premium_user=premium_user, + incoming_params=submitted_litellm_params(patch_data.litellm_params), member_operation="update", incoming_model_params=patch_data, ) @@ -1524,6 +1566,8 @@ async def _add_model_to_db( } if model_params.model_info.id is not None: _data["model_id"] = model_params.model_info.id + if model_params.blocked is not None: + _data["blocked"] = model_params.blocked _create_data: Final = cast("Mapping[str, object]", _data) # cast-ok: str-keyed json payload built just above if not should_create_model_in_db: return LiteLLM_ProxyModelTable(**_data) @@ -2105,12 +2149,51 @@ class ModelManagementAuthChecks: ) return True + @staticmethod + async def _reject_non_admin_wif_write( + *, + model_params: Deployment, + incoming_params: Mapping[str, object] | None, + user_api_key_dict: UserAPIKeyAuth, + prisma_client: PrismaClient, + ) -> None: + if user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN: + return + if not write_touches_federation_surface(incoming_params): + return + stored: Final = _decrypted_litellm_params(model_params.litellm_params) + wif_fields: Final = await effective_server_owned_wif_fields(stored, incoming_params, prisma_client) + if wif_fields: + # ProxyException rather than HTTPException so the offending field stays a structured + # `param`, which is the contract the narrower gate this replaced already published. + raise ProxyException( + message=( + f"Only proxy admins can change the credentials of a deployment configured for " + f"workload identity federation ({wif_fields[0]!r})." + ), + type=ProxyErrorTypes.auth_error.value, + code=status.HTTP_403_FORBIDDEN, + param=wif_fields[0], + ) + # A name the caller expects an admin to create later would resolve to nothing today and + # start federating the moment it exists, so a non-admin may only attach one that is already there. + named: Final = None if incoming_params is None else incoming_params.get("litellm_credential_name") + if isinstance(named, str) and await hydrate_named_credential(named, prisma_client) is None: + raise ProxyException( + message=f"No credential named {named!r} exists.", + type=ProxyErrorTypes.bad_request_error.value, + code=status.HTTP_400_BAD_REQUEST, + param="litellm_credential_name", + ) + @staticmethod async def can_user_make_model_call( model_params: Deployment, user_api_key_dict: UserAPIKeyAuth, prisma_client: PrismaClient, premium_user: bool, + *, + incoming_params: Mapping[str, object] | None, allow_missing_team: bool = False, member_operation: Literal["create", "update"] | None = None, incoming_model_params: updateDeployment | None = None, @@ -2120,6 +2203,19 @@ class ModelManagementAuthChecks: LitellmUserRoles.INTERNAL_USER_VIEW_ONLY, ): raise HTTPException(status_code=403, detail="View-only users cannot manage models.") + # Federation fields choose which server-side secret is read and where the org-scoped token + # it buys is sent, so only a proxy admin may point a federated deployment somewhere else. + # Evaluated on the RESULTING deployment: a patch attaching a credential by name inherits + # whatever that credential holds. `incoming_params` carries only the fields the write set + # and is keyword-only with no default, so a new write path cannot typecheck without + # deciding what it writes. + await ModelManagementAuthChecks._reject_non_admin_wif_write( + model_params=model_params, + incoming_params=incoming_params, + user_api_key_dict=user_api_key_dict, + prisma_client=prisma_client, + ) + ## Check team model auth if model_params.model_info.team_id is not None: team_obj_row: Final = await _repo_team_table(prisma_client).find_unique( @@ -2233,6 +2329,7 @@ async def delete_model( user_api_key_dict=user_api_key_dict, prisma_client=prisma_client, premium_user=premium_user, + incoming_params=None, allow_missing_team=True, ) @@ -2355,7 +2452,6 @@ async def delete_team_model_alias( return removed_model_aliases -#### [BETA] - This is a beta endpoint, format might change based on user feedback. - https://github.com/BerriAI/litellm/issues/964 @router.post( "/model/new", description="Allows adding new models to the model list in the config.yaml", @@ -2424,10 +2520,13 @@ async def add_new_model( user_api_key_dict=user_api_key_dict, prisma_client=prisma_client, premium_user=premium_user, + incoming_params=submitted_litellm_params(model_params.litellm_params), member_operation="create", ) member_write: Final = write_authorization if isinstance(write_authorization, MemberAutoRouterWrite) else None + _reject_non_admin_blocked_flag_on_create(model_params.blocked, user_api_key_dict) + ModelManagementAuthChecks.can_user_attach_credential( litellm_params=model_params.litellm_params, user_api_key_dict=user_api_key_dict, @@ -2625,6 +2724,7 @@ async def update_model( user_api_key_dict=user_api_key_dict, prisma_client=prisma_client, premium_user=premium_user, + incoming_params=submitted_litellm_params(model_params.litellm_params), member_operation="update", incoming_model_params=model_params, ) diff --git a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py index 923a6cc5743..b712065b345 100644 --- a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py +++ b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py @@ -45,7 +45,7 @@ from litellm.constants import ( BEDROCK_AGENT_RUNTIME_PASS_THROUGH_ROUTES, ) from litellm.litellm_core_utils.aws_partition import get_aws_dns_suffix -from litellm.llms.anthropic.common_utils import AnthropicModelInfo +from litellm.llms.anthropic.common_utils import AnthropicModelInfo, merge_anthropic_beta_headers from litellm.llms.azure.passthrough.transformation import ( foreign_azure_deployment, is_azure_body_model_inference_endpoint, @@ -914,7 +914,9 @@ async def anthropic_proxy_route( is_streaming_request: Final = await is_streaming_request_fn(request) ## CREATE PASS-THROUGH - auth_header: Final = AnthropicModelInfo.get_auth_header(anthropic_api_key or None) + auth_header: Final = await AnthropicModelInfo.aget_auth_header( + anthropic_api_key or None, allow_workload_identity=True + ) endpoint_func: Final = create_pass_through_route( endpoint=endpoint, target=str(updated_url), @@ -2645,9 +2647,20 @@ def _upstream_headers_for_anthropic_route( caller_headers: Final = _caller_headers_without_litellm_secrets( request, user_api_key_dict, _HEADERS_NEVER_FORWARDED_TO_ANTHROPIC ) - if proxy_auth_header is None and _ANTHROPIC_UPSTREAM_CREDENTIAL_HEADERS.isdisjoint(caller_headers): - raise HTTPException(status_code=401, detail=_CREDENTIALLESS_ANTHROPIC_MISSING_CREDENTIAL_DETAIL) - return MappingProxyType({**caller_headers, **(proxy_auth_header or {})}) + if proxy_auth_header is None: + if _ANTHROPIC_UPSTREAM_CREDENTIAL_HEADERS.isdisjoint(caller_headers): + raise HTTPException(status_code=401, detail=_CREDENTIALLESS_ANTHROPIC_MISSING_CREDENTIAL_DETAIL) + return caller_headers + forwarded: Final = MappingProxyType( + {name: value for name, value in caller_headers.items() if name not in _ANTHROPIC_UPSTREAM_CREDENTIAL_HEADERS} + ) + caller_beta, credential_beta = caller_headers.get("anthropic-beta"), proxy_auth_header.get("anthropic-beta") + merged_beta: Final = ( + {"anthropic-beta": merge_anthropic_beta_headers(caller_beta, credential_beta)} + if caller_beta and credential_beta + else {} + ) + return MappingProxyType({**forwarded, **proxy_auth_header, **merged_beta}) def _upstream_headers_for_bedrock_agent_runtime_route( diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 89f19a16da4..f40e541dd86 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -413,6 +413,7 @@ from litellm.proxy.common_utils.callback_utils import initialize_callbacks_on_pr from litellm.proxy.common_utils.codex_model_catalog import codex_model_list_body 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.credential_hydration import decrypted_or_stored from litellm.proxy.common_utils.debug_utils import init_verbose_loggers from litellm.proxy.common_utils.debug_utils import router as debugging_endpoints_router from litellm.proxy.common_utils.discoverable_model_filter import discoverable_rows, undiscoverable_model_names @@ -901,6 +902,7 @@ from litellm.types.router import ( RoutingGroup, RoutingPlugin, SearchToolTypedDict, + holds_secret_pointer, updateDeployment, ) from litellm.types.router import ModelInfo as RouterModelInfo @@ -5793,11 +5795,11 @@ class ProxyConfig: return config return { - key: self._resolved_config_value(value=value, depth=depth, max_depth=max_depth) + key: self._resolved_config_value(key=key, value=value, depth=depth, max_depth=max_depth) for key, value in config.items() } - def _resolved_config_value(self, value: object, depth: int, max_depth: int) -> object: + def _resolved_config_value(self, key: str, value: object, depth: int, max_depth: int) -> object: if isinstance(value, dict): return self._check_for_os_environ_vars(config=value, depth=depth + 1, max_depth=max_depth) if isinstance(value, list): @@ -5807,7 +5809,7 @@ class ProxyConfig: else item for item in value ] - if isinstance(value, str) and value.startswith("os.environ/"): + if isinstance(value, str) and value.startswith("os.environ/") and not holds_secret_pointer(key): resolved: Final = get_secret(value) if resolved is None and secret_manager_would_be_consulted(value): verbose_proxy_logger.warning("%s is absent from the configured secret manager", value) @@ -6938,7 +6940,7 @@ class ProxyConfig: for model in model_list: ### LOAD FROM os.environ/ ### for k, v in model["litellm_params"].items(): - if isinstance(v, str) and v.startswith("os.environ/"): + if isinstance(v, str) and v.startswith("os.environ/") and not holds_secret_pointer(k): model["litellm_params"][k] = get_secret(v) validate_deployment_max_agentic_loops(model) validate_deployment_complexity_router_placement(model) @@ -7349,7 +7351,7 @@ class ProxyConfig: for model in model_list: ### LOAD FROM os.environ/ ### for k, v in model["litellm_params"].items(): - if isinstance(v, str) and v.startswith("os.environ/"): + if isinstance(v, str) and v.startswith("os.environ/") and not holds_secret_pointer(k): model["litellm_params"][k] = get_secret(v) ## check if they have model-id's ## @@ -7394,7 +7396,11 @@ class ProxyConfig: return value decrypted_value: Final = decrypt_value_helper(value=value, key=key, return_original_value=True) - if isinstance(decrypted_value, str) and decrypted_value.startswith("os.environ/"): + if ( + isinstance(decrypted_value, str) + and decrypted_value.startswith("os.environ/") + and not holds_secret_pointer(key) + ): return get_secret(decrypted_value) return decrypted_value @@ -9118,7 +9124,7 @@ class ProxyConfig: decrypted_credential_values: Final = {} for k, v in credential_object.credential_values.items(): - decrypted_credential_values[k] = decrypt_value_helper(value=v, key=k) or v + decrypted_credential_values[k] = decrypted_or_stored(k, v) credential_object.credential_values = decrypted_credential_values return credential_object diff --git a/litellm/proxy/roi_calculator/README.md b/litellm/proxy/roi_calculator/README.md index 4db62fdad2b..82dd5463398 100644 --- a/litellm/proxy/roi_calculator/README.md +++ b/litellm/proxy/roi_calculator/README.md @@ -30,6 +30,8 @@ The gateway encrypts access and refresh tokens using its configured encryption k Use **Link accounts** to associate several current or historical usernames with one internal email. Each connection has a separate username field, so a GitHub username never matches a GitLab user implicitly. Saving immediately recalculates the report without fetching repositories again. Public profile emails match automatically when they resolve unambiguously to an internal user +**Matched people only** is on by default for people, merged changes, and branch lists. Turn it off to include outside contributors and their branches. Matching depends on the linked internal account, even when no spend was recorded. This switch filters the lists; summary metrics and quality signals still cover all selected repositories + Agent-authored changes count for a person only when the supported agent metadata explicitly names a requester. Repository issue counts and revert titles are quality signals, not an individual defect score Bug and regression counts combine repositories with issue tracking enabled. They remain unavailable when none of the selected repositories has issue tracking enabled diff --git a/litellm/router.py b/litellm/router.py index 49e9b9b5a78..0b9f12c8da3 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -307,6 +307,7 @@ from litellm.types.router import ( RoutingStrategy, SearchToolTypedDict, TaggedPreRoutingStrategy, + holds_secret_pointer, ) from litellm.types.services import ServiceTypes from litellm.types.utils import ( @@ -3987,7 +3988,7 @@ class Router: model_info["original_model_id"] = original_model_id deployment_pydantic_obj: Final = Deployment( model_name=model_group, - litellm_params=LiteLLM_Params(**dynamic_litellm_params), + litellm_params=LiteLLM_Params.model_validate(dynamic_litellm_params), model_info=model_info, ) Router._register_deployment_pricing(deployment=deployment_pydantic_obj) @@ -9000,13 +9001,10 @@ class Router: if access_windows_error is not None: raise ValueError(access_windows_error) zeroed_pricing: Final = zeroed_ptu_pricing(_model_info, _litellm_params) if config_sourced else None - litellm_params: Final[LiteLLM_Params] = LiteLLM_Params( - **( # pyright: ignore[reportArgumentType] # untyped merged dict; already true for every field here - _litellm_params - if zeroed_pricing is None - else MappingProxyType({**_litellm_params, **zeroed_pricing}) - ) + merged_params: Final[Mapping[str, Any]] = ( + _litellm_params if zeroed_pricing is None else MappingProxyType({**_litellm_params, **zeroed_pricing}) ) + litellm_params: Final[LiteLLM_Params] = LiteLLM_Params(**merged_params) warn_on_provider_credential_mismatch(model_name=_model_name, litellm_params=_litellm_params) deployment = Deployment( **deployment_info, @@ -9362,7 +9360,7 @@ class Router: continue deployment = Deployment( model_name=model_name, - litellm_params=(lp if not isinstance(lp, dict) else LiteLLM_Params(**lp)), + litellm_params=(lp if not isinstance(lp, dict) else LiteLLM_Params.model_validate(lp)), model_info=(entry.get("model_info") if isinstance(entry, dict) else entry.model_info), ) if self._has_registered_strategy(self.adaptive_routers, model_name, self._deployment_tags(deployment)): @@ -9584,7 +9582,7 @@ class Router: ## check if litellm params in os.environ if isinstance(_litellm_params, dict): for k, v in _litellm_params.items(): - if isinstance(v, str) and v.startswith("os.environ/"): + if isinstance(v, str) and v.startswith("os.environ/") and not holds_secret_pointer(k): _litellm_params[k] = get_secret(v) _model_info: dict = model.pop("model_info", {}) @@ -10791,7 +10789,7 @@ class Router: if isinstance(litellm_params_data, LiteLLM_Params): litellm_params = litellm_params_data elif isinstance(litellm_params_data, dict) and "model" in litellm_params_data: - litellm_params = LiteLLM_Params(**litellm_params_data) + litellm_params = LiteLLM_Params.model_validate(litellm_params_data) else: raise ValueError( f"Deployment missing valid litellm_params. " @@ -11246,13 +11244,13 @@ class Router: return model_group_info - def get_model_group_info(self, model_group: str) -> ModelGroupInfo | None: + def get_model_group_info(self, model_group: str, *, include_hidden: bool = False) -> ModelGroupInfo | None: """ For a given model group name, return the combined model info Returns: - ModelGroupInfo if able to construct a model group - - None if error constructing model group info or hidden model group + - None if error constructing model group info or hidden model group (unless include_hidden) """ ## Check if model group alias if model_group in self.model_group_alias: @@ -11260,7 +11258,7 @@ class Router: if isinstance(item, str): _router_model_group = item elif isinstance(item, dict): - if item["hidden"] is True: + if item["hidden"] is True and not include_hidden: return None else: _router_model_group = item["model"] @@ -12302,6 +12300,16 @@ class Router: ] return _settings_to_return + def _switch_routing_strategy(self, routing_strategy: str | None, kwargs: Mapping[str, object]) -> None: + if routing_strategy == "lar1": + from litellm.router_strategy.lar1_routing import apply_lar1_routing_strategy + + apply_lar1_routing_strategy(self, kwargs.get("routing_strategy_args")) + return + self.routing_strategy_init( + routing_strategy=routing_strategy, routing_strategy_args=kwargs.get("routing_strategy_args", {}) + ) + def update_settings(self, **kwargs): """ Update the router settings. @@ -12315,6 +12323,7 @@ class Router: ] _existing_router_settings: Final = self.get_settings() + model_group_alias_before: Final = self.model_group_alias rebuild_routing_groups = False routing_args_updated = False for var in kwargs: @@ -12338,20 +12347,7 @@ class Router: if var == "routing_strategy": value = self._normalize_strategy(value) if _existing_router_settings["routing_strategy"] != value: - if value == "lar1": - from litellm.router_strategy.lar1_routing import ( - apply_lar1_routing_strategy, - ) - - apply_lar1_routing_strategy( - self, - kwargs.get("routing_strategy_args"), - ) - else: - self.routing_strategy_init( - routing_strategy=value, - routing_strategy_args=kwargs.get("routing_strategy_args", {}), - ) + self._switch_routing_strategy(value, kwargs) rebuild_routing_groups = True elif var == "routing_strategy_args": routing_args_updated = value != self.routing_strategy_args @@ -12362,6 +12358,9 @@ class Router: if routing_args_updated: self._apply_updated_routing_strategy_args() + if self.model_group_alias != model_group_alias_before: + self._invalidate_model_group_info_cache() + if rebuild_routing_groups: routing_groups_input: Final = kwargs.get("routing_groups", self._routing_groups_input) self._init_routing_groups(routing_groups_input) @@ -12632,7 +12631,7 @@ class Router: if allowed_model_region is not None: if not is_region_allowed( - litellm_params=LiteLLM_Params(**_litellm_params), + litellm_params=LiteLLM_Params.model_validate(_litellm_params), allowed_model_region=allowed_model_region, ): invalid_model_indices.add(idx) @@ -12650,7 +12649,7 @@ class Router: _, ) = litellm.get_llm_provider( model=_dep_model_for_params, - litellm_params=LiteLLM_Params(**_litellm_params), + litellm_params=LiteLLM_Params.model_validate(_litellm_params), ) except Exception as e: # noqa: BLE001 # best-effort filter: an unresolvable provider must not fail the request verbose_router_logger.debug( diff --git a/litellm/router_utils/clientside_credential_handler.py b/litellm/router_utils/clientside_credential_handler.py index 55b246b22a7..186772925a9 100644 --- a/litellm/router_utils/clientside_credential_handler.py +++ b/litellm/router_utils/clientside_credential_handler.py @@ -13,8 +13,16 @@ Ensures cooldowns are applied correctly. from typing import Final +from litellm.types.utils import server_owned_wif_litellm_params + clientside_credential_keys: Final = ["api_key", "api_base", "base_url"] +# Set on a deployment whose api_base was client-redirected, so the Anthropic auth path refuses to +# mint a federation token there even when WIF is configured only through ANTHROPIC_* env vars (which +# cannot be cleared from litellm_params). +DISABLE_WORKLOAD_IDENTITY_PARAM: Final = "anthropic_disable_workload_identity_federation" +_WIF_CLEAR_ON_BASE_OVERRIDE: Final = tuple(sorted(server_owned_wif_litellm_params)) + def _admin_config_fields_to_clear_on_base_override() -> list[str]: """ @@ -59,6 +67,14 @@ def _admin_config_fields_to_clear_on_base_override() -> list[str]: # ``api_base`` for the same reason as the OCI entries above. "nvcf_function_id", "use_ssl", + # Workload-identity federation minting fields, restated here from + # server_owned_wif_litellm_params the same way azure_ad_token above is restated + # despite also being declared on CredentialLiteLLMParams (hence covered by + # typed_fields too): a federation token minted for a client-redirected api_base + # would send the workload's OIDC assertion, and then the minted bearer, to the + # caller-chosen host, so this list must stay correct even if a field is ever + # dropped from the typed model. + *_WIF_CLEAR_ON_BASE_OVERRIDE, ] return typed_fields + kwargs_only_fields @@ -101,5 +117,6 @@ def get_dynamic_litellm_params(litellm_params: dict, request_kwargs: dict) -> di litellm_params.pop(field, None) if field in request_kwargs: litellm_params[field] = request_kwargs[field] + litellm_params[DISABLE_WORKLOAD_IDENTITY_PARAM] = True return litellm_params diff --git a/litellm/router_utils/fallback_event_handlers.py b/litellm/router_utils/fallback_event_handlers.py index 3142fd5fb98..74504d76736 100644 --- a/litellm/router_utils/fallback_event_handlers.py +++ b/litellm/router_utils/fallback_event_handlers.py @@ -28,7 +28,7 @@ from litellm.router_utils.cooldown_handlers import ( from litellm.router_utils.router_callbacks.track_deployment_metrics import ( increment_deployment_failures_for_current_minute, ) -from litellm.types.router import LiteLLMParamsTypedDict +from litellm.types.router import LiteLLMParamsTypedDict, reject_server_owned_wif_params if TYPE_CHECKING: from litellm.router import Router as _Router @@ -640,6 +640,14 @@ async def run_async_fallback( failed_model_group: Final = get_pre_routing_selection(kwargs) or original_model_group attempted.record(failed_model_group) + # A dict target is merged straight into kwargs below, and kwargs win over the deployment's own + # params, so a stored key/team/global fallback could otherwise set a federation field that the + # request itself is forbidden to carry. Checked here rather than at the merge: inside the loop + # the refusal would be caught as a per-target failure and quietly skipped to the next one. + for target in fallback_model_group: + if isinstance(target, dict): + reject_server_owned_wif_params(target) + for mg in fallback_model_group: if mg == failed_model_group: continue diff --git a/litellm/secret_managers/main.py b/litellm/secret_managers/main.py index f09ddd1d5a9..fbed4fb8e75 100644 --- a/litellm/secret_managers/main.py +++ b/litellm/secret_managers/main.py @@ -49,6 +49,10 @@ def _oidc_token_cache_ttl(oidc_token: str, max_ttl: int) -> int: _DEFAULT_OIDC_ALLOWED_CREDENTIAL_DIRS: Final = ("/var/run/secrets", "/run/secrets") +class OidcPathNotAllowedError(ValueError): + """An ``oidc/file/`` path was rejected by the credential-directory allowlist.""" + + def _get_oidc_allowed_credential_dirs() -> list[str]: """ Return the absolute, normalized list of directories from which @@ -73,7 +77,7 @@ def _resolve_oidc_file_path(requested_path: str) -> str: credential directories. Raises ``ValueError`` otherwise. """ if not os.path.isabs(requested_path): - raise ValueError( + raise OidcPathNotAllowedError( "oidc/file path must be absolute. Use the format " "'oidc/file//var/run/secrets/' (note the leading slash " "after 'oidc/file/')." @@ -87,7 +91,7 @@ def _resolve_oidc_file_path(requested_path: str) -> str: # commonpath raises when paths are on different drives (Windows); # treat as not-matching and continue. continue - raise ValueError( + raise OidcPathNotAllowedError( "oidc/file path is outside the allowed credential directories. " "Set LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS to extend the allowlist." ) diff --git a/litellm/types/litellm_params.py b/litellm/types/litellm_params.py index 51f6671e9d6..9119fa16b5d 100644 --- a/litellm/types/litellm_params.py +++ b/litellm/types/litellm_params.py @@ -104,10 +104,41 @@ class BedrockBatchConnection: bedrock_tags: Sequence[Mapping[str, str]] | None = None +@dataclass(frozen=True, slots=True, kw_only=True) +class AnthropicFederationConnection: + anthropic_federation_rule_id: str | None = None + anthropic_organization_id: str | None = None + anthropic_service_account_id: str | None = None + anthropic_federation_workspace_id: str | None = None + anthropic_identity_token_file: str | None = None + anthropic_identity_token: str | None = None + anthropic_identity_source: str | None = None + anthropic_issuer_url: str | None = None + anthropic_issuer_subject: str | None = None + anthropic_issuer_audience: str | None = None + anthropic_issuer_ttl_seconds: int | None = None + anthropic_issuer_signing_key_ref: str | None = None + anthropic_keycloak_token_url: str | None = None + anthropic_keycloak_client_id: str | None = None + anthropic_keycloak_auth_method: str | None = None + anthropic_keycloak_client_secret_ref: str | None = None + anthropic_keycloak_scope: str | None = None + anthropic_disable_workload_identity_federation: bool | None = None + + +@dataclass(frozen=True, slots=True, kw_only=True) +class OpenAIFederationConnection: + openai_identity_provider_id: str | None = None + openai_service_account_id: str | None = None + openai_identity_token_file: str | None = None + + @dataclass(frozen=True, slots=True, kw_only=True) class ConnectionSettings: provider: ProviderConnection bedrock_batch: BedrockBatchConnection + anthropic_federation: AnthropicFederationConnection + openai_federation: OpenAIFederationConnection @dataclass(frozen=True, slots=True, kw_only=True) diff --git a/litellm/types/llms/anthropic.py b/litellm/types/llms/anthropic.py index ee357cd6581..46693009bfd 100644 --- a/litellm/types/llms/anthropic.py +++ b/litellm/types/llms/anthropic.py @@ -784,5 +784,6 @@ ANTHROPIC_FINE_GRAINED_TOOL_STREAMING_BETA_HEADER: Final = "fine-grained-tool-st # OAuth constants ANTHROPIC_OAUTH_TOKEN_PREFIX: Final = "sk-ant-oat" ANTHROPIC_OAUTH_BETA_HEADER: Final = "oauth-2025-04-20" +ANTHROPIC_TOKEN_EXCHANGE_PATH: Final = "/v1/oauth/token" ANTHROPIC_PROMPT_CACHING_SCOPE_BETA_HEADER: Final = "prompt-caching-scope-2026-01-05" diff --git a/litellm/types/router.py b/litellm/types/router.py index 2ab1a1185ed..e131a7184d4 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -4,7 +4,7 @@ litellm.Router Types - includes RouterConfig, UpdateRouterConfig, ModelInfo etc import datetime import enum -from collections.abc import Mapping, Sequence +from collections.abc import Container, Mapping, Sequence from dataclasses import dataclass from typing import TYPE_CHECKING, Annotated, Any, ClassVar, Final, Generic, Literal, TypeVar, get_type_hints from zoneinfo import ZoneInfo, ZoneInfoNotFoundError @@ -34,6 +34,10 @@ from .utils import ( ModelResponse, StandardLoggingRoutingDecision, ) +from .utils import ( + # private alias: `from .types.router import *` would rebind a public Final in litellm/__init__.py + server_owned_wif_litellm_params as _server_owned_wif_litellm_params, +) class ConfigurableClientsideParamsCustomAuth(TypedDict): @@ -374,6 +378,69 @@ class CredentialLiteLLMParams(BaseModel): ## IBM WATSONX ## watsonx_region_name: str | None = None + ## ANTHROPIC WORKLOAD IDENTITY FEDERATION ## + # Without these, get_deployment_credentials_with_provider silently drops a + # litellm_params-configured WIF setup before files/batches/passthrough callers see + # it, the same #30235-shaped gap azure_ad_token above was added to close. + anthropic_federation_rule_id: str | None = None + anthropic_organization_id: str | None = None + anthropic_service_account_id: str | None = None + anthropic_federation_workspace_id: str | None = None + anthropic_identity_token_file: str | None = None + anthropic_identity_token: str | None = None + anthropic_identity_source: str | None = None + anthropic_issuer_url: str | None = None + anthropic_issuer_subject: str | None = None + anthropic_issuer_audience: str | None = None + anthropic_issuer_ttl_seconds: int | None = None + anthropic_issuer_signing_key_ref: str | None = None + anthropic_keycloak_token_url: str | None = None + anthropic_keycloak_client_id: str | None = None + anthropic_keycloak_auth_method: str | None = None + anthropic_keycloak_client_secret_ref: str | None = None + anthropic_keycloak_scope: str | None = None + # Server-set when a client redirects api_base. Declared so it survives the strict dump the + # other federation fields above are declared for, rather than being rebuilt away in transit. + anthropic_disable_workload_identity_federation: bool | None = None + + ## OPENAI WORKLOAD IDENTITY FEDERATION ## + openai_identity_provider_id: str | None = None + openai_service_account_id: str | None = None + openai_identity_token_file: str | None = None + + +def server_owned_wif_fields_present(fields: Mapping[str, object]) -> tuple[str, ...]: + """Server-owned workload identity federation field names set in ``fields``. + + ``fields`` is a ``litellm_params`` dict (or a credential's ``credential_values`` mapping, + which feeds the same resolution when referenced by name). Derived from + ``server_owned_wif_litellm_params`` rather than hand-copied, so a persistence gate built on + this stays correct when a new WIF field is added there. + """ + return tuple(name for name in _server_owned_wif_litellm_params if fields.get(name) is not None) + + +def server_owned_wif_fields_named(keys: Container[str]) -> tuple[str, ...]: + """Server-owned workload identity federation field names that appear in ``keys``, whatever + value they carry. + + The write gates on credentials need this key-based sibling of ``server_owned_wif_fields_present``: + ``get_litellm_params`` forwards a WIF kwarg on key presence and the federation resolver rejects + a foreign variant's field by key, so a persisted ``{"anthropic_issuer_url": None}`` wedges every + deployment that references the credential even though no value is set. Pass a mapping (its keys + are tested) or a plain collection of key names. + """ + return tuple(name for name in _server_owned_wif_litellm_params if name in keys) + + +_WIF_POINTER_FIELDS: Final = frozenset(name for name in _server_owned_wif_litellm_params if name.endswith("_ref")) + + +def holds_secret_pointer(param_name: str) -> bool: + """A ``*_ref`` federation field is a secret POINTER the identity source dereferences at use + time, so a loader expanding ``os.environ/`` values must leave it as written.""" + return param_name in _WIF_POINTER_FIELDS + _RESERVED_INIT_KEYS: Final = frozenset({"self", "params", "__class__"}) @@ -648,6 +715,9 @@ class Deployment(BaseModel): model_name: str litellm_params: LiteLLM_Params model_info: ModelInfo + # admin-toggled pause flag; mirrors LiteLLM_ProxyModelTable.blocked. None means "don't set it + # on create" -- the Prisma column defaults to False -- rather than "explicitly unblocked". + blocked: bool | None = None model_config = ConfigDict(extra="allow", protected_namespaces=()) @@ -1243,3 +1313,22 @@ class AdaptiveRouterPreferences(BaseModel): quality_tier: int = Field(ge=1, le=3) strengths: list[RequestType] = Field(default_factory=list) + + +def reject_server_owned_wif_params(body: Mapping[str, object]) -> None: + """Raise ``ValueError`` if a mapping that did not come from deployment config carries a + server-owned workload identity federation field. + + These are never settable inline on a client surface, with or without a client-side credential + opt-in. Naming a stored credential that already holds them is the other way in and has its own + gate: ``_check_banned_params`` resolves ``litellm_credential_name`` and refuses a federated one. + This lives here rather than under ``litellm.proxy`` so the router can call it on a + post-authentication merge without core importing from the proxy package. + """ + for param in _server_owned_wif_litellm_params: + if param in body: + raise ValueError( + f"Rejected Request: {param} is a server-owned workload identity federation parameter " + "and cannot be set in a request body. A proxy admin configures it on the deployment " + "or on a stored credential." + ) diff --git a/litellm/types/services.py b/litellm/types/services.py index 00fa9f044cc..8a74be06da6 100644 --- a/litellm/types/services.py +++ b/litellm/types/services.py @@ -25,6 +25,8 @@ class ServiceTypes(str, enum.Enum): AUTH = "auth" PROXY_PRE_CALL = "proxy_pre_call" POD_LOCK_MANAGER = "pod_lock_manager" + ANTHROPIC_WIF = "anthropic_wif" + ANTHROPIC_WIF_CACHE = "anthropic_wif_cache" """ Operational metrics for DB Transaction Queues @@ -67,6 +69,9 @@ DEFAULT_SERVICE_CONFIGS: Final = { ServiceTypes.ROUTER.value: {"metrics": [ServiceMetrics.COUNTER, ServiceMetrics.HISTOGRAM]}, ServiceTypes.AUTH.value: {"metrics": [ServiceMetrics.COUNTER, ServiceMetrics.HISTOGRAM]}, ServiceTypes.PROXY_PRE_CALL.value: {"metrics": [ServiceMetrics.COUNTER, ServiceMetrics.HISTOGRAM]}, + ServiceTypes.ANTHROPIC_WIF.value: {"metrics": [ServiceMetrics.COUNTER, ServiceMetrics.HISTOGRAM]}, + # cache hits are counter-only: no HTTP call happens, so observing a latency would be a lie + ServiceTypes.ANTHROPIC_WIF_CACHE.value: {"metrics": [ServiceMetrics.COUNTER]}, # Operational metrics for DB Transaction Queues ServiceTypes.POD_LOCK_MANAGER.value: {"metrics": [ServiceMetrics.GAUGE]}, ServiceTypes.IN_MEMORY_DAILY_SPEND_UPDATE_QUEUE.value: {"metrics": [ServiceMetrics.GAUGE]}, diff --git a/litellm/types/utils.py b/litellm/types/utils.py index a33eeaccaa3..142f9b14a72 100644 --- a/litellm/types/utils.py +++ b/litellm/types/utils.py @@ -55,6 +55,11 @@ from litellm.types.llms.base import ( LiteLLMPydanticObjectBase, ) from litellm.types.mcp import MCPServerCostInfo +from litellm.types.workload_identity import ( + ANTHROPIC_WIF_KWARGS_KEYS, + OPENAI_WIF_KWARGS_KEYS, + WIF_SECRET_BEARING_KEYS, +) from ..litellm_core_utils.core_helpers import map_finish_reason, process_response_headers from . import litellm_params as _litellm_params @@ -3958,6 +3963,11 @@ bedrock_batch_litellm_params: Final = BEDROCK_BATCH_KWARG_NAMES TRUSTED_CALLBACK_VARS_FIELD: Final = _litellm_params.TRUSTED_CALLBACK_VARS_FIELD ADDRESSED_RESPONSE_ID_FIELD: Final = _litellm_params.ADDRESSED_RESPONSE_ID_FIELD +anthropic_wif_litellm_params: Final = tuple(sorted(ANTHROPIC_WIF_KWARGS_KEYS)) +openai_wif_litellm_params: Final = tuple(sorted(OPENAI_WIF_KWARGS_KEYS)) +server_owned_wif_litellm_params: Final = anthropic_wif_litellm_params + openai_wif_litellm_params +secret_bearing_wif_litellm_params: Final = tuple(sorted(WIF_SECRET_BEARING_KEYS)) + all_litellm_params = [ # rebind-ok: two star imports in litellm/__init__.py re-bind it *OWNED_KWARG_NAMES, *KWARG_ARTIFACTS, diff --git a/litellm/types/workload_identity.py b/litellm/types/workload_identity.py new file mode 100644 index 00000000000..b0dbd9566e8 --- /dev/null +++ b/litellm/types/workload_identity.py @@ -0,0 +1,35 @@ +"""litellm_params keys that configure workload identity federation. + +The key sets derive from the federation connection leaves in ``types.litellm_params``, so the +kwargs funnel (``litellm_core_utils.get_litellm_params``) and the request-body ban list +(``types.utils.all_litellm_params``) read one declaration. Every key rides the funnel into +``litellm_params`` and is banned from request bodies, which also covers +``anthropic_disable_workload_identity_federation``: the proxy sets it when a client redirects +``api_base`` so a federated deployment stops minting for a base the caller chose, and a caller +must not be able to set it in either direction. +""" + +from typing import Final + +from litellm.types.litellm_params import AnthropicFederationConnection, OpenAIFederationConnection, wire_names + +ANTHROPIC_WIF_KWARGS_KEYS: Final = frozenset(wire_names(AnthropicFederationConnection)) + +OPENAI_WIF_KWARGS_KEYS: Final = frozenset(wire_names(OpenAIFederationConnection)) + +WIF_SECRET_BEARING_KEYS: Final = frozenset( + { + "anthropic_identity_token", + "anthropic_identity_token_file", + "anthropic_issuer_signing_key_ref", + "anthropic_keycloak_client_secret_ref", + "openai_identity_token_file", + } +) +"""The federation keys whose value is a credential, or the path or reference that reaches one. + +The rest of the sets above name a rule, an organization, a workspace, or a URL: an operator has +to be able to read those back to tell what a deployment federates as. These carry the secret +itself, so no surface displays them to anyone. Splitting the sensitivity out here keeps the +callers that redact them from having to know which provider a field belongs to. +""" diff --git a/litellm/utils.py b/litellm/utils.py index ac2879ca417..a7d7447d7f3 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7783,9 +7783,8 @@ def _get_valid_models_from_provider_api( if cached_result is not None: return cached_result - models: Final = provider_config.get_models( - api_key=litellm_params.api_key if litellm_params is not None else None, - api_base=litellm_params.api_base if litellm_params is not None else None, + models: Final = provider_config.discover_models( + litellm_params=litellm_params.model_dump(exclude_none=True) if litellm_params is not None else None ) _model_cache.set_cached_model_info(custom_llm_provider, litellm_params, models) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 27495443a57..cd38b5b0d21 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -42177,14 +42177,13 @@ "supports_web_search": false }, "openrouter/deepseek/deepseek-chat-v3-0324": { - "cache_read_input_token_cost": 1.1e-07, - "input_cost_per_token": 2.9e-07, + "input_cost_per_token": 2.5e-07, "litellm_provider": "openrouter", "max_input_tokens": 163840, "max_output_tokens": 147456, "max_tokens": 147456, "mode": "chat", - "output_cost_per_token": 1.14e-06, + "output_cost_per_token": 1e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -42349,15 +42348,14 @@ "supports_web_search": false }, "openrouter/deepseek/deepseek-v4-pro-0813": { - "cache_read_input_token_cost": 4.4e-08, - "input_cost_per_token": 1.32e-06, + "cache_read_input_token_cost": 1.4e-07, + "input_cost_per_token": 2.2e-07, "litellm_provider": "openrouter", "max_input_tokens": 1048576, - "max_output_tokens": 393216, - "max_tokens": 393216, + "max_output_tokens": 943718, + "max_tokens": 943718, "mode": "chat", - "off_peak_pricing": {"input_cost_per_token":6.6e-7,"output_cost_per_token":0.00000198,"cache_read_input_token_cost":2.2e-8,"windows":[{"hours_utc":"00:00-00:00","weekdays":["saturday","sunday"]},{"hours_utc":"00:00-01:00","weekdays":["monday","tuesday","wednesday","thursday","friday"]},{"hours_utc":"04:00-06:00","weekdays":["monday","tuesday","wednesday","thursday","friday"]},{"hours_utc":"10:00-00:00","weekdays":["monday","tuesday","wednesday","thursday","friday"]}]}, - "output_cost_per_token": 3.96e-06, + "output_cost_per_token": 4.2e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -67734,8 +67732,8 @@ "supports_prompt_caching": true }, "openrouter/deepseek/deepseek-v4-flash-0731": { - "cache_read_input_token_cost": 5.1e-09, - "input_cost_per_token": 5.1e-09, + "cache_read_input_token_cost": 1.37e-08, + "input_cost_per_token": 1.52e-08, "litellm_provider": "openrouter", "max_input_tokens": 1048576, "max_output_tokens": 943718, @@ -67825,14 +67823,14 @@ "supports_web_search": false }, "openrouter/moonshotai/kimi-k3": { - "cache_read_input_token_cost": 2.7e-07, - "input_cost_per_token": 2.7e-06, + "cache_read_input_token_cost": 4.9e-07, + "input_cost_per_token": 4.99e-07, "litellm_provider": "openrouter", "max_input_tokens": 1048576, "max_output_tokens": 943718, "max_tokens": 943718, "mode": "chat", - "output_cost_per_token": 1.35e-05, + "output_cost_per_token": 1.3e-05, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -67951,13 +67949,13 @@ }, "openrouter/z-ai/glm-5.2": { "cache_read_input_token_cost": 2.6e-07, - "input_cost_per_token": 4.1e-07, + "input_cost_per_token": 3e-07, "litellm_provider": "openrouter", "max_input_tokens": 1048576, "max_output_tokens": 943718, "max_tokens": 943718, "mode": "chat", - "output_cost_per_token": 3.99e-06, + "output_cost_per_token": 3.49e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -68333,24 +68331,24 @@ "supports_web_search": false }, "openrouter/moonshotai/kimi-k2.6": { - "input_cost_per_token": 4.3415e-07, - "output_cost_per_token": 1.828e-06, - "cache_read_input_token_cost": 7.312e-08, + "cache_read_input_token_cost": 1.6e-07, + "input_cost_per_token": 9.5e-07, "litellm_provider": "openrouter", "max_input_tokens": 262144, "max_output_tokens": 235929, "max_tokens": 235929, "mode": "chat", + "output_cost_per_token": 4e-06, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, - "supports_tool_choice": true, - "supports_reasoning": true, - "supports_response_schema": true, "supports_parallel_function_calling": true, "supports_pdf_input": false, - "supports_vision": true, "supports_prompt_caching": true, + "supports_reasoning": true, + "supports_response_schema": true, + "supports_tool_choice": true, + "supports_vision": true, "supports_web_search": false }, "openrouter/google/gemma-4-26b-a4b-it": { @@ -69370,13 +69368,13 @@ "supports_web_search": false }, "openrouter/qwen/qwen3-30b-a3b-instruct-2507": { - "input_cost_per_token": 1e-07, + "input_cost_per_token": 4.815e-08, "litellm_provider": "openrouter", "max_input_tokens": 262144, - "max_output_tokens": 235929, - "max_tokens": 235929, + "max_output_tokens": 32000, + "max_tokens": 32000, "mode": "chat", - "output_cost_per_token": 3e-07, + "output_cost_per_token": 1.9305e-07, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, @@ -69933,21 +69931,22 @@ "supports_web_search": false }, "openrouter/meta-llama/llama-3.3-70b-instruct": { - "input_cost_per_token": 1e-07, - "output_cost_per_token": 3.2e-07, + "cache_read_input_token_cost": 1.1e-07, + "input_cost_per_token": 2.2e-07, "litellm_provider": "openrouter", "max_input_tokens": 131072, "max_output_tokens": 16384, "max_tokens": 16384, "mode": "chat", + "output_cost_per_token": 5e-07, "source": "https://openrouter.ai/api/v1/models", "supports_audio_input": false, "supports_function_calling": true, "supports_pdf_input": false, "supports_prompt_caching": false, "supports_reasoning": false, - "supports_tool_choice": true, "supports_response_schema": true, + "supports_tool_choice": true, "supports_vision": false, "supports_web_search": false }, @@ -79983,6 +79982,7 @@ "supports_web_search": false }, "azure_ai/kimi-k2-thinking": { + "deprecation_date": "2026-03-29", "input_cost_per_token": 6e-07, "litellm_provider": "azure_ai", "max_input_tokens": 262144, diff --git a/scripts/lens_dev.sh b/scripts/lens_dev.sh index 7ab4b9bb433..d8918f02fc5 100755 --- a/scripts/lens_dev.sh +++ b/scripts/lens_dev.sh @@ -13,6 +13,7 @@ set -euo pipefail repo_root="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)" +source_release_tag="sha-$(git -C "$repo_root" rev-parse HEAD)" proxy_port="${LENS_DEV_PROXY_PORT:-4000}" ui_port="${LENS_DEV_UI_PORT:-3000}" state_dir="${LENS_DEV_STATE_DIR:-$repo_root/.lens-dev}" @@ -24,6 +25,8 @@ py="${LENS_DEV_PYTHON:-$repo_root/.venv/bin/python}" database_url="${LENS_DEV_DATABASE_URL:-postgresql://litellm:litellm@127.0.0.1:15432/litellm}" clickhouse_url=http://default:local-tracing@127.0.0.1:18123 master_key="" +startup_timeout="${LENS_DEV_STARTUP_TIMEOUT_SECONDS:-300}" +readiness_request_timeout="${LENS_DEV_READINESS_REQUEST_TIMEOUT_SECONDS:-5}" pids=() die() { echo "lens-dev: $*" >&2; exit 1; } @@ -108,6 +111,8 @@ proxy_env() { unset ANTHROPIC_BASE_URL ANTHROPIC_AUTH_TOKEN ANTHROPIC_CUSTOM_HEADERS OPENAI_BASE_URL OPENAI_API_BASE for var in $(compgen -e | grep '^REDIS_' || true); do unset "$var"; done eval "$1" + export LITELLM_RELEASE_TAG="$source_release_tag" + export LENS_WORKER_IMAGE=litellm-lens-worker:local export LITELLM_MODE=PRODUCTION export LITELLM_MASTER_KEY="$master_key" if [ "$master_key" = sk-1234 ]; then export LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true; fi @@ -118,6 +123,7 @@ proxy_env() { export CLICKHOUSE_DATABASE=litellm export LITELLM_LOCAL_MODEL_COST_MAP=True export PROXY_BASE_URL="$proxy_url" + export LITELLM_UI_PATH="$repo_root/ui/litellm-dashboard/out" export UI_USERNAME=admin export UI_PASSWORD="$master_key" } @@ -158,12 +164,26 @@ ensure_worker_token() { wait_for_proxy() { local proxy_pid="$1" echo "lens-dev: waiting for the proxy (log: $log_dir/proxy.log)" - for _ in $(seq 1 300); do + for _ in $(seq 1 "$startup_timeout"); do kill -0 "$proxy_pid" 2>/dev/null || die "proxy exited; see $log_dir/proxy.log" - curl -fsS "$proxy_url/health/readiness" -H "Authorization: Bearer $master_key" >/dev/null 2>&1 && return + curl -fsS --max-time "$readiness_request_timeout" "$proxy_url/health/readiness" -H "Authorization: Bearer $master_key" >/dev/null 2>&1 && return sleep 1 done - die "proxy not ready after 300s; see $log_dir/proxy.log" + die "proxy not ready after ${startup_timeout}s; see $log_dir/proxy.log" +} + +wait_for_ui() { + local ui_pid="$1" + echo "lens-dev: waiting for the UI (log: $log_dir/ui.log)" + for _ in $(seq 1 "$startup_timeout"); do + kill -0 "$ui_pid" 2>/dev/null || die "UI exited; see $log_dir/ui.log" + if curl -fsS --max-time "$readiness_request_timeout" "http://localhost:$ui_port/ui/login/" >/dev/null 2>&1; then + kill -0 "$ui_pid" 2>/dev/null || die "UI exited; see $log_dir/ui.log" + return + fi + sleep 1 + done + die "UI not ready after ${startup_timeout}s; see $log_dir/ui.log" } # Children run in their own process groups (set -m), so killing -pid takes their trees too. @@ -182,14 +202,71 @@ cleanup() { for pid in "${pids[@]}"; do kill -KILL -- "-$pid" 2>/dev/null || true; done } +build_dashboard() { + local dashboard_dir="$repo_root/ui/litellm-dashboard" + case "${LENS_DEV_BUILD_UI:-0}" in + 0) return ;; + 1) ;; + *) die "LENS_DEV_BUILD_UI must be 0 or 1" ;; + esac + echo "lens-dev: building the proxy dashboard (log: $log_dir/ui-build.log)" + ( + cd "$dashboard_dir" + NEXT_PUBLIC_BASE_URL="" LENS_DEV_PROXY_URL="" "$repo_root/scripts/with_dashboard_node.sh" npm run build + ) > "$log_dir/ui-build.log" 2>&1 || die "UI build failed; see $log_dir/ui-build.log" +} + +seed_data() { + ( + proxy_env "" + "$py" -m scripts.seed_tracing_fixtures --profile "$seed_profile" ${seed_options[@]+"${seed_options[@]}"} + ) +} + +parse_args() { + seed_profile="${LENS_DEV_SEED:-}" + seed_only=0 + seed_options=() + while [ "$#" -gt 0 ]; do + case "$1" in + --seed) + seed_profile=default + if [ "${2:-}" = default ] || [ "${2:-}" = large ]; then seed_profile="$2"; shift; fi + ;; + --copies) + [ "$#" -ge 2 ] && [[ "$2" =~ ^[1-9][0-9]*$ ]] || die "--copies requires a positive integer" + seed_options=(--copies "$2"); shift ;; + --seed-only) seed_only=1 ;; + --help) + echo "Usage: $0 [--seed [default|large]] [--copies N] [--seed-only]" + exit 0 ;; + *) die "unknown argument: $1 (use --help)" ;; + esac + shift + done + if [ "$seed_only" = 1 ] && [ -z "$seed_profile" ]; then seed_profile=default; fi + case "$seed_profile" in ""|default|large) ;; *) die "seed profile must be default or large" ;; esac + [ "${#seed_options[@]}" = 0 ] || [ -n "$seed_profile" ] || die "--copies requires --seed" +} + main() { - local config_file exports proxy_pid pid key_hint + local config_file exports proxy_pid ui_pid pid key_hint + parse_args "$@" if [ -n "${LENS_DEV_CONFIG:-}" ]; then [ -f "$LENS_DEV_CONFIG" ] || die "LENS_DEV_CONFIG not found: $LENS_DEV_CONFIG" config_file="$(cd "$(dirname "$LENS_DEV_CONFIG")" && pwd)/$(basename "$LENS_DEV_CONFIG")" fi cd "$repo_root" + if [ "$seed_only" = 1 ]; then + [ -s "$key_file" ] || [ -n "${LENS_DEV_MASTER_KEY:-}" ] || die "start make lens-dev before --seed-only" + load_master_key + seed_data + return + fi + + [[ "$startup_timeout" =~ ^[1-9][0-9]*$ ]] || die "LENS_DEV_STARTUP_TIMEOUT_SECONDS must be a positive integer" + [[ "$readiness_request_timeout" =~ ^[1-9][0-9]*$ ]] || die "LENS_DEV_READINESS_REQUEST_TIMEOUT_SECONDS must be a positive integer" listening "$proxy_port" && die "port $proxy_port is in use; set LENS_DEV_PROXY_PORT" listening "$ui_port" && die "port $ui_port is in use; set LENS_DEV_UI_PORT" [ "$proxy_port" != "$ui_port" ] || die "proxy and UI ports must differ" @@ -210,6 +287,8 @@ main() { (cd ui/litellm-dashboard && "$repo_root/scripts/with_dashboard_node.sh" npm ci) fi + build_dashboard + if [ -z "${config_file:-}" ]; then config_file="$state_dir/config.yaml" write_default_config "$config_file" @@ -222,6 +301,7 @@ main() { ( proxy_env "$exports" + export PROXY_BASE_URL="http://localhost:$ui_port" exec "$py" litellm/proxy/proxy_cli.py --config "$config_file" --host 127.0.0.1 --port "$proxy_port" ) < /dev/null > "$log_dir/proxy.log" 2>&1 & proxy_pid=$! @@ -229,14 +309,18 @@ main() { ( cd ui/litellm-dashboard - NEXT_PUBLIC_BASE_URL="$proxy_url" exec "$repo_root/scripts/with_dashboard_node.sh" npx next dev -p "$ui_port" + NEXT_PUBLIC_BASE_URL="" LENS_DEV_PROXY_URL="$proxy_url" exec "$repo_root/scripts/with_dashboard_node.sh" npx next dev -p "$ui_port" ) < /dev/null > "$log_dir/ui.log" 2>&1 & - pids+=("$!") + ui_pid=$! + pids+=("$ui_pid") + wait_for_ui "$ui_pid" wait_for_proxy "$proxy_pid" ensure_worker_token + if [ -n "$seed_profile" ]; then seed_data; fi - LITELLM_MODE=PRODUCTION LITELLM_URL="$proxy_url" LENS_WORKER_TOKEN="$(cat "$token_file")" \ + LITELLM_RELEASE_TAG="$source_release_tag" \ + LITELLM_MODE=PRODUCTION LITELLM_URL="$proxy_url" LENS_WORKER_TOKEN="$(cat "$token_file")" \ "$py" -c "import asyncio, logging; from litellm.proxy.lens.worker import main; logging.basicConfig(level=logging.INFO); asyncio.run(main())" \ < /dev/null > "$log_dir/worker.log" 2>&1 & pids+=("$!") @@ -246,12 +330,13 @@ main() { cat <&2; exit 2 ;; -esac - -if lsof -nP -iTCP:4002 -sTCP:LISTEN >/dev/null 2>&1; then - echo "Port 4002 is already in use. Stop the existing proxy before starting this stack" >&2 - exit 1 -fi - -docker compose -f docker/docker-compose.tracing.yml up -d --wait db clickhouse -uv sync --inexact --frozen --extra proxy --group proxy-dev --no-install-project -"$repo_root/.venv/bin/python" scripts/prisma_generate_if_needed.py -VIRTUAL_ENV="$repo_root/.venv" uvx --from maturin==1.15.0 maturin develop \ - --release --manifest-path litellm-rust/crates/python-bridge/Cargo.toml --features extension-module - -config_file="$(mktemp "${TMPDIR:-/tmp}/litellm-tracing-local.XXXXXX")" -proxy_pid="" -cleanup() { - if [ -n "$proxy_pid" ]; then - kill "$proxy_pid" 2>/dev/null || true - wait "$proxy_pid" 2>/dev/null || true - fi - rm -f "$config_file" -} -trap cleanup EXIT -trap 'exit 130' INT TERM -cat > "$config_file" <<'EOF' -model_list: - - model_name: openai/gpt-6-luna - litellm_params: - model: openai/gpt-6-luna - api_key: os.environ/OPENAI_API_KEY -general_settings: - master_key: os.environ/LITELLM_MASTER_KEY - store_prompts_in_spend_logs: true - tracing: - store: - type: clickhouse - url: os.environ/CLICKHOUSE_URL - retention_days: 14 -EOF - -export LITELLM_MASTER_KEY=sk-1234 -export LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true -export LITELLM_SALT_KEY=sk-local-tracing-salt-key -export DATABASE_URL=postgresql://litellm:litellm@127.0.0.1:15432/litellm -export STORE_MODEL_IN_DB=True -export CLICKHOUSE_URL=http://default:local-tracing@127.0.0.1:18123 -export CLICKHOUSE_DATABASE=litellm -export LITELLM_LOCAL_MODEL_COST_MAP=True -export PROXY_BASE_URL=http://127.0.0.1:4002 - -( - cd "$repo_root/ui/litellm-dashboard" - "$repo_root/scripts/with_dashboard_node.sh" npm ci - NEXT_PUBLIC_BASE_URL= "$repo_root/scripts/with_dashboard_node.sh" npm run build -) -export LITELLM_UI_PATH="$repo_root/ui/litellm-dashboard/out" - -printf 'Dashboard: http://127.0.0.1:4002/ui/\nProxy: http://127.0.0.1:4002\nMaster key: %s\n' "$LITELLM_MASTER_KEY" -"$repo_root/.venv/bin/python" litellm/proxy/proxy_cli.py \ - --config "$config_file" --host 127.0.0.1 --port 4002 & -proxy_pid=$! - -if [ "$seed_fixtures" = "1" ]; then - ready=0 - for attempt in $(seq 1 180); do - kill -0 "$proxy_pid" 2>/dev/null || { echo "Proxy exited before seeding" >&2; exit 1; } - if curl --fail --silent "$PROXY_BASE_URL/health/readiness" \ - -H "Authorization: Bearer $LITELLM_MASTER_KEY" >/dev/null; then - ready=1 - break - fi - sleep 1 - done - [ "$ready" = "1" ] || { echo "Proxy did not become ready within 180 seconds" >&2; exit 1; } - "$repo_root/.venv/bin/python" -m scripts.seed_tracing_fixtures -fi - -wait "$proxy_pid" +echo "run_tracing_proxy_local.sh is deprecated; use make lens-dev" >&2 +exec "$repo_root/scripts/lens_dev.sh" "$@" diff --git a/scripts/seed_tracing_fixtures.py b/scripts/seed_tracing_fixtures.py index d482b265784..3febe49c451 100644 --- a/scripts/seed_tracing_fixtures.py +++ b/scripts/seed_tracing_fixtures.py @@ -1,5 +1,6 @@ from __future__ import annotations +import argparse import asyncio import base64 import binascii @@ -10,32 +11,31 @@ import os import re import sys import time -from collections.abc import Iterator +from collections.abc import Iterator, Mapping, Sequence from dataclasses import dataclass from datetime import datetime, timezone +from functools import cache from itertools import chain from pathlib import Path from types import MappingProxyType -from typing import TYPE_CHECKING, Final +from typing import TYPE_CHECKING, Final, Literal from uuid import uuid4 import httpx from pydantic import BaseModel, ConfigDict, JsonValue, TypeAdapter from litellm.rust_bridge.trace.generated.types import AllQueryScope, Trace -from litellm.rust_bridge.trace.storage import ClickHouseStorage +from litellm.rust_bridge.trace.storage import ClickHouseStorage, Tenant, span_rows from litellm.tracing.config import trace_storage_config from litellm.tracing.types import SpendLogRecord if TYPE_CHECKING: + from prisma import Prisma from prisma.types import LiteLLM_SpendLogsCreateWithoutRelationsInput REPO_ROOT: Final = Path(__file__).resolve().parents[1] TRACE_FIXTURES: Final = REPO_ROOT / "litellm-rust/crates/traces/tests/fixtures" -SPEND_FIXTURE: Final = ( - REPO_ROOT / "litellm-rust/crates/traces-clickhouse/tests/fixtures/deeplite_swarm_spend_logs.jsonl" -) -SPEND_FIXTURES: Final = SPEND_FIXTURE.parent +SPEND_FIXTURES: Final = REPO_ROOT / "litellm-rust/crates/traces-clickhouse/tests/fixtures" JSON: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue) JSON_OBJECT: Final = TypeAdapter(dict[str, JsonValue]) SPEND_ROWS: Final = TypeAdapter(tuple[SpendLogRecord, ...]) @@ -103,7 +103,9 @@ def response_ids(rows: tuple[SpendLogRecord, ...]) -> Iterator[str]: def response_pattern(rows: tuple[SpendLogRecord, ...]) -> re.Pattern[str]: identities: Final = sorted( - frozenset(filter(None, chain(response_ids(rows), (row["litellm_call_id"] for row in rows)))), + frozenset( + identity for identity in chain(response_ids(rows), (row["litellm_call_id"] for row in rows)) if identity + ), key=len, reverse=True, ) @@ -118,12 +120,15 @@ def rebased_response(value: str, namespace: str, pattern: re.Pattern[str]) -> st return "resp_" + base64.b64encode(payload.encode()).decode() +@cache +def fixture_exports(directory: Path) -> tuple[tuple[str, JsonValue], ...]: + return tuple((path.stem, JSON.validate_json(path.read_bytes())) for path in sorted(directory.glob("*.json"))) + + def fixture_replays( directory: Path, now_ms: int, namespace: str, response_pattern: re.Pattern[str] ) -> tuple[FixtureReplay, ...]: - exports: Final = tuple( - (path.stem, JSON.validate_json(path.read_bytes())) for path in sorted(directory.glob("*.json")) - ) + exports: Final = fixture_exports(directory) query_latest: Final = max( (max(timestamps(export)) for name, export in exports if name.startswith("query_")), default=0 ) @@ -236,15 +241,51 @@ def postgres_row(row: SpendLogRecord) -> LiteLLM_SpendLogsCreateWithoutRelations ) -async def seed() -> int: - from prisma import Prisma +class SeedOptions(BaseModel): + model_config = ConfigDict(frozen=True) + profile: Literal["default", "large"] + copies: int | None + batch_copies: int = 4 + timeout_seconds: float = 120 - fixtures: Final = spend_fixtures() - spends: Final = tuple(chain.from_iterable(rows for _, rows in fixtures)) + +def seed_arguments(argv: Sequence[str] | None = None) -> SeedOptions: + parser: Final = argparse.ArgumentParser(description="Replay tracing fixtures into a running local Lens stack") + parser.add_argument("--profile", choices=("default", "large"), default="default") + parser.add_argument( + "--copies", + type=int, + default=os.environ.get("LENS_DEV_SEED_COPIES"), + help="Override fixture copies (default: 1, large: 2000; env: LENS_DEV_SEED_COPIES)", + ) + parser.add_argument( + "--batch-copies", + type=int, + default=os.environ.get("LENS_DEV_SEED_BATCH_COPIES", "4"), + help="Copies per bulk insert (default: 4; env: LENS_DEV_SEED_BATCH_COPIES)", + ) + parser.add_argument("--timeout-seconds", type=float, default=os.environ.get("LENS_DEV_SEED_TIMEOUT_SECONDS", "120")) + arguments: Final = SeedOptions.model_validate(vars(parser.parse_args(argv))) + if arguments.copies is not None and arguments.copies < 1: + parser.error("--copies must be positive") + if arguments.batch_copies < 1: + parser.error("--batch-copies must be positive") + if not math.isfinite(arguments.timeout_seconds) or arguments.timeout_seconds <= 0: + parser.error("--timeout-seconds must be finite and positive") + return arguments + + +async def seed_batch( + client: httpx.AsyncClient, + storage: ClickHouseStorage, + database: Prisma, + replays: tuple[FixtureReplay, ...], + fixtures: tuple[tuple[str, tuple[SpendLogRecord, ...]], ...], + pattern: re.Pattern[str], + tenant: TenantIdentity | None, + verify: bool, +) -> TenantIdentity: by_name: Final = MappingProxyType(dict(fixtures)) - namespace: Final = uuid4().hex - pattern: Final = response_pattern(spends) - replays: Final = fixture_replays(TRACE_FIXTURES, time.time_ns() // 1_000_000, namespace, pattern) paired: Final = tuple( ( replay.name, @@ -254,45 +295,108 @@ async def seed() -> int: if replay.name in by_name ) rebased_spends: Final = tuple(chain.from_iterable(rows for _, rows in paired)) - master_key: Final = os.environ["LITELLM_MASTER_KEY"] - proxy_url: Final = os.environ.get("PROXY_BASE_URL", "http://127.0.0.1:4002") - async with httpx.AsyncClient( - base_url=proxy_url, headers={"Authorization": f"Bearer {master_key}"}, timeout=60 - ) as client: - for replay in replays: - ( - await client.post( - "/v1/traces", content=json.dumps(replay.export), headers={"Content-Type": "application/json"} - ) - ).raise_for_status() - storage: Final = ClickHouseStorage(trace_storage_config({})) - trace_id: Final = next(row["trace_id"] for row in rebased_spends if row["trace_id"]) - identity: Final = await storage.query_sql( - "SELECT DISTINCT TeamId AS team_id, ApiKeyHash AS api_key, UserId AS user " - f"FROM otel_traces WHERE TraceId = '{trace_id}'", - AllQueryScope(kind="all"), - master_key, - ) - tenant: Final = TenantIdentity.model_validate(identity.data[0]) - stamped_spends: Final[tuple[SpendLogRecord, ...]] = tuple( - {**row, "team_id": tenant.team_id, "api_key": tenant.api_key, "user": tenant.user} for row in rebased_spends - ) - await storage.insert_rows("spend_logs", stamped_spends) - async with Prisma() as database: - await database.litellm_spendlogs.create_many(data=[postgres_row(row) for row in stamped_spends]) + resolved_tenant: Final = await ingest_replays( + client, storage, replays, fixture_capture(*next((name, rows[0]) for name, rows in paired)).trace_id, tenant + ) + stamped_spends: Final[tuple[SpendLogRecord, ...]] = tuple( + {**row, "team_id": resolved_tenant.team_id, "api_key": resolved_tenant.api_key, "user": resolved_tenant.user} + for row in rebased_spends + ) + await storage.insert_rows("spend_logs", stamped_spends) + await database.litellm_spendlogs.create_many(data=[postgres_row(row) for row in stamped_spends]) + if verify: verified: Final = tuple(await asyncio.gather(*(verify_capture(client, name, rows) for name, rows in paired))) - sys.stdout.write( - json.dumps( - { - "trace_fixtures": tuple(replay.name for replay in replays), - "spend_rows": len(stamped_spends), - "captures": verified, - }, - indent=2, - ) - + "\n" + sys.stdout.write(json.dumps({"spend_rows": len(stamped_spends), "captures": verified}, indent=2) + "\n") + if not all(capture["verified"] for capture in verified): + raise RuntimeError("Seed spend verification failed") + return resolved_tenant + + +async def ingest_replays( + client: httpx.AsyncClient, + storage: ClickHouseStorage, + replays: tuple[FixtureReplay, ...], + trace_id: str, + tenant: TenantIdentity | None, +) -> TenantIdentity: + if tenant is not None: + await storage.insert_rows( + "otel_traces", bulk_span_rows(replays, Tenant(tenant.team_id, tenant.api_key, user_id=tenant.user)) ) - return 0 if all(capture["verified"] for capture in verified) else 1 + return tenant + for replay in replays: + ( + await client.post( + "/v1/traces", content=json.dumps(replay.export), headers={"Content-Type": "application/json"} + ) + ).raise_for_status() + identity: Final = await storage.query_sql( + "SELECT DISTINCT TeamId AS team_id, ApiKeyHash AS api_key, UserId AS user " + f"FROM otel_traces WHERE TraceId = '{trace_id}'", + AllQueryScope(kind="all"), + os.environ["LITELLM_MASTER_KEY"], + ) + return TenantIdentity.model_validate(identity.data[0]) + + +def bulk_span_rows(replays: tuple[FixtureReplay, ...], tenant: Tenant) -> tuple[Mapping[str, JsonValue], ...]: + return tuple( + chain.from_iterable( + span_rows(json.dumps(replay.export).encode(), "application/json", tenant) for replay in replays + ) + ) + + +def replay_batches( + count: int, now_ms: int, namespace: str, pattern: re.Pattern[str], batch_copies: int = 4 +) -> Iterator[tuple[int, tuple[FixtureReplay, ...]]]: + for start, stop in ((start, min(start + batch_copies, count)) for start in range(1, count, batch_copies)): + yield ( + stop, + tuple( + chain.from_iterable( + fixture_replays(TRACE_FIXTURES, now_ms - index * 1000, f"{namespace}-{index}", pattern) + for index in range(start, stop) + ) + ), + ) + + +async def seed( + profile: str = "default", copies: int | None = None, batch_copies: int = 4, timeout_seconds: float = 120 +) -> int: + from prisma import Prisma + + fixtures: Final = spend_fixtures() + pattern: Final = response_pattern(tuple(chain.from_iterable(rows for _, rows in fixtures))) + count: Final = copies if copies is not None else (2000 if profile == "large" else 1) + namespace: Final = uuid4().hex + now_ms: Final = time.time_ns() // 1_000_000 + storage: Final = ClickHouseStorage(trace_storage_config({})) + async with ( + httpx.AsyncClient( + base_url=os.environ.get("PROXY_BASE_URL", "http://127.0.0.1:4002"), + headers={"Authorization": f"Bearer {os.environ['LITELLM_MASTER_KEY']}"}, + timeout=timeout_seconds, + ) as client, + Prisma() as database, + ): + tenant: Final = await seed_batch( + client, + storage, + database, + fixture_replays(TRACE_FIXTURES, now_ms, namespace + "-0", pattern), + fixtures, + pattern, + None, + True, + ) + for stop, replays in replay_batches(count, now_ms, namespace, pattern, batch_copies): + await seed_batch(client, storage, database, replays, fixtures, pattern, tenant, stop == count) + sys.stdout.write(f"Seeded {stop}/{count} fixture copies\n") + sys.stdout.flush() + sys.stdout.write(f"Seed complete: profile={profile}, copies={count}, namespace={namespace}\n") + return 0 def fixture_capture(name: str, row: SpendLogRecord) -> FixtureCapture: @@ -307,7 +411,7 @@ def fixture_capture(name: str, row: SpendLogRecord) -> FixtureCapture: async def verify_capture( client: httpx.AsyncClient, name: str, rows: tuple[SpendLogRecord, ...] -) -> dict[str, JsonValue]: +) -> Mapping[str, JsonValue]: capture: Final = fixture_capture(name, rows[0]) detail: Final = await client.get(f"/v1/traces/{capture.trace_id}") detail.raise_for_status() @@ -320,9 +424,14 @@ async def verify_capture( "spend_rows": len(rows), "recorded_spend": expected, "trace_spend": actual, - "verified": math.isclose(actual, expected) if actual is not None else not (capture.spend_linked and capture.spend_complete), + "verified": math.isclose(actual, expected) + if actual is not None + else not (capture.spend_linked and capture.spend_complete), } if __name__ == "__main__": - raise SystemExit(asyncio.run(seed())) + arguments: Final = seed_arguments() + raise SystemExit( + asyncio.run(seed(arguments.profile, arguments.copies, arguments.batch_copies, arguments.timeout_seconds)) + ) diff --git a/terraform/provider/tools/endpointaudit/coverage_allowlist.txt b/terraform/provider/tools/endpointaudit/coverage_allowlist.txt index fe89257e83b..9305d2e109d 100644 --- a/terraform/provider/tools/endpointaudit/coverage_allowlist.txt +++ b/terraform/provider/tools/endpointaudit/coverage_allowlist.txt @@ -65,6 +65,7 @@ GET /user/spend/report # Admin UI helper endpoints; serve UI forms and caller-scoped views, not desired state GET /budget/settings +GET /credentials/{credential_name}/jwks GET /router/fields GET /guardrails/ui/add_guardrail_settings GET /guardrails/ui/category_yaml/{category_name} diff --git a/tests/e2e/llm_translation/test_cache_control_injection_tool_calls_e2e.py b/tests/e2e/llm_translation/test_cache_control_injection_tool_calls_e2e.py new file mode 100644 index 00000000000..1481185a601 --- /dev/null +++ b/tests/e2e/llm_translation/test_cache_control_injection_tool_calls_e2e.py @@ -0,0 +1,201 @@ +from __future__ import annotations + +from typing import Final, Literal, TypeAlias + +import pytest +from e2e_config import unique_marker +from e2e_http import Result, unwrap +from lifecycle import ResourceManager +from models import ( + CacheControl, + CacheControlInjectionPoint, + ChatAssistantTurn, + ChatBody, + ChatMessage, + ChatResponse, + ChatTool, + ChatToolFunction, + ChatToolResultTurn, + LiteLLMParamsBody, + TextContentPart, + ToolCall, + ToolCallFunction, +) +from passthrough_client import PassthroughClient + +pytestmark: Final = pytest.mark.e2e + +Backend: TypeAlias = Literal["azure_foundry", "vertex"] +AZURE_MODEL: Final[str] = "azure_ai/claude-haiku-4-5" +VERTEX_MODEL: Final[str] = "vertex_ai/claude-sonnet-5" +VERTEX_LOCATION: Final[str] = "global" + + +def _deployment_params(*, backend: Backend, inject_cache_control: bool) -> LiteLLMParamsBody: + cache_control_injection_points: Final = ( + [ + CacheControlInjectionPoint(location="message", role="system"), + CacheControlInjectionPoint(location="message", index=-1), + ] + if inject_cache_control + else None + ) + match backend: + case "azure_foundry": + return LiteLLMParamsBody( + model=AZURE_MODEL, + api_base="os.environ/AZURE_AI_API_BASE", + api_key="os.environ/AZURE_AI_API_KEY", + cache_control_injection_points=cache_control_injection_points, + ) + case "vertex": + return LiteLLMParamsBody( + model=VERTEX_MODEL, + vertex_project="os.environ/VERTEXAI_PROJECT", + vertex_location=VERTEX_LOCATION, + vertex_credentials="os.environ/VERTEXAI_CREDENTIALS", + cache_control_injection_points=cache_control_injection_points, + ) + + +def _register_deployment( + client: PassthroughClient, + resources: ResourceManager, + *, + backend: Backend, + marker: str, + inject_cache_control: bool, +) -> str: + model_name: Final[str] = f"e2e-cache-control-tool-calls-{backend}-{marker}" + model_id: Final[str] = client.proxy.create_model( + model_name, + _deployment_params(backend=backend, inject_cache_control=inject_cache_control), + provider_live=True, + ) + resources.defer(lambda: client.proxy.delete_model(model_id)) + return model_name + + +def _request(model: str, marker: str) -> ChatBody: + return ChatBody( + model=model, + messages=[ + ChatMessage(role="system", content="Use the provided tool results to answer the user."), + ChatMessage( + role="user", + content=[ + TextContentPart( + text="Look up the weather in London, Paris, and Tokyo.", + cache_control=CacheControl(), + ) + ], + ), + ChatAssistantTurn( + content="", + tool_calls=[ + ToolCall( + id="call_weather_london", + type="function", + function=ToolCallFunction(name="lookup_weather", arguments='{"city":"London"}'), + cache_control=CacheControl(), + ), + ToolCall( + id="call_weather_paris", + type="function", + function=ToolCallFunction(name="lookup_weather", arguments='{"city":"Paris"}'), + cache_control=CacheControl(), + ), + ToolCall( + id="call_weather_tokyo", + type="function", + function=ToolCallFunction(name="lookup_weather", arguments='{"city":"Tokyo"}'), + cache_control=CacheControl(), + ), + ], + ), + ChatToolResultTurn(tool_call_id="call_weather_london", content="London is sunny."), + ChatToolResultTurn(tool_call_id="call_weather_paris", content="Paris is cloudy."), + ChatToolResultTurn(tool_call_id="call_weather_tokyo", content="Tokyo is rainy."), + ChatMessage( + role="user", + content=f"Summarize the results in one word and do not call another tool. {marker}", + ), + ], + tools=[ + ChatTool( + function=ChatToolFunction( + name="lookup_weather", + description="Look up the weather in a city.", + parameters={ + "type": "object", + "properties": {"city": {"type": "string"}}, + "required": ["city"], + }, + ) + ) + ], + max_tokens=64, + ) + + +def _post_chat(client: PassthroughClient, key: str, body: ChatBody) -> Result[ChatResponse]: + return client.proxy.transport.post( + "/v1/chat/completions", + headers=client.proxy.transport.bearer(key), + json=body, + response_type=ChatResponse, + ) + + +def _assert_normal_completion(response: ChatResponse, model_name: str) -> None: + assert response.choices, f"{model_name}: chat completion returned no choices: {response}" + completion: Final = response.choices[0] + assert completion.finish_reason in ("stop", "length"), ( + f"{model_name}: unexpected finish reason: {completion.finish_reason}" + ) + assert ( + completion.message is not None + and completion.message.content is not None + and completion.message.content.strip() + ), f"{model_name}: chat completion returned no text: {completion.message}" + + +@pytest.mark.parametrize( + "backend", + (pytest.param("azure_foundry", id="azure-foundry"), pytest.param("vertex", id="vertex")), +) +@pytest.mark.provider_live +@pytest.mark.covers("llm.chat_completions.azure_foundry.basic.nonstream.works") +@pytest.mark.covers("llm.chat_completions.vertex.basic.nonstream.works") +class TestCacheControlInjectionToolCalls: + def test_injection_points_respect_cap_with_tool_call_marks( + self, client: PassthroughClient, resources: ResourceManager, backend: Backend + ) -> None: + marker: Final[str] = unique_marker() + model_name: Final[str] = _register_deployment( + client, + resources, + backend=backend, + marker=marker, + inject_cache_control=True, + ) + key: Final[str] = resources.key() + response: Final[ChatResponse] = unwrap(_post_chat(client, key, _request(model_name, marker))) + + _assert_normal_completion(response, model_name) + + def test_client_tool_call_marks_work_without_injection_points( + self, client: PassthroughClient, resources: ResourceManager, backend: Backend + ) -> None: + marker: Final[str] = unique_marker() + model_name: Final[str] = _register_deployment( + client, + resources, + backend=backend, + marker=marker, + inject_cache_control=False, + ) + key: Final[str] = resources.key() + response: Final[ChatResponse] = unwrap(_post_chat(client, key, _request(model_name, marker))) + + _assert_normal_completion(response, model_name) diff --git a/tests/e2e/migrations/lens_compose_smoke.sh b/tests/e2e/migrations/lens_compose_smoke.sh new file mode 100644 index 00000000000..69a13b58d88 --- /dev/null +++ b/tests/e2e/migrations/lens_compose_smoke.sh @@ -0,0 +1,143 @@ +#!/usr/bin/env bash +set -euo pipefail + +qa_dir=$(mktemp -d) +master_key="sk-$(openssl rand -hex 32)" +compose=(docker compose -p lens-compose-ci --env-file "$qa_dir/env" -f deploy/lens/stack.yaml) +cleanup() { + "${compose[@]}" --profile lens down -v --remove-orphans >/dev/null 2>&1 || true + rm -rf "$qa_dir" +} +trap cleanup EXIT +umask 077 +printf 'LITELLM_VERSION=0.0.0-lens-ci\nLITELLM_PORT=4418\nLITELLM_MASTER_KEY=%s\nLITELLM_SALT_KEY=sk-%s\n' \ + "$master_key" "$(openssl rand -hex 32)" > "$qa_dir/env" +printf 'POSTGRES_PASSWORD=%s:/?#@%%\nCLICKHOUSE_PASSWORD=%s:/?#@%%\n' \ + "$(openssl rand -hex 32)" "$(openssl rand -hex 32)" >> "$qa_dir/env" +docker tag "${LITELLM_IMAGE:?Set LITELLM_IMAGE to the built gateway image}" ghcr.io/berriai/litellm:0.0.0-lens-ci +docker build --build-arg LITELLM_RELEASE_TAG=v0.0.0-lens-ci -f deploy/lens/Dockerfile \ + -t ghcr.io/berriai/litellm-lens-worker:v0.0.0-lens-ci . +"${compose[@]}" up -d + +api() { + curl --fail-with-body --silent --show-error --max-time 30 \ + -H "Authorization: Bearer $master_key" -H 'Content-Type: application/json' \ + "http://127.0.0.1:4418$1" "${@:2}" +} +ready=false +for attempt in $(seq 1 90); do + if api /health/liveliness > /dev/null 2>&1; then ready=true; break; fi + sleep 2 +done +if [[ "$ready" != true ]]; then "${compose[@]}" logs litellm; exit 1; fi +trace_id=$(openssl rand -hex 16) +span_id=$(openssl rand -hex 8) +start_ns="$(date +%s)000000000" +jq -n --arg trace "$trace_id" --arg span "$span_id" --arg at "$start_ns" \ + '{resourceSpans:[{resource:{attributes:[{key:"service.name",value:{stringValue:"lens-compose-ci"}}]}, + scopeSpans:[{scope:{name:"lens-compose-ci"},spans:[{traceId:$trace,spanId:$span,name:"Compose trace", + kind:1,startTimeUnixNano:$at,endTimeUnixNano:$at, + attributes:[{key:"openinference.span.kind",value:{stringValue:"AGENT"}}],status:{code:1}}]}]}]}' \ + > "$qa_dir/trace.json" +api /v1/traces -d "@$qa_dir/trace.json" > /dev/null +trace_saved() { + for attempt in $(seq 1 60); do + if api "/v1/traces/$trace_id" > "$qa_dir/saved-trace.json" 2>/dev/null && \ + jq -e --arg trace "$trace_id" --arg span "$span_id" \ + '.summary.trace_id == $trace and any(.spans[]; .span_id == $span)' "$qa_dir/saved-trace.json" > /dev/null; then + return 0 + fi + sleep 2 + done + return 1 +} +trace_saved +api /key/generate -d '{"key_alias":"Lens Compose CI","models":["lens-compose-ci"],"max_budget":1}' > "$qa_dir/key.json" +key_id=$(jq -r '.token_id // empty' "$qa_dir/key.json") +if [[ -z "$key_id" ]]; then + key_id=$(jq -rj '.key' "$qa_dir/key.json" | openssl dgst -sha256 | awk '{print $NF}') +fi +jq -n --arg key "$key_id" '{name:"Lens Compose CI",analysis_key_id:$key}' > "$qa_dir/registration.json" +api /lens/workers/register -d "@$qa_dir/registration.json" > "$qa_dir/worker.json" +jq -e '.image == "ghcr.io/berriai/litellm-lens-worker:v0.0.0-lens-ci"' "$qa_dir/worker.json" > /dev/null +printf 'LENS_WORKER_TOKEN=%s\n' "$(jq -r '.token' "$qa_dir/worker.json")" >> "$qa_dir/env" +worker_id=$(jq -r '.worker.id' "$qa_dir/worker.json") +heartbeat_after=$(date -u +'%Y-%m-%dT%H:%M:%S') +"${compose[@]}" --profile lens up -d + +connected() { + for attempt in $(seq 1 60); do + if api /lens > "$qa_dir/lens.json" 2>/dev/null && \ + jq -e --arg id "$worker_id" --arg since "$heartbeat_after" \ + '.workers[] | select(.id == $id and .last_seen > $since)' "$qa_dir/lens.json" > /dev/null; then + return 0 + fi + sleep 2 + done + "${compose[@]}" --profile lens logs lens-worker + return 1 +} +connected +printf 'Fresh Compose stack: matching worker image and authenticated heartbeat passed\n' + +for target in db:5432 clickhouse:8123; do + service=${target%:*} + port=${target#*:} + address=$(docker inspect --format '{{range .NetworkSettings.Networks}}{{.IPAddress}}{{end}}' "$("${compose[@]}" ps -q "$service")") + "${compose[@]}" exec -T lens-worker python -c ' +import socket, sys +for host in (sys.argv[1], sys.argv[2]): + try: + connection = socket.create_connection((host, int(sys.argv[3])), timeout=2) + except OSError: + continue + connection.close() + raise SystemExit("Worker can reach a datastore directly") +' "$service" "$address" "$port" +done +printf 'Worker can reach the proxy but cannot connect directly to PostgreSQL or ClickHouse\n' + +status=$(curl --silent --show-error -o "$qa_dir/mismatch.json" -w '%{http_code}' -X POST \ + -H "Authorization: Bearer $(jq -r '.token' "$qa_dir/worker.json")" \ + 'http://127.0.0.1:4418/lens/worker/claim?protocol_version=4&worker_release=v0.0.0-old') +[[ "$status" == 409 ]] +jq -e '.detail | contains("Upgrade the Lens worker")' "$qa_dir/mismatch.json" > /dev/null + +"${compose[@]}" --profile lens restart litellm lens-worker +heartbeat_after=$(date -u +'%Y-%m-%dT%H:%M:%S') +connected +trace_saved +api /lens > "$qa_dir/restarted.json" +jq -e --arg id "$worker_id" --arg key "$key_id" \ + '.workers[] | select(.id == $id and .analysis_key_id == $key)' "$qa_dir/restarted.json" > /dev/null +printf 'Compose restart: trace, worker identity, token and billing assignment preserved; wrong release rejected\n' + +cat > "$qa_dir/unversioned.yaml" <<'EOF' +services: + litellm: + environment: + LITELLM_RELEASE_TAG: "" +EOF +"${compose[@]}" -f "$qa_dir/unversioned.yaml" up -d litellm +for attempt in $(seq 1 90); do + if api /health/liveliness > /dev/null 2>&1; then break; fi + sleep 2 +done +api /health/liveliness > /dev/null +status=$(curl --silent --show-error --max-time 30 -o "$qa_dir/unversioned-registration.json" -w '%{http_code}' \ + -H "Authorization: Bearer $master_key" -H 'Content-Type: application/json' \ + -d "@$qa_dir/registration.json" 'http://127.0.0.1:4418/lens/workers/register') +[[ "$status" == 503 ]] +jq -e '.detail | contains("no release identity")' "$qa_dir/unversioned-registration.json" > /dev/null +status=$(curl --silent --show-error --max-time 30 -o "$qa_dir/unversioned-claim.json" -w '%{http_code}' -X POST \ + -H "Authorization: Bearer $(jq -r '.token' "$qa_dir/worker.json")" \ + 'http://127.0.0.1:4418/lens/worker/claim?protocol_version=4&worker_release=') +[[ "$status" == 503 ]] +jq -e '.detail | contains("no release identity")' "$qa_dir/unversioned-claim.json" > /dev/null +api /lens > "$qa_dir/unversioned-workers.json" +jq -e --arg id "$worker_id" '.workers | length == 1 and .[0].id == $id' "$qa_dir/unversioned-workers.json" > /dev/null +"${compose[@]}" up -d litellm +heartbeat_after=$(date -u +'%Y-%m-%dT%H:%M:%S') +connected +trace_saved +printf 'Unversioned gateway: setup and claims refused without guessing; original worker and trace recovered\n' diff --git a/tests/e2e/models.py b/tests/e2e/models.py index e027c410e44..90fe04ae896 100644 --- a/tests/e2e/models.py +++ b/tests/e2e/models.py @@ -294,6 +294,7 @@ class ToolCall(BaseModel): id: str | None = None type: str | None = None function: ToolCallFunction = ToolCallFunction() + cache_control: CacheControl | None = None class ThinkingBlock(BaseModel): @@ -1233,6 +1234,12 @@ class FineTuningJobsResponse(BaseModel): # ---------- model management ---------- +class CacheControlInjectionPoint(BaseModel): + location: Literal["message"] + role: str | None = None + index: int | None = None + + class LiteLLMParamsBody(BaseModel): """POST /model/new litellm_params: `model` is the only required field; `api_key` et al may be an `os.environ/FOO` reference the proxy resolves at call time. @@ -1291,6 +1298,7 @@ class LiteLLMParamsBody(BaseModel): max_retries: int | None = None cooldown_time: float | None = None extra_body: DeploymentExtraBody | None = None + cache_control_injection_points: list[CacheControlInjectionPoint] | None = None tpm: int | None = None weight: int | None = None order: int | None = None diff --git a/tests/integration/README.md b/tests/integration/README.md index ef418c50759..fe31e215f8a 100644 --- a/tests/integration/README.md +++ b/tests/integration/README.md @@ -20,6 +20,8 @@ There is no per-node manifest. A positional argument is a file of the group or a Provider sentinels currently use the controlled server, not live recordings. The provider shard also runs the existing strict replay controls for changed requests, exhausted interactions, leftover interactions and no provider connection. Future recorded scenarios must use that replay-only implementation; missing recordings cannot fall back to a real provider. The observation endpoint is destructive and the current selection runs serially against one owned upstream +Translation tests in `translation/` compare exact provider requests and LiteLLM responses against a shared fake provider; `translation/README.md` has their rules + Fixtures must contain synthetic data only. Keep private incident records and source documents out of code, fixtures, logs and PR descriptions Database cases own their temporary schemas, roles, constraints and proxy processes. They prove reader-versus-writer execution with PostgreSQL lock observations, exercise real transaction wait limits and verify rollback after a reached database failure diff --git a/tests/integration/_support/manifest.py b/tests/integration/_support/manifest.py index a4a86a21568..fb17ebb3864 100644 --- a/tests/integration/_support/manifest.py +++ b/tests/integration/_support/manifest.py @@ -11,6 +11,7 @@ OWNED_DIRECTORIES: Final = frozenset( "providers", "streaming", "messages_endpoint", + "translation", "configuration", "mcp", "observability", diff --git a/tests/integration/_support/process.py b/tests/integration/_support/process.py index 0d199770181..3d76c7881e1 100644 --- a/tests/integration/_support/process.py +++ b/tests/integration/_support/process.py @@ -1,3 +1,4 @@ +import errno import os import signal import socket @@ -112,6 +113,7 @@ def _stop(process: subprocess.Popen[bytes]) -> None: _PORT_ATTEMPTS: Final = 3 +_BIND_COLLISION: Final = os.strerror(errno.EADDRINUSE) def _free_port() -> int: @@ -142,8 +144,8 @@ def _launch(command: tuple[str, ...], root: Path, environment: Mapping[str, str] return _Launch(process, port, log_path) -def _lost_port_race(launch: _Launch) -> bool: - return launch.process.poll() is not None and "address already in use" in launch.log.read_text() +def _lost_port_race(exit_code: int | None, log: Path) -> bool: + return exit_code is not None and _BIND_COLLISION in log.read_text() def _wait_until_ready(launch: _Launch) -> None: @@ -165,13 +167,14 @@ def _launch_until_bound( launch: Final = _launch(command, root, environment, output) try: _wait_until_ready(launch) - assert launch.process.poll() is None or (attempts > 1 and _lost_port_race(launch)), ( + exit_code: Final = launch.process.poll() + assert exit_code is None or (attempts > 1 and _lost_port_race(exit_code, launch.log)), ( "Owned proxy exited before readiness" ) except BaseException: _stop(launch.process) raise - if launch.process.poll() is None: + if exit_code is None: return launch _stop(launch.process) return _launch_until_bound(command, root, environment, output, attempts - 1) diff --git a/tests/integration/_support/provider.py b/tests/integration/_support/provider.py new file mode 100644 index 00000000000..278cd054c61 --- /dev/null +++ b/tests/integration/_support/provider.py @@ -0,0 +1,44 @@ +"""The fake provider shared by every integration test that takes the `provider` fixture. + +Deployments in `proxy_config.yaml` point at `PROVIDER_URL`, so one server answers for all of them. A test +queues the replies it expects with `expect` and reads what the proxy sent with `received`. Tests run one at a +time against it; the `provider` fixture checks nothing is left over between tests. +""" + +from __future__ import annotations + +from collections import deque +from collections.abc import Iterator +from contextlib import contextmanager +from dataclasses import dataclass, field +from typing import Final + +from tests.integration._support.wire import Reply, Request, Wire, wire_server + +PROVIDER_PORT: Final = 8191 +PROVIDER_URL: Final = f"http://127.0.0.1:{PROVIDER_PORT}" +_UNQUEUED: Final = Reply(status=500, body=b'{"error": "the shared fake provider has no reply queued for this request"}') + + +@dataclass(slots=True) +class SharedProvider: + wire: Wire + replies: deque[Reply] + last_test: str | None = field(default=None) + + def expect(self, *replies: Reply) -> None: + self.replies.extend(replies) + + def received(self) -> tuple[Request, ...]: + return self.wire.drain() + + +@contextmanager +def shared_provider() -> Iterator[SharedProvider]: + replies: Final[deque[Reply]] = deque() + + def respond(request: Request) -> Reply: + return replies.popleft() if replies else _UNQUEUED + + with wire_server(respond, port=PROVIDER_PORT) as wire: + yield SharedProvider(wire, replies) diff --git a/tests/integration/_support/vertex.py b/tests/integration/_support/vertex.py new file mode 100644 index 00000000000..af7178fa6e9 --- /dev/null +++ b/tests/integration/_support/vertex.py @@ -0,0 +1,31 @@ +from __future__ import annotations + +import json +from typing import Final + +from cryptography.hazmat.primitives import serialization +from cryptography.hazmat.primitives.asymmetric import rsa + + +def service_account_json(project: str, token_url: str) -> str: + private_key: Final = ( + rsa.generate_private_key(public_exponent=65537, key_size=2048) + .private_bytes( + serialization.Encoding.PEM, + serialization.PrivateFormat.PKCS8, + serialization.NoEncryption(), + ) + .decode() + ) + return json.dumps( + { + "type": "service_account", + "project_id": project, + "private_key_id": "scripted", + "private_key": private_key, + "client_email": f"scripted@{project}.iam.gserviceaccount.com", + "client_id": "0", + "auth_uri": f"{token_url}/_oauth/authorize", + "token_uri": f"{token_url}/_oauth/token", + } + ) diff --git a/tests/integration/authorization/_hidden_alias_budget.py b/tests/integration/authorization/_hidden_alias_budget.py new file mode 100644 index 00000000000..eb099e56026 --- /dev/null +++ b/tests/integration/authorization/_hidden_alias_budget.py @@ -0,0 +1,423 @@ +import json +import os +import uuid +from collections import Counter +from collections.abc import Callable, Generator, Mapping +from concurrent.futures import ThreadPoolExecutor +from contextlib import contextmanager +from dataclasses import dataclass +from hashlib import sha256 +from types import MappingProxyType +from typing import Final + +import httpx +from anthropic import Anthropic, AsyncAnthropic +from integration._support.anthropic_thinking import JSON_LIST, JSON_OBJECT +from integration._support.client import ( + GATEWAY_LIMITS, + Gateway, + Scenario, + eventually, + gateway_from_environment, + object_value, +) +from integration._support.database import read_rows +from integration._support.upstream import delete_scenario, register_scenario +from integration.cost_calculation.cost_tracking_case import JsonResponse, SseResponse +from openai import AsyncOpenAI, OpenAI +from pydantic import JsonValue + +BUDGET: Final = 0.05 +CHAT_REPLY: Final = "Hello! This is a mock response from the fake OpenAI endpoint." +RESPONSES_REPLY: Final = "free reply" +BUDGET_EXCEEDED: Final = 422 +GATEWAY_BURST: Final = 24 +PEER_BURST: Final = 4 +SPEND_MARKER_HEADER: Final = "x-litellm-spend-logs-metadata" +PROXY_BUDGET_USER: Final = "litellm-proxy-budget" + +_RESPONSE: Final[JsonValue] = { + "id": "resp_$UNIQUE_ID", + "object": "response", + "created_at": 1, + "status": "completed", + "model": "gpt-4o-mini", + "output": [ + { + "id": "msg_$UNIQUE_ID", + "type": "message", + "role": "assistant", + "status": "completed", + "content": [{"type": "output_text", "text": RESPONSES_REPLY, "annotations": []}], + } + ], + "usage": {"input_tokens": 20, "output_tokens": 20, "total_tokens": 40}, +} +_RESPONSE_EVENTS: Final[tuple[Mapping[str, JsonValue], ...]] = ( + { + "type": "response.created", + "sequence_number": 0, + "response": {**_RESPONSE, "status": "in_progress", "output": []}, + }, + { + "type": "response.output_text.delta", + "sequence_number": 1, + "item_id": "msg_$UNIQUE_ID", + "output_index": 0, + "content_index": 0, + "delta": RESPONSES_REPLY, + }, + {"type": "response.completed", "sequence_number": 2, "response": _RESPONSE}, +) + + +@dataclass(frozen=True, slots=True) +class AliasRig: + gateway: Gateway + peer: Gateway + free: str + paid: str + failing_free: str + failing_provider_model: str + hidden_free: str + visible_free: str + hidden_paid: str + hidden_responses: str + hidden_responses_stream: str + hidden_failing: str + shown_free: str + null_hidden_free: str + hidden_unpriced: str + hidden_missing: str + + +def base_url(candidate: Gateway) -> str: + return str(candidate.client.base_url).rstrip("/") + + +def spend_marker(marker: str) -> Mapping[str, str]: + return {SPEND_MARKER_HEADER: json.dumps({"marker": marker})} + + +def fresh_post(candidate: Gateway, path: str, body: Mapping[str, JsonValue], key: str, marker: str) -> httpx.Response: + return httpx.post( + f"{base_url(candidate)}{path}", + json=dict(body), + headers={"Authorization": f"Bearer {key}", **spend_marker(marker)}, + timeout=60, + trust_env=False, + ) + + +NO_EXTRA: Final[Mapping[str, JsonValue]] = MappingProxyType({}) + + +def chat_body(model: JsonValue, marker: str, extra: Mapping[str, JsonValue] = NO_EXTRA) -> Mapping[str, JsonValue]: + return {"model": model, "messages": [{"role": "user", "content": marker}], **extra} + + +def fresh_chat( + candidate: Gateway, model: str, key: str, marker: str, extra: Mapping[str, JsonValue] = NO_EXTRA +) -> httpx.Response: + return fresh_post(candidate, "/v1/chat/completions", chat_body(model, marker, extra), key, marker) + + +def fresh_response( + candidate: Gateway, model: str, key: str, marker: str, extra: Mapping[str, JsonValue] = NO_EXTRA +) -> httpx.Response: + return fresh_post(candidate, "/v1/responses", {"model": model, "input": marker, **extra}, key, marker) + + +def fresh_message( + candidate: Gateway, model: str, key: str, marker: str, extra: Mapping[str, JsonValue] = NO_EXTRA +) -> httpx.Response: + return fresh_post( + candidate, + "/v1/messages", + {"model": model, "max_tokens": 16, "messages": [{"role": "user", "content": marker}], **extra}, + key, + marker, + ) + + +def statuses(send: Callable[[str], httpx.Response], count: int) -> frozenset[int]: + markers: Final = tuple(uuid.uuid4().hex for _ in range(count)) + with ThreadPoolExecutor(max_workers=count) as pool: + return frozenset(response.status_code for response in pool.map(send, markers)) + + +def error_type(response: httpx.Response) -> str: + return str(object_value(JSON_OBJECT.validate_json(response.content)["error"])["type"]) + + +def settle( + send: Callable[[str], httpx.Response], status: int, *, burst: int = GATEWAY_BURST, seconds: float = 60 +) -> None: + eventually( + lambda: statuses(send, burst) | statuses(send, burst), + lambda seen: seen == frozenset({status}), + seconds=seconds, + ) + + +def chat_statuses( + candidate: Gateway, model: str, key: str, count: int, extra: Mapping[str, JsonValue] = NO_EXTRA +) -> frozenset[int]: + return statuses(lambda marker: fresh_chat(candidate, model, key, marker, extra), count) + + +def settle_candidate( + candidate: Gateway, + model: str, + key: str, + status: int, + *, + burst: int = GATEWAY_BURST, + seconds: float = 60, + extra: Mapping[str, JsonValue] = NO_EXTRA, +) -> None: + settle(lambda marker: fresh_chat(candidate, model, key, marker, extra), status, burst=burst, seconds=seconds) + + +def settle_chat( + rig: AliasRig, + model: str, + key: str, + status: int, + *, + seconds: float = 60, + extra: Mapping[str, JsonValue] = NO_EXTRA, +) -> None: + settle_candidate(rig.gateway, model, key, status, seconds=seconds, extra=extra) + settle_candidate(rig.peer, model, key, status, burst=PEER_BURST, seconds=seconds, extra=extra) + + +def exhausted_key(rig: AliasRig, scenario: Scenario) -> str: + key: Final = scenario.key(max_budget=BUDGET) + first: Final = fresh_chat(rig.gateway, rig.paid, key, "exhaust-" + uuid.uuid4().hex) + assert first.status_code == 200, first.text + settle_chat(rig, rig.paid, key, BUDGET_EXCEEDED) + return key + + +def upstream_requests(upstream_url: str) -> tuple[str, ...]: + drained: Final = JSON_OBJECT.validate_json( + httpx.get(f"{upstream_url}/__observations", timeout=15, trust_env=False).content + ) + return tuple(json.dumps(entry) for entry in JSON_LIST.validate_python(drained["requests"])) + + +def upstream_hits(observed: tuple[str, ...], marker: str) -> int: + return sum(1 for entry in observed if marker in entry) + + +def script_provider(rig: AliasRig, failures: int) -> None: + scripted: Final = httpx.post( + f"{rig.gateway.upstream_url}/__scripts/{rig.failing_provider_model}", + json={"statuses": [500] * failures}, + timeout=15, + trust_env=False, + ) + assert scripted.status_code == 200, scripted.text + + +def clear_provider_script(rig: AliasRig) -> None: + cleared: Final = httpx.delete( + f"{rig.gateway.upstream_url}/__scripts/{rig.failing_provider_model}", timeout=15, trust_env=False + ) + assert cleared.status_code in (200, 404), cleared.text + + +def spend_rows(key: str) -> tuple[Mapping[str, JsonValue], ...]: + return tuple( + read_rows( + "SELECT request_id, spend, model_group, status, call_type, " + "metadata->'spend_logs_metadata'->>'marker' AS marker " + 'FROM "LiteLLM_SpendLogs" WHERE api_key = %s', + (sha256(key.encode()).hexdigest(),), + ) + ) + + +def landed(key: str, marker: str) -> tuple[Mapping[str, JsonValue], ...]: + return tuple(row for row in spend_rows(key) if row["marker"] == marker) + + +def landed_once(key: str, marker: str) -> Mapping[str, JsonValue]: + rows: Final = eventually(lambda: landed(key, marker), lambda found: len(found) >= 1, seconds=70) + assert len(rows) == 1, rows + return rows[0] + + +def marker_counts(key: str, markers: frozenset[str]) -> Mapping[str, int]: + return dict(Counter(str(row["marker"]) for row in spend_rows(key) if row["marker"] in markers)) + + +def landed_all_once(key: str, markers: frozenset[str]) -> tuple[Mapping[str, JsonValue], ...]: + counts: Final = eventually( + lambda: marker_counts(key, markers), lambda found: frozenset(found) == markers, seconds=90 + ) + assert counts == dict.fromkeys(markers, 1), counts + return tuple(row for row in spend_rows(key) if row["marker"] in markers) + + +def assert_free_row(row: Mapping[str, JsonValue], model_group: str) -> None: + assert float(str(row["spend"])) == 0.0, row + assert row["model_group"] == model_group, row + assert row["status"] == "success", row + + +def alias_map(gateway: Gateway) -> Mapping[str, JsonValue]: + current: Final = object_value(gateway.get("/router/settings")["current_values"]).get("model_group_alias") + return object_value(current) if current is not None else {} + + +def write_aliases(gateway: Gateway, aliases: Mapping[str, JsonValue]) -> None: + gateway.post("/config/update", {"router_settings": {"model_group_alias": dict(aliases)}}) + + +def install_aliases(gateway: Gateway, aliases: Mapping[str, JsonValue]) -> None: + write_aliases(gateway, {**alias_map(gateway), **aliases}) + + +def remove_aliases(gateway: Gateway, names: frozenset[str]) -> None: + write_aliases(gateway, {name: target for name, target in alias_map(gateway).items() if name not in names}) + + +def hidden(group: str) -> JsonValue: + return {"model": group, "hidden": True} + + +def openai_client(candidate: Gateway, key: str) -> OpenAI: + return OpenAI( + api_key=key, + base_url=base_url(candidate) + "/v1", + max_retries=0, + http_client=httpx.Client(timeout=60, trust_env=False), + ) + + +def async_openai_client(candidate: Gateway, key: str) -> AsyncOpenAI: + return AsyncOpenAI( + api_key=key, + base_url=base_url(candidate) + "/v1", + max_retries=0, + http_client=httpx.AsyncClient(timeout=60, trust_env=False), + ) + + +def anthropic_client(candidate: Gateway, key: str) -> Anthropic: + return Anthropic( + api_key=key, + base_url=base_url(candidate), + max_retries=0, + http_client=httpx.Client(timeout=60, trust_env=False), + ) + + +def async_anthropic_client(candidate: Gateway, key: str) -> AsyncAnthropic: + return AsyncAnthropic( + api_key=key, + base_url=base_url(candidate), + max_retries=0, + http_client=httpx.AsyncClient(timeout=60, trust_env=False), + ) + + +def _zero_cost_responses_group( + scenario: Scenario, gateway: Gateway, name: str, response: JsonResponse | SseResponse +) -> str: + handle: Final = register_scenario(name, response, control_url=gateway.upstream_url) + scenario.cleanups.callback(delete_scenario, handle) + return scenario.model(api_base=f"{handle.api_base()}/v1", input_cost_per_token=0, output_cost_per_token=0) + + +def settle_responses( + rig: AliasRig, model: str, key: str, status: int, extra: Mapping[str, JsonValue] = NO_EXTRA +) -> None: + settle(lambda marker: fresh_response(rig.gateway, model, key, marker, extra), status) + settle(lambda marker: fresh_response(rig.peer, model, key, marker, extra), status, burst=PEER_BURST) + + +def _await_rig(rig: AliasRig) -> None: + admin: Final = rig.gateway.key + for model in ( + rig.hidden_free, + rig.visible_free, + rig.hidden_paid, + rig.hidden_failing, + rig.shown_free, + rig.null_hidden_free, + rig.hidden_unpriced, + ): + settle_chat(rig, model, admin, 200) + settle_responses(rig, rig.hidden_responses, admin, 200) + settle_responses(rig, rig.hidden_responses_stream, admin, 200, extra={"stream": True}) + + +@contextmanager +def alias_rig() -> Generator[AliasRig]: + suffix: Final = uuid.uuid4().hex[:12] + with ( + gateway_from_environment() as gateway, + httpx.Client( + base_url=os.environ["INTEGRATION_PEER_URL"], timeout=15, trust_env=False, limits=GATEWAY_LIMITS + ) as peer_client, + gateway.scenario() as scenario, + ): + free: Final = scenario.model(input_cost_per_token=0, output_cost_per_token=0) + paid: Final = scenario.model(input_cost_per_token=0.001, output_cost_per_token=0.002) + unpriced: Final = scenario.model() + failing_provider_model: Final = f"hidden-alias-failing-{suffix}" + failing_free: Final = scenario.model( + model=f"openai/{failing_provider_model}", input_cost_per_token=0, output_cost_per_token=0 + ) + responses_free: Final = _zero_cost_responses_group( + scenario, + gateway, + f"hidden-alias-json-{suffix}", + JsonResponse(content_type="application/json", body=_RESPONSE), + ) + responses_stream_free: Final = _zero_cost_responses_group( + scenario, + gateway, + f"hidden-alias-sse-{suffix}", + SseResponse( + content_type="text/event-stream", + frames=tuple(f"event: {event['type']}\ndata: {json.dumps(event)}" for event in _RESPONSE_EVENTS), + ), + ) + rig: Final = AliasRig( + gateway=gateway, + peer=Gateway(peer_client, gateway.key, gateway.upstream_url), + free=free, + paid=paid, + failing_free=failing_free, + failing_provider_model=failing_provider_model, + hidden_free=f"hidden-free-{suffix}", + visible_free=f"visible-free-{suffix}", + hidden_paid=f"hidden-paid-{suffix}", + hidden_responses=f"hidden-responses-{suffix}", + hidden_responses_stream=f"hidden-responses-stream-{suffix}", + hidden_failing=f"hidden-failing-{suffix}", + shown_free=f"shown-free-{suffix}", + null_hidden_free=f"null-hidden-free-{suffix}", + hidden_unpriced=f"hidden-unpriced-{suffix}", + hidden_missing=f"hidden-missing-{suffix}", + ) + aliases: Final[Mapping[str, JsonValue]] = { + rig.hidden_free: hidden(free), + rig.visible_free: free, + rig.hidden_paid: hidden(paid), + rig.hidden_responses: hidden(responses_free), + rig.hidden_responses_stream: hidden(responses_stream_free), + rig.hidden_failing: hidden(failing_free), + rig.shown_free: {"model": free, "hidden": False}, + rig.null_hidden_free: {"model": free, "hidden": None}, + rig.hidden_unpriced: hidden(unpriced), + rig.hidden_missing: hidden(f"missing-group-{suffix}"), + } + install_aliases(gateway, aliases) + scenario.cleanups.callback(remove_aliases, gateway, frozenset(aliases)) + _await_rig(rig) + yield rig diff --git a/tests/integration/authorization/test_hidden_alias_budget_bypass.py b/tests/integration/authorization/test_hidden_alias_budget_bypass.py new file mode 100644 index 00000000000..46d0852ca8a --- /dev/null +++ b/tests/integration/authorization/test_hidden_alias_budget_bypass.py @@ -0,0 +1,577 @@ +import json +import math +import uuid +from collections.abc import Iterator, Mapping +from pathlib import Path +from typing import Final + +import httpx +import pytest +import yaml +from integration._support.anthropic_thinking import JSON_OBJECT +from integration._support.client import Gateway, object_value +from integration._support.process import owned_proxy +from integration.authorization._hidden_alias_budget import ( + BUDGET, + BUDGET_EXCEEDED, + CHAT_REPLY, + PROXY_BUDGET_USER, + RESPONSES_REPLY, + AliasRig, + alias_rig, + anthropic_client, + assert_free_row, + async_anthropic_client, + async_openai_client, + base_url, + chat_statuses, + clear_provider_script, + error_type, + exhausted_key, + fresh_chat, + hidden, + install_aliases, + landed, + landed_once, + openai_client, + remove_aliases, + script_provider, + settle_candidate, + settle_chat, + spend_marker, + upstream_hits, + upstream_requests, +) +from pydantic import JsonValue + +pytestmark: Final = pytest.mark.timeout(240) + + +@pytest.fixture(scope="module") +def rig() -> Iterator[AliasRig]: + with alias_rig() as built: + yield built + + +def test_exhausted_key_reaches_hidden_free_alias_through_openai_chat(rig: AliasRig) -> None: + marker: Final = "chat-sync-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + with openai_client(rig.gateway, key) as client: + completion: Final = client.chat.completions.create( + model=rig.hidden_free, + messages=[{"role": "user", "content": marker}], + extra_headers=spend_marker(marker), + ) + assert completion.choices[0].message.content == CHAT_REPLY, completion + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + row: Final = landed_once(key, marker) + assert row["request_id"] == completion.id, row + assert_free_row(row, rig.hidden_free) + + +async def test_exhausted_key_reaches_hidden_free_alias_through_streamed_openai_chat(rig: AliasRig) -> None: + marker: Final = "chat-stream-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + async with async_openai_client(rig.gateway, key) as client: + stream: Final = await client.chat.completions.create( + model=rig.hidden_free, + messages=[{"role": "user", "content": marker}], + stream=True, + stream_options={"include_usage": True}, + extra_headers=spend_marker(marker), + ) + chunks: Final = tuple([chunk async for chunk in stream]) + assert "".join(chunk.choices[0].delta.content or "" for chunk in chunks if chunk.choices) == CHAT_REPLY + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + row: Final = landed_once(key, marker) + assert row["request_id"] == chunks[0].id, row + assert_free_row(row, rig.hidden_free) + + +def test_exhausted_key_reaches_hidden_free_alias_through_anthropic_messages(rig: AliasRig) -> None: + marker: Final = "messages-sync-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + with anthropic_client(rig.gateway, key) as client: + message: Final = client.messages.create( + model=rig.hidden_responses, + max_tokens=16, + messages=[{"role": "user", "content": marker}], + extra_headers=spend_marker(marker), + ) + assert [block.text for block in message.content if block.type == "text"] == [RESPONSES_REPLY], message + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + row: Final = landed_once(key, marker) + assert row["request_id"] == message.id, row + assert_free_row(row, rig.hidden_responses) + + +async def test_exhausted_key_reaches_hidden_free_alias_through_streamed_anthropic_messages(rig: AliasRig) -> None: + marker: Final = "messages-stream-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + async with ( + async_anthropic_client(rig.gateway, key) as client, + client.messages.stream( + model=rig.hidden_responses_stream, + max_tokens=16, + messages=[{"role": "user", "content": marker}], + extra_headers=spend_marker(marker), + ) as stream, + ): + text: Final = "".join([piece async for piece in stream.text_stream]) + final: Final = await stream.get_final_message() + assert text == RESPONSES_REPLY, final + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + row: Final = landed_once(key, marker) + assert row["request_id"] == final.id, row + assert_free_row(row, rig.hidden_responses_stream) + + +def test_exhausted_key_reaches_hidden_free_alias_through_openai_responses(rig: AliasRig) -> None: + marker: Final = "responses-sync-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + with openai_client(rig.gateway, key) as client: + response: Final = client.responses.create( + model=rig.hidden_responses, input=marker, extra_headers=spend_marker(marker) + ) + assert response.output_text == RESPONSES_REPLY, response + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + row: Final = landed_once(key, marker) + assert row["request_id"] == response.id, row + assert_free_row(row, rig.hidden_responses) + + +async def test_exhausted_key_reaches_hidden_free_alias_through_streamed_openai_responses(rig: AliasRig) -> None: + marker: Final = "responses-stream-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + async with async_openai_client(rig.gateway, key) as client: + stream: Final = await client.responses.create( + model=rig.hidden_responses_stream, input=marker, stream=True, extra_headers=spend_marker(marker) + ) + events: Final = tuple([event async for event in stream]) + assert events[-1].type == "response.completed", events + assert "".join(event.delta for event in events if event.type == "response.output_text.delta") == RESPONSES_REPLY + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + assert_free_row(landed_once(key, marker), rig.hidden_responses_stream) + + +def _assert_raw_chat_served(rig: AliasRig, candidate: Gateway, key: str) -> None: + marker: Final = "raw-" + uuid.uuid4().hex + response: Final = fresh_chat(candidate, rig.hidden_free, key, marker) + assert response.status_code == 200, response.text + assert response.json()["choices"][0]["message"]["content"] == CHAT_REPLY, response.text + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + row: Final = landed_once(key, marker) + assert row["request_id"] == response.json()["id"], row + assert_free_row(row, rig.hidden_free) + + +def test_exhausted_key_reaches_hidden_free_alias_over_raw_http_on_both_replicas(rig: AliasRig) -> None: + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + _assert_raw_chat_served(rig, rig.gateway, key) + _assert_raw_chat_served(rig, rig.peer, key) + + +def _duplicate_model_post(rig: AliasRig, key: str, first: str, last: str, marker: str) -> httpx.Response: + messages: Final = json.dumps([{"role": "user", "content": marker}]) + return httpx.post( + f"{base_url(rig.gateway)}/v1/chat/completions", + content=f'{{"model": {json.dumps(first)}, "model": {json.dumps(last)}, "messages": {messages}}}'.encode(), + headers={"Authorization": f"Bearer {key}", "Content-Type": "application/json", **spend_marker(marker)}, + timeout=60, + trust_env=False, + ) + + +def test_duplicate_model_field_is_judged_by_its_last_value(rig: AliasRig) -> None: + free_marker: Final = "duplicate-free-" + uuid.uuid4().hex + paid_marker: Final = "duplicate-paid-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + served: Final = _duplicate_model_post(rig, key, rig.hidden_paid, rig.hidden_free, free_marker) + assert served.status_code == 200, served.text + refused: Final = _duplicate_model_post(rig, key, rig.hidden_free, rig.hidden_paid, paid_marker) + assert refused.status_code == BUDGET_EXCEEDED, refused.text + observed: Final = upstream_requests(rig.gateway.upstream_url) + assert upstream_hits(observed, free_marker) == 1 + assert upstream_hits(observed, paid_marker) == 0 + assert_free_row(landed_once(key, free_marker), rig.hidden_free) + + +def test_provider_failure_behind_hidden_free_alias_reaches_the_caller(rig: AliasRig) -> None: + failed_marker: Final = "provider-failure-" + uuid.uuid4().hex + recovered_marker: Final = "provider-recovered-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + scenario.cleanups.callback(clear_provider_script, rig) + script_provider(rig, 1) + failed: Final = fresh_chat(rig.gateway, rig.hidden_failing, key, failed_marker) + assert failed.status_code == 500, failed.text + assert "Controlled provider failure" in failed.text, failed.text + assert "budget" not in failed.text.lower(), failed.text + clear_provider_script(rig) + recovered: Final = fresh_chat(rig.gateway, rig.hidden_failing, key, recovered_marker) + assert recovered.status_code == 200, recovered.text + observed: Final = upstream_requests(rig.gateway.upstream_url) + assert upstream_hits(observed, failed_marker) == 1 + assert upstream_hits(observed, recovered_marker) == 1 + assert_free_row(landed_once(key, recovered_marker), rig.hidden_failing) + + +def test_exhausted_user_budget_still_reaches_hidden_free_alias(rig: AliasRig) -> None: + with rig.gateway.scenario() as scenario: + user: Final = scenario.user(max_budget=BUDGET) + key: Final = scenario.key(user_id=user, max_budget=5.0) + first: Final = fresh_chat(rig.gateway, rig.paid, key, "user-exhaust-" + uuid.uuid4().hex) + assert first.status_code == 200, first.text + settle_chat(rig, rig.paid, key, BUDGET_EXCEEDED, seconds=90) + assert chat_statuses(rig.gateway, rig.hidden_free, key, 8) == {200} + assert chat_statuses(rig.peer, rig.hidden_free, key, 8) == {200} + settle_chat(rig, rig.hidden_paid, key, BUDGET_EXCEEDED, seconds=90) + refused: Final = fresh_chat(rig.gateway, rig.hidden_paid, key, "user-refused-" + uuid.uuid4().hex) + assert f"User={user}" in refused.text, refused.text + + +def test_exhausted_team_budget_still_reaches_hidden_free_alias(rig: AliasRig) -> None: + with rig.gateway.scenario() as scenario: + team: Final = scenario.team(max_budget=BUDGET) + key: Final = scenario.key(team_id=team, max_budget=5.0) + first: Final = fresh_chat(rig.gateway, rig.paid, key, "team-exhaust-" + uuid.uuid4().hex) + assert first.status_code == 200, first.text + settle_chat(rig, rig.paid, key, BUDGET_EXCEEDED, seconds=90) + assert chat_statuses(rig.gateway, rig.hidden_free, key, 8) == {200} + assert chat_statuses(rig.peer, rig.hidden_free, key, 8) == {200} + settle_chat(rig, rig.hidden_paid, key, BUDGET_EXCEEDED, seconds=90) + refused: Final = fresh_chat(rig.gateway, rig.hidden_paid, key, "team-refused-" + uuid.uuid4().hex) + assert f"Team={team}" in refused.text, refused.text + + +def test_exhausted_tag_budget_still_reaches_hidden_free_alias(rig: AliasRig) -> None: + tag: Final = "hidden-alias-tag-" + uuid.uuid4().hex + tagged: Final[Mapping[str, JsonValue]] = {"metadata": {"tags": [tag]}} + with rig.gateway.scenario() as scenario: + rig.gateway.post("/tag/new", {"name": tag, "max_budget": BUDGET}) + scenario.cleanups.callback(rig.gateway.post, "/tag/delete", {"name": tag}) + key: Final = scenario.key(max_budget=5.0) + first: Final = fresh_chat(rig.gateway, rig.paid, key, "tag-exhaust-" + uuid.uuid4().hex, tagged) + assert first.status_code == 200, first.text + settle_chat(rig, rig.paid, key, BUDGET_EXCEEDED, seconds=90, extra=tagged) + assert chat_statuses(rig.gateway, rig.hidden_free, key, 8, tagged) == {200} + assert chat_statuses(rig.peer, rig.hidden_free, key, 8, tagged) == {200} + settle_chat(rig, rig.hidden_paid, key, BUDGET_EXCEEDED, seconds=90, extra=tagged) + refused: Final = fresh_chat(rig.gateway, rig.hidden_paid, key, "tag-refused-" + uuid.uuid4().hex, tagged) + assert f"Tag={tag}" in refused.text, refused.text + untagged: Final = fresh_chat(rig.gateway, rig.hidden_paid, key, "tag-untagged-" + uuid.uuid4().hex) + assert untagged.status_code == 200, untagged.text + + +def test_hidden_alias_repointed_between_paid_and_free_groups_follows_the_target(rig: AliasRig) -> None: + alias: Final = "hidden-repoint-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + install_aliases(rig.gateway, {alias: hidden(rig.paid)}) + scenario.cleanups.callback(remove_aliases, rig.gateway, frozenset({alias})) + settle_chat(rig, alias, rig.gateway.key, 200) + key: Final = exhausted_key(rig, scenario) + settle_chat(rig, alias, key, BUDGET_EXCEEDED) + install_aliases(rig.gateway, {alias: hidden(rig.free)}) + settle_chat(rig, alias, key, 200) + install_aliases(rig.gateway, {alias: hidden(rig.paid)}) + settle_chat(rig, alias, key, BUDGET_EXCEEDED) + + +def test_visible_alias_repointed_to_a_paid_group_loses_the_bypass(rig: AliasRig) -> None: + alias: Final = "visible-repoint-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + install_aliases(rig.gateway, {alias: rig.free}) + scenario.cleanups.callback(remove_aliases, rig.gateway, frozenset({alias})) + key: Final = exhausted_key(rig, scenario) + settle_chat(rig, alias, key, 200) + install_aliases(rig.gateway, {alias: rig.paid}) + settle_chat(rig, alias, key, BUDGET_EXCEEDED) + install_aliases(rig.gateway, {alias: rig.free}) + settle_chat(rig, alias, key, 200) + + +def test_failed_free_primary_falls_back_to_hidden_free_alias_for_exhausted_key(rig: AliasRig) -> None: + free_marker: Final = "fallback-free-" + uuid.uuid4().hex + paid_marker: Final = "fallback-paid-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + scenario.cleanups.callback(clear_provider_script, rig) + script_provider(rig, 2) + served: Final = fresh_chat(rig.gateway, rig.failing_free, key, free_marker, {"fallbacks": [rig.hidden_free]}) + assert served.status_code == 200, served.text + assert served.headers["x-litellm-model-group"] == rig.hidden_free, dict(served.headers) + refused: Final = fresh_chat(rig.gateway, rig.failing_free, key, paid_marker, {"fallbacks": [rig.hidden_paid]}) + assert refused.status_code == 500, refused.text + assert "Controlled provider failure" in refused.text, refused.text + observed: Final = upstream_requests(rig.gateway.upstream_url) + assert upstream_hits(observed, free_marker) == 2 + assert upstream_hits(observed, paid_marker) == 1 + assert_free_row(landed_once(key, free_marker), rig.hidden_free) + + +def test_exhausted_key_is_served_a_cached_reply_through_hidden_free_alias(rig: AliasRig) -> None: + marker: Final = "cache-twin-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + first: Final = fresh_chat(rig.gateway, rig.hidden_free, key, marker) + assert first.status_code == 200, first.text + second: Final = fresh_chat(rig.gateway, rig.hidden_free, key, marker) + assert second.status_code == 200, second.text + assert second.json()["id"] == first.json()["id"], second.text + assert "x-litellm-cache-key" in second.headers, dict(second.headers) + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 1 + rows: Final = landed(key, marker) + assert all(float(str(row["spend"])) == 0.0 for row in rows), rows + + +def _base_config() -> Mapping[str, JsonValue]: + return JSON_OBJECT.validate_python(yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())) + + +def _own_config(directory: Path, name: str, section: str, value: JsonValue) -> Path: + path: Final = directory / name + path.write_text(yaml.safe_dump({**_base_config(), section: value})) + return path + + +def _delete_proxy_budget_row(rig: AliasRig) -> None: + deleted: Final = rig.gateway.request("POST", "/user/delete", {"user_ids": [PROXY_BUDGET_USER]}) + assert deleted.status_code == 200, deleted.text + + +@pytest.mark.timeout(480) +def test_exhausted_proxy_budget_still_reaches_hidden_free_alias(rig: AliasRig, tmp_path: Path) -> None: + settings: Final = object_value(_base_config()["litellm_settings"]) + config: Final = _own_config( + tmp_path, + "proxy-budget.yaml", + "litellm_settings", + {**settings, "max_budget": BUDGET, "budget_duration": "30d"}, + ) + with rig.gateway.scenario() as scenario: + key: Final = scenario.key() + scenario.cleanups.callback(_delete_proxy_budget_row, rig) + with owned_proxy(rig.gateway, tmp_path, {}, config=config, workers=2) as candidate: + settle_candidate(candidate, rig.hidden_free, key, 200, seconds=120) + first: Final = fresh_chat(candidate, rig.paid, key, "proxy-exhaust-" + uuid.uuid4().hex) + assert first.status_code == 200, first.text + settle_candidate(candidate, rig.paid, key, BUDGET_EXCEEDED, seconds=120) + refused: Final = fresh_chat(candidate, rig.paid, key, "proxy-refused-" + uuid.uuid4().hex) + assert error_type(refused) == "budget_exceeded", refused.text + assert "Key=" not in refused.text, refused.text + assert chat_statuses(candidate, rig.hidden_free, key, 8) == {200} + settle_candidate(candidate, rig.hidden_paid, key, BUDGET_EXCEEDED, seconds=120) + unbudgeted: Final = fresh_chat(rig.gateway, rig.paid, key, "proxy-unbudgeted-" + uuid.uuid4().hex) + assert unbudgeted.status_code == 200, unbudgeted.text + + +_TAG_ADDER: Final = """from litellm.integrations.custom_guardrail import CustomGuardrail + + +class TagAdder(CustomGuardrail): + async def async_pre_call_hook(self, user_api_key_dict, cache, data, call_type): + metadata = data.setdefault("metadata", {}) + metadata["tags"] = [*(metadata.get("tags") or []), "__TAG__"] + return data +""" + + +@pytest.mark.timeout(480) +def test_guardrail_added_tag_over_budget_still_reaches_hidden_free_alias(rig: AliasRig, tmp_path: Path) -> None: + tag: Final = "hidden-alias-guardrail-tag-" + uuid.uuid4().hex + module: Final = "tag_adder_" + uuid.uuid4().hex + served_marker: Final = "guardrail-served-" + uuid.uuid4().hex + (tmp_path / f"{module}.py").write_text(_TAG_ADDER.replace("__TAG__", tag)) + config: Final = _own_config( + tmp_path, + "guardrail-tag.yaml", + "guardrails", + [ + { + "guardrail_name": "tag-adder-" + uuid.uuid4().hex, + "litellm_params": {"guardrail": f"{module}.TagAdder", "mode": "pre_call", "default_on": True}, + } + ], + ) + tagged: Final[Mapping[str, JsonValue]] = {"metadata": {"tags": [tag]}} + with rig.gateway.scenario() as scenario: + rig.gateway.post("/tag/new", {"name": tag, "max_budget": BUDGET}) + scenario.cleanups.callback(rig.gateway.post, "/tag/delete", {"name": tag}) + key: Final = scenario.key(max_budget=5.0) + first: Final = fresh_chat(rig.gateway, rig.paid, key, "guardrail-exhaust-" + uuid.uuid4().hex, tagged) + assert first.status_code == 200, first.text + settle_chat(rig, rig.paid, key, BUDGET_EXCEEDED, seconds=90, extra=tagged) + untagged: Final = fresh_chat(rig.gateway, rig.hidden_paid, key, "guardrail-untagged-" + uuid.uuid4().hex) + assert untagged.status_code == 200, untagged.text + with owned_proxy(rig.gateway, tmp_path, {}, config=config, workers=2) as candidate: + settle_candidate(candidate, rig.hidden_paid, key, BUDGET_EXCEEDED, seconds=120) + refused: Final = fresh_chat(candidate, rig.hidden_paid, key, "guardrail-refused-" + uuid.uuid4().hex) + assert f"Tag={tag}" in refused.text, refused.text + assert chat_statuses(candidate, rig.hidden_free, key, 8) == {200} + served: Final = fresh_chat(candidate, rig.hidden_free, key, served_marker) + assert served.status_code == 200, served.text + row: Final = landed_once(key, served_marker) + assert row["request_id"] == served.json()["id"], row + assert_free_row(row, rig.hidden_free) + + +def _assert_free_alias_served(rig: AliasRig, candidate: Gateway, alias: str, key: str, prefix: str) -> None: + marker: Final = f"{prefix}-" + uuid.uuid4().hex + response: Final = fresh_chat(candidate, alias, key, marker) + assert response.status_code == 200, response.text + assert_free_row(landed_once(key, marker), alias) + + +def test_exhausted_key_reaches_visible_free_alias(rig: AliasRig) -> None: + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + _assert_free_alias_served(rig, rig.gateway, rig.visible_free, key, "visible") + _assert_free_alias_served(rig, rig.peer, rig.visible_free, key, "visible") + + +def _assert_hidden_paid_refused(rig: AliasRig, candidate: Gateway, key: str) -> None: + marker: Final = "hidden-paid-" + uuid.uuid4().hex + response: Final = fresh_chat(candidate, rig.hidden_paid, key, marker) + assert response.status_code == BUDGET_EXCEEDED, response.text + assert error_type(response) == "budget_exceeded", response.text + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 0 + + +def test_exhausted_key_is_refused_on_hidden_paid_alias(rig: AliasRig) -> None: + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + _assert_hidden_paid_refused(rig, rig.gateway, key) + _assert_hidden_paid_refused(rig, rig.peer, key) + + +def test_exhausted_key_reaches_free_group_by_its_own_name(rig: AliasRig) -> None: + marker: Final = "plain-free-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + response: Final = fresh_chat(rig.gateway, rig.free, key, marker) + assert response.status_code == 200, response.text + assert_free_row(landed_once(key, marker), rig.free) + + +def test_key_with_headroom_is_billed_through_hidden_paid_alias(rig: AliasRig) -> None: + paid_marker: Final = "headroom-paid-" + uuid.uuid4().hex + free_marker: Final = "headroom-free-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = scenario.key(max_budget=5.0) + paid: Final = fresh_chat(rig.gateway, rig.hidden_paid, key, paid_marker) + assert paid.status_code == 200, paid.text + free: Final = fresh_chat(rig.gateway, rig.hidden_free, key, free_marker) + assert free.status_code == 200, free.text + billed: Final = landed_once(key, paid_marker) + assert math.isclose(float(str(billed["spend"])), 20 * 0.001 + 20 * 0.002), billed + assert billed["model_group"] == rig.hidden_paid, billed + assert_free_row(landed_once(key, free_marker), rig.hidden_free) + + +def test_key_restricted_to_the_free_group_reaches_its_hidden_alias(rig: AliasRig) -> None: + marker: Final = "restricted-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = scenario.key(models=[rig.free], max_budget=5.0) + response: Final = fresh_chat(rig.gateway, rig.hidden_free, key, marker) + assert response.status_code == 200, response.text + refused: Final = fresh_chat(rig.gateway, rig.hidden_paid, key, "restricted-paid-" + uuid.uuid4().hex) + assert refused.status_code == 403, refused.text + assert error_type(refused) == "key_model_access_denied", refused.text + assert_free_row(landed_once(key, marker), rig.hidden_free) + + +@pytest.mark.parametrize("flag", ["false", "null"]) +def test_alias_with_a_non_hidden_flag_keeps_the_bypass(rig: AliasRig, flag: str) -> None: + alias: Final = {"false": rig.shown_free, "null": rig.null_hidden_free}[flag] + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + _assert_free_alias_served(rig, rig.gateway, alias, key, f"flag-{flag}") + _assert_free_alias_served(rig, rig.peer, alias, key, f"flag-{flag}") + + +def test_hidden_alias_to_a_group_priced_by_the_cost_map_stays_budgeted(rig: AliasRig) -> None: + marker: Final = "unpriced-" + uuid.uuid4().hex + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + response: Final = fresh_chat(rig.gateway, rig.hidden_unpriced, key, marker) + assert response.status_code == BUDGET_EXCEEDED, response.text + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 0 + + +def test_hidden_alias_to_a_missing_group_is_refused_and_the_proxy_stays_healthy(rig: AliasRig) -> None: + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + refused: Final = fresh_chat(rig.gateway, rig.hidden_missing, key, "missing-" + uuid.uuid4().hex) + assert refused.status_code == BUDGET_EXCEEDED, refused.text + unroutable: Final = fresh_chat(rig.gateway, rig.hidden_missing, rig.gateway.key, "missing-" + uuid.uuid4().hex) + assert unroutable.status_code == 400, unroutable.text + assert "no healthy deployments" in unroutable.text, unroutable.text + for candidate in (rig.gateway, rig.peer): + assert candidate.request("GET", "/health/liveliness").status_code == 200 + assert candidate.request("GET", "/model/info").status_code == 200 + assert candidate.request("GET", "/v1/models").status_code == 200 + served: Final = fresh_chat(rig.gateway, rig.hidden_free, key, "missing-control-" + uuid.uuid4().hex) + assert served.status_code == 200, served.text + + +@pytest.mark.parametrize( + ("shape", "status"), + [("int", BUDGET_EXCEEDED), ("list", 400), ("empty", BUDGET_EXCEEDED), ("oversized", BUDGET_EXCEEDED)], +) +def test_malformed_model_value_never_takes_the_bypass(rig: AliasRig, shape: str, status: int) -> None: + marker: Final = f"malformed-{shape}-" + uuid.uuid4().hex + models: Final[Mapping[str, JsonValue]] = { + "int": 5, + "list": [rig.hidden_free], + "empty": "", + "oversized": rig.hidden_free + "x" * 5120, + } + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + response: Final = rig.gateway.request( + "POST", + "/v1/chat/completions", + {"model": models[shape], "messages": [{"role": "user", "content": marker}]}, + key=key, + ) + assert response.status_code == status, response.text + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 0 + served: Final = fresh_chat(rig.gateway, rig.hidden_free, key, "malformed-control-" + uuid.uuid4().hex) + assert served.status_code == 200, served.text + + +def test_unauthenticated_request_to_hidden_alias_is_rejected(rig: AliasRig) -> None: + marker: Final = "unauthenticated-" + uuid.uuid4().hex + response: Final = httpx.post( + f"{base_url(rig.gateway)}/v1/chat/completions", + json={"model": rig.hidden_free, "messages": [{"role": "user", "content": marker}]}, + timeout=60, + trust_env=False, + ) + assert response.status_code == 401, response.text + assert upstream_hits(upstream_requests(rig.gateway.upstream_url), marker) == 0 + + +def _assert_hidden_aliases_unlisted(rig: AliasRig, candidate: Gateway) -> None: + models: Final = candidate.get("/v1/models")["data"] + groups: Final = candidate.get("/model_group/info")["data"] + assert isinstance(models, list) and isinstance(groups, list) + listed: Final = frozenset(str(object_value(entry)["id"]) for entry in models) + described: Final = frozenset(str(object_value(entry)["model_group"]) for entry in groups) + assert rig.visible_free in listed and rig.visible_free in described + assert rig.shown_free in listed and rig.shown_free in described + for name in (rig.hidden_free, rig.hidden_paid, rig.hidden_responses, rig.hidden_missing): + assert name not in listed and name not in described, name + + +def test_hidden_alias_stays_out_of_model_listings(rig: AliasRig) -> None: + _assert_hidden_aliases_unlisted(rig, rig.gateway) + _assert_hidden_aliases_unlisted(rig, rig.peer) diff --git a/tests/integration/authorization/test_hidden_alias_budget_bypass_chaos.py b/tests/integration/authorization/test_hidden_alias_budget_bypass_chaos.py new file mode 100644 index 00000000000..a7da04f1364 --- /dev/null +++ b/tests/integration/authorization/test_hidden_alias_budget_bypass_chaos.py @@ -0,0 +1,208 @@ +import os +import re +import signal +import threading +import uuid +from collections.abc import Callable, Iterator, Mapping +from concurrent.futures import ThreadPoolExecutor +from pathlib import Path +from queue import SimpleQueue +from typing import Final + +import httpx +import pytest +from pydantic import JsonValue +from integration._support.client import Gateway, eventually +from integration._support.process import owned_proxy_process, owned_upstream +from integration.authorization._hidden_alias_budget import ( + BUDGET_EXCEEDED, + AliasRig, + alias_rig, + assert_free_row, + chat_statuses, + exhausted_key, + fresh_chat, + fresh_message, + fresh_response, + hidden, + install_aliases, + landed_all_once, + remove_aliases, + settle_candidate, + settle_chat, + upstream_hits, + upstream_requests, +) + +pytestmark: Final = pytest.mark.timeout(240) + +_STARTED_WORKER: Final = re.compile(r"Started server process \[(\d+)\]") +_WAVE: Final = 8 +_STREAM: Final[Mapping[str, JsonValue]] = {"stream": True} + + +@pytest.fixture(scope="module") +def rig() -> Iterator[AliasRig]: + with alias_rig() as built: + yield built + + +def _burst_markers(prefix: str, count: int) -> tuple[str, ...]: + return tuple(f"{prefix}-{index}-{uuid.uuid4().hex}" for index in range(count)) + + +def _send_all(send: Callable[[str], httpx.Response], markers: tuple[str, ...]) -> tuple[httpx.Response, ...]: + with ThreadPoolExecutor(max_workers=len(markers)) as pool: + return tuple(pool.map(send, markers)) + + +def _mixed_call(rig: AliasRig, key: str, marker: str) -> httpx.Response: + senders: Final[Mapping[str, Callable[[], httpx.Response]]] = { + "chat": lambda: fresh_chat(rig.gateway, rig.hidden_free, key, marker), + "chatstream": lambda: fresh_chat(rig.gateway, rig.hidden_free, key, marker, _STREAM), + "messages": lambda: fresh_message(rig.gateway, rig.hidden_responses, key, marker), + "messagesstream": lambda: fresh_message(rig.gateway, rig.hidden_responses_stream, key, marker, _STREAM), + "responses": lambda: fresh_response(rig.gateway, rig.hidden_responses, key, marker), + "responsesstream": lambda: fresh_response(rig.gateway, rig.hidden_responses_stream, key, marker, _STREAM), + } + return senders[marker.split("-")[1]]() + + +_KINDS: Final = ("chat", "chatstream", "messages", "messagesstream", "responses", "responsesstream") + + +def test_mixed_concurrent_burst_through_hidden_free_aliases_lands_each_call_once(rig: AliasRig) -> None: + markers: Final = tuple(f"burst-{_KINDS[index % len(_KINDS)]}-{index}-{uuid.uuid4().hex}" for index in range(30)) + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + upstream_requests(rig.gateway.upstream_url) + responses: Final = _send_all(lambda marker: _mixed_call(rig, key, marker), markers) + assert [response.status_code for response in responses] == [200] * len(markers), [ + response.text for response in responses if response.status_code != 200 + ] + observed: Final = upstream_requests(rig.gateway.upstream_url) + assert {marker: upstream_hits(observed, marker) for marker in markers} == dict.fromkeys(markers, 1) + rows: Final = landed_all_once(key, frozenset(markers)) + assert len(rows) == len(markers), rows + for row in rows: + assert float(str(row["spend"])) == 0.0, row + assert row["status"] == "success", row + + +def test_alias_flipped_to_a_free_group_during_a_burst_only_ever_serves_or_refuses(rig: AliasRig) -> None: + alias: Final = "flip-" + uuid.uuid4().hex + seen: Final[SimpleQueue[tuple[str, int]]] = SimpleQueue() + with rig.gateway.scenario() as scenario: + install_aliases(rig.gateway, {alias: hidden(rig.paid)}) + scenario.cleanups.callback(remove_aliases, rig.gateway, frozenset({alias})) + settle_chat(rig, alias, rig.gateway.key, 200) + key: Final = exhausted_key(rig, scenario) + settle_chat(rig, alias, key, BUDGET_EXCEEDED) + upstream_requests(rig.gateway.upstream_url) + + def wave(candidate: Gateway) -> frozenset[int]: + markers: Final = _burst_markers("flip", _WAVE) + responses: Final = _send_all(lambda marker: fresh_chat(candidate, alias, key, marker), markers) + for marker, response in zip(markers, responses, strict=True): + seen.put((marker, response.status_code)) + return frozenset(response.status_code for response in responses) + + assert wave(rig.gateway) == frozenset({BUDGET_EXCEEDED}) + flip: Final = threading.Thread(target=install_aliases, args=(rig.gateway, {alias: hidden(rig.free)})) + flip.start() + eventually(lambda: wave(rig.gateway) | wave(rig.gateway), lambda found: found == frozenset({200}), seconds=60) + flip.join(timeout=30) + assert not flip.is_alive() + settle_chat(rig, alias, key, 200) + collected: Final = tuple(seen.get() for _ in range(seen.qsize())) + assert {status for _, status in collected} <= {200, BUDGET_EXCEEDED}, collected + served: Final = frozenset(marker for marker, status in collected if status == 200) + refused: Final = frozenset(marker for marker, status in collected if status == BUDGET_EXCEEDED) + assert served and refused, collected + observed: Final = upstream_requests(rig.gateway.upstream_url) + assert all(upstream_hits(observed, marker) == 1 for marker in served), collected + assert all(upstream_hits(observed, marker) == 0 for marker in refused), collected + for row in landed_all_once(key, served): + assert_free_row(row, alias) + + +def _tolerant_status(candidate: Gateway, model: str, key: str, marker: str) -> int | None: + try: + return fresh_chat(candidate, model, key, marker).status_code + except httpx.TransportError: + return None + + +@pytest.mark.timeout(480) +def test_upstream_outage_behind_hidden_free_alias_is_a_provider_error_and_recovers( + rig: AliasRig, tmp_path: Path +) -> None: + alias: Final = "hidden-outage-" + uuid.uuid4().hex + with owned_upstream(tmp_path) as slot, rig.gateway.scenario() as scenario: + group: Final = scenario.model(api_base=f"{slot.url}/v1", input_cost_per_token=0, output_cost_per_token=0) + install_aliases(rig.gateway, {alias: hidden(group)}) + scenario.cleanups.callback(remove_aliases, rig.gateway, frozenset({alias})) + settle_chat(rig, alias, rig.gateway.key, 200) + key: Final = exhausted_key(rig, scenario) + before: Final = _burst_markers("outage-before", 10) + served_before: Final = _send_all(lambda marker: fresh_chat(rig.gateway, alias, key, marker), before) + assert [response.status_code for response in served_before] == [200] * 10 + slot.stop() + during: Final = _burst_markers("outage-during", 10) + failed: Final = _send_all(lambda marker: fresh_chat(rig.gateway, alias, key, marker), during) + for response in failed: + assert response.status_code >= 500, response.text + assert "budget" not in response.text.lower(), response.text + assert rig.gateway.request("GET", "/health/liveliness").status_code == 200 + unrelated: Final = fresh_chat(rig.gateway, rig.hidden_free, key, "outage-unrelated-" + uuid.uuid4().hex) + assert unrelated.status_code == 200, unrelated.text + slot.start() + settle_candidate(rig.gateway, alias, key, 200, seconds=90) + after: Final = _burst_markers("outage-after", 10) + served_after: Final = _send_all(lambda marker: fresh_chat(rig.gateway, alias, key, marker), after) + assert [response.status_code for response in served_after] == [200] * 10 + observed: Final = upstream_requests(slot.url) + assert {marker: upstream_hits(observed, marker) for marker in after} == dict.fromkeys(after, 1) + for row in landed_all_once(key, frozenset(before + after)): + assert_free_row(row, alias) + + +def _worker_startups(log: Path) -> tuple[tuple[int, ...], int]: + text: Final = log.read_text() + started: Final = tuple(int(found[1]) for found in _STARTED_WORKER.finditer(text)) + return started, text.count("Application startup complete.") + + +@pytest.mark.timeout(480) +def test_killed_worker_leaves_the_sibling_serving_hidden_free_aliases(rig: AliasRig, tmp_path: Path) -> None: + with rig.gateway.scenario() as scenario: + key: Final = exhausted_key(rig, scenario) + with owned_proxy_process(rig.gateway, tmp_path, {}, workers=2) as owned: + candidate: Final = owned.gateway + workers, _ = eventually( + lambda: _worker_startups(owned.log), + lambda found: len(found[0]) == 2 and found[1] == 2, + seconds=120, + ) + settle_candidate(candidate, rig.hidden_free, key, 200, seconds=120) + settle_candidate(candidate, rig.hidden_paid, key, BUDGET_EXCEEDED, seconds=120) + os.kill(workers[0], signal.SIGKILL) + eventually( + lambda: _tolerant_status(candidate, rig.hidden_free, key, "kill-probe-" + uuid.uuid4().hex), + lambda found: found == 200, + seconds=60, + ) + assert chat_statuses(candidate, rig.hidden_free, key, 8) == {200} + assert chat_statuses(candidate, rig.hidden_paid, key, 8) == {BUDGET_EXCEEDED} + eventually( + lambda: _worker_startups(owned.log), + lambda found: len(found[0]) == 3 and found[1] == 3, + seconds=180, + ) + settle_candidate(candidate, rig.hidden_free, key, 200, seconds=120) + settle_candidate(candidate, rig.hidden_paid, key, BUDGET_EXCEEDED, seconds=120) + markers: Final = _burst_markers("kill-after", 10) + served: Final = _send_all(lambda marker: fresh_chat(candidate, rig.hidden_free, key, marker), markers) + assert [response.status_code for response in served] == [200] * 10 + for row in landed_all_once(key, frozenset(markers)): + assert_free_row(row, rig.hidden_free) diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py index 14e31441a95..116bc237018 100644 --- a/tests/integration/conftest.py +++ b/tests/integration/conftest.py @@ -15,6 +15,7 @@ from redis import Redis from tests.integration._support.client import Gateway, eventually, gateway_from_environment from tests.integration._support.generation import LIFECYCLE_SETTINGS from tests.integration._support.manifest import OWNED_DIRECTORIES +from tests.integration._support.provider import SharedProvider, shared_provider from tests.integration._support.routing import RoutingPlugin from tests.integration.run import GITHUB_FILES @@ -130,6 +131,33 @@ def gateway() -> Iterator[Gateway]: yield value +@pytest.fixture(scope="session") +def shared_provider_server() -> Iterator[SharedProvider]: + if os.environ.get("PYTEST_XDIST_WORKER"): + pytest.fail("the shared fake provider needs tests to run one at a time; this group runs under pytest-xdist") + with shared_provider() as server: + yield server + late: Final = server.received() + assert late == (), f"the shared fake provider got {[item.target for item in late]} after {server.last_test} finished" + + +@pytest.fixture +def provider(shared_provider_server: SharedProvider, request: pytest.FixtureRequest) -> Iterator[SharedProvider]: + stray: Final = shared_provider_server.received() + shared_provider_server.replies.clear() + assert stray == (), ( + f"the shared fake provider got {[item.target for item in stray]} " + f"after {shared_provider_server.last_test} finished" + ) + yield shared_provider_server + shared_provider_server.last_test = request.node.nodeid + unused: Final = len(shared_provider_server.replies) + unread: Final = shared_provider_server.received() + shared_provider_server.replies.clear() + assert unused == 0, f"{unused} queued provider replies were never requested" + assert unread == (), f"the test never read the provider requests {[item.target for item in unread]}" + + @pytest.fixture def peer(gateway: Gateway) -> Iterator[Gateway]: url: Final = os.environ["INTEGRATION_PEER_URL"] diff --git a/tests/integration/providers/_cache_control_marks_support.py b/tests/integration/providers/_cache_control_marks_support.py new file mode 100644 index 00000000000..5194f7d7ca3 --- /dev/null +++ b/tests/integration/providers/_cache_control_marks_support.py @@ -0,0 +1,461 @@ +import json +import re +import uuid +from collections.abc import Iterator, Mapping, Sequence +from dataclasses import dataclass +from pathlib import Path +from types import MappingProxyType +from typing import Final + +import yaml +from integration._support.client import Gateway, eventually, object_value +from integration._support.database import read_rows +from integration._support.wire import Reply, Request +from pydantic import BaseModel, ConfigDict, JsonValue, TypeAdapter + +# https://platform.claude.com/docs/en/build-with-claude/prompt-caching (read 2026-09-28): at most 4 blocks with cache_control +ANTHROPIC_CACHE_CONTROL_CAP: Final = 4 +# https://docs.aws.amazon.com/bedrock/latest/userguide/prompt-caching.html (read 2026-09-28): at most 4 cache checkpoints +BEDROCK_CACHE_CHECKPOINT_CAP: Final = 4 + +ANTHROPIC_MODEL: Final = "claude-opus-5-5" +BEDROCK_MODEL: Final = "anthropic.claude-opus-5-5" +PROVIDER_KEY: Final = "synthetic-provider-key" +SYSTEM: Final = "Use the provided tool results to answer the user." +ASK: Final = "Look up the weather in London, Paris, and Tokyo." +CITIES: Final = ("London", "Paris", "Tokyo") +EPHEMERAL: Final[dict[str, JsonValue]] = {"type": "ephemeral"} +POINTS: Final[list[JsonValue]] = [ + {"location": "message", "role": "system"}, + {"location": "message", "index": -1}, +] +TOOL: Final[dict[str, JsonValue]] = { + "type": "function", + "function": { + "name": "lookup_weather", + "description": "Look up the weather in a city.", + "parameters": {"type": "object", "properties": {"city": {"type": "string"}}, "required": ["city"]}, + }, +} +SYSTEM_LABEL: Final = f"system:{SYSTEM}" +ASK_LABEL: Final = f"user:text:{ASK}" +_MARKER: Final = re.compile(rb"marker-([0-9a-f]{32})") +_JSON_OBJECT: Final = TypeAdapter(dict[str, JsonValue]) + + +@dataclass(frozen=True, slots=True) +class Mark: + label: str + ttl: str | None + + +def new_marker() -> str: + return uuid.uuid4().hex + + +def final_text(marker: str) -> str: + return f"Summarize the results in one word. marker-{marker}" + + +def final_label(marker: str) -> str: + return f"user:text:{final_text(marker)}" + + +def call_id(city: str) -> str: + return f"call_weather_{city.lower()}" + + +def tool_use_label(city: str) -> str: + return f"assistant:tool_use:{call_id(city)}" + + +def tool_call(city: str, **fields: JsonValue) -> dict[str, JsonValue]: + return { + "id": call_id(city), + "type": "function", + "function": {"name": "lookup_weather", "arguments": json.dumps({"city": city})}, + **fields, + } + + +def marked_calls(mark: JsonValue = EPHEMERAL, cities: Sequence[str] = CITIES) -> list[JsonValue]: + return [tool_call(city, cache_control=mark) for city in cities] + + +def client_marked() -> list[str]: + return [ASK_LABEL, *(tool_use_label(city) for city in CITIES)] + + +def ask(*, marked: bool) -> dict[str, JsonValue]: + block: Final[dict[str, JsonValue]] = {"type": "text", "text": ASK} + return {"role": "user", "content": [{**block, "cache_control": EPHEMERAL} if marked else block]} + + +def tool_results(calls: Sequence[JsonValue]) -> list[JsonValue]: + return [ + {"role": "tool", "tool_call_id": call["id"], "content": "sunny."} + for call in calls + if isinstance(call, dict) and str(call.get("id", "")).startswith("call_") + ] + + +def conversation( + marker: str, + calls: Sequence[JsonValue], + *, + ask_marked: bool = True, + assistant: dict[str, JsonValue] | None = None, +) -> list[JsonValue]: + turn: Final[dict[str, JsonValue]] = { + "role": "assistant", + "content": "", + "tool_calls": list(calls), + **(assistant or {}), + } + return [ + {"role": "system", "content": SYSTEM}, + ask(marked=ask_marked), + turn, + *tool_results(calls), + {"role": "user", "content": final_text(marker)}, + ] + + +def chat_body(model: str, messages: Sequence[JsonValue], **fields: JsonValue) -> dict[str, JsonValue]: + return {"model": model, "messages": list(messages), "tools": [TOOL], "max_tokens": 64, **fields} + + +def messages_body(model: str, marker: str, *, stream: bool) -> dict[str, JsonValue]: + return { + "model": model, + "max_tokens": 64, + "stream": stream, + "system": [{"type": "text", "text": SYSTEM}], + "tools": [ + { + "name": "lookup_weather", + "description": "Look up the weather in a city.", + "input_schema": {"type": "object", "properties": {"city": {"type": "string"}}, "required": ["city"]}, + } + ], + "messages": [ + {"role": "user", "content": [{"type": "text", "text": ASK, "cache_control": EPHEMERAL}]}, + { + "role": "assistant", + "content": [ + { + "type": "tool_use", + "id": call_id(city), + "name": "lookup_weather", + "input": {"city": city}, + "cache_control": EPHEMERAL, + } + for city in CITIES + ], + }, + { + "role": "user", + "content": [ + *({"type": "tool_result", "tool_use_id": call_id(city), "content": "sunny."} for city in CITIES), + {"type": "text", "text": final_text(marker)}, + ], + }, + ], + } + + +def responses_body(model: str, marker: str) -> dict[str, JsonValue]: + items: Final[list[JsonValue]] = [ + {"role": "user", "content": [{"type": "input_text", "text": ASK, "cache_control": EPHEMERAL}]}, + *( + { + "type": "function_call", + "call_id": call_id(city), + "name": "lookup_weather", + "arguments": json.dumps({"city": city}), + "cache_control": EPHEMERAL, + } + for city in CITIES + ), + *({"type": "function_call_output", "call_id": call_id(city), "output": "sunny."} for city in CITIES), + {"role": "user", "content": final_text(marker)}, + ] + return { + "model": model, + "instructions": SYSTEM, + "max_output_tokens": 64, + "tools": [{"type": "function", "name": "lookup_weather", "parameters": {"type": "object"}}], + "input": items, + } + + +def marker_of(request: Request) -> str: + found: Final = _MARKER.findall(request.body) + return found[-1].decode() if found else "unmarked" + + +class _AnthropicBlock(BaseModel): + model_config = ConfigDict(extra="allow", frozen=True) + type: str + text: str | None = None + id: str | None = None + tool_use_id: str | None = None + name: str | None = None + cache_control: JsonValue = None + + +class _AnthropicMessage(BaseModel): + model_config = ConfigDict(extra="allow", frozen=True) + role: str + content: str | tuple[_AnthropicBlock, ...] + + +class _AnthropicTool(BaseModel): + model_config = ConfigDict(extra="allow", frozen=True) + name: str = "" + cache_control: JsonValue = None + + +class _AnthropicBody(BaseModel): + model_config = ConfigDict(extra="allow", frozen=True) + system: str | tuple[_AnthropicBlock, ...] = () + messages: tuple[_AnthropicMessage, ...] = () + tools: tuple[_AnthropicTool, ...] = () + cache_control: JsonValue = None + stream: bool = False + + +def _ttl(cache_control: JsonValue) -> str | None: + if not isinstance(cache_control, dict): + return None + ttl: Final = cache_control.get("ttl") + return ttl if isinstance(ttl, str) else None + + +def _block_label(role: str, block: _AnthropicBlock) -> str: + detail: Final = block.text if block.type == "text" else block.id or block.tool_use_id or "" + return f"{role}:{block.type}:{detail}" + + +def _message_blocks(body: _AnthropicBody) -> Iterator[tuple[str, _AnthropicBlock]]: + for message in body.messages: + if isinstance(message.content, tuple): + yield from ((message.role, block) for block in message.content) + + +def _anthropic_body(request: Request) -> _AnthropicBody: + return _AnthropicBody.model_validate_json(request.body) + + +def anthropic_marks(request: Request) -> tuple[Mark, ...]: + body: Final = _anthropic_body(request) + system: Final = body.system if isinstance(body.system, tuple) else () + return ( + *(Mark(f"tool:{tool.name}", _ttl(tool.cache_control)) for tool in body.tools if tool.cache_control is not None), + *( + Mark(f"system:{block.text}", _ttl(block.cache_control)) + for block in system + if block.cache_control is not None + ), + *( + Mark(_block_label(role, block), _ttl(block.cache_control)) + for role, block in _message_blocks(body) + if block.cache_control is not None + ), + *((Mark("request", _ttl(body.cache_control)),) if body.cache_control is not None else ()), + ) + + +def anthropic_labels(request: Request) -> list[str]: + return [mark.label for mark in anthropic_marks(request)] + + +def _anthropic_error(message: str) -> Reply: + return Reply( + status=400, + body=json.dumps({"type": "error", "error": {"type": "invalid_request_error", "message": message}}).encode(), + ) + + +def _ttl_out_of_order(marks: Sequence[Mark]) -> bool: + first_short: Final = next((index for index, mark in enumerate(marks) if mark.ttl != "1h"), len(marks)) + return any(mark.ttl == "1h" for mark in marks[first_short:]) + + +def _usage() -> dict[str, JsonValue]: + return {"input_tokens": 12, "output_tokens": 1, "cache_creation_input_tokens": 12, "cache_read_input_tokens": 0} + + +def _anthropic_message(identity: str) -> dict[str, JsonValue]: + return { + "id": identity, + "type": "message", + "role": "assistant", + "model": ANTHROPIC_MODEL, + "content": [{"type": "text", "text": "sunny"}], + "stop_reason": "end_turn", + "stop_sequence": None, + "usage": _usage(), + } + + +def _event(name: str, data: dict[str, JsonValue]) -> bytes: + return f"event: {name}\ndata: {json.dumps(data)}\n\n".encode() + + +def _anthropic_stream(identity: str) -> tuple[bytes, ...]: + return ( + _event( + "message_start", + {"type": "message_start", "message": {**_anthropic_message(identity), "content": [], "stop_reason": None}}, + ), + _event( + "content_block_start", + {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}}, + ), + _event( + "content_block_delta", + {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "sunny"}}, + ), + _event("content_block_stop", {"type": "content_block_stop", "index": 0}), + _event( + "message_delta", + { + "type": "message_delta", + "delta": {"stop_reason": "end_turn", "stop_sequence": None}, + "usage": {"output_tokens": 1}, + }, + ), + _event("message_stop", {"type": "message_stop"}), + ) + + +def anthropic_peer(request: Request) -> Reply: + marks: Final = anthropic_marks(request) + if len(marks) > ANTHROPIC_CACHE_CONTROL_CAP: + return _anthropic_error( + f"A maximum of {ANTHROPIC_CACHE_CONTROL_CAP} blocks with cache_control may be provided. Found {len(marks)}." + ) + if _ttl_out_of_order(marks): + return _anthropic_error("a ttl='1h' cache_control block must not come after a ttl='5m' cache_control block") + identity: Final = f"msg_{marker_of(request)}" + if _anthropic_body(request).stream: + return Reply(content_type="text/event-stream", chunks=_anthropic_stream(identity)) + return Reply(body=json.dumps(_anthropic_message(identity)).encode()) + + +def _bedrock_label(role: str, block: JsonValue) -> str: + if not isinstance(block, dict): + return f"{role}:start" + if isinstance(block.get("text"), str): + return f"{role}:text:{block['text']}" + for kind in ("toolUse", "toolResult"): + inner = block.get(kind) + if isinstance(inner, dict): + return f"{role}:{kind}:{inner.get('toolUseId')}" + spec: Final = block.get("toolSpec") + return f"tool:{spec.get('name')}" if isinstance(spec, dict) else f"{role}:other" + + +def _cache_points(role: str, blocks: JsonValue) -> Iterator[str]: + listed: Final = blocks if isinstance(blocks, list) else [] + for previous, block in zip([None, *listed], listed): + if isinstance(block, dict) and "cachePoint" in block: + yield _bedrock_label(role, previous) + + +def _bedrock_sections(body: dict[str, JsonValue]) -> Iterator[tuple[str, JsonValue]]: + tool_config: Final = body.get("toolConfig") + yield ("tool", tool_config.get("tools") if isinstance(tool_config, dict) else None) + yield ("system", body.get("system")) + messages: Final = body.get("messages") + for message in messages if isinstance(messages, list) else []: + if isinstance(message, dict): + yield (str(message.get("role")), message.get("content")) + + +def bedrock_labels(request: Request) -> list[str]: + body: Final = _JSON_OBJECT.validate_json(request.body) + return [label for role, blocks in _bedrock_sections(body) for label in _cache_points(role, blocks)] + + +def bedrock_peer(request: Request) -> Reply: + found: Final = len(bedrock_labels(request)) + if found > BEDROCK_CACHE_CHECKPOINT_CAP: + return Reply( + status=400, + headers={"x-amzn-errortype": "ValidationException"}, + body=json.dumps( + { + "message": f"A maximum of {BEDROCK_CACHE_CHECKPOINT_CAP} cache checkpoints may be provided. Found {found}." + } + ).encode(), + ) + return Reply( + body=json.dumps( + { + "output": {"message": {"role": "assistant", "content": [{"text": "sunny"}]}}, + "stopReason": "end_turn", + "usage": { + "inputTokens": 12, + "outputTokens": 1, + "totalTokens": 13, + "cacheWriteInputTokens": 12, + "cacheReadInputTokens": 0, + }, + "metrics": {"latencyMs": 1}, + } + ).encode() + ) + + +def gateway_injected(response_id: str) -> bool: + rows: Final = eventually( + lambda: read_rows( + """SELECT metadata->>'litellm_gateway_injected_cache' AS injected FROM "LiteLLM_SpendLogs" """ + "WHERE request_id=%s", + (response_id,), + ), + lambda values: len(values) == 1, + seconds=70, + ) + return rows[0]["injected"] is not None + + +def post_chat(gateway: Gateway, body: dict[str, JsonValue], *, key: str | None = None) -> tuple[int, str, str]: + response: Final = gateway.request("POST", "/v1/chat/completions", body, key=key) + identity: Final = _JSON_OBJECT.validate_json(response.content).get("id") if response.status_code == 200 else None + return response.status_code, str(identity), response.text + + +def anthropic_deployment(name: str, api_base: str, **fields: JsonValue) -> dict[str, JsonValue]: + return { + "model_name": name, + "litellm_params": { + "model": f"anthropic/{ANTHROPIC_MODEL}", + "api_base": api_base, + "api_key": PROVIDER_KEY, + **fields, + }, + } + + +def owned_config( + directory: Path, + model_list: Sequence[JsonValue], + *, + litellm_settings: Mapping[str, JsonValue] = MappingProxyType({}), + router_settings: Mapping[str, JsonValue] = MappingProxyType({}), +) -> Path: + config: Final = _JSON_OBJECT.validate_python( + yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text()) + ) + merged: Final = { + **config, + "model_list": list(model_list), + "litellm_settings": {**object_value(config["litellm_settings"]), **litellm_settings}, + "router_settings": {**object_value(config["router_settings"]), "num_retries": 0, **router_settings}, + } + path: Final = directory / f"cache-control-marks-{uuid.uuid4().hex}.yaml" + path.write_text(yaml.safe_dump(merged)) + return path diff --git a/tests/integration/providers/test_cache_control_tool_call_marks_owned_proxy.py b/tests/integration/providers/test_cache_control_tool_call_marks_owned_proxy.py new file mode 100644 index 00000000000..0a941cff4b7 --- /dev/null +++ b/tests/integration/providers/test_cache_control_tool_call_marks_owned_proxy.py @@ -0,0 +1,294 @@ +import asyncio +import os +import re +import signal +import socket +import threading +from collections import Counter +from collections.abc import Callable, Sequence +from dataclasses import dataclass +from pathlib import Path +from types import MappingProxyType +from typing import Final +from urllib.parse import urlsplit + +import httpx +import psutil +import pytest +from integration._support.client import Gateway, eventually +from integration._support.database import read_rows +from integration._support.process import owned_proxy_process +from integration._support.wire import Reply, Request, wire_server +from integration.providers._cache_control_marks_support import ( + ASK_LABEL, + CITIES, + POINTS, + SYSTEM_LABEL, + anthropic_deployment, + anthropic_labels, + anthropic_peer, + chat_body, + client_marked, + conversation, + final_label, + marked_calls, + marker_of, + messages_body, + new_marker, + owned_config, + responses_body, + tool_call, + tool_use_label, +) +from pydantic import JsonValue + +_STARTED_WORKER: Final = re.compile(r"Started server process \[(\d+)\]") +_SURFACES: Final = ("chat", "chat-stream", "chat-unmarked", "messages", "responses") +_MODEL: Final = "capped-claude" +_BURST: Final = 30 +_OUTAGE_STATUS: Final = 500 + + +@dataclass(frozen=True, slots=True) +class _Sent: + surface: str + marker: str + status: int + text: str + call_id: str + + +def _free_port() -> int: + with socket.socket() as reserve: + reserve.bind(("127.0.0.1", 0)) + return int(reserve.getsockname()[1]) + + +def _surface_request(surface: str, marker: str) -> tuple[str, dict[str, JsonValue]]: + if surface == "messages": + return "/v1/messages", messages_body(_MODEL, marker, stream=False) + if surface == "responses": + return "/v1/responses", responses_body(_MODEL, marker) + if surface == "chat-unmarked": + unmarked: Final = [tool_call(city) for city in CITIES] + return "/v1/chat/completions", chat_body(_MODEL, conversation(marker, unmarked, ask_marked=False)) + return "/v1/chat/completions", chat_body( + _MODEL, conversation(marker, marked_calls()), stream=surface == "chat-stream" + ) + + +def _expected_labels(item: _Sent) -> list[str]: + if item.surface == "responses": + return [SYSTEM_LABEL, ASK_LABEL] + if item.surface == "chat-unmarked": + return [SYSTEM_LABEL, final_label(item.marker)] + return client_marked() + + +async def _fire(owned_url: str, key: str, *, tolerate_transport_errors: bool = False) -> tuple[_Sent, ...]: + async def one(client: httpx.AsyncClient, index: int) -> _Sent: + surface: Final = _SURFACES[index % len(_SURFACES)] + marker: Final = new_marker() + path, body = _surface_request(surface, marker) + response: Final = await client.post(path, json=body, headers={"Authorization": f"Bearer {key}"}) + return _Sent( + surface, marker, response.status_code, response.text, response.headers.get("x-litellm-call-id", "") + ) + + async with httpx.AsyncClient(base_url=owned_url, timeout=30, trust_env=False) as client: + results: Final = await asyncio.gather( + *(one(client, index) for index in range(_BURST)), return_exceptions=tolerate_transport_errors + ) + for result in results: + assert not isinstance(result, BaseException) or isinstance(result, httpx.TransportError), repr(result) + return tuple(result for result in results if isinstance(result, _Sent)) + + +def _held_anthropic_peer(release: threading.Event) -> Callable[[Request], Reply]: + def respond(request: Request) -> Reply: + assert release.wait(timeout=120), "Held upstream was never released" + return anthropic_peer(request) + + return respond + + +def _held_upstream_connections(pid: int, upstream: str) -> int: + port: Final = urlsplit(upstream).port + return sum( + 1 + for connection in psutil.Process(pid).net_connections(kind="tcp") + if connection.status == psutil.CONN_ESTABLISHED and connection.raddr and connection.raddr.port == port + ) + + +def _by_marker(received: Sequence[Request]) -> dict[str, tuple[Request, ...]]: + counted: Final = Counter(marker_of(request) for request in received) + return {marker: tuple(request for request in received if marker_of(request) == marker) for marker in counted} + + +def _assert_capped(served: Sequence[_Sent], received: Sequence[Request]) -> None: + by_marker: Final = _by_marker(received) + for item in served: + assert item.status == 200, (item.surface, item.text) + assert len(by_marker.get(item.marker, ())) == 1, (item.surface, item.marker) + assert anthropic_labels(by_marker[item.marker][0]) == _expected_labels(item), item.surface + + +def _assert_outage_error(item: _Sent, received: Sequence[Request]) -> None: + assert item.status == _OUTAGE_STATUS, (item.surface, item.status, item.text) + assert '"error"' in item.text, (item.surface, item.text) + assert item.marker not in {marker_of(request) for request in received}, item.surface + + +def _spend_rows(call_id: str) -> list[dict[str, JsonValue]]: + return read_rows('SELECT request_id FROM "LiteLLM_SpendLogs" WHERE litellm_call_id=%s', (call_id,)) + + +def _single_spend_row(item: _Sent) -> None: + assert item.call_id, (item.surface, item.status, item.text) + rows: Final = eventually(lambda: _spend_rows(item.call_id), lambda values: len(values) == 1, seconds=70) + assert len(rows) == 1, (item.surface, item.call_id) + + +@pytest.mark.timeout(240) +async def test_capped_burst_rides_out_a_provider_outage_and_logs_every_request_once( + gateway: Gateway, tmp_path: Path +) -> None: + port: Final = _free_port() + config: Final = owned_config( + tmp_path, [anthropic_deployment(_MODEL, f"http://127.0.0.1:{port}", cache_control_injection_points=POINTS)] + ) + with owned_proxy_process(gateway, tmp_path, {}, config=config, workers=2) as owned: + owned_url: Final = str(owned.gateway.client.base_url) + with wire_server(anthropic_peer, port=port) as wire: + healthy: Final = await _fire(owned_url, owned.gateway.key) + _assert_capped(healthy, wire.drain()) + racing: Final = asyncio.create_task(_fire(owned_url, owned.gateway.key)) + await asyncio.to_thread(eventually, lambda: wire.received.qsize(), lambda size: size >= 5, 30) + down: Final = await _fire(owned_url, owned.gateway.key) + raced: Final = await racing + raced_received: Final = wire.drain() + with wire_server(anthropic_peer, port=port) as restarted: + recovered: Final = await _fire(owned_url, owned.gateway.key) + recovered_received: Final = restarted.drain() + assert len(_STARTED_WORKER.findall(owned.log.read_text())) >= 2 + assert all(len(requests) == 1 for requests in _by_marker(raced_received).values()) + _assert_capped(tuple(item for item in raced if item.status == 200), raced_received) + for item in raced: + if item.status != 200: + _assert_outage_error(item, raced_received) + for item in down: + _assert_outage_error(item, (*raced_received, *recovered_received)) + _assert_capped(recovered, recovered_received) + assert {marker_of(request) for request in recovered_received} == {item.marker for item in recovered} + for item in (*healthy, *raced, *down, *recovered): + _single_spend_row(item) + + +@pytest.mark.timeout(240) +async def test_worker_sigkill_mid_burst_leaves_the_sibling_serving_capped_requests( + gateway: Gateway, tmp_path: Path +) -> None: + release: Final = threading.Event() + with wire_server(_held_anthropic_peer(release)) as wire: + config: Final = owned_config( + tmp_path, [anthropic_deployment(_MODEL, wire.url, cache_control_injection_points=POINTS)] + ) + with owned_proxy_process(gateway, tmp_path, {}, config=config, workers=2) as owned: + workers: Final[tuple[int, ...]] = eventually( + lambda: tuple(int(pid) for pid in _STARTED_WORKER.findall(owned.log.read_text())), + lambda pids: len(pids) == 2, + seconds=30, + ) + owned_url: Final = str(owned.gateway.client.base_url) + burst: Final = asyncio.create_task(_fire(owned_url, owned.gateway.key, tolerate_transport_errors=True)) + try: + await asyncio.to_thread(eventually, lambda: wire.received.qsize(), lambda size: size >= _BURST, 90) + held_by: Final = MappingProxyType({pid: _held_upstream_connections(pid, wire.url) for pid in workers}) + victim: Final = max(workers, key=held_by.__getitem__) + os.kill(victim, signal.SIGKILL) + finally: + release.set() + served: Final = await burst + during: Final = wire.drain() + after: Final = await _fire(owned_url, owned.gateway.key) + after_received: Final = wire.drain() + assert sum(held_by.values()) == _BURST, held_by + assert held_by[victim] > 0, held_by + assert len(served) == _BURST - held_by[victim], (len(served), held_by) + assert len(after) == _BURST, len(after) + assert all(len(requests) == 1 for requests in _by_marker(during).values()) + _assert_capped(served, during) + _assert_capped(after, after_received) + for item in (*served, *after): + _single_spend_row(item) + + +@pytest.mark.timeout(240) +def test_yaml_auto_caching_stands_down_for_tool_call_marks_and_outranks_a_key_opt_out( + gateway: Gateway, tmp_path: Path +) -> None: + markers: Final = (new_marker(), new_marker(), new_marker()) + unmarked: Final = [tool_call(city) for city in CITIES] + with wire_server(anthropic_peer) as wire: + config: Final = owned_config( + tmp_path, + [anthropic_deployment(_MODEL, wire.url)], + litellm_settings={"enable_anthropic_prompt_caching": True}, + ) + with owned_proxy_process(gateway, tmp_path, {}, config=config, workers=2) as owned: + with owned.gateway.scenario() as scenario: + opted_out: Final = scenario.key(metadata={"enable_prompt_caching": False}) + cells: Final = ( + (conversation(markers[0], marked_calls(), ask_marked=False), owned.gateway.key), + (conversation(markers[1], unmarked, ask_marked=False), owned.gateway.key), + (conversation(markers[2], unmarked, ask_marked=False), opted_out), + ) + responses: Final = tuple( + owned.gateway.request("POST", "/v1/chat/completions", chat_body(_MODEL, messages), key=key) + for messages, key in cells + ) + received: Final = _by_marker(wire.drain()) + assert [response.status_code for response in responses] == [200, 200, 200], [ + response.text for response in responses + ] + assert [anthropic_labels(received[marker][0]) for marker in markers] == [ + [tool_use_label(city) for city in CITIES], + [SYSTEM_LABEL, final_label(markers[1])], + [SYSTEM_LABEL, final_label(markers[2])], + ] + + +@pytest.mark.timeout(360) +async def test_proxy_restart_mid_burst_serves_capped_requests_after_the_reboot( + gateway: Gateway, tmp_path: Path +) -> None: + release: Final = threading.Event() + with wire_server(_held_anthropic_peer(release)) as wire: + config: Final = owned_config( + tmp_path, [anthropic_deployment(_MODEL, wire.url, cache_control_injection_points=POINTS)] + ) + with owned_proxy_process(gateway, tmp_path, {}, config=config, workers=2) as first: + burst: Final = asyncio.create_task( + _fire(str(first.gateway.client.base_url), first.gateway.key, tolerate_transport_errors=True) + ) + try: + await asyncio.to_thread(eventually, lambda: wire.received.qsize(), lambda size: size >= _BURST, 90) + first.process.terminate() + finally: + release.set() + served: Final = await burst + during: Final = wire.drain() + with owned_proxy_process(gateway, tmp_path, {}, config=config, workers=2) as second: + after: Final = await _fire(str(second.gateway.client.base_url), second.gateway.key) + after_received: Final = wire.drain() + completed: Final = tuple(item for item in served if item.status == 200) + lost: Final = tuple(item for item in served if item.status != 200) + assert len(after) == _BURST, len(after) + assert all(len(requests) == 1 for requests in _by_marker(during).values()) + _assert_capped(completed, during) + for item in lost: + assert '"error"' in item.text or item.text == "", (item.surface, item.status, item.text) + _assert_capped(after, after_received) + for item in (*completed, *after): + _single_spend_row(item) diff --git a/tests/integration/providers/test_cache_control_tool_call_marks_wire.py b/tests/integration/providers/test_cache_control_tool_call_marks_wire.py new file mode 100644 index 00000000000..de5d4170fc8 --- /dev/null +++ b/tests/integration/providers/test_cache_control_tool_call_marks_wire.py @@ -0,0 +1,934 @@ +import asyncio +import json +from collections.abc import Iterable +from datetime import datetime, timedelta, timezone +from typing import Final, cast + +import anthropic +import httpx +import openai +import pytest +from anthropic.types import MessageParam, TextBlockParam, ToolParam +from integration._support.client import Gateway, Scenario, eventually, object_value, string_value +from integration._support.database import read_rows +from integration._support.wire import Reply, Request, Wire, wire_server +from integration.providers._cache_control_marks_support import ( + ANTHROPIC_MODEL, + ASK, + ASK_LABEL, + BEDROCK_MODEL, + CITIES, + EPHEMERAL, + POINTS, + PROVIDER_KEY, + SYSTEM, + SYSTEM_LABEL, + TOOL, + anthropic_labels, + anthropic_marks, + anthropic_peer, + bedrock_labels, + bedrock_peer, + call_id, + chat_body, + client_marked, + conversation, + final_label, + final_text, + gateway_injected, + marked_calls, + messages_body, + new_marker, + post_chat, + responses_body, + tool_call, + tool_use_label, +) +from openai.types.chat import ChatCompletionMessageParam, ChatCompletionToolParam +from openai.types.responses import ResponseInputParam +from openai.types.responses import ToolParam as ResponsesToolParam +from pydantic import JsonValue, TypeAdapter + +from litellm.utils import get_prompt_cache_min_tokens + +_JSON_OBJECT: Final = TypeAdapter(dict[str, JsonValue]) +_CLIENT_MARKED: Final = client_marked() +_GEMINI_REPLY: Final = json.dumps( + { + "candidates": [{"content": {"role": "model", "parts": [{"text": "sunny"}]}, "finishReason": "STOP"}], + "usageMetadata": {"promptTokenCount": 1600, "candidatesTokenCount": 1, "totalTokenCount": 1601}, + } +).encode() +_OPENAI_REPLY: Final = json.dumps( + { + "id": "chatcmpl-cache-census", + "object": "chat.completion", + "created": 1, + "model": "gpt-6-sol", + "choices": [{"index": 0, "message": {"role": "assistant", "content": "sunny"}, "finish_reason": "stop"}], + "usage": {"prompt_tokens": 12, "completion_tokens": 1, "total_tokens": 13}, + } +).encode() + + +def _anthropic_deployment(scenario: Scenario, wire: Wire, **fields: JsonValue) -> str: + return scenario.model(model=f"anthropic/{ANTHROPIC_MODEL}", api_base=wire.url, api_key=PROVIDER_KEY, **fields) + + +def _only_request(wire: Wire) -> Request: + received: Final = wire.drain() + assert len(received) == 1, [request.target for request in received] + return received[0] + + +def _stream(gateway: Gateway, path: str, body: dict[str, JsonValue], *, key: str | None = None) -> tuple[int, str]: + headers: Final = {"Authorization": f"Bearer {gateway.key if key is None else key}"} + with gateway.client.stream("POST", path, json=body, headers=headers) as response: + return response.status_code, response.read().decode() + + +def _chat_stream_chunks(text: str) -> list[dict[str, JsonValue]]: + return [ + _JSON_OBJECT.validate_json(line.removeprefix("data: ")) + for line in text.splitlines() + if line.startswith("data: ") and line != "data: [DONE]" + ] + + +def _chat_stream_content(chunks: list[dict[str, JsonValue]]) -> str: + return "".join( + str(object_value(object_value(choice).get("delta") or {}).get("content") or "") + for chunk in chunks + for choice in (chunk.get("choices") if isinstance(chunk.get("choices"), list) else []) + ) + + +@pytest.mark.parametrize("stream", (False, True), ids=("json", "stream")) +def test_chat_points_skip_injection_when_client_marks_fill_the_cap(gateway: Gateway, stream: bool) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + body: Final = chat_body(model, conversation(marker, marked_calls()), stream=stream) + if stream: + status, text = _stream(gateway, "/v1/chat/completions", body) + assert status == 200, text + chunks: Final = _chat_stream_chunks(text) + assert _chat_stream_content(chunks) == "sunny", text + assert "data: [DONE]" in text, text + response_id = str(chunks[0]["id"]) + else: + status, response_id, text = post_chat(gateway, body) + assert status == 200, text + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + assert gateway_injected(response_id) is False + + +def test_chat_points_inject_system_and_last_message_without_client_marks(gateway: Gateway) -> None: + marker: Final = new_marker() + unmarked: Final = [tool_call(city) for city in CITIES] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, response_id, text = post_chat( + gateway, chat_body(model, conversation(marker, unmarked, ask_marked=False)) + ) + assert status == 200, text + assert anthropic_labels(_only_request(wire)) == [SYSTEM_LABEL, final_label(marker)] + assert gateway_injected(response_id) is True + + +def _prompt_caching_rows(gateway: Gateway, cursor: dict[str, str]) -> list[dict[str, JsonValue]]: + now: Final = datetime.now(timezone.utc) + page: Final = gateway.get( + "/cost_optimization/prompt_caching/requests", + { + "start_date": (now - timedelta(minutes=10)).isoformat(), + "end_date": (now + timedelta(minutes=10)).isoformat(), + "page_size": "100", + "filter": "injected", + **cursor, + }, + ) + rows: Final = [object_value(row) for row in page["requests"]] if isinstance(page["requests"], list) else [] + following: Final = page.get("next_cursor") + if not page.get("has_more") or not isinstance(following, dict): + return rows + return [ + *rows, + *_prompt_caching_rows( + gateway, + {"cursor_start_time": str(following["start_time"]), "cursor_request_id": str(following["request_id"])}, + ), + ] + + +def _listed_as_injected(gateway: Gateway, response_id: str) -> bool: + return any(row["request_id"] == response_id for row in _prompt_caching_rows(gateway, {})) + + +@pytest.mark.parametrize( + ("calls", "ask_marked", "expected", "injected"), + ( + pytest.param(marked_calls(), False, [tool_use_label(city) for city in CITIES], False, id="three-tool-calls"), + pytest.param([tool_call(city) for city in CITIES], False, None, True, id="no-client-marks"), + pytest.param( + [*marked_calls(cities=CITIES[:2]), tool_call(CITIES[2])], + False, + [tool_use_label(city) for city in CITIES[:2]], + False, + id="two-tool-calls", + ), + ), +) +def test_auto_prompt_caching_stands_down_when_client_marks_only_tool_calls( + gateway: Gateway, + calls: list[JsonValue], + ask_marked: bool, + expected: list[str] | None, + injected: bool, +) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire) + key: Final = scenario.key(metadata={"enable_prompt_caching": True}) + status, response_id, text = post_chat( + gateway, chat_body(model, conversation(marker, calls, ask_marked=ask_marked)), key=key + ) + assert status == 200, text + labels: Final = anthropic_labels(_only_request(wire)) + assert labels == (expected if expected is not None else [SYSTEM_LABEL, final_label(marker)]) + assert gateway_injected(response_id) is injected + assert ( + eventually(lambda: _listed_as_injected(gateway, response_id), lambda listed: listed is injected, 70) is injected + ) + + +def test_assistant_point_skips_message_whose_tool_call_carries_a_one_hour_mark(gateway: Gateway) -> None: + marker: Final = new_marker() + hour: Final[dict[str, JsonValue]] = {"type": "ephemeral", "ttl": "1h"} + calls: Final = [tool_call(CITIES[0], cache_control=hour)] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment( + scenario, wire, cache_control_injection_points=[{"location": "message", "role": "assistant"}] + ) + status, _, text = post_chat( + gateway, + chat_body(model, conversation(marker, calls, ask_marked=False, assistant={"content": "I will check."})), + ) + assert status == 200, text + marks: Final = anthropic_marks(_only_request(wire)) + assert [(mark.label, mark.ttl) for mark in marks] == [(tool_use_label(CITIES[0]), "1h")] + + +@pytest.mark.parametrize( + "mark", + ( + pytest.param("ephemeral", id="string"), + pytest.param(1, id="int"), + pytest.param(["ephemeral"], id="list"), + pytest.param("", id="empty-string"), + pytest.param("x" * 5120, id="5kb-string"), + ), +) +def test_non_object_tool_call_marks_count_against_the_cap(gateway: Gateway, mark: JsonValue) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, marked_calls(mark)))) + assert status == 200, text + assert anthropic_labels(_only_request(wire)) == [ASK_LABEL] + + +@pytest.mark.parametrize( + ("calls", "expected"), + ( + pytest.param(marked_calls({}), _CLIENT_MARKED, id="empty-object"), + pytest.param(marked_calls(None), None, id="null"), + pytest.param( + [tool_call(CITIES[0], cache_control=EPHEMERAL)] * 2, + [SYSTEM_LABEL, ASK_LABEL, tool_use_label(CITIES[0])], + id="same-call-twice", + ), + ), +) +def test_tool_call_mark_shapes_keep_the_request_within_the_cap( + gateway: Gateway, calls: list[JsonValue], expected: list[str] | None +) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, calls))) + assert status == 200, text + labels: Final = anthropic_labels(_only_request(wire)) + assert labels == (expected if expected is not None else [SYSTEM_LABEL, ASK_LABEL, final_label(marker)]) + + +def _untyped_call(city: str) -> dict[str, JsonValue]: + return {name: value for name, value in tool_call(city, cache_control=EPHEMERAL).items() if name != "type"} + + +_BEDROCK_CLIENT_MARKED: Final = [f"user:text:{ASK}", *(f"assistant:toolUse:{call_id(city)}" for city in CITIES)] + + +@pytest.mark.parametrize( + ("calls", "expected"), + ( + pytest.param(marked_calls(), _BEDROCK_CLIENT_MARKED, id="object-marks"), + pytest.param(marked_calls("ephemeral"), _BEDROCK_CLIENT_MARKED, id="string-marks"), + pytest.param([_untyped_call(city) for city in CITIES], _BEDROCK_CLIENT_MARKED, id="calls-without-type"), + pytest.param( + [tool_call(CITIES[0], cache_control=EPHEMERAL)] * 2, + [f"system:text:{SYSTEM}", ASK_LABEL, f"assistant:toolUse:{call_id(CITIES[0])}", "assistant:other"], + id="same-call-twice", + ), + ), +) +def test_bedrock_converse_cache_points_stay_within_the_cap( + gateway: Gateway, calls: list[JsonValue], expected: list[str] +) -> None: + marker: Final = new_marker() + with wire_server(bedrock_peer) as wire, gateway.scenario() as scenario: + model: Final = scenario.model( + model=f"bedrock/converse/{BEDROCK_MODEL}", + api_key=PROVIDER_KEY, + aws_region_name="us-east-1", + aws_bedrock_runtime_endpoint=wire.url, + cache_control_injection_points=POINTS, + ) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, calls))) + assert status == 200, text + request: Final = _only_request(wire) + assert request.target.endswith("/converse"), request.target + assert bedrock_labels(request) == expected + + +_SERVER_CALL: Final = tool_call( + "web", cache_control=EPHEMERAL, id="srvtoolu_web", function={"name": "web_search", "arguments": "{}"} +) +_WEB_RESULTS: Final[dict[str, JsonValue]] = { + "provider_specific_fields": { + "web_search_results": [{"type": "web_search_tool_result", "tool_use_id": "srvtoolu_web", "content": []}] + } +} + + +@pytest.mark.parametrize( + ("assistant", "expected"), + ( + pytest.param( + _WEB_RESULTS, + [SYSTEM_LABEL, ASK_LABEL, tool_use_label(CITIES[0]), tool_use_label(CITIES[1])], + id="server-tool-with-result", + ), + pytest.param( + {}, + [ASK_LABEL, tool_use_label(CITIES[0]), tool_use_label(CITIES[1]), "assistant:tool_use:srvtoolu_web"], + id="server-tool-without-result", + ), + ), +) +def test_server_tool_call_mark_counts_only_when_forwarded( + gateway: Gateway, assistant: dict[str, JsonValue], expected: list[str] +) -> None: + marker: Final = new_marker() + calls: Final[list[JsonValue]] = [*marked_calls(cities=CITIES[:2]), _SERVER_CALL] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, calls, assistant=assistant))) + assert status == 200, text + labels: Final = anthropic_labels(_only_request(wire)) + assert labels == expected + + +def test_azure_ai_claude_points_stay_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = scenario.model( + model=f"azure_ai/{ANTHROPIC_MODEL}", + api_base=wire.url, + api_key=PROVIDER_KEY, + cache_control_injection_points=POINTS, + ) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, marked_calls()))) + assert status == 200, text + request: Final = _only_request(wire) + assert request.target == "/anthropic/v1/messages", request.target + assert anthropic_labels(request) == _CLIENT_MARKED + + +def _gemini_peer(request: Request) -> Reply: + if "cachedContents" in request.target and request.method == "GET": + return Reply(body=b'{"cachedContents":[]}') + if "cachedContents" in request.target: + return Reply( + body=json.dumps( + { + "name": "cachedContents/census", + "model": "models/gemini-3.8-flash", + "expireTime": "2099-01-01T00:00:00Z", + } + ).encode() + ) + return Reply(body=_GEMINI_REPLY) + + +_GEMINI: Final = "gemini/gemini-3.8-flash" +_GEMINI_CACHE_WRITE: Final = [ + ("GET", "/models/gemini-3.8-flash:cachedContents"), + ("POST", "/models/gemini-3.8-flash:cachedContents"), + ("POST", "/models/gemini-3.8-flash:generateContent"), +] + + +@pytest.mark.parametrize( + ("calls", "expected"), + ( + pytest.param( + marked_calls(), [("POST", "/models/gemini-3.8-flash:generateContent")], id="tool-calls-fill-the-cap" + ), + pytest.param([tool_call(city) for city in CITIES], _GEMINI_CACHE_WRITE, id="unmarked-tool-calls"), + ), +) +def test_gemini_context_cache_follows_the_cap_census( + gateway: Gateway, calls: list[JsonValue], expected: list[tuple[str, str]] +) -> None: + marker: Final = new_marker() + long_system: Final[JsonValue] = {"role": "system", "content": "lorem " * (2 * get_prompt_cache_min_tokens(_GEMINI))} + messages: Final = [long_system, *conversation(marker, calls)[1:]] + with wire_server(_gemini_peer) as wire, gateway.scenario() as scenario: + model: Final = scenario.model( + model=_GEMINI, + api_base=wire.url, + api_key=PROVIDER_KEY, + cache_control_injection_points=POINTS, + ) + status, _, text = post_chat(gateway, chat_body(model, messages)) + assert status == 200, text + targets: Final = [(request.method, request.target.split("?")[0]) for request in wire.drain()] + assert targets == expected + + +def _openai_marks(request: Request) -> list[str]: + body: Final = _JSON_OBJECT.validate_json(request.body) + messages: Final = body["messages"] if isinstance(body["messages"], list) else [] + return [label for message in messages if isinstance(message, dict) for label in _openai_message_marks(message)] + + +def _openai_message_marks(message: dict[str, JsonValue]) -> list[str]: + role: Final = str(message.get("role")) + content: Final = message.get("content") + calls: Final = message.get("tool_calls") + blocks: Final = content if isinstance(content, list) else [] + return [ + *(f"{key}@{role}:message" for key in ("cache_control", "prompt_cache_breakpoint") if key in message), + *( + f"{key}@{role}:text:{block.get('text')}" + for block in blocks + if isinstance(block, dict) + for key in ("cache_control", "prompt_cache_breakpoint") + if key in block + ), + *( + f"cache_control@tool_call:{call.get('id')}" + for call in (calls if isinstance(calls, list) else []) + if isinstance(call, dict) and "cache_control" in call + ), + ] + + +@pytest.mark.parametrize( + "options", + ( + pytest.param({"prompt_cache_options": {"mode": "explicit"}}, id="breakpoint-dialect"), + pytest.param({}, id="plain"), + ), +) +def test_openai_points_skip_injection_when_client_marks_fill_the_cap( + gateway: Gateway, options: dict[str, JsonValue] +) -> None: + marker: Final = new_marker() + with wire_server(lambda request: Reply(body=_OPENAI_REPLY)) as wire, gateway.scenario() as scenario: + model: Final = scenario.model( + model="openai/gpt-6-sol", + api_base=f"{wire.url}/v1", + api_key=PROVIDER_KEY, + cache_control_injection_points=POINTS, + **options, + ) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, marked_calls()))) + assert status == 200, text + marks: Final = _openai_marks(_only_request(wire)) + assert marks == [f"cache_control@user:text:{ASK}", *(f"cache_control@tool_call:{call_id(city)}" for city in CITIES)] + + +@pytest.mark.parametrize("stream", (False, True), ids=("json", "stream")) +def test_messages_endpoint_points_skip_injection_when_tool_use_marks_fill_the_cap( + gateway: Gateway, stream: bool +) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, text = _stream(gateway, "/v1/messages", messages_body(model, marker, stream=stream)) + assert status == 200, text + assert ( + ("event: message_stop" in text) if stream else (_JSON_OBJECT.validate_json(text)["id"] == f"msg_{marker}") + ) + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + + +def test_responses_bridge_keeps_system_and_user_marks_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + response: Final = gateway.request("POST", "/v1/responses", responses_body(model, marker)) + assert response.status_code == 200, response.text + assert _JSON_OBJECT.validate_json(response.content)["status"] == "completed", response.text + assert anthropic_labels(_only_request(wire)) == [SYSTEM_LABEL, ASK_LABEL] + + +def test_response_cache_serves_the_capped_request_once(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + body: Final = chat_body(model, conversation(marker, marked_calls())) + first: Final = post_chat(gateway, body) + second: Final = post_chat(gateway, body) + received: Final = wire.drain() + assert (first[0], second[0]) == (200, 200), (first[2], second[2]) + assert first[1].startswith("chatcmpl-"), first[2] + assert first[1] == second[1], (first[2], second[2]) + assert [anthropic_labels(request) for request in received] == [_CLIENT_MARKED] + + +def test_unauthenticated_request_never_reaches_the_provider(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat( + gateway, chat_body(model, conversation(marker, marked_calls())), key=f"sk-not-a-key-{marker}" + ) + received: Final = wire.drain() + assert status == 401, text + assert "error" in _JSON_OBJECT.validate_json(text), text + assert received == () + + +@pytest.mark.parametrize( + "calls", + ( + pytest.param({"tool_calls": []}, id="empty"), + pytest.param({"tool_calls": None}, id="null"), + pytest.param({}, id="missing"), + ), +) +def test_assistant_without_tool_calls_keeps_configured_points(gateway: Gateway, calls: dict[str, JsonValue]) -> None: + marker: Final = new_marker() + messages: Final[list[JsonValue]] = [ + {"role": "system", "content": SYSTEM}, + {"role": "user", "content": [{"type": "text", "text": ASK, "cache_control": EPHEMERAL}]}, + {"role": "assistant", "content": "I will check.", **calls}, + {"role": "user", "content": final_text(marker)}, + ] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat(gateway, chat_body(model, messages)) + assert status == 200, text + labels: Final = anthropic_labels(_only_request(wire)) + assert labels == [SYSTEM_LABEL, ASK_LABEL, final_label(marker)] + + +def test_responses_stream_bridge_keeps_system_and_user_marks_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, text = _stream(gateway, "/v1/responses", {**responses_body(model, marker), "stream": True}) + assert status == 200, text + assert '"type":"response.completed"' in text, text + assert anthropic_labels(_only_request(wire)) == [SYSTEM_LABEL, ASK_LABEL] + + +def _openai_client(gateway: Gateway) -> openai.OpenAI: + return openai.OpenAI( + base_url=f"{gateway.client.base_url}/v1", + api_key=gateway.key, + max_retries=0, + http_client=httpx.Client(trust_env=False, timeout=60), + ) + + +def _async_openai_client(gateway: Gateway) -> openai.AsyncOpenAI: + return openai.AsyncOpenAI( + base_url=f"{gateway.client.base_url}/v1", + api_key=gateway.key, + max_retries=0, + http_client=httpx.AsyncClient(trust_env=False, timeout=60), + ) + + +def _anthropic_client(gateway: Gateway) -> anthropic.Anthropic: + return anthropic.Anthropic( + base_url=str(gateway.client.base_url), + api_key=gateway.key, + max_retries=0, + http_client=httpx.Client(trust_env=False, timeout=60), + ) + + +def _async_anthropic_client(gateway: Gateway) -> anthropic.AsyncAnthropic: + return anthropic.AsyncAnthropic( + base_url=str(gateway.client.base_url), + api_key=gateway.key, + max_retries=0, + http_client=httpx.AsyncClient(trust_env=False, timeout=60), + ) + + +def _sdk_messages(marker: str) -> list[ChatCompletionMessageParam]: + return cast(list[ChatCompletionMessageParam], conversation(marker, marked_calls())) + + +_SDK_TOOLS: Final = cast(list[ChatCompletionToolParam], [TOOL]) + + +def test_openai_sdk_sync_chat_keeps_the_capped_request_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + with _openai_client(gateway) as client: + completion: Final = client.chat.completions.create( + model=model, messages=_sdk_messages(marker), tools=_SDK_TOOLS, max_tokens=64 + ) + assert completion.choices[0].message.content == "sunny", completion.model_dump() + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + assert gateway_injected(completion.id) is False + + +async def test_openai_sdk_async_chat_stream_keeps_the_capped_request_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + async with _async_openai_client(gateway) as client: + stream: Final = await client.chat.completions.create( + model=model, messages=_sdk_messages(marker), tools=_SDK_TOOLS, max_tokens=64, stream=True + ) + chunks: Final = [chunk async for chunk in stream] + assert "".join(chunk.choices[0].delta.content or "" for chunk in chunks if chunk.choices) == "sunny", chunks + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + assert gateway_injected(chunks[0].id) is False + + +def _messages_system(model: str, marker: str) -> Iterable[TextBlockParam]: + return cast(Iterable[TextBlockParam], messages_body(model, marker, stream=False)["system"]) + + +def _messages_tools(model: str, marker: str) -> Iterable[ToolParam]: + return cast(Iterable[ToolParam], messages_body(model, marker, stream=False)["tools"]) + + +def _messages_turns(model: str, marker: str) -> Iterable[MessageParam]: + return cast(Iterable[MessageParam], messages_body(model, marker, stream=False)["messages"]) + + +def test_anthropic_sdk_sync_messages_keeps_the_capped_request_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + with _anthropic_client(gateway) as client: + message: Final = client.messages.create( + model=model, + max_tokens=64, + system=_messages_system(model, marker), + tools=_messages_tools(model, marker), + messages=_messages_turns(model, marker), + ) + assert message.id == f"msg_{marker}", message.model_dump() + assert [block.text for block in message.content if block.type == "text"] == ["sunny"], message.model_dump() + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + assert gateway_injected(message.id) is False + + +async def test_anthropic_sdk_async_messages_stream_keeps_the_capped_request_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + async with _async_anthropic_client(gateway) as client: + stream: Final = await client.messages.create( + model=model, + max_tokens=64, + system=_messages_system(model, marker), + tools=_messages_tools(model, marker), + messages=_messages_turns(model, marker), + stream=True, + ) + events: Final = [event async for event in stream] + assert [event.type for event in events][-1] == "message_stop", events + starts: Final = [event for event in events if event.type == "message_start"] + assert [start.message.id for start in starts] == [f"msg_{marker}"], events + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + assert gateway_injected(f"msg_{marker}") is False + + +async def test_openai_sdk_async_responses_keeps_system_and_user_marks_within_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + body: Final = responses_body(model, marker) + async with _async_openai_client(gateway) as client: + response: Final = await client.responses.create( + model=model, + instructions=SYSTEM, + max_output_tokens=64, + tools=cast(Iterable[ResponsesToolParam], body["tools"]), + input=cast(ResponseInputParam, body["input"]), + ) + assert response.status == "completed", response.model_dump() + assert anthropic_labels(_only_request(wire)) == [SYSTEM_LABEL, ASK_LABEL] + + +def test_request_level_points_skip_injection_when_client_marks_fill_the_cap(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire) + body: Final = chat_body(model, conversation(marker, marked_calls()), cache_control_injection_points=POINTS) + status, response_id, text = post_chat(gateway, body) + assert status == 200, text + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + assert gateway_injected(response_id) is False + + +_OTHER_CALL_RESULT: Final[dict[str, JsonValue]] = { + "web_search_results": [{"type": "web_search_tool_result", "tool_use_id": "srvtoolu_other", "content": []}] +} +_SERVER_MARK_COUNTED: Final = [ + ASK_LABEL, + tool_use_label(CITIES[0]), + tool_use_label(CITIES[1]), + "assistant:tool_use:srvtoolu_web", +] + + +@pytest.mark.parametrize( + "fields", + ( + pytest.param(1, id="int"), + pytest.param(["web_search_results"], id="list"), + pytest.param("", id="empty-string"), + pytest.param("x" * 5120, id="5kb-string"), + pytest.param({"web_search_results": "srvtoolu_web"}, id="results-not-a-list"), + pytest.param({"web_search_results": ["srvtoolu_web", 1]}, id="results-without-objects"), + pytest.param(_OTHER_CALL_RESULT, id="result-for-another-call"), + ), +) +def test_malformed_provider_specific_fields_count_the_server_tool_call_mark( + gateway: Gateway, fields: JsonValue +) -> None: + marker: Final = new_marker() + calls: Final[list[JsonValue]] = [*marked_calls(cities=CITIES[:2]), _SERVER_CALL] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat( + gateway, chat_body(model, conversation(marker, calls, assistant={"provider_specific_fields": fields})) + ) + assert status == 200, text + labels: Final = anthropic_labels(_only_request(wire)) + assert labels == _SERVER_MARK_COUNTED + + +@pytest.mark.parametrize( + ("identity", "forwarded"), + ( + pytest.param("", "tool_use_id", id="empty-string"), + pytest.param("x" * 5120, "x" * 5120, id="5kb-string"), + ), +) +def test_odd_tool_call_ids_still_count_their_marks(gateway: Gateway, identity: str, forwarded: str) -> None: + marker: Final = new_marker() + calls: Final[list[JsonValue]] = [ + *marked_calls(cities=CITIES[:2]), + tool_call(CITIES[2], cache_control=EPHEMERAL, id=identity), + ] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, calls))) + assert status == 200, text + labels: Final = anthropic_labels(_only_request(wire)) + assert labels == [ + ASK_LABEL, + tool_use_label(CITIES[0]), + tool_use_label(CITIES[1]), + f"assistant:tool_use:{forwarded}", + ] + + +def _without_id(call: dict[str, JsonValue]) -> dict[str, JsonValue]: + return {key: value for key, value in call.items() if key != "id"} + + +@pytest.mark.parametrize( + "odd_call", + ( + pytest.param(tool_call(CITIES[2], cache_control=EPHEMERAL, id=123), id="int"), + pytest.param(tool_call(CITIES[2], cache_control=EPHEMERAL, id=["call_x"]), id="list"), + pytest.param(tool_call(CITIES[2], cache_control=EPHEMERAL, id=None), id="null"), + pytest.param(_without_id(tool_call(CITIES[2], cache_control=EPHEMERAL)), id="missing"), + ), +) +def test_non_string_tool_call_ids_answer_400_without_an_upstream_call( + gateway: Gateway, odd_call: dict[str, JsonValue] +) -> None: + marker: Final = new_marker() + calls: Final[list[JsonValue]] = [*marked_calls(cities=CITIES[:2]), odd_call] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + status, _, text = post_chat(gateway, chat_body(model, conversation(marker, calls))) + received: Final = wire.drain() + assert status == 400, text + assert '"error"' in text, text + assert len(received) == 0, [request.target for request in received] + + +def _unauthorized_peer(request: Request) -> Reply: + assert len(anthropic_labels(request)) <= 4, anthropic_labels(request) + return Reply( + status=401, + body=json.dumps( + {"type": "error", "error": {"type": "authentication_error", "message": "invalid x-api-key"}} + ).encode(), + ) + + +def test_provider_error_on_a_capped_request_reaches_the_caller(gateway: Gateway) -> None: + marker: Final = new_marker() + with wire_server(_unauthorized_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + response: Final = gateway.request( + "POST", "/v1/chat/completions", chat_body(model, conversation(marker, marked_calls())) + ) + received: Final = wire.drain() + assert response.status_code == 401, response.text + assert "invalid x-api-key" in response.text, response.text + assert [anthropic_labels(request) for request in received] == [_CLIENT_MARKED] + + +@pytest.mark.parametrize("points", (pytest.param(None, id="null"), pytest.param([], id="empty"))) +def test_points_null_or_empty_forward_only_the_client_marks(gateway: Gateway, points: JsonValue) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=points) + status, response_id, text = post_chat(gateway, chat_body(model, conversation(marker, marked_calls()))) + assert status == 200, text + assert anthropic_labels(_only_request(wire)) == _CLIENT_MARKED + assert gateway_injected(response_id) is False + + +def _cache_hit_rows(response_id: str) -> list[dict[str, JsonValue]]: + return read_rows( + """SELECT request_id, metadata->>'litellm_gateway_injected_cache' AS injected FROM "LiteLLM_SpendLogs" """ + "WHERE request_id LIKE %s", + (f"{response_id}_cache_hit%",), + ) + + +def test_response_cache_hit_records_the_injection_on_the_first_row_only(gateway: Gateway) -> None: + marker: Final = new_marker() + unmarked: Final = [tool_call(city) for city in CITIES] + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + body: Final = chat_body(model, conversation(marker, unmarked, ask_marked=False)) + first: Final = post_chat(gateway, body) + second: Final = post_chat(gateway, body) + received: Final = wire.drain() + assert (first[0], second[0]) == (200, 200), (first[2], second[2]) + assert first[1] == second[1], (first[2], second[2]) + assert [anthropic_labels(request) for request in received] == [[SYSTEM_LABEL, final_label(marker)]] + assert gateway_injected(first[1]) is True + hit_rows: Final = eventually(lambda: _cache_hit_rows(first[1]), lambda rows: len(rows) == 1, seconds=70) + assert hit_rows[0]["injected"] is None, hit_rows + + +@pytest.mark.parametrize("path", ("/v1/messages", "/v1/responses")) +def test_response_cache_twins_on_messages_and_responses_stay_within_the_cap(gateway: Gateway, path: str) -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + body: Final = ( + messages_body(model, marker, stream=False) if path == "/v1/messages" else responses_body(model, marker) + ) + responses: Final = tuple(gateway.request("POST", path, body) for _ in range(2)) + received: Final = wire.drain() + assert [response.status_code for response in responses] == [200, 200], [response.text for response in responses] + expected: Final = _CLIENT_MARKED if path == "/v1/messages" else [SYSTEM_LABEL, ASK_LABEL] + assert [anthropic_labels(request) for request in received] == [expected] * len(received) + assert len(received) == 1, [request.target for request in received] + + +def _model_id(gateway: Gateway, model: str) -> str: + entries: Final = gateway.get("/model/info")["data"] + assert isinstance(entries, list), entries + matches: Final = [ + string_value(object_value(object_value(entry)["model_info"])["id"]) + for entry in entries + if object_value(entry)["model_name"] == model + ] + assert len(matches) == 1, matches + return matches[0] + + +_ASSISTANT_POINT: Final[list[JsonValue]] = [{"location": "message", "role": "assistant"}] +_UPDATE_BURST: Final = 20 + + +async def _capped_burst(gateway: Gateway, model: str) -> tuple[tuple[int, str], ...]: + async def one(client: httpx.AsyncClient) -> tuple[int, str]: + body: Final = chat_body(model, conversation(new_marker(), marked_calls())) + response: Final = await client.post( + "/v1/chat/completions", json=body, headers={"Authorization": f"Bearer {gateway.key}"} + ) + return response.status_code, response.text + + async with httpx.AsyncClient(base_url=str(gateway.client.base_url), timeout=60, trust_env=False) as client: + return tuple(await asyncio.gather(*(one(client) for _ in range(_UPDATE_BURST)))) + + +def _probe_assistant_point(gateway: Gateway, wire: Wire, model: str, marker: str) -> list[str]: + messages: Final[list[JsonValue]] = [ + {"role": "system", "content": SYSTEM}, + {"role": "user", "content": ASK}, + {"role": "assistant", "content": "I will check."}, + {"role": "user", "content": final_text(marker)}, + ] + status, _, text = post_chat(gateway, chat_body(model, messages)) + assert status == 200, text + return anthropic_labels(wire.drain()[-1]) + + +async def test_points_update_mid_burst_keeps_every_request_within_the_cap(gateway: Gateway) -> None: + with wire_server(anthropic_peer) as wire, gateway.scenario() as scenario: + model: Final = _anthropic_deployment(scenario, wire, cache_control_injection_points=POINTS) + identity: Final = _model_id(gateway, model) + burst: Final = asyncio.create_task(_capped_burst(gateway, model)) + await asyncio.to_thread(eventually, lambda: wire.received.qsize(), lambda size: size >= 3, 30) + await asyncio.to_thread( + gateway.post, + "/model/update", + { + "model_name": model, + "litellm_params": { + "model": f"anthropic/{ANTHROPIC_MODEL}", + "api_base": wire.url, + "api_key": PROVIDER_KEY, + "cache_control_injection_points": _ASSISTANT_POINT, + }, + "model_info": {"id": identity}, + }, + ) + sent: Final = await burst + received: Final = wire.drain() + assert [status for status, _ in sent] == [200] * _UPDATE_BURST, [text for _, text in sent] + assert [anthropic_labels(request) for request in received] == [_CLIENT_MARKED] * _UPDATE_BURST + landed: Final = await asyncio.to_thread( + eventually, + lambda: _probe_assistant_point(gateway, wire, model, new_marker()), + lambda labels: labels == ["assistant:text:I will check."], + 60, + ) + assert landed == ["assistant:text:I will check."] diff --git a/tests/integration/providers/test_vertex_partner_count_tokens_wire.py b/tests/integration/providers/test_vertex_partner_count_tokens_wire.py new file mode 100644 index 00000000000..5df8dd6e32e --- /dev/null +++ b/tests/integration/providers/test_vertex_partner_count_tokens_wire.py @@ -0,0 +1,728 @@ +import json +import re +import signal +import socket +import threading +import uuid +from collections.abc import Callable, Mapping, Sequence +from concurrent.futures import ThreadPoolExecutor +from contextlib import ExitStack +from pathlib import Path +from queue import SimpleQueue +from typing import Final + +import httpx +import psutil +import pytest +import yaml +from integration._support.client import Gateway, Scenario, eventually +from integration._support.process import owned_proxy_process +from integration._support.vertex import service_account_json +from integration._support.wire import Reply, Request, Wire, wire_server +from pydantic import JsonValue, TypeAdapter + +_BACKEND: Final = "claude-sonnet-4-6" +_PROJECT: Final = "scripted-project" +_LOCATION: Final = "us-east5" +_MODELS_PATH: Final = f"/v1/projects/{_PROJECT}/locations/{_LOCATION}/publishers/anthropic/models" +_COUNT_TARGET: Final = f"{_MODELS_PATH}/count-tokens:rawPredict" +_MESSAGE_TARGET: Final = f"{_MODELS_PATH}/{_BACKEND}:rawPredict" +_STREAM_TARGET: Final = f"{_MODELS_PATH}/{_BACKEND}:streamRawPredict?alt=sse" +_PEER_COUNT: Final = 4242 +_REJECTION: Final = "scripted partner rejection" +_REJECT_TEXT: Final = "The peer must reject this message" +_REPLY_TEXT: Final = "scripted reply" +_OWNED_MODEL: Final = "partner-claude" +_OWNED_UNREACHABLE_MODEL: Final = "partner-claude-unreachable" +_JSON_OBJECT: Final = TypeAdapter(dict[str, JsonValue]) +_STARTED_WORKER: Final = re.compile(r"Started server process \[(\d+)\]") + +_MESSAGES: Final[list[JsonValue]] = [{"role": "user", "content": "Count this message"}] +_SYSTEM: Final = "You are a terse assistant that answers in one sentence" +_SYSTEM_BLOCKS: Final[list[JsonValue]] = [ + {"type": "text", "text": "You are a terse assistant"}, + {"type": "text", "text": "Answer in one sentence"}, +] +_WEATHER_SCHEMA: Final[dict[str, JsonValue]] = { + "type": "object", + "properties": {"city": {"type": "string", "description": "City to look up"}}, + "required": ["city"], +} +_TOOLS: Final[list[JsonValue]] = [ + {"name": "get_weather", "description": "Look up the current weather for a city", "input_schema": _WEATHER_SCHEMA} +] +_OPENAI_TOOLS: Final[list[JsonValue]] = [ + { + "type": "function", + "function": { + "name": "get_weather", + "description": "Look up the current weather for a city", + "parameters": _WEATHER_SCHEMA, + }, + } +] +_RESPONSES_TOOLS: Final[list[JsonValue]] = [ + { + "type": "function", + "name": "get_weather", + "description": "Look up the current weather for a city", + "parameters": _WEATHER_SCHEMA, + } +] +_PEER_BARE: Final[dict[str, JsonValue]] = {"model": _BACKEND, "messages": _MESSAGES} +_PEER_FULL: Final[dict[str, JsonValue]] = {**_PEER_BARE, "system": _SYSTEM, "tools": _TOOLS} +_GEMINI_BODY: Final[dict[str, JsonValue]] = {"contents": [{"role": "user", "parts": [{"text": "Count this"}]}]} +_GEMINI_MESSAGES: Final[list[JsonValue]] = [{"role": "user", "content": "Count this"}] + +_REPLY: Final[dict[str, JsonValue]] = { + "id": "msg_scripted", + "type": "message", + "role": "assistant", + "model": _BACKEND, + "content": [{"type": "text", "text": _REPLY_TEXT}], + "stop_reason": "end_turn", + "stop_sequence": None, + "usage": {"input_tokens": 5, "output_tokens": 3}, +} +_EVENTS: Final[tuple[tuple[str, dict[str, JsonValue]], ...]] = ( + ( + "message_start", + { + "type": "message_start", + "message": {**_REPLY, "content": [], "stop_reason": None, "usage": {"input_tokens": 5, "output_tokens": 1}}, + }, + ), + ("content_block_start", {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}}), + ( + "content_block_delta", + {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": _REPLY_TEXT}}, + ), + ("content_block_stop", {"type": "content_block_stop", "index": 0}), + ( + "message_delta", + { + "type": "message_delta", + "delta": {"stop_reason": "end_turn", "stop_sequence": None}, + "usage": {"output_tokens": 3}, + }, + ), + ("message_stop", {"type": "message_stop"}), +) +_SSE: Final = tuple(f"event: {name}\ndata: {json.dumps(data)}\n\n".encode() for name, data in _EVENTS) + + +def _counted(_request: Request) -> Reply: + return Reply(body=json.dumps({"input_tokens": _PEER_COUNT}).encode()) + + +def _rejected(status: int) -> Reply: + return Reply( + status=status, + body=json.dumps({"type": "error", "error": {"type": "invalid_request_error", "message": _REJECTION}}).encode(), + ) + + +def _rejecting(status: int) -> Callable[[Request], Reply]: + def count(_request: Request) -> Reply: + return _rejected(status) + + return count + + +def _anthropic_message(message: JsonValue) -> bool: + return isinstance(message, dict) and message.get("role") in ("user", "assistant") + + +def _anthropic_tool(tool: JsonValue) -> bool: + return isinstance(tool, dict) and isinstance(tool.get("name"), str) and isinstance(tool.get("input_schema"), dict) + + +def _strict(request: Request) -> Reply: + body: Final = _JSON_OBJECT.validate_json(request.body) + messages: Final = body.get("messages") + tools: Final = body.get("tools", []) + accepted: Final = ( + isinstance(messages, list) + and all(map(_anthropic_message, messages)) + and isinstance(body.get("system", ""), (str, list)) + and isinstance(tools, list) + and all(map(_anthropic_tool, tools)) + ) + return _counted(request) if accepted else _rejected(400) + + +def _rejecting_marked_messages(request: Request) -> Reply: + return _rejected(400) if _REJECT_TEXT in request.body.decode() else _counted(request) + + +def _peer(count: Callable[[Request], Reply] = _counted) -> Callable[[Request], Reply]: + def respond(request: Request) -> Reply: + if request.target.endswith("/count-tokens:rawPredict"): + return count(request) + if request.target.endswith(":streamRawPredict?alt=sse"): + return Reply(content_type="text/event-stream", chunks=_SSE) + if request.target.endswith(f"/{_BACKEND}:rawPredict"): + return Reply(body=json.dumps(_REPLY).encode()) + return Reply(status=404, body=json.dumps({"error": f"unscripted target {request.target}"}).encode()) + + return respond + + +def _count_requests(requests: Sequence[Request]) -> tuple[Request, ...]: + return tuple(request for request in requests if "count-tokens" in request.target) + + +def _count_bodies(requests: Sequence[Request], target: str = _COUNT_TARGET) -> tuple[dict[str, JsonValue], ...]: + counts: Final = _count_requests(requests) + for request in counts: + assert (request.method, request.target) == ("POST", target), request.target + assert request.headers["authorization"] == "Bearer scripted-token", request.headers + return tuple(_JSON_OBJECT.validate_json(request.body) for request in counts) + + +def _counted_bodies(wire: Wire) -> tuple[dict[str, JsonValue], ...]: + return _count_bodies(wire.drain()) + + +def _bare(model: str) -> dict[str, JsonValue]: + return {"model": model, "messages": _MESSAGES} + + +def _full(model: str) -> dict[str, JsonValue]: + return {**_bare(model), "system": _SYSTEM, "tools": _TOOLS} + + +def _deployment(gateway: Gateway, scenario: Scenario, api_base: str, **overrides: JsonValue) -> str: + return scenario.model( + **{ + "model": f"vertex_ai/{_BACKEND}", + "api_base": api_base, + "api_key": None, + "vertex_project": _PROJECT, + "vertex_location": _LOCATION, + "vertex_credentials": service_account_json(_PROJECT, gateway.upstream_url.rstrip("/")), + **overrides, + } + ) + + +def _count(gateway: Gateway, body: Mapping[str, JsonValue]) -> httpx.Response: + return gateway.request("POST", "/v1/messages/count_tokens", body) + + +def _payload(response: httpx.Response) -> dict[str, JsonValue]: + assert response.status_code == 200, response.text + return _JSON_OBJECT.validate_json(response.content) + + +def _local_count(gateway: Gateway, body: Mapping[str, JsonValue]) -> int: + response: Final = gateway.request("POST", "/utils/token_counter", body, params={"call_endpoint": "false"}) + payload: Final = _payload(response) + total: Final = payload["total_tokens"] + assert payload["tokenizer_type"] != "vertex_ai_partner_models", response.text + assert isinstance(total, int) and 0 < total != _PEER_COUNT, response.text + return total + + +def _closed_port_url() -> str: + with socket.socket() as reserve: + reserve.bind(("127.0.0.1", 0)) + return f"http://127.0.0.1:{reserve.getsockname()[1]}" + + +def _clients(stack: ExitStack, base_url: str, count: int) -> tuple[httpx.Client, ...]: + return tuple( + stack.enter_context(httpx.Client(base_url=base_url, timeout=30, trust_env=False)) for _ in range(count) + ) + + +def _counted_on(client: httpx.Client, key: str, body: Mapping[str, JsonValue]) -> tuple[int, JsonValue]: + response: Final = client.post( + "/v1/messages/count_tokens", json=dict(body), headers={"Authorization": f"Bearer {key}"} + ) + return response.status_code, _JSON_OBJECT.validate_json(response.content).get("input_tokens") + + +def _generated_then_counted( + client: httpx.Client, key: str, model: str, body: Mapping[str, JsonValue] +) -> tuple[int, int, JsonValue]: + generated: Final = client.post( + "/v1/messages", + json={ + "model": model, + "max_tokens": 16, + "messages": [{"role": "user", "content": f"Generate before counting {uuid.uuid4().hex}"}], + }, + headers={"Authorization": f"Bearer {key}"}, + ) + return generated.status_code, *_counted_on(client, key, body) + + +def _local_port(client: httpx.Client) -> int: + with client.stream("GET", "/health/liveliness") as response: + port: Final = int(response.extensions["network_stream"].get_extra_info("client_addr")[1]) + response.read() + assert response.status_code == 200, response.text + return port + + +def _counted_or_dropped(client: httpx.Client, key: str, body: Mapping[str, JsonValue]) -> tuple[int, JsonValue] | None: + try: + return _counted_on(client, key, body) + except httpx.TransportError: + return None + + +def _accepted_client_ports(pid: int, proxy_port: int) -> frozenset[int]: + return frozenset( + connection.raddr.port + for connection in psutil.Process(pid).net_connections(kind="tcp") + if connection.raddr and connection.laddr.port == proxy_port + ) + + +def _owned_config( + path: Path, gateway: Gateway, api_bases: Mapping[str, str], settings: Mapping[str, JsonValue] +) -> Path: + config: Final = yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text()) + path.write_text( + yaml.safe_dump( + { + **config, + "model_list": [ + { + "model_name": name, + "litellm_params": { + "model": f"vertex_ai/{_BACKEND}", + "api_base": api_base, + "vertex_project": _PROJECT, + "vertex_location": _LOCATION, + "vertex_credentials": service_account_json(_PROJECT, gateway.upstream_url.rstrip("/")), + }, + } + for name, api_base in api_bases.items() + ], + "litellm_settings": {**config["litellm_settings"], **settings}, + } + ) + ) + return path + + +@pytest.mark.parametrize("system", [_SYSTEM, _SYSTEM_BLOCKS], ids=["string", "blocks"]) +def test_messages_count_tokens_forwards_system_and_tools(gateway: Gateway, system: JsonValue) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, {**_bare(model), "system": system, "tools": _TOOLS}) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + assert _counted_bodies(wire) == ({**_PEER_BARE, "system": system, "tools": _TOOLS},) + + +def test_messages_count_tokens_without_system_or_tools_sends_bare_body(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, _bare(model)) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + assert _counted_bodies(wire) == (_PEER_BARE,) + + +def test_utils_token_counter_call_endpoint_forwards_system_and_tools(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request( + "POST", "/utils/token_counter", _full(model), params={"call_endpoint": "true"} + ) + payload: Final = _payload(response) + assert (payload["total_tokens"], payload["tokenizer_type"]) == (_PEER_COUNT, "vertex_ai_partner_models") + assert (payload["request_model"], payload["model_used"]) == (model, _BACKEND), response.text + assert _counted_bodies(wire) == (_PEER_FULL,) + + +def test_utils_token_counter_local_mode_never_calls_the_peer(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + assert _local_count(gateway, _full(model)) > 0 + assert wire.drain() == () + + +def test_utils_token_counter_falls_back_locally_when_peer_rejects_openai_tools(gateway: Gateway) -> None: + with wire_server(_peer(_strict)) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + body: Final = {**_bare(model), "tools": _OPENAI_TOOLS} + response: Final = gateway.request("POST", "/utils/token_counter", body, params={"call_endpoint": "true"}) + payload: Final = _payload(response) + assert _counted_bodies(wire) == ({**_PEER_BARE, "tools": _OPENAI_TOOLS},) + assert payload["total_tokens"] == _local_count(gateway, body), response.text + assert payload["tokenizer_type"] != "vertex_ai_partner_models", response.text + + +def test_responses_input_tokens_counts_through_the_partner_peer(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request( + "POST", "/v1/responses/input_tokens", {"model": model, "input": "Count this message"} + ) + assert _payload(response) == {"object": "response.input_tokens", "input_tokens": _PEER_COUNT}, response.text + assert _counted_bodies(wire) == (_PEER_BARE,) + + +def test_responses_input_tokens_falls_back_locally_when_peer_rejects(gateway: Gateway) -> None: + with wire_server(_peer(_strict)) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request( + "POST", + "/v1/responses/input_tokens", + {"model": model, "input": "Count this message", "instructions": "Be terse", "tools": _RESPONSES_TOOLS}, + ) + payload: Final = _payload(response) + (sent,) = _counted_bodies(wire) + assert sent["tools"] == _RESPONSES_TOOLS, sent + local: Final = _local_count(gateway, {"model": model, "messages": sent["messages"], "tools": _RESPONSES_TOOLS}) + assert payload == {"object": "response.input_tokens", "input_tokens": local}, response.text + + +def test_gemini_count_tokens_route_reaches_the_partner_peer(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request("POST", f"/v1beta/models/{model}:countTokens", _GEMINI_BODY) + assert "totalTokens" in _payload(response), response.text + assert _counted_bodies(wire) == ({"model": _BACKEND, "messages": _GEMINI_MESSAGES},) + + +def test_gemini_count_tokens_route_falls_back_locally_when_peer_rejects(gateway: Gateway) -> None: + with wire_server(_peer(_rejecting(400))) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request("POST", f"/v1beta/models/{model}:countTokens", _GEMINI_BODY) + payload: Final = _payload(response) + assert _counted_bodies(wire) == ({"model": _BACKEND, "messages": _GEMINI_MESSAGES},) + assert payload["totalTokens"] == _local_count(gateway, {"model": model, "messages": _GEMINI_MESSAGES}) + + +@pytest.mark.parametrize("status", [400, 500, 503]) +def test_messages_count_tokens_falls_back_locally_when_peer_errors(gateway: Gateway, status: int) -> None: + with wire_server(_peer(_rejecting(status))) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, _full(model)) + payload: Final = _payload(response) + assert _counted_bodies(wire) == (_PEER_FULL,) + assert payload == {"input_tokens": _local_count(gateway, _full(model))}, response.text + + +def test_messages_count_tokens_falls_back_locally_when_token_endpoint_rejects(gateway: Gateway) -> None: + def respond(request: Request) -> Reply: + if request.target == "/_oauth/token": + return Reply( + status=400, + body=json.dumps({"error": "invalid_grant", "error_description": "scripted refusal"}).encode(), + ) + return _peer()(request) + + with wire_server(respond) as wire, gateway.scenario() as scenario: + model: Final = _deployment( + gateway, scenario, wire.url, vertex_credentials=service_account_json(_PROJECT, wire.url) + ) + response: Final = _count(gateway, _full(model)) + payload: Final = _payload(response) + targets: Final = frozenset(request.target for request in wire.drain()) + assert targets == {"/_oauth/token"}, targets + assert payload == {"input_tokens": _local_count(gateway, _full(model))}, response.text + + +def test_messages_count_tokens_falls_back_locally_when_peer_is_unreachable(gateway: Gateway) -> None: + with gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, _closed_port_url()) + response: Final = _count(gateway, _full(model)) + assert _payload(response) == {"input_tokens": _local_count(gateway, _full(model))}, response.text + + +@pytest.mark.parametrize( + "tools", + [5, "", "x" * 5120, ["get_weather"]], + ids=["int", "empty_string", "5kb_string", "list_of_strings"], +) +def test_messages_count_tokens_rejects_malformed_tools_without_calling_the_peer( + gateway: Gateway, tools: JsonValue +) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + refused: Final = _count(gateway, {**_bare(model), "tools": tools}) + assert 400 <= refused.status_code < 600, refused.text + assert "input_tokens" not in refused.text, refused.text + assert wire.drain() == () + assert _generated_then_counted(gateway.client, gateway.key, model, _bare(model)) == (200, 200, _PEER_COUNT) + assert _counted_bodies(wire) == (_PEER_BARE,) + + +def test_messages_count_tokens_forwards_an_empty_tools_list(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, {**_bare(model), "tools": []}) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + assert _counted_bodies(wire) == ({**_PEER_BARE, "tools": []},) + + +def test_messages_count_tokens_forwards_an_empty_system_string(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, {**_bare(model), "system": ""}) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + assert _counted_bodies(wire) == ({**_PEER_BARE, "system": ""},) + + +def test_messages_count_tokens_leaves_null_system_and_tools_out(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, {**_bare(model), "system": None, "tools": None}) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + assert _counted_bodies(wire) == (_PEER_BARE,) + + +def test_messages_count_tokens_falls_back_locally_when_peer_rejects_a_non_text_system(gateway: Gateway) -> None: + with wire_server(_peer(_strict)) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, {**_bare(model), "system": 5}) + payload: Final = _payload(response) + assert _counted_bodies(wire) == ({**_PEER_BARE, "system": 5},) + assert payload == {"input_tokens": _local_count(gateway, _bare(model))}, response.text + + +def test_messages_count_tokens_forwards_a_5kb_system_verbatim(gateway: Gateway) -> None: + system: Final = "Answer in one sentence. " * 214 + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, {**_bare(model), "system": system}) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + assert _counted_bodies(wire) == ({**_PEER_BARE, "system": system},) + + +def test_messages_count_tokens_duplicate_system_and_tools_keys_forward_one_value_each(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + fields: Final = f'"system": {json.dumps(_SYSTEM)}, "tools": {json.dumps(_TOOLS)}' + response: Final = gateway.client.post( + "/v1/messages/count_tokens", + content=f'{{"model": "{model}", "messages": {json.dumps(_MESSAGES)}, {fields}, {fields}}}', + headers={"Authorization": f"Bearer {gateway.key}", "Content-Type": "application/json"}, + ) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + (sent,) = _count_requests(wire.drain()) + assert _count_bodies((sent,)) == (_PEER_FULL,) + assert (sent.body.count(b'"system"'), sent.body.count(b'"tools"')) == (1, 1), sent.body + + +def test_messages_count_tokens_unauthenticated_request_never_reaches_the_peer(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request( + "POST", "/v1/messages/count_tokens", _full(model), key="sk-not-a-key-this-proxy-issued" + ) + assert response.status_code == 401, response.text + assert "input_tokens" not in response.text, response.text + assert wire.drain() == () + + +@pytest.mark.parametrize("fields", [{}, {"messages": []}], ids=["missing", "empty"]) +def test_messages_count_tokens_without_messages_is_rejected(gateway: Gateway, fields: dict[str, JsonValue]) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = _count(gateway, {"model": model, "system": _SYSTEM, "tools": _TOOLS, **fields}) + assert response.status_code == 400, response.text + assert "messages parameter is required" in response.text, response.text + assert wire.drain() == () + + +def test_count_tokens_location_override_targets_the_count_region(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment( + gateway, scenario, wire.url, vertex_location="global", vertex_count_tokens_location="europe-west1" + ) + response: Final = _count(gateway, _bare(model)) + assert _payload(response) == {"input_tokens": _PEER_COUNT}, response.text + target: Final = _COUNT_TARGET.replace(f"/locations/{_LOCATION}/", "/locations/europe-west1/") + assert _count_bodies(wire.drain(), target) == (_PEER_BARE,) + + +def test_messages_count_tokens_repeated_request_reaches_the_peer_each_time(gateway: Gateway) -> None: + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + answers: Final = tuple(_payload(_count(gateway, _bare(model))) for _ in range(2)) + assert answers == ({"input_tokens": _PEER_COUNT},) * 2 + assert _counted_bodies(wire) == (_PEER_BARE,) * 2 + + +@pytest.mark.timeout(240) # boots an owned two-worker proxy with litellm_settings.disable_token_counter +def test_disabled_token_counter_surfaces_provider_failures_instead_of_counting_locally( + gateway: Gateway, tmp_path: Path +) -> None: + with wire_server(_peer(_rejecting_marked_messages)) as wire: + config: Final = _owned_config( + tmp_path / "disabled-token-counter.yaml", + gateway, + {_OWNED_MODEL: wire.url, _OWNED_UNREACHABLE_MODEL: _closed_port_url()}, + {"disable_token_counter": True}, + ) + with owned_proxy_process(gateway, tmp_path, {}, config=config, workers=2) as owned: + counted: Final = _count(owned.gateway, _full(_OWNED_MODEL)) + assert _payload(counted) == {"input_tokens": _PEER_COUNT}, counted.text + rejected: Final = _count( + owned.gateway, {**_full(_OWNED_MODEL), "messages": [{"role": "user", "content": _REJECT_TEXT}]} + ) + assert rejected.status_code == 400, rejected.text + assert _REJECTION in rejected.text and "input_tokens" not in rejected.text, rejected.text + unreachable: Final = _count(owned.gateway, _full(_OWNED_UNREACHABLE_MODEL)) + assert 500 <= unreachable.status_code < 600, unreachable.text + assert "input_tokens" not in unreachable.text, unreachable.text + local: Final = owned.gateway.request( + "POST", "/utils/token_counter", _full(_OWNED_MODEL), params={"call_endpoint": "false"} + ) + assert local.status_code == 503, local.text + assert len(_counted_bodies(wire)) == 2 + + +def test_peer_outage_between_concurrent_waves_falls_back_then_recovers(gateway: Gateway) -> None: + with ExitStack() as stack: + clients: Final = _clients(stack, str(gateway.client.base_url), 8) + pool: Final = stack.enter_context(ThreadPoolExecutor(max_workers=len(clients))) + scenario: Final = stack.enter_context(gateway.scenario()) + with wire_server(_peer()) as wire: + port: Final = int(wire.url.rsplit(":", 1)[1]) + model: Final = _deployment(gateway, scenario, wire.url) + body: Final = _full(model) + local: Final = _local_count(gateway, body) + + def generate_then_count(client: httpx.Client) -> tuple[int, int, JsonValue]: + return _generated_then_counted(client, gateway.key, model, body) + + assert tuple(pool.map(generate_then_count, clients)) == ((200, 200, _PEER_COUNT),) * len(clients) + assert _counted_bodies(wire) == (_PEER_FULL,) * len(clients) + outage: Final = tuple(pool.map(lambda client: _counted_on(client, gateway.key, body), clients)) + assert outage == ((200, local),) * len(clients) + with wire_server(_peer(), port=port) as revived: + assert tuple(pool.map(generate_then_count, clients)) == ((200, 200, _PEER_COUNT),) * len(clients) + assert _counted_bodies(revived) == (_PEER_FULL,) * len(clients) + + +def test_slow_peer_holds_concurrent_counts_without_stalling_the_proxy(gateway: Gateway) -> None: + held: Final[SimpleQueue[str]] = SimpleQueue() + release: Final = threading.Event() + + def hold(request: Request) -> Reply: + held.put(request.target) + assert release.wait(timeout=20), "Held count was never released" + return _counted(request) + + with ExitStack() as stack: + clients: Final = _clients(stack, str(gateway.client.base_url), 6) + wire: Final = stack.enter_context(wire_server(_peer(hold))) + scenario: Final = stack.enter_context(gateway.scenario()) + pool: Final = stack.enter_context(ThreadPoolExecutor(max_workers=len(clients))) + model: Final = _deployment(gateway, scenario, wire.url) + try: + futures: Final = tuple( + pool.submit(_generated_then_counted, client, gateway.key, model, _full(model)) for client in clients + ) + eventually(held.qsize, lambda size: size == len(clients), seconds=30) + assert gateway.request("GET", "/health/liveliness").status_code == 200 + assert _local_count(gateway, _full(model)) > 0 + assert not any(future.done() for future in futures) + finally: + release.set() + assert tuple(future.result(timeout=30) for future in futures) == ((200, 200, _PEER_COUNT),) * len(clients) + assert len(_counted_bodies(wire)) == len(clients) + + +@pytest.mark.timeout(300) # boots an owned two-worker proxy, kills one worker, and waits for its replacement +def test_worker_sigkill_mid_burst_leaves_the_sibling_counting(gateway: Gateway, tmp_path: Path) -> None: + held: Final[SimpleQueue[str]] = SimpleQueue() + release: Final = threading.Event() + + def hold(request: Request) -> Reply: + held.put(request.target) + assert release.wait(timeout=60), "Held count was never released" + return _counted(request) + + with ExitStack() as stack: + wire: Final = stack.enter_context(wire_server(_peer(hold))) + stack.callback(release.set) + config: Final = _owned_config(tmp_path / "worker-kill.yaml", gateway, {_OWNED_MODEL: wire.url}, {}) + owned: Final = stack.enter_context(owned_proxy_process(gateway, tmp_path, {}, config=config, workers=2)) + proxy_url: Final = owned.gateway.client.base_url + workers: Final = eventually( + lambda: tuple(int(pid) for pid in _STARTED_WORKER.findall(owned.log.read_text())), + lambda pids: len(pids) == 2, + seconds=30, + ) + clients: Final = _clients(stack, str(proxy_url), 12) + pool: Final = stack.enter_context(ThreadPoolExecutor(max_workers=len(clients))) + stack.callback(release.set) + ports: Final = tuple(_local_port(client) for client in clients) + futures: Final = tuple( + pool.submit(_counted_or_dropped, client, gateway.key, _full(_OWNED_MODEL)) for client in clients + ) + eventually(held.qsize, lambda size: size == len(clients), seconds=30) + shares: Final = {pid: _accepted_client_ports(pid, proxy_url.port or 0) & frozenset(ports) for pid in workers} + assert sum(map(len, shares.values())) == len(clients), shares + victim: Final = min((pid for pid in workers if shares[pid]), key=lambda pid: len(shares[pid])) + psutil.Process(victim).send_signal(signal.SIGKILL) + release.set() + results: Final = tuple(future.result(timeout=60) for future in futures) + for port, result in zip(ports, results, strict=True): + assert result == (None if port in shares[victim] else (200, _PEER_COUNT)), (port, result, shares) + second_wave: Final = _clients(stack, str(proxy_url), 6) + assert tuple(_counted_on(client, gateway.key, _full(_OWNED_MODEL)) for client in second_wave) == ( + (200, _PEER_COUNT), + ) * len(second_wave) + assert len(_counted_bodies(wire)) == len(clients) + len(second_wave) + eventually(lambda: len(_STARTED_WORKER.findall(owned.log.read_text())), lambda started: started >= 3, 120) + assert owned.process.poll() is None + + +@pytest.mark.parametrize("stream", [False, True], ids=["non_stream", "stream"]) +def test_chat_completions_on_the_same_deployment_still_generate(gateway: Gateway, stream: bool) -> None: + marker: Final = f"chat control {uuid.uuid4().hex}" + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request( + "POST", + "/v1/chat/completions", + { + "model": model, + "messages": [{"role": "user", "content": marker}], + "stream": stream, + "cache": {"no-cache": True}, + }, + ) + assert response.status_code == 200, response.text + assert _REPLY_TEXT in response.text, response.text + assert not stream or response.text.rstrip().endswith("data: [DONE]"), response.text + (sent,) = wire.drain() + assert sent.target == (_STREAM_TARGET if stream else _MESSAGE_TARGET), sent.target + assert marker in sent.body.decode(), sent.body + + +def test_messages_endpoint_on_the_same_deployment_still_generates(gateway: Gateway) -> None: + marker: Final = f"messages control {uuid.uuid4().hex}" + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request( + "POST", + "/v1/messages", + {"model": model, "max_tokens": 16, "messages": [{"role": "user", "content": marker}]}, + ) + assert response.status_code == 200, response.text + assert _REPLY_TEXT in response.text, response.text + (sent,) = wire.drain() + assert sent.target == _MESSAGE_TARGET, sent.target + assert marker in sent.body.decode(), sent.body + + +def test_responses_endpoint_on_the_same_deployment_still_generates(gateway: Gateway) -> None: + marker: Final = f"responses control {uuid.uuid4().hex}" + with wire_server(_peer()) as wire, gateway.scenario() as scenario: + model: Final = _deployment(gateway, scenario, wire.url) + response: Final = gateway.request("POST", "/v1/responses", {"model": model, "input": marker}) + assert response.status_code == 200, response.text + assert _REPLY_TEXT in response.text, response.text + (sent,) = wire.drain() + assert sent.target == _MESSAGE_TARGET, sent.target + assert marker in sent.body.decode(), sent.body diff --git a/tests/integration/proxy_config.yaml b/tests/integration/proxy_config.yaml index 085adea81ac..4c9db394565 100644 --- a/tests/integration/proxy_config.yaml +++ b/tests/integration/proxy_config.yaml @@ -1,4 +1,14 @@ -model_list: [] +model_list: + - model_name: anthropic/claude-opus-5-5 + litellm_params: + model: anthropic/claude-opus-5-5 + api_base: http://127.0.0.1:8191 + api_key: synthetic-anthropic-key + - model_name: anthropic/claude-sonnet-4-6 + litellm_params: + model: anthropic/claude-sonnet-4-6 + api_base: http://127.0.0.1:8191 + api_key: synthetic-anthropic-key general_settings: master_key: os.environ/LITELLM_MASTER_KEY database_url: os.environ/DATABASE_URL diff --git a/tests/integration/routing/test_prompt_caching_affinity_tool_call_marks.py b/tests/integration/routing/test_prompt_caching_affinity_tool_call_marks.py new file mode 100644 index 00000000000..9d4bf62adf5 --- /dev/null +++ b/tests/integration/routing/test_prompt_caching_affinity_tool_call_marks.py @@ -0,0 +1,93 @@ +from pathlib import Path +from typing import Final + +import pytest +from integration._support.client import Gateway, eventually +from integration._support.database import read_rows, scratch_database +from integration._support.process import owned_proxy_process +from integration._support.wire import Wire, wire_server +from integration.providers._cache_control_marks_support import ( + CITIES, + anthropic_deployment, + anthropic_peer, + chat_body, + conversation, + final_text, + marked_calls, + marker_of, + new_marker, + owned_config, + post_chat, + tool_call, +) +from pydantic import JsonValue + +_MODEL: Final = "affinity-claude" +_FOLLOW_UPS: Final = 24 +_LONG_SYSTEM: Final = "Answer from the tool results below. " + "lorem ipsum " * 1500 + + +def _first_turn(session: str, marker: str) -> list[JsonValue]: + calls: Final = [*marked_calls(cities=CITIES[:2]), tool_call(CITIES[2])] + return [ + {"role": "system", "content": f"{_LONG_SYSTEM} session {session}"}, + *conversation(marker, calls, ask_marked=False)[1:], + ] + + +def _follow_up(first_turn: list[JsonValue], marker: str) -> list[JsonValue]: + return [*first_turn, {"role": "assistant", "content": "sunny"}, {"role": "user", "content": final_text(marker)}] + + +def _served(wire: Wire) -> frozenset[str]: + return frozenset(marker_of(request) for request in wire.drain()) + + +@pytest.mark.timeout(240) +def test_router_affinity_is_lost_when_auto_caching_stands_down_for_tool_call_marks( + gateway: Gateway, tmp_path: Path +) -> None: + session: Final = new_marker() + first_marker: Final = new_marker() + follow_up_markers: Final = tuple(new_marker() for _ in range(_FOLLOW_UPS)) + first_turn: Final = _first_turn(session, first_marker) + with scratch_database() as database_url, wire_server(anthropic_peer) as left, wire_server(anthropic_peer) as right: + config: Final = owned_config( + tmp_path, + [ + {**anthropic_deployment(_MODEL, left.url), "model_info": {"id": f"affinity-left-{session}"}}, + {**anthropic_deployment(_MODEL, right.url), "model_info": {"id": f"affinity-right-{session}"}}, + ], + router_settings={"optional_pre_call_checks": ["prompt_caching"]}, + ) + with ( + owned_proxy_process( + gateway, + tmp_path, + {"DATABASE_URL": database_url}, + config=config, + remove_environment=("DATABASE_URL_READ_REPLICA",), + workers=2, + ) as owned, + owned.gateway.scenario() as scenario, + ): + key: Final = scenario.key(metadata={"enable_prompt_caching": True}) + status, response_id, text = post_chat(owned.gateway, chat_body(_MODEL, first_turn), key=key) + assert status == 200, text + eventually( + lambda: read_rows( + 'SELECT request_id FROM "LiteLLM_SpendLogs" WHERE request_id=%s', + (response_id,), + database_url=database_url, + ), + lambda rows: len(rows) == 1, + seconds=70, + ) + follow_ups: Final = tuple( + post_chat(owned.gateway, chat_body(_MODEL, _follow_up(first_turn, marker)), key=key) + for marker in follow_up_markers + ) + served: Final = {"left": _served(left), "right": _served(right)} + assert [status for status, _, _ in follow_ups] == [200] * _FOLLOW_UPS, [text for _, _, text in follow_ups] + assert {first_marker, *follow_up_markers} == served["left"] | served["right"] + assert all(served[side] & set(follow_up_markers) for side in served), served diff --git a/tests/integration/run.py b/tests/integration/run.py index aca21ec522c..df408cfc809 100644 --- a/tests/integration/run.py +++ b/tests/integration/run.py @@ -15,7 +15,7 @@ GROUPS: Final = MappingProxyType( "management": ("management", "authorization", "configuration"), "accounting": ("pricing", "spend"), "database": ("database",), - "providers": ("providers", "routing", "streaming", "messages_endpoint"), + "providers": ("providers", "routing", "streaming", "messages_endpoint", "translation"), "extensions": ("observability", "compatibility"), "mcp": ("mcp",), "sdk": ("sdk",), diff --git a/tests/integration/sdk/test_cache_control_census_pydantic_messages_sdk.py b/tests/integration/sdk/test_cache_control_census_pydantic_messages_sdk.py new file mode 100644 index 00000000000..327681010cb --- /dev/null +++ b/tests/integration/sdk/test_cache_control_census_pydantic_messages_sdk.py @@ -0,0 +1,80 @@ +import json +from typing import Final + +from integration._support.wire import Wire, wire_server +from integration.providers._cache_control_marks_support import ( + ANTHROPIC_MODEL, + CITIES, + EPHEMERAL, + POINTS, + PROVIDER_KEY, + SYSTEM, + TOOL, + anthropic_labels, + anthropic_peer, + ask, + call_id, + client_marked, + final_text, + new_marker, +) +from pydantic import JsonValue + +import litellm +from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper +from litellm.types.utils import ChatCompletionMessageToolCall, Message, ModelResponse + +_CLIENT_MARKED: Final = client_marked() + + +def _marked_call(city: str) -> ChatCompletionMessageToolCall: + return ChatCompletionMessageToolCall( + id=call_id(city), + type="function", + function={"name": "lookup_weather", "arguments": json.dumps({"city": city})}, + cache_control=EPHEMERAL, + ) + + +def _pydantic_conversation(marker: str) -> list[JsonValue | Message]: + return [ + {"role": "system", "content": SYSTEM}, + ask(marked=True), + Message(role="assistant", content="", tool_calls=[_marked_call(city) for city in CITIES]), + *({"role": "tool", "tool_call_id": call_id(city), "content": "sunny."} for city in CITIES), + {"role": "user", "content": final_text(marker)}, + ] + + +def _completion_kwargs(wire: Wire, marker: str) -> dict[str, object]: + return { + "model": f"anthropic/{ANTHROPIC_MODEL}", + "messages": _pydantic_conversation(marker), + "tools": [TOOL], + "max_tokens": 64, + "api_base": wire.url, + "api_key": PROVIDER_KEY, + "num_retries": 0, + "cache_control_injection_points": POINTS, + } + + +def test_pydantic_tool_call_marks_count_against_the_cap_in_process() -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire: + response: Final = litellm.completion(**_completion_kwargs(wire, marker)) # pyright: ignore[reportArgumentType] # Message objects stand in for the dict shapes the signature names + assert isinstance(response, ModelResponse), type(response) + assert response.choices[0].message.content == "sunny", response # pyright: ignore[reportAttributeAccessIssue] # choices are Choices for a non-stream response + received: Final = wire.drain() + assert [anthropic_labels(request) for request in received] == [_CLIENT_MARKED] + + +async def test_pydantic_tool_call_marks_count_against_the_cap_in_process_async_stream() -> None: + marker: Final = new_marker() + with wire_server(anthropic_peer) as wire: + stream: Final = await litellm.acompletion(**_completion_kwargs(wire, marker), stream=True) # pyright: ignore[reportArgumentType] # Message objects stand in for the dict shapes the signature names + assert isinstance(stream, CustomStreamWrapper), type(stream) + chunks: Final = [chunk async for chunk in stream] + assert "".join(str(chunk.choices[0].delta.content or "") for chunk in chunks) == "sunny", chunks + received: Final = wire.drain() + assert [anthropic_labels(request) for request in received] == [_CLIENT_MARKED] diff --git a/tests/integration/sdk/test_vertex_partner_count_tokens_sdk.py b/tests/integration/sdk/test_vertex_partner_count_tokens_sdk.py new file mode 100644 index 00000000000..e59d3f9264a --- /dev/null +++ b/tests/integration/sdk/test_vertex_partner_count_tokens_sdk.py @@ -0,0 +1,90 @@ +import json +from collections.abc import Callable +from typing import Final + +import litellm +import pytest +from integration._support.vertex import service_account_json +from integration._support.wire import Reply, Request, wire_server +from pydantic import JsonValue, TypeAdapter + +_BACKEND: Final = "claude-sonnet-4-6" +_PROJECT: Final = "scripted-project" +_LOCATION: Final = "us-east5" +_COUNT_TARGET: Final = ( + f"/v1/projects/{_PROJECT}/locations/{_LOCATION}/publishers/anthropic/models/count-tokens:rawPredict" +) +_PEER_COUNT: Final = 4242 +_JSON_OBJECT: Final = TypeAdapter(dict[str, JsonValue]) +_MESSAGES: Final[list[dict[str, str]]] = [{"role": "user", "content": "Count this message"}] +_SYSTEM: Final = "You are a terse assistant that answers in one sentence" +_TOOLS: Final[list[dict[str, JsonValue]]] = [ + { + "name": "get_weather", + "description": "Look up the current weather for a city", + "input_schema": {"type": "object", "properties": {"city": {"type": "string"}}, "required": ["city"]}, + } +] + + +def _peer(status: int) -> Callable[[Request], Reply]: + def respond(request: Request) -> Reply: + if request.target == "/_oauth/token": + token: Final = {"access_token": "scripted-token", "token_type": "Bearer", "expires_in": 3600} + return Reply(body=json.dumps(token).encode()) + if status == 200: + return Reply(body=json.dumps({"input_tokens": _PEER_COUNT}).encode()) + rejection: Final = {"type": "error", "error": {"type": "invalid_request_error", "message": "scripted"}} + return Reply(status=status, body=json.dumps(rejection).encode()) + + return respond + + +def _count_requests(requests: tuple[Request, ...]) -> tuple[Request, ...]: + return tuple(request for request in requests if "count-tokens" in request.target) + + +@pytest.fixture +def vertex_environment(monkeypatch: pytest.MonkeyPatch) -> Callable[[str], None]: + def configure(token_url: str) -> None: + monkeypatch.setenv("VERTEXAI_PROJECT", _PROJECT) + monkeypatch.setenv("VERTEXAI_LOCATION", _LOCATION) + monkeypatch.setenv("VERTEXAI_CREDENTIALS", service_account_json(_PROJECT, token_url)) + + return configure + + +async def test_acount_tokens_forwards_system_and_tools_to_the_partner_peer( + vertex_environment: Callable[[str], None], +) -> None: + with wire_server(_peer(200)) as wire: + vertex_environment(wire.url) + counted: Final = await litellm.acount_tokens( + model=f"vertex_ai/{_BACKEND}", messages=_MESSAGES, tools=_TOOLS, system=_SYSTEM, api_base=wire.url + ) + (sent,) = _count_requests(wire.drain()) + assert (sent.method, sent.target, sent.headers["authorization"]) == ( + "POST", + _COUNT_TARGET, + "Bearer scripted-token", + ) + assert _JSON_OBJECT.validate_json(sent.body) == { + "model": _BACKEND, + "messages": _MESSAGES, + "system": _SYSTEM, + "tools": _TOOLS, + } + assert (counted.total_tokens, counted.tokenizer_type) == (_PEER_COUNT, "vertex_ai_partner_models"), counted + + +async def test_acount_tokens_falls_back_to_the_local_tokenizer_when_the_peer_rejects( + vertex_environment: Callable[[str], None], +) -> None: + with wire_server(_peer(400)) as wire: + vertex_environment(wire.url) + counted: Final = await litellm.acount_tokens( + model=f"vertex_ai/{_BACKEND}", messages=_MESSAGES, tools=_TOOLS, system=_SYSTEM, api_base=wire.url + ) + assert len(_count_requests(wire.drain())) == 1 + assert counted.tokenizer_type == "local_tokenizer", counted + assert counted.total_tokens > 0 and counted.total_tokens != _PEER_COUNT, counted diff --git a/tests/integration/translation/AGENTS.md b/tests/integration/translation/AGENTS.md new file mode 100644 index 00000000000..33d176256e3 --- /dev/null +++ b/tests/integration/translation/AGENTS.md @@ -0,0 +1,21 @@ +# tests/integration/translation + +Exact translation cases on the shared fake provider. `README.md` here has the case fields, deployments and capture steps + +## Naming + +Each model gets one complete base `TranslationTestCase` in `translation//bases/.py`, +named `_TEST_CASE` after its deployment (`anthropic/claude-sonnet-4-6` is +`CLAUDE_SONNET_4_6_TEST_CASE`). A feature case is `__TEST_CASE`. Import a base under its +own name, never aliased to `BASE`, so every case shows which model it derives from + +```python +from integration.translation.messages.bases.anthropic import CLAUDE_SONNET_4_6_TEST_CASE + +CLAUDE_SONNET_4_6_THINKING_BUDGET_TEST_CASE: Final = replace( + CLAUDE_SONNET_4_6_TEST_CASE, + scenario="thinking_budget", + litellm_request={**CLAUDE_SONNET_4_6_TEST_CASE.litellm_request, "max_tokens": 2048, "thinking": ...}, + ... +) +``` diff --git a/tests/integration/translation/README.md b/tests/integration/translation/README.md new file mode 100644 index 00000000000..65b8e065926 --- /dev/null +++ b/tests/integration/translation/README.md @@ -0,0 +1,7 @@ +# Translation tests + +These tests check one request through the proxy as literals on a `TranslationTestCase`: the `litellm_endpoint` and `litellm_request` the test sends, the `expected_provider_endpoint`, `expected_provider_headers` and `expected_provider_request` the fake provider must receive, the `mock_provider_response` it answers with, and the `expected_litellm_status_code` and `expected_litellm_response` the test must get back. The runner compares the provider request body, every provider header other than transport headers, and the LiteLLM response body in full, so an added, removed, renamed or moved field fails. Folders follow the client endpoint and then the feature, for example `translation/messages/reasoning/`. Each endpoint keeps one complete base case per model in `/bases/.py`, named `_TEST_CASE` (for example `CLAUDE_SONNET_4_6_TEST_CASE`), which `/basic/` runs on its own. A feature case is `__TEST_CASE = dataclasses.replace(_TEST_CASE, ...)`, imports the base under its own name rather than as `BASE`, and lists only the fields it changes + +Deployments used by translation tests are shared by the whole suite and declared in `proxy_config.yaml` under `model_list`, with `model_name` equal to the litellm model string, `api_base: http://127.0.0.1:8191` and a synthetic key. A case names the deployment literally in its client request. The fake provider behind them is the `provider` fixture: one `wire_server` on port 8191 inside the pytest process, started the first time a test asks for it. A test queues its replies with `provider.expect(...)` and reads what the proxy sent with `provider.received()`. Tests that use it run one at a time. After each test the fixture fails if a queued reply was never requested or a received request was never read, and before each test it fails if a request arrived in between, naming the previous test. It refuses to start under pytest-xdist, so the `mcp` and `cost` groups cannot use it. Client requests carry `"cache": {"no-cache": True}` because the proxy caches responses in Redis + +Provider responses in translation cases are captured once from the real provider and stored verbatim. First run the new case against the fake provider; the body the proxy sends is the case's `expected_provider_request`. Send that exact body to the real provider endpoint with a key from the 1Password `Shared` vault (`/qa-keys`), and only store the case when the provider answers 2xx. Keep only the response body and drop every response header, since headers carry account identifiers such as the organization id and rate limits. Never print or save the request headers you sent. Before committing, check the body contains no key and no account identifier, such as an organization id, an AWS account id inside an ARN, a GCP project id or an Azure resource name, and that the prompt is synthetic. Paste the body as the case's `mock_provider_response` without shortening ids, token counts or signatures, and move long opaque values such as thinking signatures into module-level constants used by both `mock_provider_response` and `expected_litellm_response`. Do not commit the script used for the capture diff --git a/tests/integration/translation/__init__.py b/tests/integration/translation/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/integration/translation/case.py b/tests/integration/translation/case.py new file mode 100644 index 00000000000..ac8f43439ce --- /dev/null +++ b/tests/integration/translation/case.py @@ -0,0 +1,24 @@ +from collections.abc import Mapping +from dataclasses import dataclass + +from pydantic import JsonValue + + +@dataclass(frozen=True, slots=True, kw_only=True) +class TranslationTestCase: + """One request through the proxy to a deployment in `proxy_config.yaml`: what the test sends to LiteLLM, the + exact request the provider must receive, the fake provider's reply, and the exact response LiteLLM must return.""" + + scenario: str + litellm_endpoint: str + litellm_request: Mapping[str, JsonValue] + expected_provider_endpoint: str + expected_provider_headers: Mapping[str, str] + expected_provider_request: Mapping[str, JsonValue] + mock_provider_response: Mapping[str, JsonValue] + expected_litellm_status_code: int = 200 + expected_litellm_response: Mapping[str, JsonValue] + + @property + def id(self) -> str: + return f"{self.litellm_request['model']}-{self.scenario}" diff --git a/tests/integration/translation/conftest.py b/tests/integration/translation/conftest.py new file mode 100644 index 00000000000..c0dc4462cae --- /dev/null +++ b/tests/integration/translation/conftest.py @@ -0,0 +1,3 @@ +import pytest + +pytest.register_assert_rewrite("integration.translation.runner") diff --git a/tests/integration/translation/messages/__init__.py b/tests/integration/translation/messages/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/integration/translation/messages/bases/__init__.py b/tests/integration/translation/messages/bases/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/integration/translation/messages/bases/anthropic.py b/tests/integration/translation/messages/bases/anthropic.py new file mode 100644 index 00000000000..0642175a739 --- /dev/null +++ b/tests/integration/translation/messages/bases/anthropic.py @@ -0,0 +1,139 @@ +from typing import Final + +from integration.translation.case import TranslationTestCase + +CLAUDE_OPUS_5_5_TEST_CASE: Final = TranslationTestCase( + scenario="basic", + litellm_endpoint="/v1/messages", + litellm_request={ + "model": "anthropic/claude-opus-5-5", + "max_tokens": 64, + "system": "You are a terse assistant.", + "messages": [{"role": "user", "content": "Say hello."}], + "cache": {"no-cache": True}, + }, + expected_provider_endpoint="/v1/messages", + expected_provider_headers={ + "x-api-key": "synthetic-anthropic-key", + "anthropic-version": "2023-06-01", + "content-type": "application/json", + }, + expected_provider_request={ + "model": "claude-opus-5-5", + "max_tokens": 64, + "stream": False, + "system": "You are a terse assistant.", + "messages": [{"role": "user", "content": "Say hello."}], + }, + mock_provider_response={ + "model": "claude-opus-5-5", + "id": "msg_011CfgC5HKvyve78CTFAw97f", + "type": "message", + "role": "assistant", + "content": [{"type": "text", "text": "Hello."}], + "container": None, + "stop_reason": "end_turn", + "stop_sequence": None, + "stop_details": None, + "usage": { + "input_tokens": 23, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "cache_creation": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 0}, + "output_tokens": 6, + "output_tokens_details": {"thinking_tokens": 0}, + "service_tier": "standard", + "inference_geo": "global", + }, + "diagnostics": None, + }, + expected_litellm_response={ + "model": "anthropic/claude-opus-5-5", + "id": "msg_011CfgC5HKvyve78CTFAw97f", + "type": "message", + "role": "assistant", + "content": [{"type": "text", "text": "Hello."}], + "container": None, + "stop_reason": "end_turn", + "stop_sequence": None, + "stop_details": None, + "usage": { + "input_tokens": 23, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "cache_creation": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 0}, + "output_tokens": 6, + "output_tokens_details": {"thinking_tokens": 0}, + "service_tier": "standard", + "inference_geo": "global", + }, + "diagnostics": None, + }, +) + +CLAUDE_SONNET_4_6_TEST_CASE: Final = TranslationTestCase( + scenario="basic", + litellm_endpoint="/v1/messages", + litellm_request={ + "model": "anthropic/claude-sonnet-4-6", + "max_tokens": 64, + "system": "You are a terse assistant.", + "messages": [{"role": "user", "content": "Say hello."}], + "cache": {"no-cache": True}, + }, + expected_provider_endpoint="/v1/messages", + expected_provider_headers={ + "x-api-key": "synthetic-anthropic-key", + "anthropic-version": "2023-06-01", + "content-type": "application/json", + }, + expected_provider_request={ + "model": "claude-sonnet-4-6", + "max_tokens": 64, + "stream": False, + "system": "You are a terse assistant.", + "messages": [{"role": "user", "content": "Say hello."}], + }, + mock_provider_response={ + "model": "claude-sonnet-4-6", + "id": "msg_011CffzUNHaEfzVxCh5hskBG", + "type": "message", + "role": "assistant", + "content": [{"type": "text", "text": "Hello!"}], + "container": None, + "stop_reason": "end_turn", + "stop_sequence": None, + "stop_details": None, + "usage": { + "input_tokens": 18, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "cache_creation": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 0}, + "output_tokens": 5, + "service_tier": "standard", + "inference_geo": "global", + }, + "diagnostics": None, + }, + expected_litellm_response={ + "model": "anthropic/claude-sonnet-4-6", + "id": "msg_011CffzUNHaEfzVxCh5hskBG", + "type": "message", + "role": "assistant", + "content": [{"type": "text", "text": "Hello!"}], + "container": None, + "stop_reason": "end_turn", + "stop_sequence": None, + "stop_details": None, + "usage": { + "input_tokens": 18, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "cache_creation": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 0}, + "output_tokens": 5, + "service_tier": "standard", + "inference_geo": "global", + }, + "diagnostics": None, + }, +) diff --git a/tests/integration/translation/messages/basic/__init__.py b/tests/integration/translation/messages/basic/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/integration/translation/messages/basic/test_messages_basic_anthropic.py b/tests/integration/translation/messages/basic/test_messages_basic_anthropic.py new file mode 100644 index 00000000000..3fbca2addd5 --- /dev/null +++ b/tests/integration/translation/messages/basic/test_messages_basic_anthropic.py @@ -0,0 +1,11 @@ +import pytest +from integration._support.client import Gateway +from integration._support.provider import SharedProvider +from integration.translation.case import TranslationTestCase +from integration.translation.messages.bases.anthropic import CLAUDE_OPUS_5_5_TEST_CASE, CLAUDE_SONNET_4_6_TEST_CASE +from integration.translation.runner import run + + +@pytest.mark.parametrize("case", [CLAUDE_OPUS_5_5_TEST_CASE, CLAUDE_SONNET_4_6_TEST_CASE], ids=lambda case: case.id) +def test_messages_basic_anthropic(case: TranslationTestCase, gateway: Gateway, provider: SharedProvider) -> None: + run(case, gateway, provider) diff --git a/tests/integration/translation/messages/reasoning/__init__.py b/tests/integration/translation/messages/reasoning/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/integration/translation/messages/reasoning/test_messages_reasoning_anthropic.py b/tests/integration/translation/messages/reasoning/test_messages_reasoning_anthropic.py new file mode 100644 index 00000000000..555e55cc4a5 --- /dev/null +++ b/tests/integration/translation/messages/reasoning/test_messages_reasoning_anthropic.py @@ -0,0 +1,72 @@ +from dataclasses import replace +from typing import Final + +import pytest +from integration._support.client import Gateway +from integration._support.provider import SharedProvider +from integration.translation.case import TranslationTestCase +from integration.translation.messages.bases.anthropic import CLAUDE_SONNET_4_6_TEST_CASE +from integration.translation.runner import run + +SIGNATURE_1: Final = ( + "EpECCqgBCBIYAipAivUPApu85FYYe3+cXal8EiJOza7QGqKyekC8vDSn4oyeqGa2CrarO4abiuG7dzBXjmYR8+daw4h50ZjKmak7czIRY2xh" + "dWRlLXNvbm5ldC00LTY4AEIIdGhpbmtpbmdaJGQwMDgxZjJiLWQ5NjEtNGFhYi05ZTRjLTcxYmU3ZTA0ZTY3MJoBEwoRY2xhdWRlLXNvbm5l" + "dC00LTaoAY3fhdYGEgwJHsjNkCTlV9k1jWQaDOmeP/z67YtLTojSqCIwhRXGrNzSuGfMD1HqA72lctQCy83Wkr0u8W5lBXXn+MD6WfJGTJqM" + "1FW7qRmOMOKJKhbheeMpsTs7XvdvsiDQqgM4PAJt4cwgGAE=" +) + +CLAUDE_SONNET_4_6_THINKING_BUDGET_TEST_CASE: Final = replace( + CLAUDE_SONNET_4_6_TEST_CASE, + scenario="thinking_budget", + litellm_request={ + **CLAUDE_SONNET_4_6_TEST_CASE.litellm_request, + "max_tokens": 2048, + "thinking": {"type": "enabled", "budget_tokens": 1024}, + }, + expected_provider_request={ + **CLAUDE_SONNET_4_6_TEST_CASE.expected_provider_request, + "max_tokens": 2048, + "thinking": {"type": "enabled", "budget_tokens": 1024}, + }, + mock_provider_response={ + **CLAUDE_SONNET_4_6_TEST_CASE.mock_provider_response, + "id": "msg_011CffzUREgTzMm1dXRqP2LR", + "content": [ + {"type": "thinking", "thinking": "Hello!", "signature": SIGNATURE_1}, + {"type": "text", "text": "Hello!"}, + ], + "usage": { + "input_tokens": 47, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "cache_creation": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 0}, + "output_tokens": 15, + "output_tokens_details": {"thinking_tokens": 7}, + "service_tier": "standard", + "inference_geo": "global", + }, + }, + expected_litellm_response={ + **CLAUDE_SONNET_4_6_TEST_CASE.expected_litellm_response, + "id": "msg_011CffzUREgTzMm1dXRqP2LR", + "content": [ + {"type": "thinking", "thinking": "Hello!", "signature": SIGNATURE_1}, + {"type": "text", "text": "Hello!"}, + ], + "usage": { + "input_tokens": 47, + "cache_creation_input_tokens": 0, + "cache_read_input_tokens": 0, + "cache_creation": {"ephemeral_5m_input_tokens": 0, "ephemeral_1h_input_tokens": 0}, + "output_tokens": 15, + "output_tokens_details": {"thinking_tokens": 7}, + "service_tier": "standard", + "inference_geo": "global", + }, + }, +) + + +@pytest.mark.parametrize("case", [CLAUDE_SONNET_4_6_THINKING_BUDGET_TEST_CASE], ids=lambda case: case.id) +def test_messages_reasoning_anthropic(case: TranslationTestCase, gateway: Gateway, provider: SharedProvider) -> None: + run(case, gateway, provider) diff --git a/tests/integration/translation/runner.py b/tests/integration/translation/runner.py new file mode 100644 index 00000000000..81c858ad303 --- /dev/null +++ b/tests/integration/translation/runner.py @@ -0,0 +1,21 @@ +import json +from typing import Final + +from integration._support.client import Gateway +from integration._support.provider import SharedProvider +from integration._support.wire import Reply +from integration.translation.case import TranslationTestCase + +TRANSPORT_HEADERS: Final = frozenset({"host", "accept", "accept-encoding", "connection", "content-length", "user-agent"}) + + +def run(case: TranslationTestCase, gateway: Gateway, provider: SharedProvider) -> None: + provider.expect(Reply(body=json.dumps(case.mock_provider_response).encode())) + response: Final = gateway.request("POST", case.litellm_endpoint, case.litellm_request) + received: Final = provider.received() + assert [(request.method, request.target) for request in received] == [("POST", case.expected_provider_endpoint)] + sent: Final = received[0] + assert {name: value for name, value in sent.headers.items() if name not in TRANSPORT_HEADERS} == dict(case.expected_provider_headers) + assert json.loads(sent.body) == case.expected_provider_request + assert response.status_code == case.expected_litellm_status_code, response.text + assert response.json() == case.expected_litellm_response diff --git a/tests/proxy_behavior/lens/test_lifecycle.py b/tests/proxy_behavior/lens/test_lifecycle.py index 1dade952dd8..e3027474baa 100644 --- a/tests/proxy_behavior/lens/test_lifecycle.py +++ b/tests/proxy_behavior/lens/test_lifecycle.py @@ -29,13 +29,15 @@ from litellm.proxy.lens.models import ( Scope, Worker, ) +from litellm.proxy.lens.release import PROTOCOL_VERSION, release_tag from litellm.proxy.lens.repository import Database, LensRepository, Row from litellm.proxy.lens.state import can_access from litellm.proxy.utils import PrismaClient, ProxyLogging @pytest_asyncio.fixture(loop_scope="function") -async def lens_database() -> AsyncIterator[PrismaClient]: +async def lens_database(monkeypatch: pytest.MonkeyPatch) -> AsyncIterator[PrismaClient]: + monkeypatch.setenv("LITELLM_RELEASE_TAG", "v0.0.0-lens-lifecycle") original_db: Final = proxy_server.prisma_client original_router: Final = proxy_server.llm_router original_settings: Final = proxy_server.general_settings @@ -349,8 +351,9 @@ async def test_scan_lifecycle_persists_results_and_revokes_worker(lens_database: authenticated_legacy: Final = await endpoints.worker_auth(credentials) assert authenticated_legacy.analysis_key_id is None with pytest.raises(HTTPException) as needs_billing: - await endpoints.claim(authenticated_legacy, protocol_version=2) + await endpoints.claim(authenticated_legacy, protocol_version=PROTOCOL_VERSION, worker_release=release_tag()) assert needs_billing.value.status_code == 409 + assert "Assign an analysis key" in needs_billing.value.detail assert await endpoints.heartbeat(lens.id, claimed.job.id, authenticated_legacy) finished: Final = await endpoints.result( lens.id, claimed.job.id, Result(coverage=Coverage(screened=2)), authenticated_legacy, storage=None @@ -441,6 +444,7 @@ async def test_failed_model_requests_release_lens_budget_reservations(lens_datab stored: Final = await endpoints.get_lens(lens.id, worker.scope) assert stored.spent == 0 assert stored.jobs[0].cost == 0 + assert not any(step.kind == "model" for step in stored.jobs[0].steps) finally: await lens_database.db.execute_raw('DELETE FROM "LiteLLM_LensRun" WHERE lens_id=$1', lens.id) await lens_database.db.execute_raw('DELETE FROM "LiteLLM_Lens" WHERE id=$1', lens.id) diff --git a/tests/test_litellm_rust/test_traces.py b/tests/test_litellm_rust/test_traces.py index c7808609970..64f40fca39b 100644 --- a/tests/test_litellm_rust/test_traces.py +++ b/tests/test_litellm_rust/test_traces.py @@ -494,10 +494,10 @@ def seeded_trace_api(clickhouse_url: str) -> Iterator[SeededTraceAPI]: rebase_spend, ) - spends: Final = dict(spend_fixtures())["deeplite_swarm"] + spends: Final = dict(spend_fixtures())["openai_agents_swarm"] pattern: Final = re.compile("|".join(re.escape(row["response_id"]) for row in spends)) replays: Final = fixture_replays(TRACE_FIXTURES, time.time_ns() // 1_000_000, "query-api", pattern) - swarm: Final = next(replay for replay in replays if replay.name == "deeplite_swarm") + swarm: Final = next(replay for replay in replays if replay.name == "openai_agents_swarm") rebased: Final = rebase_spend(spends, swarm.offset_ms, swarm.namespace, pattern) stamped: Final[tuple[SpendLogRecord, ...]] = tuple( {**row, "team_id": "team-a", "api_key": "fixture-key", "user": "fixture-user"} for row in rebased @@ -537,12 +537,11 @@ def test_fixture_backed_help_examples_execute_through_query_api(seeded_trace_api assert {table.name for table in api.help.tables} == {"otel_traces", "spend_logs", "agent_traces_by_key"} assert api.help.metadata.error is None assert api.help.metadata.sampled_rows == len(api.spends) - assert any(field.path == ("synthetic_spend",) for field in api.help.metadata.fields) + assert any(field.path == ("fixture_capture", "name") for field in api.help.metadata.fields) for example in api.help.examples: api.query_example(example.name) records: Final = api.query_example("Recent spend records") assert {str(row["request_id"]) for row in records} == {row["request_id"] for row in api.spends} - assert all(bool(row["synthetic_spend"]) for row in records) total: Final = sum(row["spend"] or 0 for row in api.spends) recorded: Final = api.query_example("Recorded spend by trace") assert len(recorded) == 1 @@ -620,7 +619,7 @@ def captured_trace_api() -> Iterator[SeededTraceAPI]: yield from _fixture_trace_api(url, replays, stamped) -@pytest.mark.parametrize("name", tuple(name for name, _ in spend_fixtures() if name != "deeplite_swarm")) +@pytest.mark.parametrize("name", tuple(name for name, _ in spend_fixtures())) def test_captured_sdk_cost_survives_seeding_and_is_queryable(name: str, captured_trace_api: SeededTraceAPI) -> None: api: Final = captured_trace_api rows: Final = tuple(row for row in api.spends if fixture_capture("", row).name == name) diff --git a/tests/unit/batches/test_batch_utils.py b/tests/unit/batches/test_batch_utils.py index b8b922f72a7..8147626fc5e 100644 --- a/tests/unit/batches/test_batch_utils.py +++ b/tests/unit/batches/test_batch_utils.py @@ -1890,6 +1890,40 @@ def test_unparsable_bedrock_batch_usage_warns(caplog): assert "inputTextTokenCount" in caplog.text +class TestFileAccessCredentialsCarryFederation: + """A federated deployment holds no api_key, so the fetch that reads a finished batch's output + has to inherit the federation fields or it cannot authenticate and the batch is never billed.""" + + def test_federation_fields_survive_extraction(self): + from litellm.batches.batch_utils import _extract_file_access_credentials + + credentials = _extract_file_access_credentials( + { + "model": "anthropic/claude-sonnet-4-5", + "anthropic_federation_rule_id": "fdrl_x", + "anthropic_organization_id": "org-x", + "anthropic_identity_token_file": "/var/run/secrets/anthropic.com/token", + "something_unrelated": "dropped", + } + ) + + assert credentials["anthropic_federation_rule_id"] == "fdrl_x" + assert credentials["anthropic_organization_id"] == "org-x" + assert credentials["anthropic_identity_token_file"] == "/var/run/secrets/anthropic.com/token" + assert "something_unrelated" not in credentials + + def test_every_federation_field_is_carried(self): + """Derived from the kwargs set, so a new federation field is carried without an edit here.""" + from litellm.batches.batch_utils import _extract_file_access_credentials + from litellm.litellm_core_utils.get_litellm_params import ANTHROPIC_WIF_KWARGS_KEYS + + params = {name: f"value-{name}" for name in ANTHROPIC_WIF_KWARGS_KEYS} + + credentials = _extract_file_access_credentials(params) + + assert set(credentials) == set(ANTHROPIC_WIF_KWARGS_KEYS) + + def test_total_cost_bills_cached_tokens_per_line_at_the_batch_cached_rate(): responses_row = _success_row( usage={ diff --git a/tests/unit/enterprise/proxy/test_liteadmin.py b/tests/unit/enterprise/proxy/test_liteadmin.py new file mode 100644 index 00000000000..4d1c3ce7f0a --- /dev/null +++ b/tests/unit/enterprise/proxy/test_liteadmin.py @@ -0,0 +1,244 @@ +from __future__ import annotations + +import json +import re +from typing import Final + +import httpx +import pytest +from fastapi import FastAPI, Request +from fastapi.testclient import TestClient +from litellm_enterprise.proxy.liteadmin import AdminSession, NativeAdminContext, native_admin_context, router +from pydantic import SecretStr, TypeAdapter + +from litellm.proxy._types import LiteLLM_UserTable + +TOKEN: Final = "a" * 43 +PATH: Final = "/liteadmin/slack/connect/" + TOKEN +ORIGIN: Final = "https://gateway.example.com" + + +class Worker: + def __init__(self, *, email: str = "alice@example.com", status: int = 200) -> None: + self.email = email + self.status = status + self.session: object = None + self.role = "proxy_admin" + + def request(self, request: httpx.Request) -> httpx.Response: + assert request.headers["X-LiteLLM-Admin-Agent-Token"] == "s" * 32 + if request.method == "POST": + self.session = json.loads(request.content) + return httpx.Response(self.status, json={"status": "connected"}) + return httpx.Response( + self.status, + json={ + "workspace_id": "Tworkspace", + "slack_user_id": "Ualice", + "email": self.email, + }, + ) + + +def client_for( + worker: Worker, *, role: str | None = None, logged_in: bool = True, email: str = "alice@example.com" +) -> TestClient: + async def session_user(request: Request) -> str | None: + return "alice" if logged_in else None + + async def load_user(user_id: str) -> LiteLLM_UserTable: + return LiteLLM_UserTable(user_id=user_id, user_email=email, user_role=role or worker.role) + + def mint(user: LiteLLM_UserTable) -> AdminSession: + return AdminSession(user_id=user.user_id, credential=SecretStr("personal-session"), expires_at=86400) + + context: Final = NativeAdminContext( + "http://private-worker:10000", + SecretStr("s" * 32), + httpx.AsyncClient(transport=httpx.MockTransport(worker.request)), + session_user, + load_user, + mint, + ) + app: Final = FastAPI() + app.include_router(router) + app.dependency_overrides[native_admin_context] = lambda: context + return TestClient(app, base_url=ORIGIN) + + +def csrf_from(client: TestClient) -> str: + page: Final = client.get(PATH) + assert page.status_code == 200 + match: Final = re.search('name="csrf" value="([^"]+)"', page.text) + assert match is not None + return match[1] + + +def test_connect_uses_existing_login_without_a_hosted_oauth_callback(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + with client_for(Worker(), logged_in=False) as client: + response: Final = client.get(PATH, follow_redirects=False) + assert response.status_code == 303 + assert ( + response.headers["location"] == ORIGIN + "/sso/key/generate?return_to=%2Fliteadmin%2Fslack%2Fconnect%2F" + TOKEN + ) + assert response.headers["cache-control"] == "no-store" + + +def test_connect_hands_off_personal_session_only_over_private_worker_channel(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + worker: Final = Worker() + with client_for(worker) as client: + csrf: Final = csrf_from(client) + response: Final = client.post(PATH, data={"csrf": csrf}, headers={"Origin": ORIGIN}) + assert response.status_code == 200 + assert "Account connected" in response.text + assert worker.session == {"user_id": "alice", "credential": "personal-session", "expires_at": 86400.0} + assert "personal-session" not in response.text + assert "Max-Age=0" in response.headers["set-cookie"] + + +@pytest.mark.parametrize("role,email", [("internal_user", "alice@example.com"), ("proxy_admin", "bob@example.com")]) +def test_connect_rejects_nonadmin_and_another_slack_users_link( + monkeypatch: pytest.MonkeyPatch, + role: str, + email: str, +) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + worker: Final = Worker(email=email) + with client_for(worker, role=role) as client: + response: Final = client.get(PATH) + assert response.status_code == 403 + assert worker.session is None + + +@pytest.mark.parametrize("origin,csrf", [("https://attacker.example", None), ("null", None), (ORIGIN, "b" * 43)]) +def test_connect_requires_same_origin_and_browser_csrf( + monkeypatch: pytest.MonkeyPatch, + origin: str, + csrf: str | None, +) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + worker: Final = Worker() + with client_for(worker) as client: + valid: Final = csrf_from(client) + response: Final = client.post(PATH, data={"csrf": csrf or valid}, headers={"Origin": origin}) + assert response.status_code == 403 + assert worker.session is None + + +@pytest.mark.parametrize("status,expected", [(410, 410), (403, 403), (500, 503), (302, 503)]) +def test_worker_denial_expiry_and_failure_never_mint_a_session( + monkeypatch: pytest.MonkeyPatch, + status: int, + expected: int, +) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + worker: Final = Worker(status=status) + with client_for(worker) as client: + response: Final = client.get(PATH) + assert response.status_code == expected + assert worker.session is None + + +def test_csrf_cookie_cannot_cross_links(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + worker: Final = Worker() + with client_for(worker) as client: + csrf: Final = csrf_from(client) + response: Final = client.post(PATH.replace(TOKEN, "b" * 43), data={"csrf": csrf}, headers={"Origin": ORIGIN}) + assert response.status_code == 403 + assert worker.session is None + + +@pytest.mark.parametrize( + "url,secret,enterprise,database,status", + [ + ("", "s" * 32, True, True, 404), + ("http://worker:10000", "s" * 32, False, True, 403), + ("http://worker:10000", "s" * 32, True, False, 503), + ("file:///etc/passwd", "s" * 32, True, True, 503), + ("https://user:password@worker", "s" * 32, True, True, 503), + ("https://worker/path", "s" * 32, True, True, 503), + ("https://worker", "short", True, True, 503), + ("http://[broken", "s" * 32, True, True, 503), + ("http://worker:broken", "s" * 32, True, True, 503), + ], +) +def test_native_configuration_requires_enterprise_database_and_private_worker_credentials( + url: str, + secret: str, + enterprise: bool, + database: bool, + status: int, +) -> None: + from fastapi import HTTPException + from litellm_enterprise.proxy.liteadmin import validate_native_configuration + + with pytest.raises(HTTPException) as error: + validate_native_configuration(url, secret, enterprise, database) + assert error.value.status_code == status + + +def test_connect_rechecks_admin_permission_after_consent_page(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + worker: Final = Worker() + with client_for(worker) as client: + csrf: Final = csrf_from(client) + worker.role = "internal_user" + response: Final = client.post(PATH, data={"csrf": csrf}, headers={"Origin": ORIGIN}) + assert response.status_code == 403 + assert worker.session is None + + +def test_consent_escapes_slack_email(monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("PROXY_BASE_URL", ORIGIN) + email: Final = '@example.com' + with client_for(Worker(email=email), email=email) as client: + page: Final = client.get(PATH) + assert page.status_code == 200 + assert "" * 50 + client = RecordingModelsClient( + responses=[ + _models_page_response( + { + "type": "error", + "error": { + "type": "authentication_error", + "message": "invalid x-api-key", + "reflected": reflected_payload, + }, + }, + status_code=401, + ) + ] + ) + monkeypatch.setattr("litellm.module_level_client", client) + + with pytest.raises(Exception, match="invalid x-api-key") as exc_info: # noqa: B017, PT011 # the callee raises a bare Exception; match pins the sanitized text + AnthropicModelInfo().get_models(api_base="https://api.anthropic.com") + + assert "invalid x-api-key" in str(exc_info.value) + assert reflected_payload not in str(exc_info.value) + + def test_discover_models_threads_litellm_params_into_wif(self, monkeypatch, wif_engine): + """The gap this phase fixes: get_models only ever saw api_key/api_base, so a WIF source + configured in litellm_params (rather than ANTHROPIC_* env vars) could not discover.""" + from litellm.llms.anthropic.common_utils import AnthropicModelInfo + + poster, calls = wif_engine + client = RecordingModelsClient([{"data": [{"id": "claude-wif"}], "has_more": False, "last_id": None}]) + monkeypatch.setattr("litellm.module_level_client", client) + monkeypatch.setenv("DISC_JWT", "jwt-assertion-value") + + models = AnthropicModelInfo().discover_models( + litellm_params={ + "anthropic_federation_rule_id": "fdrl_disc", + "anthropic_organization_id": "org-disc", + "anthropic_identity_token": "oidc/env/DISC_JWT", + } + ) + + assert models == ["anthropic/claude-wif"] + assert len(poster.requests) == 1 + assert client.calls[0].headers["authorization"] == f"Bearer {FAKE_MINTED_TOKEN}" + + def test_discover_models_without_litellm_params_behaves_like_get_models(self, monkeypatch, clean_anthropic_env): + """No litellm_params (the wildcard-discovery call shape) must fall back to the + env-only resolution get_models has always used -- zero behavior change for that path.""" + from litellm.llms.anthropic.common_utils import AnthropicModelInfo + + monkeypatch.setenv("ANTHROPIC_API_KEY", FAKE_REGULAR_KEY) + client = RecordingModelsClient([{"data": [{"id": "claude-env"}], "has_more": False, "last_id": None}]) + monkeypatch.setattr("litellm.module_level_client", client) + + models = AnthropicModelInfo().discover_models(litellm_params=None) + + assert models == ["anthropic/claude-env"] + assert client.calls[0].headers["x-api-key"] == FAKE_REGULAR_KEY + + def test_discover_models_explicit_api_key_beats_wif(self, monkeypatch, wif_engine): + """Same precedence discover_models must honor as every other Anthropic auth surface: + WIF is the lowest tier.""" + from litellm.llms.anthropic.common_utils import AnthropicModelInfo + + poster, calls = wif_engine + client = RecordingModelsClient([{"data": [], "has_more": False, "last_id": None}]) + monkeypatch.setattr("litellm.module_level_client", client) + + AnthropicModelInfo().discover_models( + litellm_params={ + "api_key": FAKE_REGULAR_KEY, + "anthropic_federation_rule_id": "fdrl_disc", + "anthropic_organization_id": "org-disc", + "anthropic_identity_token": "oidc/env/DISC_JWT", + } + ) + + assert client.calls[0].headers["x-api-key"] == FAKE_REGULAR_KEY + assert calls == [] + assert poster.requests == [] + + +class TestWifExchangeTransportHardening: + def test_token_exchange_client_does_not_follow_redirects(self): + """Only the initial token URL is validated, so a 3xx must not be allowed to replay the + assertion to an origin that was never checked.""" + from litellm.llms.base_llm.auth.token_exchange import _HttpxSyncTokenPoster + + handler = _HttpxSyncTokenPoster()._handler_instance() + + assert handler.client.follow_redirects is False + + +class TestWifServerOwnedParamsAreUnconditional: + """The minting fields choose which server-side secret is read and, with api_base, where it goes, + so no client-side credential opt-in may re-enable them.""" + + @staticmethod + def _body(param: str) -> dict: + return {"model": "claude-sonnet-5", param: "oidc/env/SOME_SERVER_SECRET"} + + @pytest.mark.parametrize( + "param", + [ + "anthropic_identity_token", + "anthropic_identity_token_file", + "anthropic_federation_rule_id", + "anthropic_organization_id", + "anthropic_service_account_id", + # Phase 1 identity-source selection and its two variants' fields: each one + # selects a server-side secret or a destination (a signing key, a client + # secret, a token endpoint), so every one joins the same unconditional ban. + "anthropic_identity_source", + "anthropic_issuer_url", + "anthropic_issuer_subject", + "anthropic_issuer_audience", + "anthropic_issuer_ttl_seconds", + "anthropic_issuer_signing_key_ref", + "anthropic_keycloak_token_url", + "anthropic_keycloak_client_id", + "anthropic_keycloak_auth_method", + "anthropic_keycloak_client_secret_ref", + "anthropic_keycloak_scope", + ], + ) + def test_rejected_even_with_proxy_wide_opt_in(self, param: str): + from litellm.proxy.auth.auth_utils import is_request_body_safe + + with pytest.raises(ValueError, match="server-owned workload identity federation"): + is_request_body_safe( + request_body=self._body(param), + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + ) + + def test_rejected_inside_nested_litellm_params(self): + from litellm.proxy.auth.auth_utils import is_request_body_safe + + with pytest.raises(ValueError, match="server-owned workload identity federation"): + is_request_body_safe( + request_body={"model": "claude-sonnet-5", "litellm_params": self._body("anthropic_identity_token")}, + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + ) + + def test_workspace_id_is_refused_from_a_request_body(self): + """Regression, proven live against Anthropic before this was closed: a caller-supplied + workspace id reached the token endpoint, which answered "workspace_id is not a well-formed + wrkspc_ tagged ID", i.e. the caller's value had become the scope of the minted credential. + router.py merges request kwargs OVER deployment params, so it also beat the configured one.""" + from litellm.proxy.auth.auth_utils import is_request_body_safe + + with pytest.raises(Exception, match="server-owned workload identity federation parameter"): + is_request_body_safe( + request_body={"model": "claude-sonnet-5", "anthropic_federation_workspace_id": "wrkspc_abc"}, + general_settings={}, + llm_router=None, + model="claude-sonnet-5", + ) + + def test_bedrock_workspace_spellings_are_untouched(self): + """The Bedrock Claude Platform route reads its per-request workspace from these three + spellings, anthropic_workspace_id included, none of which is a federation parameter; the + federation field carries its own name, so the client-side credential opt-in that admits + them is not overridden by the unconditional federation ban.""" + from litellm.proxy.auth.auth_utils import is_request_body_safe + + for spelling in ("workspace_id", "aws_workspace_id", "anthropic_workspace_id"): + assert ( + is_request_body_safe( + request_body={"model": "claude-sonnet-5", spelling: "wrkspc_abc"}, + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + ) + is True + ) + + +class TestWifDisabledOnClientRedirectedBase: + def test_the_sentinel_survives_the_kwargs_funnel(self): + """Setting the sentinel is only half of it. get_litellm_params rebuilds litellm_params from + kwargs, so a field it does not carry is dropped on the way and the deployment federates for + the caller-chosen base after all.""" + from litellm.litellm_core_utils.get_litellm_params import get_litellm_params + from litellm.router_utils.clientside_credential_handler import ( + DISABLE_WORKLOAD_IDENTITY_PARAM, + ) + + funneled = get_litellm_params(**{DISABLE_WORKLOAD_IDENTITY_PARAM: True}) + + assert funneled[DISABLE_WORKLOAD_IDENTITY_PARAM] is True + + def test_the_sentinel_is_not_client_settable(self): + """It is server-owned in both directions: a caller must not be able to set it, and must not + be able to clear it either.""" + from litellm.router_utils.clientside_credential_handler import ( + DISABLE_WORKLOAD_IDENTITY_PARAM, + ) + from litellm.types.router import reject_server_owned_wif_params + + with pytest.raises(ValueError, match=DISABLE_WORKLOAD_IDENTITY_PARAM): + reject_server_owned_wif_params({DISABLE_WORKLOAD_IDENTITY_PARAM: False}) + + def test_base_override_clears_wif_and_sets_the_sentinel(self): + """A federation token minted for a client-chosen api_base would send the workload's assertion, + and then the minted bearer, to that host.""" + from litellm.llms.anthropic.wif import resolve_anthropic_wif_params + from litellm.router_utils.clientside_credential_handler import ( + DISABLE_WORKLOAD_IDENTITY_PARAM, + get_dynamic_litellm_params, + ) + + admin_deployment = { + "model": "anthropic/claude-sonnet-5", + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + "anthropic_identity_token": "oidc/env/WIF_TEST_JWT", + } + + redirected = get_dynamic_litellm_params( + litellm_params=dict(admin_deployment), + request_kwargs={"api_base": "https://not-anthropic.example"}, + ) + + assert redirected[DISABLE_WORKLOAD_IDENTITY_PARAM] is True + assert "anthropic_federation_rule_id" not in redirected + assert resolve_anthropic_wif_params(redirected) is None + + def test_sentinel_blocks_env_var_configured_federation(self, monkeypatch): + """Environment-configured federation cannot be cleared out of a dict, so the sentinel is what + stops it on a redirected deployment.""" + from litellm.llms.anthropic.wif import resolve_anthropic_wif_params + from litellm.router_utils.clientside_credential_handler import DISABLE_WORKLOAD_IDENTITY_PARAM + + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_env") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-env") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "oidc/env/WIF_TEST_JWT") + monkeypatch.setenv("WIF_TEST_JWT", "jwt-assertion-value") + + assert resolve_anthropic_wif_params({}) is not None + assert resolve_anthropic_wif_params({DISABLE_WORKLOAD_IDENTITY_PARAM: True}) is None + + def test_base_override_clears_internal_issuer_fields(self): + """Same failure mode the legacy-path test above guards against, for the internal_issuer + identity source: a signing_key_ref resolved for a client-chosen api_base would mint an + assertion, and then a bearer token, for that host.""" + from litellm.llms.anthropic.wif import resolve_anthropic_wif_params + from litellm.router_utils.clientside_credential_handler import ( + DISABLE_WORKLOAD_IDENTITY_PARAM, + get_dynamic_litellm_params, + ) + + admin_deployment = { + "model": "anthropic/claude-sonnet-5", + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.internal.example", + "anthropic_issuer_subject": "workload-a", + "anthropic_issuer_signing_key_ref": "oidc/env/ISSUER_SIGNING_KEY_PEM", + } + + redirected = get_dynamic_litellm_params( + litellm_params=dict(admin_deployment), + request_kwargs={"api_base": "https://not-anthropic.example"}, + ) + + assert redirected[DISABLE_WORKLOAD_IDENTITY_PARAM] is True + assert "anthropic_identity_source" not in redirected + assert "anthropic_issuer_signing_key_ref" not in redirected + assert resolve_anthropic_wif_params(redirected) is None + + def test_base_override_clears_keycloak_fields(self): + """Same as the internal_issuer case above, for the keycloak identity source: a + client_secret_ref resolved for a client-chosen api_base must not follow it there.""" + from litellm.llms.anthropic.wif import resolve_anthropic_wif_params + from litellm.router_utils.clientside_credential_handler import ( + DISABLE_WORKLOAD_IDENTITY_PARAM, + get_dynamic_litellm_params, + ) + + admin_deployment = { + "model": "anthropic/claude-sonnet-5", + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + "anthropic_identity_source": "keycloak", + "anthropic_keycloak_token_url": "https://keycloak.internal.example/realms/r/protocol/openid-connect/token", + "anthropic_keycloak_client_id": "litellm", + "anthropic_keycloak_client_secret_ref": "oidc/env/KEYCLOAK_CLIENT_SECRET", + } + + redirected = get_dynamic_litellm_params( + litellm_params=dict(admin_deployment), + request_kwargs={"api_base": "https://not-anthropic.example"}, + ) + + assert redirected[DISABLE_WORKLOAD_IDENTITY_PARAM] is True + assert "anthropic_identity_source" not in redirected + assert "anthropic_keycloak_client_secret_ref" not in redirected + assert resolve_anthropic_wif_params(redirected) is None + + def test_create_anthropic_model_list_response_lists_ids_as_told(): """listed_ids renames an entry for the caller while display_name and every other field stay keyed to the served id, and the envelope's first/last ids follow the renamed entries.""" @@ -2504,3 +4121,30 @@ def test_tool_changes_beta_requires_system_tool_reference(role: str, content: ob ) assert ANTHROPIC_MID_CONVERSATION_TOOL_CHANGES_BETA_HEADER not in headers.get("anthropic-beta", "").split(",") + + +@pytest.mark.parametrize( + ("tool_call_id", "provider_specific_fields", "rebuilt"), + ( + ("srvtoolu_search", {"web_search_results": [{"tool_use_id": "srvtoolu_search"}]}, True), + ("srvtoolu_code", {"tool_results": [{"tool_use_id": "srvtoolu_code"}]}, True), + ( + "srvtoolu_code", + {"web_search_results": "srvtoolu_code", "tool_results": [{"tool_use_id": "srvtoolu_code"}]}, + True, + ), + ("srvtoolu_other", {"web_search_results": [{"tool_use_id": "srvtoolu_search"}]}, False), + ("call_client", {"tool_results": [{"tool_use_id": "call_client"}]}, False), + ("srvtoolu_search", {"web_search_results": ["srvtoolu_search"]}, False), + ("srvtoolu_search", {}, False), + ("srvtoolu_search", None, False), + ("srvtoolu_search", [{"tool_use_id": "srvtoolu_search"}], False), + (None, {"web_search_results": [{"tool_use_id": None}]}, False), + ), +) +def test_tool_call_is_rebuilt_as_server_tool_use_only_with_a_stored_result( + tool_call_id: object, provider_specific_fields: object, rebuilt: bool +) -> None: + from litellm.llms.anthropic.common_utils import tool_call_is_rebuilt_as_server_tool_use + + assert tool_call_is_rebuilt_as_server_tool_use(tool_call_id, provider_specific_fields) is rebuilt diff --git a/tests/unit/llms/anthropic/test_anthropic_count_tokens_transformation.py b/tests/unit/llms/anthropic/test_anthropic_count_tokens_transformation.py index ddac561f337..6a7ec13ec4c 100644 --- a/tests/unit/llms/anthropic/test_anthropic_count_tokens_transformation.py +++ b/tests/unit/llms/anthropic/test_anthropic_count_tokens_transformation.py @@ -1,4 +1,9 @@ +import httpx +import pytest +import respx +import litellm +from litellm.llms.anthropic.count_tokens.handler import AnthropicCountTokensHandler from litellm.llms.anthropic.count_tokens.transformation import ( AnthropicCountTokensConfig, ) @@ -88,3 +93,72 @@ def test_transform_no_system_no_tools(): assert "system" not in result assert "tools" not in result + + +@pytest.mark.parametrize( + ("api_base", "expected"), + [ + (None, "https://api.anthropic.com/v1/messages/count_tokens"), + ("", "https://api.anthropic.com/v1/messages/count_tokens"), + ("https://gateway.example", "https://gateway.example/v1/messages/count_tokens"), + ("https://gateway.example/", "https://gateway.example/v1/messages/count_tokens"), + ("https://gateway.example/v1", "https://gateway.example/v1/messages/count_tokens"), + ("https://gateway.example/anthropic/v1/messages", "https://gateway.example/anthropic/v1/messages/count_tokens"), + ], +) +def test_endpoint_appends_count_tokens_path_to_deployment_api_base(api_base, expected, monkeypatch): + monkeypatch.delenv("ANTHROPIC_API_BASE", raising=False) + monkeypatch.delenv("ANTHROPIC_BASE_URL", raising=False) + assert AnthropicCountTokensConfig().get_anthropic_count_tokens_endpoint(api_base) == expected + + +@pytest.mark.parametrize("env_name", ["ANTHROPIC_API_BASE", "ANTHROPIC_BASE_URL"]) +@pytest.mark.parametrize("api_base", [None, ""]) +def test_endpoint_without_deployment_api_base_follows_env_base(env_name, api_base, monkeypatch): + """Chat and the federated exchange resolve an unset deployment base through the environment, + so an env-only gateway must receive the count too, never Anthropic's public host.""" + monkeypatch.delenv("ANTHROPIC_API_BASE", raising=False) + monkeypatch.delenv("ANTHROPIC_BASE_URL", raising=False) + monkeypatch.setenv(env_name, "https://env-gateway.example/v1/messages/") + assert ( + AnthropicCountTokensConfig().get_anthropic_count_tokens_endpoint(api_base) + == "https://env-gateway.example/v1/messages/count_tokens" + ) + + +def test_endpoint_prefers_deployment_api_base_over_env_base(monkeypatch): + monkeypatch.setenv("ANTHROPIC_API_BASE", "https://env-gateway.example") + assert ( + AnthropicCountTokensConfig().get_anthropic_count_tokens_endpoint("https://gateway.example/v1") + == "https://gateway.example/v1/messages/count_tokens" + ) + + +@pytest.fixture +def httpx_transport_clients(monkeypatch): + monkeypatch.setattr(litellm, "disable_aiohttp_transport", True) + client_cache = getattr(litellm, "in_memory_llm_clients_cache", None) + if client_cache is not None: + client_cache.flush_cache() + yield + if client_cache is not None: + client_cache.flush_cache() + + +@pytest.mark.asyncio +async def test_handler_posts_to_count_tokens_path_under_deployment_api_base(httpx_transport_clients): + """A deployment api_base names the chat host, so a handler that posts to it verbatim lands on + the host root, gets a 404, and the official count silently degrades to the local tokenizer.""" + with respx.mock: + route = respx.post("https://gateway.example/v1/messages/count_tokens").mock( + return_value=httpx.Response(200, json={"input_tokens": 7}) + ) + result = await AnthropicCountTokensHandler().handle_count_tokens_request( + model="claude-sonnet-4-5", + messages=[{"role": "user", "content": "hi"}], + auth_header={"x-api-key": "sk-ant-api03-test-key"}, + api_base="https://gateway.example", + ) + + assert route.called + assert result == {"input_tokens": 7} diff --git a/tests/unit/llms/anthropic/test_anthropic_files_and_batches.py b/tests/unit/llms/anthropic/test_anthropic_files_and_batches.py index 2728ba03ae4..fe7ea23042f 100644 --- a/tests/unit/llms/anthropic/test_anthropic_files_and_batches.py +++ b/tests/unit/llms/anthropic/test_anthropic_files_and_batches.py @@ -70,9 +70,7 @@ class TestAnthropicFilesHandler: @pytest.fixture def mock_anthropic_batch_results_canceled(self): """Mock Anthropic batch results with canceled status""" - return json.dumps( - {"custom_id": "test-request-3", "result": {"type": "canceled"}} - ).encode("utf-8") + return json.dumps({"custom_id": "test-request-3", "result": {"type": "canceled"}}).encode("utf-8") @pytest.fixture def mock_anthropic_batch_results_mixed(self): @@ -114,9 +112,7 @@ class TestAnthropicFilesHandler: return "\n".join(lines).encode("utf-8") @pytest.mark.asyncio - async def test_afile_content_success( - self, handler, mock_anthropic_batch_results_succeeded - ): + async def test_afile_content_success(self, handler, mock_anthropic_batch_results_succeeded): """Test successful file content retrieval and transformation""" file_content_request: FileContentRequest = { "file_id": "batch_123", @@ -135,16 +131,14 @@ class TestAnthropicFilesHandler: ), ) - with patch( + with patch( # test-quality-ok: the proxy wiring under test is what this patches "litellm.llms.anthropic.files.handler.get_async_httpx_client" - ) as mock_get_client: + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches mock_client = AsyncMock() mock_client.get = AsyncMock(return_value=mock_response) mock_get_client.return_value = mock_client - with patch.object( - handler.anthropic_model_info, "get_api_key", return_value="test-api-key" - ): + with patch.object(handler.anthropic_model_info, "get_api_key", return_value="test-api-key"): with patch.object( handler.anthropic_model_info, "get_api_base", @@ -161,9 +155,7 @@ class TestAnthropicFilesHandler: # Verify transformation to OpenAI format content = result.response.content.decode("utf-8") - lines = [ - line for line in content.strip().split("\n") if line.strip() - ] + lines = [line for line in content.strip().split("\n") if line.strip()] assert len(lines) == 1 transformed_result = json.loads(lines[0]) @@ -172,18 +164,13 @@ class TestAnthropicFilesHandler: assert "body" in transformed_result["response"] # Verify body has required OpenAI format fields assert "id" in transformed_result["response"]["body"] - assert ( - transformed_result["response"]["body"]["object"] - == "chat.completion" - ) + assert transformed_result["response"]["body"]["object"] == "chat.completion" assert "choices" in transformed_result["response"]["body"] # Verify request_id matches the original message id assert transformed_result["response"]["request_id"] == "msg_123" @pytest.mark.asyncio - async def test_afile_content_with_prefix( - self, handler, mock_anthropic_batch_results_succeeded - ): + async def test_afile_content_with_prefix(self, handler, mock_anthropic_batch_results_succeeded): """Test file content retrieval with anthropic_batch_results: prefix""" file_content_request: FileContentRequest = { "file_id": "anthropic_batch_results:batch_123", @@ -203,14 +190,12 @@ class TestAnthropicFilesHandler: with patch( "litellm.llms.anthropic.files.handler.get_async_httpx_client" - ) as mock_get_client: + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches mock_client = AsyncMock() mock_client.get = AsyncMock(return_value=mock_response) mock_get_client.return_value = mock_client - with patch.object( - handler.anthropic_model_info, "get_api_key", return_value="test-api-key" - ): + with patch.object(handler.anthropic_model_info, "get_api_key", return_value="test-api-key"): with patch.object( handler.anthropic_model_info, "get_api_base", @@ -228,9 +213,7 @@ class TestAnthropicFilesHandler: assert "batch_123" in call_url @pytest.mark.asyncio - async def test_afile_content_errored_result( - self, handler, mock_anthropic_batch_results_errored - ): + async def test_afile_content_errored_result(self, handler, mock_anthropic_batch_results_errored): """Test transformation of errored batch results""" file_content_request: FileContentRequest = { "file_id": "batch_123", @@ -250,14 +233,12 @@ class TestAnthropicFilesHandler: with patch( "litellm.llms.anthropic.files.handler.get_async_httpx_client" - ) as mock_get_client: + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches mock_client = AsyncMock() mock_client.get = AsyncMock(return_value=mock_response) mock_get_client.return_value = mock_client - with patch.object( - handler.anthropic_model_info, "get_api_key", return_value="test-api-key" - ): + with patch.object(handler.anthropic_model_info, "get_api_key", return_value="test-api-key"): with patch.object( handler.anthropic_model_info, "get_api_base", @@ -269,29 +250,17 @@ class TestAnthropicFilesHandler: ) content = result.response.content.decode("utf-8") - lines = [ - line for line in content.strip().split("\n") if line.strip() - ] + lines = [line for line in content.strip().split("\n") if line.strip()] assert len(lines) == 1 transformed_result = json.loads(lines[0]) assert transformed_result["custom_id"] == "test-request-2" - assert ( - transformed_result["response"]["status_code"] == 400 - ) # invalid_request_error maps to 400 - assert ( - transformed_result["response"]["body"]["error"]["type"] - == "invalid_request_error" - ) - assert ( - transformed_result["response"]["body"]["error"]["message"] - == "Invalid request" - ) + assert transformed_result["response"]["status_code"] == 400 # invalid_request_error maps to 400 + assert transformed_result["response"]["body"]["error"]["type"] == "invalid_request_error" + assert transformed_result["response"]["body"]["error"]["message"] == "Invalid request" @pytest.mark.asyncio - async def test_afile_content_canceled_result( - self, handler, mock_anthropic_batch_results_canceled - ): + async def test_afile_content_canceled_result(self, handler, mock_anthropic_batch_results_canceled): """Test transformation of canceled batch results""" file_content_request: FileContentRequest = { "file_id": "batch_123", @@ -311,14 +280,12 @@ class TestAnthropicFilesHandler: with patch( "litellm.llms.anthropic.files.handler.get_async_httpx_client" - ) as mock_get_client: + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches mock_client = AsyncMock() mock_client.get = AsyncMock(return_value=mock_response) mock_get_client.return_value = mock_client - with patch.object( - handler.anthropic_model_info, "get_api_key", return_value="test-api-key" - ): + with patch.object(handler.anthropic_model_info, "get_api_key", return_value="test-api-key"): with patch.object( handler.anthropic_model_info, "get_api_base", @@ -330,23 +297,16 @@ class TestAnthropicFilesHandler: ) content = result.response.content.decode("utf-8") - lines = [ - line for line in content.strip().split("\n") if line.strip() - ] + lines = [line for line in content.strip().split("\n") if line.strip()] assert len(lines) == 1 transformed_result = json.loads(lines[0]) assert transformed_result["custom_id"] == "test-request-3" assert transformed_result["response"]["status_code"] == 400 - assert ( - "Batch request was canceled" - in transformed_result["response"]["body"]["error"]["message"] - ) + assert "Batch request was canceled" in transformed_result["response"]["body"]["error"]["message"] @pytest.mark.asyncio - async def test_afile_content_mixed_results( - self, handler, mock_anthropic_batch_results_mixed - ): + async def test_afile_content_mixed_results(self, handler, mock_anthropic_batch_results_mixed): """Test transformation of mixed batch results (succeeded, errored, expired)""" file_content_request: FileContentRequest = { "file_id": "batch_123", @@ -366,14 +326,12 @@ class TestAnthropicFilesHandler: with patch( "litellm.llms.anthropic.files.handler.get_async_httpx_client" - ) as mock_get_client: + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches mock_client = AsyncMock() mock_client.get = AsyncMock(return_value=mock_response) mock_get_client.return_value = mock_client - with patch.object( - handler.anthropic_model_info, "get_api_key", return_value="test-api-key" - ): + with patch.object(handler.anthropic_model_info, "get_api_key", return_value="test-api-key"): with patch.object( handler.anthropic_model_info, "get_api_base", @@ -385,9 +343,7 @@ class TestAnthropicFilesHandler: ) content = result.response.content.decode("utf-8") - lines = [ - line for line in content.strip().split("\n") if line.strip() - ] + lines = [line for line in content.strip().split("\n") if line.strip()] assert len(lines) == 3 # Check first result (succeeded) @@ -396,9 +352,7 @@ class TestAnthropicFilesHandler: # Check second result (errored) result2 = json.loads(lines[1]) - assert ( - result2["response"]["status_code"] == 429 - ) # rate_limit_error maps to 429 + assert result2["response"]["status_code"] == 429 # rate_limit_error maps to 429 # Check third result (expired) result3 = json.loads(lines[2]) @@ -415,12 +369,12 @@ class TestAnthropicFilesHandler: } with patch.object( - handler.anthropic_model_info, "get_auth_header", return_value=None + handler.anthropic_model_info, + "aget_auth_header", + new=AsyncMock(return_value=None), ): with pytest.raises(ValueError, match="Missing Anthropic API Key"): - await handler.afile_content( - file_content_request=file_content_request, api_key=None - ) + await handler.afile_content(file_content_request=file_content_request, api_key=None) @pytest.mark.asyncio async def test_afile_content_missing_file_id(self, handler): @@ -432,9 +386,7 @@ class TestAnthropicFilesHandler: } with pytest.raises(ValueError, match="file_id is required"): - await handler.afile_content( - file_content_request=file_content_request, api_key="test-api-key" - ) + await handler.afile_content(file_content_request=file_content_request, api_key="test-api-key") @pytest.mark.asyncio async def test_afile_content_http_error(self, handler): @@ -454,21 +406,17 @@ class TestAnthropicFilesHandler: ), ) mock_response.raise_for_status = MagicMock( - side_effect=httpx.HTTPStatusError( - "Not Found", request=mock_response.request, response=mock_response - ) + side_effect=httpx.HTTPStatusError("Not Found", request=mock_response.request, response=mock_response) ) with patch( "litellm.llms.anthropic.files.handler.get_async_httpx_client" - ) as mock_get_client: + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches mock_client = AsyncMock() mock_client.get = AsyncMock(return_value=mock_response) mock_get_client.return_value = mock_client - with patch.object( - handler.anthropic_model_info, "get_api_key", return_value="test-api-key" - ): + with patch.object(handler.anthropic_model_info, "get_api_key", return_value="test-api-key"): with patch.object( handler.anthropic_model_info, "get_api_base", @@ -480,6 +428,160 @@ class TestAnthropicFilesHandler: api_key="test-api-key", ) + @pytest.mark.asyncio + async def test_afile_content_resolves_wif_via_async_facade( + self, handler, mock_anthropic_batch_results_succeeded, monkeypatch + ): + """Regression: afile_content ran the blocking WIF mint on the event loop + through the sync get_auth_header; it must go through the async facade.""" + import threading + + from litellm.llms.anthropic import common_utils as anthropic_common_utils + from litellm.llms.anthropic.wif import aget_anthropic_wif_token, get_anthropic_wif_token + from litellm.llms.base_llm.auth.token_exchange import JwtBearerTokenExchangeEngine + + for name in ( + "ANTHROPIC_API_KEY", + "ANTHROPIC_AUTH_TOKEN", + "ANTHROPIC_API_BASE", + "ANTHROPIC_BASE_URL", + ): + monkeypatch.delenv(name, raising=False) + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_files") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-files") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "files-inline-jwt") + + minted = "sk-ant-oat01-files-minted" + thread_ids = [] + + class ThreadRecordingPoster: + def post(self, url, *, content, headers, timeout): + thread_ids.append(threading.get_ident()) + return httpx.Response( + 200, + json={"access_token": minted, "token_type": "Bearer", "expires_in": 3600}, + ) + + engine = JwtBearerTokenExchangeEngine(poster=ThreadRecordingPoster()) + sync_calls = [] + + def sync_shim(litellm_params, api_base, model): + sync_calls.append(model) + return get_anthropic_wif_token(litellm_params, api_base, model, engine) + + async def async_shim(litellm_params, api_base, model): + return await aget_anthropic_wif_token(litellm_params, api_base, model, engine) + + monkeypatch.setattr(anthropic_common_utils, "get_anthropic_wif_token", sync_shim) + monkeypatch.setattr(anthropic_common_utils, "aget_anthropic_wif_token", async_shim) + + mock_response = httpx.Response( + status_code=200, + content=mock_anthropic_batch_results_succeeded, + headers={"content-type": "application/json"}, + request=httpx.Request( + method="GET", + url="https://api.anthropic.com/v1/messages/batches/batch_123/results", + ), + ) + + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.llms.anthropic.files.handler.get_async_httpx_client" + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches + mock_client = AsyncMock() + mock_client.get = AsyncMock(return_value=mock_response) + mock_get_client.return_value = mock_client + + await handler.afile_content( + file_content_request={ + "file_id": "batch_123", + "extra_headers": None, + "extra_body": None, + }, + api_key=None, + ) + + sent_headers = mock_client.get.call_args.kwargs["headers"] + + assert sent_headers["authorization"] == f"Bearer {minted}" + assert "oauth-2025-04-20" in sent_headers["anthropic-beta"] + assert sync_calls == [] + assert thread_ids and thread_ids[0] != threading.get_ident() + + @pytest.mark.asyncio + async def test_afile_content_mints_from_the_deployment_litellm_params( + self, handler, mock_anthropic_batch_results_succeeded, monkeypatch + ): + """Regression: a deployment that authenticates through a named credential carries its + federation settings in litellm_params, and afile_content dropped them, so only + process-wide env vars could ever mint on a batch-result download.""" + from litellm.llms.anthropic import common_utils as anthropic_common_utils + from litellm.llms.anthropic.wif import aget_anthropic_wif_token + from litellm.llms.base_llm.auth.token_exchange import JwtBearerTokenExchangeEngine + + for name in ( + "ANTHROPIC_API_KEY", + "ANTHROPIC_AUTH_TOKEN", + "ANTHROPIC_API_BASE", + "ANTHROPIC_BASE_URL", + "ANTHROPIC_FEDERATION_RULE_ID", + "ANTHROPIC_ORGANIZATION_ID", + "ANTHROPIC_IDENTITY_TOKEN", + ): + monkeypatch.delenv(name, raising=False) + monkeypatch.setenv("CREDENTIAL_IDENTITY_JWT", "credential-inline-jwt") + + minted = "sk-ant-oat01-credential-minted" + + class Poster: + def post(self, url, *, content, headers, timeout): + return httpx.Response( + 200, + json={"access_token": minted, "token_type": "Bearer", "expires_in": 3600}, + ) + + engine = JwtBearerTokenExchangeEngine(poster=Poster()) + + async def async_shim(litellm_params, api_base, model): + return await aget_anthropic_wif_token(litellm_params, api_base, model, engine) + + monkeypatch.setattr(anthropic_common_utils, "aget_anthropic_wif_token", async_shim) + + mock_response = httpx.Response( + status_code=200, + content=mock_anthropic_batch_results_succeeded, + headers={"content-type": "application/json"}, + request=httpx.Request( + method="GET", + url="https://api.anthropic.com/v1/messages/batches/batch_123/results", + ), + ) + + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.llms.anthropic.files.handler.get_async_httpx_client" + ) as mock_get_client: # test-quality-ok: the proxy wiring under test is what this patches + mock_client = AsyncMock() + mock_client.get = AsyncMock(return_value=mock_response) + mock_get_client.return_value = mock_client + + await handler.afile_content( + file_content_request={ + "file_id": "batch_123", + "extra_headers": None, + "extra_body": None, + }, + api_key=None, + litellm_params={ + "anthropic_federation_rule_id": "fdrl_credential", + "anthropic_organization_id": "org-credential", + "anthropic_identity_token": "oidc/env/CREDENTIAL_IDENTITY_JWT", + }, + ) + + sent_headers = mock_client.get.call_args.kwargs["headers"] + + assert sent_headers["authorization"] == f"Bearer {minted}" + class TestAnthropicBatchesConfig: """Test Anthropic Batches Config for batch retrieval transformation""" @@ -562,15 +664,11 @@ class TestAnthropicBatchesConfig: ) assert url == "https://api.anthropic.com/v1/messages/batches/batch_123" - def test_transform_retrieve_batch_response_in_progress( - self, config, mock_anthropic_batch_response_in_progress - ): + def test_transform_retrieve_batch_response_in_progress(self, config, mock_anthropic_batch_response_in_progress): """Test transformation of in_progress batch response""" mock_response = httpx.Response( status_code=200, - content=json.dumps(mock_anthropic_batch_response_in_progress).encode( - "utf-8" - ), + content=json.dumps(mock_anthropic_batch_response_in_progress).encode("utf-8"), request=httpx.Request( method="GET", url="https://api.anthropic.com/v1/messages/batches/batch_123", @@ -596,9 +694,7 @@ class TestAnthropicBatchesConfig: assert batch.in_progress_at is not None assert batch.completed_at is None - def test_transform_retrieve_batch_response_completed( - self, config, mock_anthropic_batch_response_completed - ): + def test_transform_retrieve_batch_response_completed(self, config, mock_anthropic_batch_response_completed): """Test transformation of completed batch response""" mock_response = httpx.Response( status_code=200, @@ -624,9 +720,7 @@ class TestAnthropicBatchesConfig: assert batch.request_counts.completed == 10 assert batch.request_counts.failed == 0 - def test_transform_retrieve_batch_response_canceling( - self, config, mock_anthropic_batch_response_canceling - ): + def test_transform_retrieve_batch_response_canceling(self, config, mock_anthropic_batch_response_canceling): """Test transformation of canceling batch response""" mock_response = httpx.Response( status_code=200, @@ -663,9 +757,7 @@ class TestAnthropicBatchesConfig: ) logging_obj = MagicMock() - with pytest.raises( - ValueError, match="Failed to parse Anthropic batch response" - ): + with pytest.raises(ValueError, match="Failed to parse Anthropic batch response"): config.transform_retrieve_batch_response( model="claude-3-5-sonnet-20241022", raw_response=mock_response, diff --git a/tests/unit/llms/anthropic/test_anthropic_prompt_cache_prediction.py b/tests/unit/llms/anthropic/test_anthropic_prompt_cache_prediction.py index 12b81d378c8..9bb26b66aa7 100644 --- a/tests/unit/llms/anthropic/test_anthropic_prompt_cache_prediction.py +++ b/tests/unit/llms/anthropic/test_anthropic_prompt_cache_prediction.py @@ -115,7 +115,16 @@ def test_prediction_header_eligibility(headers: Mapping[str, str], supported: bo @pytest.mark.asyncio -async def test_provider_count_uses_same_version_and_preserves_native_input(monkeypatch: pytest.MonkeyPatch) -> None: +@pytest.mark.parametrize( + "api_base, count_url", + [ + (None, "https://api.anthropic.com/v1/messages/count_tokens"), + ("https://gateway.example/v1/messages", "https://gateway.example/v1/messages/count_tokens"), + ], +) +async def test_provider_count_uses_same_version_and_preserves_native_input( + monkeypatch: pytest.MonkeyPatch, api_base: str | None, count_url: str +) -> None: body: Final = _body() requests: Final[list[httpx.Request]] = [] @@ -128,12 +137,12 @@ async def test_provider_count_uses_same_version_and_preserves_native_input(monke client.client = httpx.AsyncClient(transport=httpx.MockTransport(provider)) monkeypatch.setattr(count_handler, "get_async_httpx_client", lambda **kwargs: client) try: - assert await count_prompt_tokens(_MODEL, _KEY, body) == 311 + assert await count_prompt_tokens(_MODEL, _KEY, body, api_base=api_base) == 311 finally: await client.client.aclose() assert len(requests) == 1 assert requests[0].headers["anthropic-version"] == DEFAULT_ANTHROPIC_API_VERSION - assert requests[0].url == "https://api.anthropic.com/v1/messages/count_tokens" + assert requests[0].url == count_url assert json.loads(requests[0].content) == body diff --git a/tests/unit/llms/anthropic/test_anthropic_wif.py b/tests/unit/llms/anthropic/test_anthropic_wif.py new file mode 100644 index 00000000000..a054b4d130c --- /dev/null +++ b/tests/unit/llms/anthropic/test_anthropic_wif.py @@ -0,0 +1,1293 @@ +import concurrent.futures +import json +from collections.abc import Callable, Mapping +from pathlib import Path +from typing import Final + +import httpx +import jwt +import pytest +from cryptography.hazmat.primitives import serialization +from cryptography.hazmat.primitives.asymmetric import ec + +import litellm +from litellm.llms.anthropic.wif import ( + AnthropicWifParams, + _raise_anthropic_wif_error, + build_anthropic_wif_spec, + get_anthropic_wif_token, + resolve_anthropic_wif_params, +) +from litellm.llms.base_llm.auth.identity_source import ( + InternalIssuerSource, + KeycloakSource, + identity_source_ref, +) +from litellm.llms.base_llm.auth.jwt_signing import build_jwks, rfc7638_thumbprint +from litellm.llms.base_llm.auth.token_exchange import JwtBearerTokenExchangeEngine +from litellm.llms.base_llm.auth.types import ( + AssertionSourceError, + ExchangeError, + InsecureTokenUrl, + MalformedTokenResponse, + TokenEndpointError, + TokenTransportError, +) +from litellm.types.router import GenericLiteLLMParams + +WIF_ENV_VARS: Final = ( + "ANTHROPIC_FEDERATION_RULE_ID", + "ANTHROPIC_ORGANIZATION_ID", + "ANTHROPIC_SERVICE_ACCOUNT_ID", + "ANTHROPIC_FEDERATION_WORKSPACE_ID", + "ANTHROPIC_IDENTITY_TOKEN_FILE", + "ANTHROPIC_IDENTITY_TOKEN", + "ANTHROPIC_IDENTITY_SOURCE", + "ANTHROPIC_SCOPE", + "ANTHROPIC_API_BASE", + "ANTHROPIC_BASE_URL", + "LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", +) + +GRANT_TYPE: Final = "urn:ietf:params:oauth:grant-type:jwt-bearer" + + +@pytest.fixture(autouse=True) +def _clean_wif_env(monkeypatch: pytest.MonkeyPatch) -> None: + for name in WIF_ENV_VARS: + monkeypatch.delenv(name, raising=False) + + +class FakeClock: + def __init__(self, start: float = 1_000.0) -> None: + self.now = start + + def __call__(self) -> float: + return self.now + + def advance(self, seconds: float) -> None: + self.now += seconds + + +class RecordedRequest: + def __init__(self, url: str, content: bytes, headers: Mapping[str, str], timeout: float) -> None: + self.url = url + self.content = content + self.headers = dict(headers) + self.timeout = timeout + + def json_body(self) -> dict: + return json.loads(self.content) + + +class ScriptedPoster: + def __init__(self, responses: list[httpx.Response]) -> None: + self.requests: list[RecordedRequest] = [] + self._responses = list(responses) + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.requests.append(RecordedRequest(url, content, headers, timeout)) + if len(self._responses) > 1: + return self._responses.pop(0) + return self._responses[0] + + +class ManualExecutor(concurrent.futures.Executor): + def __init__(self) -> None: + self.pending: list[Callable[[], None]] = [] + + def submit(self, fn, /, *args, **kwargs): + future: concurrent.futures.Future = concurrent.futures.Future() + self.pending.append(lambda: fn(*args, **kwargs)) + return future + + +def token_response(token: str = "sk-ant-oat01-minted", expires_in: int | None = 3600) -> httpx.Response: + body: Final[dict[str, str | int]] = { + "access_token": token, + "token_type": "Bearer", + **({} if expires_in is None else {"expires_in": expires_in}), + } + return httpx.Response(200, json=body) + + +def make_engine(poster: ScriptedPoster, clock: FakeClock | None = None) -> JwtBearerTokenExchangeEngine: + return JwtBearerTokenExchangeEngine( + poster=poster, + clock=clock if clock is not None else FakeClock(), + refresh_executor=ManualExecutor(), + ) + + +def write_token_file(directory: Path, content: str, name: str = "identity-token") -> Path: + directory.mkdir(parents=True, exist_ok=True) + token_file = directory / name + token_file.write_text(content, encoding="utf-8") + return token_file + + +class TestWireProtocolExact: + def test_minimal_body_and_headers(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path)) + monkeypatch.setenv("ANTHROPIC_SCOPE", "user:inference") + token_file = write_token_file(tmp_path, "jwt-assertion-value\n") + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + + token = get_anthropic_wif_token( + { + "anthropic_federation_rule_id": "fdrl_abc123", + "anthropic_organization_id": "org-uuid-1", + "anthropic_identity_token_file": str(token_file), + }, + "https://api.anthropic.com", + "claude-sonnet-4-5", + engine, + ) + + assert token == "sk-ant-oat01-minted" + assert len(poster.requests) == 1 + request = poster.requests[0] + assert request.url == "https://api.anthropic.com/v1/oauth/token" + assert "anthropic-beta" not in request.headers + assert request.headers["content-type"] == "application/json" + assert request.json_body() == { + "grant_type": GRANT_TYPE, + "federation_rule_id": "fdrl_abc123", + "organization_id": "org-uuid-1", + "assertion": "jwt-assertion-value", + } + + def test_optional_fields_present_when_set(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path)) + token_file = write_token_file(tmp_path, "jwt-assertion-value") + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + + get_anthropic_wif_token( + { + "anthropic_federation_rule_id": "fdrl_abc123", + "anthropic_organization_id": "org-uuid-1", + "anthropic_service_account_id": "svcacct_1", + "anthropic_federation_workspace_id": "wrkspc_1", + "anthropic_identity_token_file": str(token_file), + }, + "https://api.anthropic.com", + "claude-sonnet-4-5", + engine, + ) + + request = poster.requests[0] + assert "anthropic-beta" not in request.headers + assert request.headers["content-type"] == "application/json" + assert request.json_body() == { + "grant_type": GRANT_TYPE, + "federation_rule_id": "fdrl_abc123", + "organization_id": "org-uuid-1", + "service_account_id": "svcacct_1", + "workspace_id": "wrkspc_1", + "assertion": "jwt-assertion-value", + } + + def test_spec_cache_key_identity(self): + params = AnthropicWifParams( + federation_rule_id="fdrl_1", + organization_id="org-1", + assertion_ref="oidc/env/ANTHROPIC_IDENTITY_TOKEN", + ) + spec = build_anthropic_wif_spec(params, "https://api.anthropic.com") + assert spec.cache_key_identity == ("fdrl_1", "org-1", "", "") + assert spec.body_encoding == "json" + assert spec.assertion_field == "assertion" + + def test_full_params_spec_has_no_request_headers(self): + """The token exchange sends no anthropic-beta header at all (verified against the + live endpoint); this must hold even for a fully populated params set, so a future + edit cannot reintroduce the header gated on service_account_id or workspace_id.""" + params = AnthropicWifParams( + federation_rule_id="fdrl_1", + organization_id="org-1", + service_account_id="svcacct_1", + workspace_id="wrkspc_1", + assertion_ref="oidc/env/ANTHROPIC_IDENTITY_TOKEN", + ) + spec = build_anthropic_wif_spec(params, "https://api.anthropic.com") + assert dict(spec.request_headers) == {} + + +class TestExchangeHostTrust: + """A federated exchange sends the workload's identity token to api_base and presents the minted + org-scoped token to it, so api_base is a trust decision. Anyone able to write api_base, on the + deployment or on a credential it references, could otherwise redirect both, which is why this is + enforced where the exchange is built rather than at each write path.""" + + def _mint(self, api_base: str | None, monkeypatch: pytest.MonkeyPatch) -> str: + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + poster = ScriptedPoster([token_response()]) + get_anthropic_wif_token( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + api_base, + "claude-sonnet-4-5", + make_engine(poster), + ) + return poster.requests[0].url + + def test_anthropic_is_trusted_without_configuration(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.delenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", raising=False) + assert self._mint("https://api.anthropic.com", monkeypatch) == "https://api.anthropic.com/v1/oauth/token" + + def test_an_unlisted_host_never_receives_the_identity_token(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.delenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", raising=False) + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + poster = ScriptedPoster([token_response()]) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + get_anthropic_wif_token( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + "https://attacker.example", + "claude-sonnet-4-5", + make_engine(poster), + ) + + assert poster.requests == [], "the exchange must be refused before anything is sent" + assert "attacker.example" in str(exc_info.value) + assert "LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS" in str(exc_info.value), ( + "an operator running a private gateway has to be told how to allow it" + ) + assert not exc_info.value.message.endswith(".") + + def test_a_lookalike_host_does_not_pass_on_a_substring(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.delenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", raising=False) + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + poster = ScriptedPoster([token_response()]) + + with pytest.raises(litellm.AuthenticationError): + get_anthropic_wif_token( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + "https://api.anthropic.com.evil.test", + "claude-sonnet-4-5", + make_engine(poster), + ) + + assert poster.requests == [] + + def test_an_operator_can_allow_a_private_gateway(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", "gateway.internal") + assert self._mint("https://gateway.internal", monkeypatch) == "https://gateway.internal/v1/oauth/token" + + def test_a_gateway_listed_with_its_port_is_trusted(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", "gateway.internal:8443") + assert self._mint("https://gateway.internal:8443", monkeypatch) == "https://gateway.internal:8443/v1/oauth/token" + + def test_allowlist_matching_ignores_hostname_case(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", "Gateway.Internal:8443") + assert self._mint("https://gateway.internal:8443", monkeypatch) == "https://gateway.internal:8443/v1/oauth/token" + assert self._mint("https://GATEWAY.internal:8443", monkeypatch) == "https://GATEWAY.internal:8443/v1/oauth/token" + + def test_a_gateway_listed_with_a_port_is_not_trusted_on_another_port(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", "gateway.internal:8443") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + poster = ScriptedPoster([token_response()]) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + get_anthropic_wif_token( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + "https://gateway.internal:9443", + "claude-sonnet-4-5", + make_engine(poster), + ) + + assert poster.requests == [], "another process on the same host is not the allowed gateway" + assert "gateway.internal:9443" in str(exc_info.value) + + def test_a_gateway_listed_without_a_port_is_trusted_on_every_port(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", "gateway.internal") + assert self._mint("https://gateway.internal:9443", monkeypatch) == "https://gateway.internal:9443/v1/oauth/token" + + def test_an_entry_spelling_the_scheme_default_port_matches_a_base_that_omits_it( + self, monkeypatch: pytest.MonkeyPatch + ): + monkeypatch.setenv("LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", "gateway.internal:443") + assert self._mint("https://gateway.internal", monkeypatch) == "https://gateway.internal/v1/oauth/token" + + + +class TestBaseUrlDerivation: + def _mint(self, api_base: str | None, monkeypatch: pytest.MonkeyPatch) -> str: + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + # These cases are about how a base is normalised into a token URL, not about which hosts an + # operator trusts, so the private hosts they use are allowlisted explicitly. The trust + # boundary itself is covered by TestExchangeHostTrust. + monkeypatch.setenv( + "LITELLM_ANTHROPIC_WIF_ALLOWED_HOSTS", + "gw.example.com,env.example.com,base.example.com,model.example.com", + ) + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + get_anthropic_wif_token( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + api_base, + "claude-sonnet-4-5", + engine, + ) + return poster.requests[0].url + + def test_explicit_api_base_wins(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_API_BASE", "https://env.example.com") + assert self._mint("https://gw.example.com/", monkeypatch) == "https://gw.example.com/v1/oauth/token" + + def test_env_api_base(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_API_BASE", "https://env.example.com") + assert self._mint(None, monkeypatch) == "https://env.example.com/v1/oauth/token" + + def test_empty_api_base_falls_back_like_unset(self, monkeypatch: pytest.MonkeyPatch): + """Chat treats an empty deployment api_base as unset; the exchange must not refuse host ''.""" + monkeypatch.setenv("ANTHROPIC_API_BASE", "https://env.example.com") + assert self._mint("", monkeypatch) == "https://env.example.com/v1/oauth/token" + + def test_env_base_url(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_BASE_URL", "https://base.example.com") + assert self._mint(None, monkeypatch) == "https://base.example.com/v1/oauth/token" + + def test_default_base(self, monkeypatch: pytest.MonkeyPatch): + assert self._mint(None, monkeypatch) == "https://api.anthropic.com/v1/oauth/token" + + @pytest.mark.parametrize( + "api_base", + [ + "https://gw.example.com/v1/messages", + "https://gw.example.com/v1/messages/", + "https://gw.example.com/v1/messages//v1/messages", + ], + ) + def test_chat_appended_bases_normalize_to_clean_token_url(self, api_base: str, monkeypatch: pytest.MonkeyPatch): + """main.py appends /v1/messages before dispatch (twice for trailing-slash + bases); the exchange must still target the deployment base.""" + assert self._mint(api_base, monkeypatch) == "https://gw.example.com/v1/oauth/token" + + def test_trailing_slash_env_base_normalizes(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_BASE_URL", "https://base.example.com/") + assert self._mint(None, monkeypatch) == "https://base.example.com/v1/oauth/token" + + +class TestSecretManagerEnvResolution: + """WIF env vars resolve through get_secret_str so configured secret managers + work, exactly like every sibling Anthropic credential.""" + + def test_values_resolve_through_get_secret_str(self, monkeypatch: pytest.MonkeyPatch): + secrets: Final = { + "ANTHROPIC_FEDERATION_RULE_ID": "fdrl_sm", + "ANTHROPIC_ORGANIZATION_ID": "org-sm", + "ANTHROPIC_IDENTITY_TOKEN": "sm-inline-jwt", + } + monkeypatch.setattr( + "litellm.secret_managers.main.get_secret_str", + lambda secret_name, default_value=None: secrets.get(secret_name, default_value), + ) + + params = resolve_anthropic_wif_params(None) + + assert params == AnthropicWifParams( + federation_rule_id="fdrl_sm", + organization_id="org-sm", + assertion_ref="oidc/env/ANTHROPIC_IDENTITY_TOKEN", + ) + + def test_non_str_secret_value_treated_as_unset(self, monkeypatch: pytest.MonkeyPatch): + secrets: Final = { + "ANTHROPIC_FEDERATION_RULE_ID": {"unexpected": "shape"}, + "ANTHROPIC_ORGANIZATION_ID": "org-sm", + "ANTHROPIC_IDENTITY_TOKEN": "sm-inline-jwt", + } + monkeypatch.setattr( + "litellm.secret_managers.main.get_secret_str", + lambda secret_name, default_value=None: secrets.get(secret_name, default_value), + ) + + assert resolve_anthropic_wif_params(None) is None + + +class TestResolutionMatrix: + def test_params_beat_env_per_field(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_env") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-env") + monkeypatch.setenv("ANTHROPIC_SERVICE_ACCOUNT_ID", "svc-env") + monkeypatch.setenv("ANTHROPIC_FEDERATION_WORKSPACE_ID", "wrkspc_env") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN_FILE", "/var/run/secrets/env-token") + + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_param", + "anthropic_organization_id": "org-param", + "anthropic_service_account_id": "svc-param", + "anthropic_federation_workspace_id": "wrkspc_param", + "anthropic_identity_token_file": "/var/run/secrets/param-token", + } + ) + + assert params == AnthropicWifParams( + federation_rule_id="fdrl_param", + organization_id="org-param", + service_account_id="svc-param", + workspace_id="wrkspc_param", + assertion_ref="oidc/file//var/run/secrets/param-token", + ) + + def test_env_only_config(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_env") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-env") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "raw-env-jwt") + + params = resolve_anthropic_wif_params(None) + + assert params is not None + assert params.assertion_ref == "oidc/env/ANTHROPIC_IDENTITY_TOKEN" + assert params.service_account_id is None + assert params.workspace_id is None + + def test_file_param_beats_inline_param(self): + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token_file": "/var/run/secrets/tok", + "anthropic_identity_token": "oidc/env/OTHER", + } + ) + assert params is not None + assert params.assertion_ref == "oidc/file//var/run/secrets/tok" + + def test_inline_param_beats_env_file(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN_FILE", "/var/run/secrets/env-tok") + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token": "oidc/env/OTHER", + } + ) + assert params is not None + assert params.assertion_ref == "oidc/env/OTHER" + + def test_env_file_beats_env_inline(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN_FILE", "/var/run/secrets/env-tok") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "raw-env-jwt") + params = resolve_anthropic_wif_params( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"} + ) + assert params is not None + assert params.assertion_ref == "oidc/file//var/run/secrets/env-tok" + + def test_param_token_ref_beats_env_identity_source(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_SOURCE", "internal_issuer") + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token_file": "/var/run/secrets/dep-tok", + } + ) + assert params is not None + assert params.assertion_ref == "oidc/file//var/run/secrets/dep-tok" + assert params.assertion_source is None + + def test_param_inline_token_beats_env_identity_source(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_SOURCE", "internal_issuer") + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token": "oidc/env/OTHER", + } + ) + assert params is not None + assert params.assertion_ref == "oidc/env/OTHER" + assert params.assertion_source is None + + def test_env_identity_source_beats_env_token_refs(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_SOURCE", "internal_issuer") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN_FILE", "/var/run/secrets/env-tok") + with pytest.raises(litellm.AuthenticationError): + resolve_anthropic_wif_params( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"} + ) + + def test_env_identity_source_dispatches_param_issuer_fields(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_SOURCE", "internal_issuer") + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_issuer_url": "https://issuer.internal.example", + "anthropic_issuer_subject": "workload-a", + "anthropic_issuer_signing_key_ref": ISSUER_SIGNING_KEY_REF, + } + ) + assert params is not None + assert params.assertion_ref.startswith("oidc/internal_issuer/") + assert params.assertion_source is not None + + def test_empty_workspace_env_coerced_to_none(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_FEDERATION_WORKSPACE_ID", "") + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token": "oidc/env/TOK", + } + ) + assert params is not None + assert params.workspace_id is None + spec = build_anthropic_wif_spec(params, "https://api.anthropic.com") + assert "workspace_id" not in spec.static_body + + @pytest.mark.parametrize( + "litellm_params", + [ + {}, + {"anthropic_federation_rule_id": "fdrl_1"}, + {"anthropic_organization_id": "org-1"}, + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + {"anthropic_organization_id": "org-1", "anthropic_identity_token": "oidc/env/TOK"}, + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_identity_token": "oidc/env/TOK"}, + ], + ) + def test_gate_unmet_returns_none(self, litellm_params: dict): + assert resolve_anthropic_wif_params(litellm_params) is None + + def test_gate_unmet_facade_returns_none_without_engine_call(self): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + assert get_anthropic_wif_token({}, None, "claude-sonnet-4-5", engine) is None + assert poster.requests == [] + + +class TestServiceAccountIdIsOptional: + """Anthropic's reference docs mark service_account_id required, but a live exchange + against a federation rule targeting a single service account mints successfully + without it; resolution must not gate activation on it, and the wire body must omit + the key entirely rather than send it as null.""" + + def test_activates_and_omits_service_account_id_when_unset(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path)) + token_file = write_token_file(tmp_path, "jwt-assertion-value") + litellm_params: Final = { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token_file": str(token_file), + } + + params = resolve_anthropic_wif_params(litellm_params) + assert params is not None + assert params.service_account_id is None + + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + token = get_anthropic_wif_token(litellm_params, "https://api.anthropic.com", "claude-sonnet-4-5", engine) + + assert token == "sk-ant-oat01-minted" + assert "service_account_id" not in poster.requests[0].json_body() + + +class TestInlineRefRestrictions: + RAW_JWT: Final = "eyJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJ3b3JrbG9hZCJ9.c2lnbmF0dXJl" + + @pytest.mark.parametrize("bad_ref", [RAW_JWT, "oidc/env_path/ANTHROPIC_TOKEN_PATH"]) + def test_rejected_inline_refs(self, bad_ref: str): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + get_anthropic_wif_token( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token": bad_ref, + }, + None, + "claude-sonnet-4-5", + engine, + ) + + assert "oidc/env/" in exc_info.value.message + assert "oidc/file/" in exc_info.value.message + assert self.RAW_JWT not in exc_info.value.message + assert poster.requests == [] + + +class TestFileAllowlistAndSymlink: + SECRET_CONTENT: Final = "super-secret-jwt-content" + + def _call(self, token_file: Path, poster: ScriptedPoster) -> str | None: + engine = make_engine(poster) + return get_anthropic_wif_token( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token_file": str(token_file), + }, + "https://api.anthropic.com", + "claude-sonnet-4-5", + engine, + ) + + def test_file_outside_allowlist_rejected(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path / "allowed")) + token_file = write_token_file(tmp_path / "outside", self.SECRET_CONTENT) + poster = ScriptedPoster([token_response()]) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + self._call(token_file, poster) + + assert str(token_file) in exc_info.value.message + assert self.SECRET_CONTENT not in exc_info.value.message + assert poster.requests == [] + + def test_disallowed_path_message_names_allowlist_and_env_var(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + """The disallowed_path error must explain the allowlist and name the env var an + operator would set, not surface as a bare '(disallowed_path)' code dump.""" + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path / "allowed")) + token_file = write_token_file(tmp_path / "outside", self.SECRET_CONTENT) + poster = ScriptedPoster([token_response()]) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + self._call(token_file, poster) + + message = exc_info.value.message + assert "(disallowed_path)" not in message + assert "LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS" in message + assert "allowed credential director" in message + + def test_symlink_escape_rejected(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + allowed = tmp_path / "allowed" + allowed.mkdir() + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(allowed)) + outside_file = write_token_file(tmp_path / "outside", self.SECRET_CONTENT) + link = allowed / "identity-token" + link.symlink_to(outside_file) + poster = ScriptedPoster([token_response()]) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + self._call(link, poster) + + assert self.SECRET_CONTENT not in exc_info.value.message + assert poster.requests == [] + + def test_file_inside_allowlist_succeeds(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path)) + token_file = write_token_file(tmp_path, self.SECRET_CONTENT) + poster = ScriptedPoster([token_response()]) + + assert self._call(token_file, poster) == "sk-ant-oat01-minted" + assert poster.requests[0].json_body()["assertion"] == self.SECRET_CONTENT + + +class TestErrorMappingExhaustive: + @pytest.mark.parametrize( + "error", + [ + AssertionSourceError(kind="missing", source_ref="oidc/env/TOK"), + AssertionSourceError(kind="disallowed_path", source_ref="oidc/file//etc/passwd"), + InsecureTokenUrl(host="token.example"), + TokenEndpointError(status_code=500, redacted_body="error: server_error"), + TokenTransportError(detail="ConnectError: refused"), + MalformedTokenResponse(detail="token response failed RFC 6749 5.1 schema validation"), + ], + ) + def test_every_variant_maps_to_authentication_error(self, error: ExchangeError): + with pytest.raises(litellm.AuthenticationError) as exc_info: + _raise_anthropic_wif_error( + error, model="claude-sonnet-4-5", workspace_id_set=False, service_account_id_set=False + ) + + assert exc_info.value.llm_provider == "anthropic" + assert exc_info.value.model == "claude-sonnet-4-5" + assert not exc_info.value.message.endswith(".") + + def test_assertion_source_error_detail_is_rendered_when_present(self): + with pytest.raises(litellm.AuthenticationError) as exc_info: + _raise_anthropic_wif_error( + AssertionSourceError(kind="unreadable", source_ref="oidc/keycloak/abc123", detail="invalid_client"), + model="claude-sonnet-4-5", + workspace_id_set=True, + service_account_id_set=True, + ) + + assert "invalid_client" in exc_info.value.message + + def test_assertion_source_error_without_detail_is_unchanged(self): + """Regression floor: the token_file/env path never populates detail, so nothing follows the + source ref and the message ends without a period for the router's suffix.""" + with pytest.raises(litellm.AuthenticationError) as exc_info: + _raise_anthropic_wif_error( + AssertionSourceError(kind="unreadable", source_ref="oidc/env/ANTHROPIC_IDENTITY_TOKEN"), + model="claude-sonnet-4-5", + workspace_id_set=True, + service_account_id_set=True, + ) + + assert exc_info.value.message == ( + "litellm.AuthenticationError: Anthropic workload identity federation failed. Could not obtain " + "the OIDC identity token (unreadable) from oidc/env/ANTHROPIC_IDENTITY_TOKEN" + ) + + def test_endpoint_error_raised_through_facade(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + poster = ScriptedPoster([httpx.Response(500, json={"error": "server_error"})]) + engine = make_engine(poster) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + get_anthropic_wif_token( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + None, + "claude-sonnet-4-5", + engine, + ) + + assert exc_info.value.llm_provider == "anthropic" + assert "HTTP 500" in exc_info.value.message + assert "server_error" in exc_info.value.message + + @pytest.mark.parametrize( + "litellm_params,status_code,body", + [ + ( + {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"}, + 401, + {"error": "invalid_grant."}, + ), + ( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_federation_workspace_id": "wrkspc_1", + }, + 500, + {"error": "server_error."}, + ), + ], + ) + def test_token_endpoint_error_message_has_no_doubled_period( + self, litellm_params: dict, status_code: int, body: dict, monkeypatch: pytest.MonkeyPatch + ): + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + poster = ScriptedPoster([httpx.Response(status_code, json=body)]) + engine = make_engine(poster) + + with pytest.raises(litellm.AuthenticationError) as exc_info: + get_anthropic_wif_token(litellm_params, None, "claude-sonnet-4-5", engine) + + assert ".." not in exc_info.value.message + + +class TestDenialHints: + """Anthropic answers every denied exchange with an opaque 401 and logs the reason + (workspace_id_required, jti_reused, ...) only in the Console, so the error must say where + to look and name whichever optional id is still unset.""" + + BASE_PARAMS: Final = {"anthropic_federation_rule_id": "fdrl_1", "anthropic_organization_id": "org-1"} + + def _raise(self, litellm_params: dict, status_code: int, monkeypatch: pytest.MonkeyPatch) -> str: + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "inline-jwt") + poster = ScriptedPoster([httpx.Response(status_code, json={"error": "invalid_grant"})]) + engine = make_engine(poster) + with pytest.raises(litellm.AuthenticationError) as exc_info: + get_anthropic_wif_token(litellm_params, None, "claude-sonnet-4-5", engine) + return exc_info.value.message + + def test_401_points_at_console_authentication_history(self, monkeypatch: pytest.MonkeyPatch): + message = self._raise(self.BASE_PARAMS, 401, monkeypatch) + assert "authentication history" in message + assert "workspace_id_required" in message + + def test_500_carries_no_denial_hints(self, monkeypatch: pytest.MonkeyPatch): + message = self._raise(self.BASE_PARAMS, 500, monkeypatch) + assert "authentication history" not in message + assert "ANTHROPIC_FEDERATION_WORKSPACE_ID" not in message + assert "ANTHROPIC_SERVICE_ACCOUNT_ID" not in message + + def test_hints_name_both_ids_when_both_unset(self, monkeypatch: pytest.MonkeyPatch): + message = self._raise(self.BASE_PARAMS, 401, monkeypatch) + assert "anthropic_federation_workspace_id" in message + assert "ANTHROPIC_FEDERATION_WORKSPACE_ID" in message + assert "anthropic_service_account_id" in message + assert "ANTHROPIC_SERVICE_ACCOUNT_ID" in message + assert not message.endswith(".") + + def test_the_workspace_hint_says_federation_ignores_the_bedrock_variable(self, monkeypatch: pytest.MonkeyPatch): + """ANTHROPIC_WORKSPACE_ID is the spelling Anthropic's own reference uses, and the Bedrock Claude + platform provider already reads it, so an operator who set it needs the 401 to say it is ignored + here rather than name only a variable they have never heard of.""" + message = self._raise(self.BASE_PARAMS, 401, monkeypatch) + assert "ANTHROPIC_WORKSPACE_ID" in message + assert "Bedrock" in message + + def test_no_workspace_hint_when_workspace_set(self, monkeypatch: pytest.MonkeyPatch): + message = self._raise({**self.BASE_PARAMS, "anthropic_federation_workspace_id": "wrkspc_1"}, 401, monkeypatch) + assert "ANTHROPIC_FEDERATION_WORKSPACE_ID" not in message + assert "ANTHROPIC_SERVICE_ACCOUNT_ID" in message + + def test_no_service_account_hint_when_service_account_set(self, monkeypatch: pytest.MonkeyPatch): + message = self._raise({**self.BASE_PARAMS, "anthropic_service_account_id": "svac_1"}, 401, monkeypatch) + assert "ANTHROPIC_SERVICE_ACCOUNT_ID" not in message + assert "ANTHROPIC_FEDERATION_WORKSPACE_ID" in message + + def test_only_console_pointer_when_both_set(self, monkeypatch: pytest.MonkeyPatch): + message = self._raise( + {**self.BASE_PARAMS, "anthropic_federation_workspace_id": "wrkspc_1", "anthropic_service_account_id": "svac_1"}, + 401, + monkeypatch, + ) + assert "authentication history" in message + assert "ANTHROPIC_FEDERATION_WORKSPACE_ID" not in message + assert "ANTHROPIC_SERVICE_ACCOUNT_ID" not in message + assert ".." not in message + assert not message.endswith(".") + + +class TestFileRereadOnRefresh: + def test_mandatory_refresh_carries_rotated_assertion(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path)) + token_file = write_token_file(tmp_path, "first-assertion") + clock = FakeClock(start=1_000.0) + poster = ScriptedPoster( + [token_response("sk-ant-oat01-first", 3600), token_response("sk-ant-oat01-second", 3600)] + ) + engine = make_engine(poster, clock=clock) + litellm_params = { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token_file": str(token_file), + } + + first = get_anthropic_wif_token(litellm_params, "https://api.anthropic.com", "claude-sonnet-4-5", engine) + token_file.write_text("second-assertion", encoding="utf-8") + clock.advance(3600 - 10) + second = get_anthropic_wif_token(litellm_params, "https://api.anthropic.com", "claude-sonnet-4-5", engine) + + assert first == "sk-ant-oat01-first" + assert second == "sk-ant-oat01-second" + assert len(poster.requests) == 2 + assert poster.requests[1].json_body()["assertion"] == "second-assertion" + + +_ISSUER_PRIVATE_VALUE: Final = 55566677788899900011122233344455566677788899900011122233344455 +ISSUER_SIGNING_KEY_REF: Final = "oidc/env/ISSUER_SIGNING_KEY_PEM" +KEYCLOAK_TOKEN_URL: Final = "https://keycloak.internal.example/realms/litellm/protocol/openid-connect/token" + + +def _issuer_signing_key() -> ec.EllipticCurvePrivateKey: + return ec.derive_private_key(_ISSUER_PRIVATE_VALUE, ec.SECP256R1()) + + +def _issuer_signing_key_pem() -> str: + return ( + _issuer_signing_key() + .private_bytes( + encoding=serialization.Encoding.PEM, + format=serialization.PrivateFormat.PKCS8, + encryption_algorithm=serialization.NoEncryption(), + ) + .decode() + ) + + +def _get_secret_str_returning(pem: str, ref: str) -> Callable[..., str | None]: + def fake_get_secret_str(secret_name: str, default_value: str | None = None) -> str | None: + return pem if secret_name == ref else default_value + + return fake_get_secret_str + + +class TestIdentitySourceDiscriminatorAbsentIsByteIdenticalToLegacy: + """anthropic_identity_source unset must resolve exactly like today: no new dispatch code + runs, and no assertion_source closure is attached, so the engine falls back to its own + reader precisely as it always has.""" + + def test_file_config_carries_no_assertion_source(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path)) + token_file = write_token_file(tmp_path, "jwt-assertion-value") + + params = resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_token_file": str(token_file), + } + ) + + assert params == AnthropicWifParams( + federation_rule_id="fdrl_1", + organization_id="org-1", + assertion_ref=f"oidc/file/{token_file}", + ) + assert params.assertion_source is None + + def test_env_config_carries_no_assertion_source(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_env") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-env") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "raw-env-jwt") + + params = resolve_anthropic_wif_params(None) + + assert params is not None + assert params.assertion_ref == "oidc/env/ANTHROPIC_IDENTITY_TOKEN" + assert params.assertion_source is None + + +class TestInternalIssuerIdentitySourceDispatch: + """A config.yaml-shaped litellm_params block for the internal_issuer identity source.""" + + LITELLM_PARAMS: Final = { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.internal.example", + "anthropic_issuer_subject": "workload-a", + "anthropic_issuer_ttl_seconds": 300, + "anthropic_issuer_signing_key_ref": ISSUER_SIGNING_KEY_REF, + } + + def test_assertion_ref_matches_the_identity_source_hash(self): + params = resolve_anthropic_wif_params(self.LITELLM_PARAMS) + + assert params is not None + expected_config = InternalIssuerSource( + issuer_url="https://issuer.internal.example", + subject="workload-a", + ttl_seconds=300, + signing_key_ref=ISSUER_SIGNING_KEY_REF, + ) + assert params.assertion_ref == identity_source_ref(expected_config) + assert params.assertion_ref.startswith("oidc/internal_issuer/") + + def test_ref_is_stable_and_rolls_on_field_change(self): + first = resolve_anthropic_wif_params(self.LITELLM_PARAMS) + second = resolve_anthropic_wif_params(dict(self.LITELLM_PARAMS)) + changed = resolve_anthropic_wif_params({**self.LITELLM_PARAMS, "anthropic_issuer_subject": "workload-b"}) + + assert first is not None and second is not None and changed is not None + assert first.assertion_ref == second.assertion_ref + assert first.assertion_ref != changed.assertion_ref + + def test_assertion_source_mints_a_verifiable_jwt(self, monkeypatch: pytest.MonkeyPatch): + pem = _issuer_signing_key_pem() + monkeypatch.setattr( + "litellm.secret_managers.main.get_secret_str", + _get_secret_str_returning(pem, ISSUER_SIGNING_KEY_REF), + ) + + params = resolve_anthropic_wif_params(self.LITELLM_PARAMS) + assert params is not None + assert params.assertion_source is not None + + assertion = params.assertion_source() + + assert assertion is not None + public_key = _issuer_signing_key().public_key() + expected_kid = build_jwks(public_key)["keys"][0]["kid"] + assert jwt.get_unverified_header(assertion)["kid"] == expected_kid + assert expected_kid == rfc7638_thumbprint(public_key) + claims = jwt.decode(assertion, public_key, algorithms=["ES256"], options={"verify_aud": False}) + assert claims["sub"] == "workload-a" + assert claims["iss"] == "https://issuer.internal.example" + + def test_full_exchange_sends_the_minted_assertion(self, monkeypatch: pytest.MonkeyPatch): + pem = _issuer_signing_key_pem() + monkeypatch.setattr( + "litellm.secret_managers.main.get_secret_str", + _get_secret_str_returning(pem, ISSUER_SIGNING_KEY_REF), + ) + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + + token = get_anthropic_wif_token(self.LITELLM_PARAMS, "https://api.anthropic.com", "claude-sonnet-4-5", engine) + + assert token == "sk-ant-oat01-minted" + sent_assertion = poster.requests[0].json_body()["assertion"] + jwt.decode( + sent_assertion, _issuer_signing_key().public_key(), algorithms=["ES256"], options={"verify_aud": False} + ) + + +class TestKeycloakIdentitySourceDispatch: + """A config.yaml-shaped litellm_params block for the keycloak identity source. The minted + closure's own network behavior is covered by test_client_credentials.py's DI-poster tests; + this only proves wif.py threads the fields into the right config and hash.""" + + LITELLM_PARAMS: Final = { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "keycloak", + "anthropic_keycloak_token_url": KEYCLOAK_TOKEN_URL, + "anthropic_keycloak_client_id": "litellm", + "anthropic_keycloak_client_secret_ref": "oidc/env/KEYCLOAK_CLIENT_SECRET", + } + + def test_assertion_ref_matches_the_identity_source_hash(self): + params = resolve_anthropic_wif_params(self.LITELLM_PARAMS) + + assert params is not None + expected_config = KeycloakSource( + token_url=KEYCLOAK_TOKEN_URL, + client_id="litellm", + client_secret_ref="oidc/env/KEYCLOAK_CLIENT_SECRET", + ) + assert params.assertion_ref == identity_source_ref(expected_config) + assert params.assertion_ref.startswith("oidc/keycloak/") + + def test_assertion_source_is_a_fresh_closure(self): + params = resolve_anthropic_wif_params(self.LITELLM_PARAMS) + + assert params is not None + assert params.assertion_source is not None + assert callable(params.assertion_source) + + def test_auth_method_change_rolls_the_ref(self): + default_method = resolve_anthropic_wif_params(self.LITELLM_PARAMS) + post_method = resolve_anthropic_wif_params( + {**self.LITELLM_PARAMS, "anthropic_keycloak_auth_method": "client_secret_post"} + ) + + assert default_method is not None and post_method is not None + assert default_method.assertion_ref != post_method.assertion_ref + + def test_client_secret_ref_pointer_name_change_rolls_the_ref_without_resolving_it(self): + """The hash covers the pointer NAME, never a resolved secret (decision 7) -- true even + though nothing in this test ever calls get_secret_str.""" + first = resolve_anthropic_wif_params(self.LITELLM_PARAMS) + second = resolve_anthropic_wif_params( + {**self.LITELLM_PARAMS, "anthropic_keycloak_client_secret_ref": "oidc/env/OTHER_SECRET_NAME"} + ) + + assert first is not None and second is not None + assert first.assertion_ref != second.assertion_ref + + + +@pytest.mark.parametrize( + "sparse_params", + [TestInternalIssuerIdentitySourceDispatch.LITELLM_PARAMS, TestKeycloakIdentitySourceDispatch.LITELLM_PARAMS], + ids=["internal_issuer", "keycloak"], +) +def test_dense_router_params_dump_resolves_like_the_sparse_config(sparse_params: Mapping[str, object]): + dense_params = dict(GenericLiteLLMParams(**sparse_params)) + assert any(value is None for value in dense_params.values()) + + dense = resolve_anthropic_wif_params(dense_params) + sparse = resolve_anthropic_wif_params(sparse_params) + + assert dense is not None and sparse is not None + assert dense.assertion_ref == sparse.assertion_ref + + +class TestIdentitySourceValidationFailsClosed: + """Unknown discriminator, a missing required variant field, and a field belonging to the + other variant are all hard config errors at resolution time -- never a silent fallback to + token_file (decision 5).""" + + def test_unknown_discriminator_raises(self): + with pytest.raises(litellm.AuthenticationError, match="anthropic_identity_source"): + resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "bogus", + } + ) + + def test_internal_issuer_missing_required_fields_raises(self): + with pytest.raises(litellm.AuthenticationError): + resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.internal.example", + } + ) + + def test_keycloak_missing_required_fields_raises(self): + with pytest.raises(litellm.AuthenticationError): + resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "keycloak", + "anthropic_keycloak_client_id": "litellm", + } + ) + + def test_mixed_variant_fields_raise(self): + with pytest.raises(litellm.AuthenticationError, match="belongs to a different identity source"): + resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.internal.example", + "anthropic_issuer_subject": "workload-a", + "anthropic_issuer_signing_key_ref": ISSUER_SIGNING_KEY_REF, + "anthropic_keycloak_client_id": "leaked-from-other-variant", + } + ) + + def test_blank_optional_and_foreign_fields_count_as_unset(self): + configured = { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.internal.example", + "anthropic_issuer_subject": "workload-a", + "anthropic_issuer_signing_key_ref": ISSUER_SIGNING_KEY_REF, + } + with_blanks = { + **configured, + "anthropic_issuer_audience": "", + "anthropic_issuer_ttl_seconds": "", + "anthropic_keycloak_client_id": "", + } + + expected = resolve_anthropic_wif_params(configured) + actual = resolve_anthropic_wif_params(with_blanks) + + assert expected is not None and actual is not None + assert actual.assertion_ref == expected.assertion_ref + + def test_secret_pasted_into_wrong_field_never_appears_in_the_error(self): + secret_value = "super-secret-client-value-xyz" + with pytest.raises(litellm.AuthenticationError) as exc_info: + resolve_anthropic_wif_params( + { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_organization_id": "org-1", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.internal.example", + "anthropic_issuer_subject": "workload-a", + "anthropic_issuer_signing_key_ref": ISSUER_SIGNING_KEY_REF, + "anthropic_issuer_ttl_seconds": secret_value, + } + ) + + assert secret_value not in exc_info.value.message + + +class TestMissingIdsFailClosedWhenIdentitySourceConfigured: + """An explicit identity source is a request to federate. Without the rule or organization id + the exchange cannot even be attempted, so resolution must say which ids are missing instead + of returning None and letting the request die later as a missing API key.""" + + INTERNAL_ISSUER_FIELDS: Final = { + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.internal.example", + "anthropic_issuer_subject": "workload-a", + "anthropic_issuer_signing_key_ref": ISSUER_SIGNING_KEY_REF, + } + + def test_both_ids_missing_names_both(self): + with pytest.raises(litellm.AuthenticationError) as exc_info: + resolve_anthropic_wif_params(self.INTERNAL_ISSUER_FIELDS) + + message = exc_info.value.message + assert "'internal_issuer'" in message + assert "anthropic_federation_rule_id and anthropic_organization_id are not set" in message + assert "Settings > Workload identity" in message + assert "ANTHROPIC_FEDERATION_RULE_ID" in message + assert not message.endswith(".") + + def test_only_rule_id_missing_names_only_the_rule(self): + with pytest.raises(litellm.AuthenticationError) as exc_info: + resolve_anthropic_wif_params({**self.INTERNAL_ISSUER_FIELDS, "anthropic_organization_id": "org-1"}) + + assert "but anthropic_federation_rule_id is not set" in exc_info.value.message + + def test_only_organization_id_missing_names_only_the_org(self): + with pytest.raises(litellm.AuthenticationError) as exc_info: + resolve_anthropic_wif_params({**self.INTERNAL_ISSUER_FIELDS, "anthropic_federation_rule_id": "fdrl_1"}) + + assert "but anthropic_organization_id is not set" in exc_info.value.message + + def test_keycloak_source_fails_closed_too(self): + with pytest.raises(litellm.AuthenticationError, match="'keycloak', but anthropic_federation_rule_id"): + resolve_anthropic_wif_params( + {"anthropic_identity_source": "keycloak", "anthropic_organization_id": "org-1"} + ) + + def test_env_configured_source_fails_closed(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_SOURCE", "internal_issuer") + with pytest.raises(litellm.AuthenticationError, match="anthropic_organization_id is not set"): + resolve_anthropic_wif_params({"anthropic_federation_rule_id": "fdrl_1"}) + + def test_env_ids_satisfy_the_gate(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_env") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-env") + params = resolve_anthropic_wif_params(self.INTERNAL_ISSUER_FIELDS) + assert params is not None + assert params.federation_rule_id == "fdrl_env" + + def test_unknown_source_with_missing_ids_reports_the_unknown_source(self): + with pytest.raises(litellm.AuthenticationError, match="must be one of internal_issuer, keycloak"): + resolve_anthropic_wif_params({"anthropic_identity_source": "bogus"}) + + def test_legacy_token_params_without_ids_still_return_none(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("ANTHROPIC_IDENTITY_SOURCE", "internal_issuer") + assert resolve_anthropic_wif_params({"anthropic_identity_token": "oidc/env/TOK"}) is None + + +class TestConfigYamlShapedIdentitySources: + """One litellm_params dict per identity source, shaped exactly like the + model_list[].litellm_params block a proxy config.yaml carries -- proving an operator can + configure each of Phase 1's supported sources.""" + + def test_legacy_token_file_source(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", str(tmp_path)) + token_file = write_token_file(tmp_path, "jwt-assertion-value") + litellm_params = { + "model": "anthropic/claude-sonnet-4-5", + "anthropic_federation_rule_id": "fdrl_prod", + "anthropic_organization_id": "org_prod", + "anthropic_identity_token_file": str(token_file), + } + + params = resolve_anthropic_wif_params(litellm_params) + + assert params is not None + assert params.assertion_ref == f"oidc/file/{token_file}" + assert params.assertion_source is None + + def test_internal_issuer_source(self): + litellm_params = { + "model": "anthropic/claude-sonnet-4-5", + "anthropic_federation_rule_id": "fdrl_prod", + "anthropic_organization_id": "org_prod", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://litellm.internal.example", + "anthropic_issuer_subject": "litellm-proxy", + "anthropic_issuer_ttl_seconds": 300, + "anthropic_issuer_signing_key_ref": "os.environ/ISSUER_SIGNING_KEY_PEM", + } + + params = resolve_anthropic_wif_params(litellm_params) + + assert params is not None + assert params.assertion_ref.startswith("oidc/internal_issuer/") + assert params.assertion_source is not None + + def test_keycloak_source(self): + litellm_params = { + "model": "anthropic/claude-sonnet-4-5", + "anthropic_federation_rule_id": "fdrl_prod", + "anthropic_organization_id": "org_prod", + "anthropic_identity_source": "keycloak", + "anthropic_keycloak_token_url": KEYCLOAK_TOKEN_URL, + "anthropic_keycloak_client_id": "litellm", + "anthropic_keycloak_auth_method": "client_secret_post", + "anthropic_keycloak_client_secret_ref": "os.environ/KEYCLOAK_CLIENT_SECRET", + "anthropic_keycloak_scope": "anthropic-wif", + } + + params = resolve_anthropic_wif_params(litellm_params) + + assert params is not None + assert params.assertion_ref.startswith("oidc/keycloak/") + assert params.assertion_source is not None diff --git a/tests/unit/llms/anthropic/test_cost_calculation_dict_safety.py b/tests/unit/llms/anthropic/test_cost_calculation_dict_safety.py index 44b8bb3c9a2..58018a665bc 100644 --- a/tests/unit/llms/anthropic/test_cost_calculation_dict_safety.py +++ b/tests/unit/llms/anthropic/test_cost_calculation_dict_safety.py @@ -5,7 +5,6 @@ being either a ``dict`` or a ``ServerToolUse`` pydantic instance. See https://github.com/BerriAI/litellm/issues/26153. """ - import pytest from litellm.litellm_core_utils.llm_cost_calc.utils import get_web_search_requests @@ -54,7 +53,8 @@ def test_get_cost_for_anthropic_web_search_with_dict_server_tool_use(): info = _make_model_info(cost_per_query=0.01) cost = get_cost_for_anthropic_web_search( - model_info=info, usage=usage # type: ignore[arg-type] + model_info=info, + usage=usage, # type: ignore[arg-type] ) assert cost == pytest.approx(0.03) @@ -65,7 +65,8 @@ def test_get_cost_for_anthropic_web_search_with_pydantic_server_tool_use(): info = _make_model_info(cost_per_query=0.01) cost = get_cost_for_anthropic_web_search( - model_info=info, usage=usage # type: ignore[arg-type] + model_info=info, + usage=usage, # type: ignore[arg-type] ) assert cost == pytest.approx(0.03) @@ -76,7 +77,8 @@ def test_get_cost_for_anthropic_web_search_with_none_server_tool_use(): info = _make_model_info(cost_per_query=0.01) cost = get_cost_for_anthropic_web_search( - model_info=info, usage=usage # type: ignore[arg-type] + model_info=info, + usage=usage, # type: ignore[arg-type] ) assert cost == 0.0 diff --git a/tests/unit/llms/anthropic/test_count_tokens_oauth.py b/tests/unit/llms/anthropic/test_count_tokens_oauth.py index bcfc56577eb..96d909a4b3f 100644 --- a/tests/unit/llms/anthropic/test_count_tokens_oauth.py +++ b/tests/unit/llms/anthropic/test_count_tokens_oauth.py @@ -1,86 +1,271 @@ """ -Tests for Anthropic CountTokens API OAuth token handling. +Tests for the credential every Anthropic count-tokens request carries. -Verifies that get_required_headers() correctly handles OAuth tokens -(sk-ant-oat*) by delegating to optionally_handle_anthropic_oauth(). +The count-tokens handler receives the auth header that ``AnthropicModelInfo.get_auth_header`` +resolved, so a static key, an OAuth token (sk-ant-oat*), ``ANTHROPIC_AUTH_TOKEN`` and a minted +workload-identity token all reach Anthropic exactly the way chat on the same deployment does. -Regression test for https://github.com/BerriAI/litellm/issues/22040 +Regression tests for https://github.com/BerriAI/litellm/issues/22040 and for the +``ANTHROPIC_AUTH_TOKEN`` gap where count-tokens skipped minting but forwarded no credential. """ import os import sys -sys.path.insert( - 0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../../..")) -) +import httpx +import pytest +import respx +sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../../.."))) + +import litellm +from litellm.constants import ANTHROPIC_TOKEN_COUNTING_BETA_VERSION +from litellm.llms.anthropic.common_utils import AnthropicModelInfo from litellm.llms.anthropic.count_tokens.transformation import ( AnthropicCountTokensConfig, ) +from litellm.types.llms.anthropic import ANTHROPIC_OAUTH_BETA_HEADER # Fake tokens for testing (not real secrets) FAKE_OAUTH_TOKEN = "sk-ant-oat01-fake-token-for-testing-123456789abcdef" FAKE_REGULAR_KEY = "sk-ant-api03-regular-key-for-testing-123456789" +FEDERATED_DEPLOYMENT = { + "litellm_params": { + "model": "anthropic/claude-sonnet-4-5", + "anthropic_federation_rule_id": "fdrl_x", + "anthropic_organization_id": "org-x", + } +} + + +def count_tokens_headers_for(api_key: str) -> dict[str, str]: + auth_header = AnthropicModelInfo.get_auth_header(api_key=api_key) + assert auth_header is not None + return AnthropicCountTokensConfig().get_count_tokens_headers(auth_header) + + +@pytest.fixture +def httpx_transport_clients(monkeypatch): + monkeypatch.setattr(litellm, "disable_aiohttp_transport", True) + client_cache = getattr(litellm, "in_memory_llm_clients_cache", None) + if client_cache is not None: + client_cache.flush_cache() + yield + if client_cache is not None: + client_cache.flush_cache() + class TestCountTokensOAuthHeaders: """Tests that count_tokens headers are correct for both regular and OAuth keys.""" def test_regular_api_key_uses_x_api_key(self): """Regular API keys should be sent via x-api-key header.""" - config = AnthropicCountTokensConfig() - headers = config.get_required_headers(FAKE_REGULAR_KEY) + headers = count_tokens_headers_for(FAKE_REGULAR_KEY) assert headers["x-api-key"] == FAKE_REGULAR_KEY assert "authorization" not in headers def test_oauth_key_uses_bearer_authorization(self): """OAuth tokens (sk-ant-oat*) should be sent via Authorization: Bearer.""" - config = AnthropicCountTokensConfig() - headers = config.get_required_headers(FAKE_OAUTH_TOKEN) + headers = count_tokens_headers_for(FAKE_OAUTH_TOKEN) assert headers.get("authorization") == f"Bearer {FAKE_OAUTH_TOKEN}" assert "x-api-key" not in headers def test_oauth_key_sets_oauth_beta_header(self): """OAuth tokens should trigger the anthropic-beta oauth header.""" - config = AnthropicCountTokensConfig() - headers = config.get_required_headers(FAKE_OAUTH_TOKEN) + headers = count_tokens_headers_for(FAKE_OAUTH_TOKEN) - assert "oauth-2025-04-20" in headers.get("anthropic-beta", "") + assert ANTHROPIC_OAUTH_BETA_HEADER in headers.get("anthropic-beta", "").split(",") def test_regular_key_preserves_token_counting_beta(self): """Regular keys should keep the token-counting beta header.""" - config = AnthropicCountTokensConfig() - headers = config.get_required_headers(FAKE_REGULAR_KEY) + headers = count_tokens_headers_for(FAKE_REGULAR_KEY) - assert "token-counting" in headers.get("anthropic-beta", "") + assert headers.get("anthropic-beta") == ANTHROPIC_TOKEN_COUNTING_BETA_VERSION def test_headers_always_have_content_type(self): """Both regular and OAuth paths should have Content-Type.""" - config = AnthropicCountTokensConfig() - for key in [FAKE_REGULAR_KEY, FAKE_OAUTH_TOKEN]: - headers = config.get_required_headers(key) + headers = count_tokens_headers_for(key) assert headers["Content-Type"] == "application/json" def test_headers_always_have_anthropic_version(self): """Both paths should have anthropic-version.""" - config = AnthropicCountTokensConfig() - for key in [FAKE_REGULAR_KEY, FAKE_OAUTH_TOKEN]: - headers = config.get_required_headers(key) + headers = count_tokens_headers_for(key) assert headers["anthropic-version"] == "2023-06-01" def test_oauth_key_preserves_token_counting_beta(self): """OAuth tokens must preserve the token-counting beta alongside the OAuth beta.""" - config = AnthropicCountTokensConfig() - headers = config.get_required_headers(FAKE_OAUTH_TOKEN) + headers = count_tokens_headers_for(FAKE_OAUTH_TOKEN) - beta_value = headers.get("anthropic-beta", "") - assert ( - "token-counting" in beta_value - ), f"token-counting beta missing from OAuth headers: {beta_value}" - assert ( - "oauth-2025-04-20" in beta_value - ), f"oauth beta missing from OAuth headers: {beta_value}" + betas = headers.get("anthropic-beta", "").split(",") + assert ANTHROPIC_TOKEN_COUNTING_BETA_VERSION in betas, f"token-counting beta missing: {betas}" + assert ANTHROPIC_OAUTH_BETA_HEADER in betas, f"oauth beta missing: {betas}" + + +class TestCountTokensUsesWorkloadIdentity: + """A federated deployment holds no static key. Without minting one, count_tokens returns None + and the caller silently falls back to the local tokenizer, so the number a federated + deployment reports would never come from Anthropic.""" + + @pytest.mark.asyncio + async def test_a_federated_deployment_mints_and_counts(self, monkeypatch): + from litellm.llms.anthropic.count_tokens import token_counter as token_counter_module + + monkeypatch.delenv("ANTHROPIC_API_KEY", raising=False) + monkeypatch.delenv("ANTHROPIC_AUTH_TOKEN", raising=False) + minted = "sk-ant-oat01-minted-for-count" + + async def fake_mint(_params, _api_base, _model): + return minted + + monkeypatch.setattr("litellm.llms.anthropic.common_utils.aget_anthropic_wif_token", fake_mint) + + seen: dict[str, object] = {} + + async def fake_request(**kwargs): + seen.update(kwargs) + return {"input_tokens": 42} + + monkeypatch.setattr( + token_counter_module.anthropic_count_tokens_handler, + "handle_count_tokens_request", + fake_request, + raising=False, + ) + + result = await token_counter_module.AnthropicTokenCounter().count_tokens( + model_to_use="claude-sonnet-4-5", + messages=[{"role": "user", "content": "hi"}], + contents=None, + deployment=FEDERATED_DEPLOYMENT, + request_model="claude-sonnet-4-5", + ) + + assert result is not None + assert result.total_tokens == 42 + assert seen["auth_header"] == { + "authorization": f"Bearer {minted}", + "anthropic-beta": ANTHROPIC_OAUTH_BETA_HEADER, + } + + @pytest.mark.asyncio + async def test_an_auth_token_deployment_counts_with_a_bearer_and_never_mints( + self, monkeypatch, httpx_transport_clients + ): + """With only ``ANTHROPIC_AUTH_TOKEN`` set, chat on a federated deployment authenticates with + that token, so count-tokens must send the same Bearer instead of silently returning None.""" + from litellm.llms.anthropic.count_tokens import token_counter as token_counter_module + + for name in ("ANTHROPIC_API_KEY", "ANTHROPIC_API_BASE", "ANTHROPIC_BASE_URL"): + monkeypatch.delenv(name, raising=False) + monkeypatch.setenv("ANTHROPIC_AUTH_TOKEN", "bearer-token-for-testing") + + async def fake_mint(_params, _api_base, _model): + raise AssertionError("an auth-token deployment must never mint a federated token") + + monkeypatch.setattr("litellm.llms.anthropic.common_utils.aget_anthropic_wif_token", fake_mint) + + with respx.mock(assert_all_called=True) as router: + route = router.post("https://api.anthropic.com/v1/messages/count_tokens").mock( + return_value=httpx.Response(200, json={"input_tokens": 11}) + ) + result = await token_counter_module.AnthropicTokenCounter().count_tokens( + model_to_use="claude-sonnet-4-5", + messages=[{"role": "user", "content": "hi"}], + contents=None, + deployment=FEDERATED_DEPLOYMENT, + request_model="claude-sonnet-4-5", + ) + + assert result is not None + assert result.total_tokens == 11 + assert result.tokenizer_type == "anthropic_api" + sent = route.calls.last.request.headers + assert sent["authorization"] == "Bearer bearer-token-for-testing" + assert "x-api-key" not in sent + betas = sent["anthropic-beta"].split(",") + assert ANTHROPIC_TOKEN_COUNTING_BETA_VERSION in betas + assert ANTHROPIC_OAUTH_BETA_HEADER not in betas + + @pytest.mark.asyncio + async def test_a_failed_mint_degrades_like_an_anthropic_error(self, monkeypatch): + from litellm.llms.anthropic.count_tokens import token_counter as token_counter_module + + monkeypatch.delenv("ANTHROPIC_API_KEY", raising=False) + monkeypatch.delenv("ANTHROPIC_AUTH_TOKEN", raising=False) + + async def failing_mint(_params, _api_base, model): + raise litellm.AuthenticationError( + message="federation_rule_id is not a well-formed fdrl_ tagged ID", + llm_provider="anthropic", + model=model, + ) + + monkeypatch.setattr("litellm.llms.anthropic.common_utils.aget_anthropic_wif_token", failing_mint) + + result = await token_counter_module.AnthropicTokenCounter().count_tokens( + model_to_use="claude-sonnet-4-5", + messages=[{"role": "user", "content": "hi"}], + contents=None, + deployment={ + "litellm_params": { + "model": "anthropic/claude-sonnet-4-5", + "anthropic_federation_rule_id": "not-a-rule", + "anthropic_organization_id": "org-x", + } + }, + request_model="claude-sonnet-4-5", + ) + + assert result is not None + assert result.error is True + assert result.status_code == 401 + assert result.total_tokens == 0 + assert "fdrl_" in (result.error_message or "") + + @pytest.mark.asyncio + async def test_a_vault_backed_static_key_never_mints(self, monkeypatch): + from litellm.llms.anthropic.count_tokens import token_counter as token_counter_module + + monkeypatch.delenv("ANTHROPIC_API_KEY", raising=False) + monkeypatch.delenv("ANTHROPIC_AUTH_TOKEN", raising=False) + vault_key = "sk-ant-api03-only-in-the-vault" + + def vault_only(secret_name, default_value=None): + return vault_key if secret_name == "ANTHROPIC_API_KEY" else None + + monkeypatch.setattr("litellm.secret_managers.main.get_secret_str", vault_only, raising=False) + + async def fake_mint(_params, _api_base, _model): + raise AssertionError("a static key must never mint a federated token") + + monkeypatch.setattr("litellm.llms.anthropic.common_utils.aget_anthropic_wif_token", fake_mint) + + seen: dict[str, object] = {} + + async def fake_request(**kwargs): + seen.update(kwargs) + return {"input_tokens": 7} + + monkeypatch.setattr( + token_counter_module.anthropic_count_tokens_handler, + "handle_count_tokens_request", + fake_request, + raising=False, + ) + + result = await token_counter_module.AnthropicTokenCounter().count_tokens( + model_to_use="claude-sonnet-4-5", + messages=[{"role": "user", "content": "hi"}], + contents=None, + deployment=FEDERATED_DEPLOYMENT, + request_model="claude-sonnet-4-5", + ) + + assert result is not None + assert result.total_tokens == 7 + assert seen["auth_header"] == {"x-api-key": vault_key} diff --git a/tests/unit/llms/anthropic/test_message_sanitization.py b/tests/unit/llms/anthropic/test_message_sanitization.py index 79ed321d0ee..7afa60baf7e 100644 --- a/tests/unit/llms/anthropic/test_message_sanitization.py +++ b/tests/unit/llms/anthropic/test_message_sanitization.py @@ -12,9 +12,7 @@ import sys import os # Add the parent directory to the path so we can import litellm -sys.path.insert( - 0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../..")) -) +sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../.."))) import litellm from litellm.litellm_core_utils.prompt_templates.factory import ( @@ -68,10 +66,7 @@ class TestMessageSanitization: assert sanitized[1]["role"] == "assistant" assert sanitized[2]["role"] == "tool" assert sanitized[2]["tool_call_id"] == "toolu_01Kus2cC3ydjBW7UK4GJqBP4" - assert ( - "skipped" in sanitized[2]["content"].lower() - or "interrupted" in sanitized[2]["content"].lower() - ) + assert "skipped" in sanitized[2]["content"].lower() or "interrupted" in sanitized[2]["content"].lower() assert "get_weather" in sanitized[2]["content"] def test_case_a_orphaned_tool_call_multiple(self): @@ -115,12 +110,8 @@ class TestMessageSanitization: assert len(sanitized) == 4 assert sanitized[0]["role"] == "user" assert sanitized[1]["role"] == "assistant" - assert ( - sanitized[2]["tool_call_id"] == "call_1" - ) # Original tool result (first in tool_calls) - assert ( - sanitized[3]["tool_call_id"] == "call_2" - ) # Dummy added for missing call_2 + assert sanitized[2]["tool_call_id"] == "call_1" # Original tool result (first in tool_calls) + assert sanitized[3]["tool_call_id"] == "call_2" # Dummy added for missing call_2 def test_case_b_orphaned_tool_result(self): """ @@ -188,10 +179,7 @@ class TestMessageSanitization: assert len(sanitized) == 2 assert sanitized[0]["role"] == "user" - assert ( - sanitized[0]["content"] - == "[System: Empty message content sanitised to satisfy protocol]" - ) + assert sanitized[0]["content"] == "[System: Empty message content sanitised to satisfy protocol]" def test_case_c_whitespace_only_content(self): """ @@ -206,14 +194,8 @@ class TestMessageSanitization: sanitized = sanitize_messages_for_tool_calling(messages) assert len(sanitized) == 2 - assert ( - sanitized[0]["content"] - == "[System: Empty message content sanitised to satisfy protocol]" - ) - assert ( - sanitized[1]["content"] - == "[System: Empty message content sanitised to satisfy protocol]" - ) + assert sanitized[0]["content"] == "[System: Empty message content sanitised to satisfy protocol]" + assert sanitized[1]["content"] == "[System: Empty message content sanitised to satisfy protocol]" def test_case_c_valid_content_preserved(self): """ @@ -270,10 +252,7 @@ class TestMessageSanitization: assert sanitized[2]["role"] == "tool" assert sanitized[2]["tool_call_id"] == "call_1" # Dummy added assert sanitized[3]["role"] == "user" - assert ( - sanitized[3]["content"] - == "[System: Empty message content sanitised to satisfy protocol]" - ) + assert sanitized[3]["content"] == "[System: Empty message content sanitised to satisfy protocol]" assert sanitized[4]["role"] == "assistant" def test_modify_params_false_no_sanitization(self): @@ -329,9 +308,7 @@ class TestMessageSanitization: ] # This should not raise an error and should add dummy tool result - result = anthropic_messages_pt( - messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic" - ) + result = anthropic_messages_pt(messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic") # Should have at least 2 messages (user and assistant) # The tool result will be merged into user content @@ -355,23 +332,17 @@ class TestMessageSanitization: {"role": "user", "content": ""}, ] - result = anthropic_messages_pt( - messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic" - ) + result = anthropic_messages_pt(messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic") # All three user messages get merged into one user turn for Anthropic. assert len(result) == 1 assert result[0]["role"] == "user" - text_blocks = [ - b for b in result[0]["content"] if isinstance(b, dict) and b.get("type") == "text" - ] + text_blocks = [b for b in result[0]["content"] if isinstance(b, dict) and b.get("type") == "text"] assert len(text_blocks) == 3 # No text block may be empty — that's the contract Anthropic enforces. for block in text_blocks: assert block["text"].strip() != "" - assert text_blocks[2]["text"] == ( - "[System: Empty message content sanitised to satisfy protocol]" - ) + assert text_blocks[2]["text"] == ("[System: Empty message content sanitised to satisfy protocol]") def test_empty_text_block_in_list_content_sanitized(self): """ @@ -392,14 +363,10 @@ class TestMessageSanitization: }, ] - result = anthropic_messages_pt( - messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic" - ) + result = anthropic_messages_pt(messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic") assert len(result) == 1 - text_blocks = [ - b for b in result[0]["content"] if isinstance(b, dict) and b.get("type") == "text" - ] + text_blocks = [b for b in result[0]["content"] if isinstance(b, dict) and b.get("type") == "text"] assert len(text_blocks) == 3 assert text_blocks[0]["text"] == "real content" for block in text_blocks[1:]: @@ -418,9 +385,7 @@ class TestMessageSanitization: {"role": "user", "content": "How are you?"}, ] - result = anthropic_messages_pt( - messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic" - ) + result = anthropic_messages_pt(messages=messages, model="claude-sonnet-4-5", llm_provider="anthropic") # Two user turns + one assistant turn (alternation preserved). assert len(result) == 3 diff --git a/tests/unit/llms/base_llm/auth/__init__.py b/tests/unit/llms/base_llm/auth/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/unit/llms/base_llm/auth/test_client_credentials.py b/tests/unit/llms/base_llm/auth/test_client_credentials.py new file mode 100644 index 00000000000..76c309cae37 --- /dev/null +++ b/tests/unit/llms/base_llm/auth/test_client_credentials.py @@ -0,0 +1,484 @@ +import base64 +import logging +from collections.abc import Mapping +from typing import Final +from urllib.parse import parse_qsl, unquote + +import httpx +import pytest + +from litellm.llms.base_llm.auth.client_credentials import ( + _HttpxSyncKeycloakPoster, + _default_secret_reader, + _new_keycloak_handler, + fetch_keycloak_assertion, + keycloak_assertion_source, +) +from litellm.llms.base_llm.auth.identity_source import KeycloakSource, identity_source_ref +from litellm.llms.base_llm.auth.token_exchange import MAX_RESPONSE_BYTES + +TOKEN_URL: Final = "https://keycloak.example/realms/litellm/protocol/openid-connect/token" +CLIENT_ID: Final = "litellm" +CLIENT_SECRET_REF: Final = "oidc/env/KEYCLOAK_CLIENT_SECRET" +CLIENT_SECRET: Final = "s3cr3t-client-value" + + +class RecordedRequest: + def __init__(self, url: str, content: bytes, headers: Mapping[str, str], timeout: float) -> None: + self.url = url + self.content = content + self.headers = dict(headers) + self.timeout = timeout + + def form_body(self) -> dict[str, str]: + return dict(parse_qsl(self.content.decode())) + + +class ScriptedPoster: + """Returns one scripted response per call; records every request it receives.""" + + def __init__(self, responses: list[httpx.Response]) -> None: + self.requests: list[RecordedRequest] = [] + self._responses = list(responses) + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.requests.append(RecordedRequest(url, content, headers, timeout)) + return self._responses.pop(0) if len(self._responses) > 1 else self._responses[0] + + +class RaisingPoster: + def __init__(self, error: Exception) -> None: + self.calls = 0 + self._error = error + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.calls += 1 + raise self._error + + +def make_config( + auth_method: str = "client_secret_basic", + scope: str | None = None, + token_url: str = TOKEN_URL, + client_secret_ref: str = CLIENT_SECRET_REF, + client_id: str = CLIENT_ID, +) -> KeycloakSource: + return KeycloakSource( + token_url=token_url, + client_id=client_id, + client_secret_ref=client_secret_ref, + auth_method=auth_method, # pyright: ignore[reportArgumentType] # test-only string widened for parametrization + scope=scope, + ) + + +def secret_reader_returning(secret: str | None): + def reader(ref: str) -> str | None: + assert ref == CLIENT_SECRET_REF + return secret + + return reader + + +DEFAULT_SECRET_READER: Final = secret_reader_returning(CLIENT_SECRET) + + +def token_response(access_token: str = "keycloak-minted-token") -> httpx.Response: + return httpx.Response(200, json={"access_token": access_token, "token_type": "Bearer", "expires_in": 300}) + + +class TestClientSecretBasic: + def test_sends_basic_auth_header_and_no_secret_in_body(self): + poster = ScriptedPoster([token_response("minted-1")]) + + token = fetch_keycloak_assertion( + make_config(auth_method="client_secret_basic"), poster=poster, secret_reader=DEFAULT_SECRET_READER + ) + + assert token == "minted-1" + request = poster.requests[0] + assert request.url == TOKEN_URL + expected_auth = "Basic " + base64.b64encode(f"{CLIENT_ID}:{CLIENT_SECRET}".encode()).decode("ascii") + assert request.headers["authorization"] == expected_auth + assert request.headers["content-type"] == "application/x-www-form-urlencoded" + body = request.form_body() + assert body["grant_type"] == "client_credentials" + assert "client_secret" not in body + assert "client_id" not in body + + def test_reserved_characters_are_form_encoded_before_basic(self): + """RFC 6749 2.3.1 requires the client id and secret be application/x-www-form-urlencoded + (Appendix B) before being base64'd into the Basic header; a raw join lets a reserved + character in either value corrupt the ':'-joined pair Keycloak decodes back out.""" + client_id = "id:with+reserved% chars" + client_secret = "secret:with+reserved% chars" + poster = ScriptedPoster([token_response("minted-reserved")]) + + fetch_keycloak_assertion( + make_config(auth_method="client_secret_basic", client_id=client_id), + poster=poster, + secret_reader=secret_reader_returning(client_secret), + ) + + header = poster.requests[0].headers["authorization"] + assert header.startswith("Basic ") + decoded = base64.b64decode(header.removeprefix("Basic ")).decode("ascii") + encoded_id, _, encoded_secret = decoded.partition(":") + assert unquote(encoded_id) == client_id + assert unquote(encoded_secret) == client_secret + + def test_scope_included_only_when_set(self): + poster = ScriptedPoster([token_response()]) + fetch_keycloak_assertion( + make_config(scope="openid profile"), poster=poster, secret_reader=DEFAULT_SECRET_READER + ) + + assert poster.requests[0].form_body()["scope"] == "openid profile" + + poster_no_scope = ScriptedPoster([token_response()]) + fetch_keycloak_assertion(make_config(scope=None), poster=poster_no_scope, secret_reader=DEFAULT_SECRET_READER) + + assert "scope" not in poster_no_scope.requests[0].form_body() + + +class TestClientSecretPost: + def test_sends_client_id_and_secret_in_body_with_no_basic_header(self): + poster = ScriptedPoster([token_response("minted-2")]) + + token = fetch_keycloak_assertion( + make_config(auth_method="client_secret_post"), poster=poster, secret_reader=DEFAULT_SECRET_READER + ) + + assert token == "minted-2" + request = poster.requests[0] + assert "authorization" not in request.headers + body = request.form_body() + assert body["grant_type"] == "client_credentials" + assert body["client_id"] == CLIENT_ID + assert body["client_secret"] == CLIENT_SECRET + + +class TestOnePostPerExchange: + def test_exactly_one_post_per_call_no_cache(self): + poster = ScriptedPoster([token_response("first"), token_response("second")]) + + first = fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + second = fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + assert first == "first" + assert second == "second" + assert len(poster.requests) == 2 + + +class TestInvalidClient: + def test_400_invalid_client_surfaces_redacted_detail(self): + poster = ScriptedPoster( + [httpx.Response(400, json={"error": "invalid_client", "error_description": "unauthorized client"})] + ) + + with pytest.raises(ValueError, match="invalid_client") as exc_info: + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + assert "unauthorized client" in str(exc_info.value) + assert "400" in str(exc_info.value) + assert CLIENT_SECRET not in str(exc_info.value) + + def test_echoed_client_secret_is_never_reflected_into_the_error(self): + """A misbehaving Keycloak that echoes the submitted client_secret back in its error body + must never leak it into the exception the caller sees.""" + long_secret: Final = "reflectable-secret-0123456789" + poster = ScriptedPoster( + [httpx.Response(400, json={"error": "invalid_client", "error_description": f"got {long_secret} in body"})] + ) + + with pytest.raises(ValueError, match="keycloak") as exc_info: + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=secret_reader_returning(long_secret)) + + assert long_secret not in str(exc_info.value) + assert "redacted" in str(exc_info.value) + + def test_echoed_short_client_secret_is_never_reflected_into_the_error(self): + """Real Keycloak client secrets are often shorter than a JWT: the reflection probe must + not silently stop protecting a secret just because it is under the probe's usual length.""" + short_secret: Final = "hand-set-14ch" + poster = ScriptedPoster( + [httpx.Response(400, json={"error": "invalid_client", "error_description": f"got {short_secret} in body"})] + ) + + with pytest.raises(ValueError, match="keycloak") as exc_info: + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=secret_reader_returning(short_secret)) + + assert short_secret not in str(exc_info.value) + assert "redacted" in str(exc_info.value) + + +class TestUnreachable: + def test_transport_failure_raises_diagnosable_value_error(self): + poster = RaisingPoster(httpx.ConnectError("connection refused")) + + with pytest.raises(ValueError, match="ConnectError") as exc_info: + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + assert poster.calls == 1 + assert CLIENT_SECRET not in str(exc_info.value) + + +class TestNon2xx: + def test_500_raises_value_error_with_status_code(self): + poster = ScriptedPoster([httpx.Response(500, json={"error": "server_error"})]) + + with pytest.raises(ValueError, match="500"): + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + +class TestResponseValidation: + def test_missing_access_token_is_a_value_error(self): + poster = ScriptedPoster([httpx.Response(200, json={"token_type": "Bearer"})]) + + with pytest.raises(ValueError, match="schema validation"): + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + def test_empty_access_token_is_a_value_error(self): + poster = ScriptedPoster([httpx.Response(200, json={"access_token": " "})]) + + with pytest.raises(ValueError, match="empty access_token"): + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + +class TestInsecureTokenUrl: + def test_http_url_is_rejected_before_any_post(self): + poster = ScriptedPoster([token_response()]) + + with pytest.raises(ValueError, match="https"): + fetch_keycloak_assertion( + make_config(token_url="http://keycloak.example/token"), + poster=poster, + secret_reader=DEFAULT_SECRET_READER, + ) + + assert poster.requests == [] + + +class TestMissingClientSecret: + def test_unresolvable_secret_ref_raises_value_error_naming_the_ref_not_a_secret(self): + poster = ScriptedPoster([token_response()]) + + with pytest.raises(ValueError, match=CLIENT_SECRET_REF): + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=secret_reader_returning(None)) + + assert poster.requests == [] + + +class TestKeycloakAssertionSource: + def test_returns_a_callable_that_fetches_fresh_each_call(self): + poster = ScriptedPoster([token_response("first"), token_response("second")]) + source = keycloak_assertion_source(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + assert source() == "first" + assert source() == "second" + assert len(poster.requests) == 2 + + def test_propagates_the_underlying_fetch_failure(self): + poster = ScriptedPoster([httpx.Response(400, json={"error": "invalid_client"})]) + source = keycloak_assertion_source(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + + with pytest.raises(ValueError, match="invalid_client"): + source() + + +class TestClientSecretNeverLeaks: + """Regression coverage for the load-bearing property: a Keycloak client_secret must never + surface in the assertion_ref, in any error message, or in a log record, however it fails.""" + + def test_never_in_the_assertion_ref(self): + config = make_config(client_secret_ref=CLIENT_SECRET_REF) + + ref = identity_source_ref(config) + + assert CLIENT_SECRET not in ref + assert CLIENT_SECRET_REF not in ref + + def test_never_in_any_raised_error_message_across_every_failure_mode(self): + config = make_config() + failures = [ + lambda: fetch_keycloak_assertion( + config, + poster=ScriptedPoster([httpx.Response(400, json={"error": "invalid_client"})]), + secret_reader=DEFAULT_SECRET_READER, + ), + lambda: fetch_keycloak_assertion( + config, poster=RaisingPoster(httpx.ConnectError("boom")), secret_reader=DEFAULT_SECRET_READER + ), + lambda: fetch_keycloak_assertion( + config, + poster=ScriptedPoster([httpx.Response(500, json={"error": "server_error"})]), + secret_reader=DEFAULT_SECRET_READER, + ), + lambda: fetch_keycloak_assertion( + config, poster=ScriptedPoster([token_response()]), secret_reader=secret_reader_returning(None) + ), + ] + for fail in failures: + with pytest.raises(ValueError, match="keycloak") as exc_info: + fail() + assert CLIENT_SECRET not in str(exc_info.value) + + def test_never_in_a_log_record(self, caplog: pytest.LogCaptureFixture): + with caplog.at_level(logging.DEBUG): + poster = ScriptedPoster( + [httpx.Response(400, json={"error": "invalid_client", "error_description": CLIENT_SECRET})] + ) + with pytest.raises(ValueError, match="keycloak"): + fetch_keycloak_assertion(make_config(), poster=poster, secret_reader=DEFAULT_SECRET_READER) + fetch_keycloak_assertion( + make_config(), poster=ScriptedPoster([token_response()]), secret_reader=DEFAULT_SECRET_READER + ) + + assert CLIENT_SECRET not in caplog.text + + +class StubHandler: + """Stands in for the HTTPHandler the default poster builds, so the poster's own contract + (redirects off, error responses returned rather than raised, no-response guarded) is testable + without a socket.""" + + def __init__(self, result: httpx.Response | Exception | None) -> None: + self.calls: list[dict[str, object]] = [] + self._result = result + + def post(self, url: str, *, content: bytes, headers: dict[str, str], timeout: float) -> httpx.Response | None: + self.calls.append({"url": url, "content": content, "headers": headers, "timeout": timeout}) + if isinstance(self._result, Exception): + raise self._result + return self._result + + +class TestDefaultKeycloakPoster: + def test_builds_its_handler_once_with_redirects_disabled(self): + built: list[StubHandler] = [] + + def factory() -> StubHandler: + handler = StubHandler(httpx.Response(200, json={"access_token": "kc-token"})) + built.append(handler) + return handler + + poster: Final = _HttpxSyncKeycloakPoster(handler_factory=factory) # pyright: ignore[reportArgumentType] # StubHandler stands in for the legacy-untyped HTTPHandler + for _ in range(3): + poster.post(TOKEN_URL, content=b"grant_type=client_credentials", headers={}, timeout=1.0) + + assert len(built) == 1, "the handler is built once and reused" + assert len(built[0].calls) == 3 + + def test_the_real_handler_refuses_to_follow_redirects(self): + handler: Final = _new_keycloak_handler() + assert handler.client.follow_redirects is False, ( + "a redirected token POST would replay the client secret to whatever host the redirect names" + ) + + def test_an_http_status_error_becomes_its_response_rather_than_an_exception(self): + response: Final = httpx.Response( + 401, json={"error": "invalid_client"}, request=httpx.Request("POST", TOKEN_URL) + ) + poster: Final = _HttpxSyncKeycloakPoster( + handler_factory=lambda: StubHandler( + httpx.HTTPStatusError("boom", request=response.request, response=response) + ) # pyright: ignore[reportArgumentType] # StubHandler stands in for the legacy-untyped HTTPHandler + ) + + assert poster.post(TOKEN_URL, content=b"", headers={}, timeout=1.0).status_code == 401 + + def test_a_missing_response_is_a_transport_error_not_a_none_deref(self): + poster: Final = _HttpxSyncKeycloakPoster(handler_factory=lambda: StubHandler(None)) # pyright: ignore[reportArgumentType] # StubHandler stands in for the legacy-untyped HTTPHandler + + with pytest.raises(httpx.TransportError): + poster.post(TOKEN_URL, content=b"", headers={}, timeout=1.0) + + +class TestDefaultSecretReader: + def test_reads_through_litellm_secret_resolution(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("KEYCLOAK_CLIENT_SECRET_FOR_DEFAULT_READER", CLIENT_SECRET) + + assert _default_secret_reader("os.environ/KEYCLOAK_CLIENT_SECRET_FOR_DEFAULT_READER") == CLIENT_SECRET + + def test_an_unset_reference_reads_as_none_so_the_caller_raises(self): + assert _default_secret_reader("os.environ/DEFINITELY_NOT_SET_KEYCLOAK_SECRET_REF") is None + + +class TestOversizedSuccessBody: + def test_a_success_body_over_the_cap_is_refused_before_it_is_parsed(self): + oversized: Final = httpx.Response(200, content=b'{"access_token": "' + b"x" * MAX_RESPONSE_BYTES + b'"}') + + with pytest.raises(ValueError, match="exceeded the size cap"): + fetch_keycloak_assertion( + make_config(), poster=ScriptedPoster([oversized]), secret_reader=DEFAULT_SECRET_READER + ) + + +class TestUnresolvedSecretRefIsNotEchoed: + """An operator who pastes the secret itself into the *_ref field turns that field INTO the + secret, and this error reaches model callers, so it must never echo the value.""" + + def test_keycloak_ref_value_is_not_in_the_error(self): + from litellm.llms.base_llm.auth.client_credentials import keycloak_assertion_source + from litellm.llms.base_llm.auth.identity_source import KeycloakSource + + pasted_secret = "sUp3r-s3cret-value-not-a-pointer" + config = KeycloakSource( + token_url="https://keycloak.example.com/realms/p/protocol/openid-connect/token", + client_id="litellm", + client_secret_ref=pasted_secret, + ) + + with pytest.raises(ValueError, match="could not be read") as excinfo: + keycloak_assertion_source(config, secret_reader=lambda _ref: None)() + + assert pasted_secret not in str(excinfo.value) + assert "withheld" in str(excinfo.value) + + def test_internal_issuer_ref_value_is_not_in_the_error(self): + from litellm.llms.base_llm.auth.identity_source import InternalIssuerSource + from litellm.llms.base_llm.auth.internal_issuer import internal_issuer_assertion_source + + pasted_pem = "-----BEGIN PRIVATE KEY-----MIGHAgEA-----END PRIVATE KEY-----" + config = InternalIssuerSource( + issuer_url="https://proxy.example.com", + subject="litellm-proxy", + signing_key_ref=pasted_pem, + ) + + with pytest.raises(ValueError, match="could not be read") as excinfo: + internal_issuer_assertion_source(config, key_reader=lambda _ref: None)() + + assert pasted_pem not in str(excinfo.value) + assert "withheld" in str(excinfo.value) + + +class TestTokenUrlIsNotEchoedWholesale: + """A token endpoint is configuration and naming it makes the error actionable, but nothing + stops an operator putting a credential in the URL, and these errors reach model callers.""" + + def test_query_string_is_dropped_from_a_status_error(self): + from litellm.llms.base_llm.auth.token_exchange import endpoint_url_for_error_message + + rendered = endpoint_url_for_error_message("https://idp.example/token?client_secret=supersecret") + + assert "supersecret" not in rendered + assert rendered == "https://idp.example/token" + + def test_userinfo_is_dropped_too(self): + from litellm.llms.base_llm.auth.token_exchange import endpoint_url_for_error_message + + rendered = endpoint_url_for_error_message("https://user:pw@idp.example:8443/token") + + assert "pw" not in rendered + assert rendered == "https://idp.example:8443/token" + + def test_transport_failure_message_carries_no_query_secret(self): + poster = RaisingPoster(httpx.ConnectTimeout("timed out")) + config = make_config(token_url="https://idp.example/token?client_secret=supersecret") + + with pytest.raises(ValueError, match="could not reach the keycloak token endpoint") as excinfo: + fetch_keycloak_assertion(config, poster=poster, secret_reader=DEFAULT_SECRET_READER) + + assert "supersecret" not in str(excinfo.value) + assert "idp.example/token" in str(excinfo.value) diff --git a/tests/unit/llms/base_llm/auth/test_identity_source.py b/tests/unit/llms/base_llm/auth/test_identity_source.py new file mode 100644 index 00000000000..bfa8847c69a --- /dev/null +++ b/tests/unit/llms/base_llm/auth/test_identity_source.py @@ -0,0 +1,239 @@ +from types import MappingProxyType +from typing import Final, Literal + +import pytest +from pydantic import ValidationError + +from litellm.llms.base_llm.auth.identity_source import ( + AnthropicIdentitySourceKind, + InternalIssuerSource, + KeycloakSource, + identity_source_config_adapter, + identity_source_ref, +) + +SIGNING_KEY_REF: Final = "oidc/env/ISSUER_SIGNING_KEY_PEM" +OTHER_SIGNING_KEY_REF: Final = "oidc/env/OTHER_SIGNING_KEY_PEM" +CLIENT_SECRET_REF: Final = "oidc/env/KEYCLOAK_CLIENT_SECRET" +ISSUER_URL: Final = "https://issuer.internal.example" +SUBJECT: Final = "workload-a" +TOKEN_URL: Final = "https://keycloak.example/realms/litellm/protocol/openid-connect/token" +CLIENT_ID: Final = "litellm" + + +def make_issuer( + issuer_url: str = ISSUER_URL, + subject: str = SUBJECT, + signing_key_ref: str = SIGNING_KEY_REF, + ttl_seconds: int = 300, +) -> InternalIssuerSource: + return InternalIssuerSource( + issuer_url=issuer_url, subject=subject, signing_key_ref=signing_key_ref, ttl_seconds=ttl_seconds + ) + + +def make_keycloak( + token_url: str = TOKEN_URL, + client_id: str = CLIENT_ID, + client_secret_ref: str = CLIENT_SECRET_REF, + auth_method: Literal["client_secret_basic", "client_secret_post"] = "client_secret_basic", + scope: str | None = None, +) -> KeycloakSource: + return KeycloakSource( + token_url=token_url, + client_id=client_id, + client_secret_ref=client_secret_ref, + auth_method=auth_method, + scope=scope, + ) + + +class TestIdentitySourceRefHashing: + def test_identical_config_hashes_idempotently(self): + assert identity_source_ref(make_issuer()) == identity_source_ref(make_issuer()) + + def test_ref_is_prefixed_by_kind(self): + assert identity_source_ref(make_issuer()).startswith("oidc/internal_issuer/") + assert identity_source_ref(make_keycloak()).startswith("oidc/keycloak/") + + def test_pointer_name_change_changes_ref(self): + """Two configs differing only in which secret a pointer names must never collide, since a + stale ref would let the token exchange's outer cache key alias two different credentials.""" + first: Final = identity_source_ref(make_issuer(signing_key_ref=SIGNING_KEY_REF)) + second: Final = identity_source_ref(make_issuer(signing_key_ref=OTHER_SIGNING_KEY_REF)) + + assert first != second + + def test_non_pointer_field_change_changes_ref(self): + first: Final = identity_source_ref(make_keycloak(scope="openid")) + second: Final = identity_source_ref(make_keycloak(scope="openid profile")) + + assert first != second + + def test_ref_never_contains_the_pointer_field_values(self): + """The ref is a fixed-width hash, not a serialization of the config, so no field value - + pointer name or otherwise - can leak into the secret-free string echoed into errors.""" + ref: Final = identity_source_ref(make_issuer()) + + assert SIGNING_KEY_REF not in ref + assert "issuer.internal.example" not in ref + + def test_different_kinds_with_disjoint_fields_never_collide(self): + assert identity_source_ref(make_issuer()) != identity_source_ref(make_keycloak()) + + +class TestInternalIssuerSourceValidation: + def test_defaults(self): + source: Final = make_issuer() + + assert source.kind == AnthropicIdentitySourceKind.internal_issuer + assert source.ttl_seconds == 300 + assert source.audience is None + + def test_ttl_seconds_over_one_hour_is_rejected(self): + with pytest.raises(ValidationError): + make_issuer(ttl_seconds=3601) + + def test_ttl_seconds_at_one_hour_is_accepted(self): + assert make_issuer(ttl_seconds=3600).ttl_seconds == 3600 + + def test_non_positive_ttl_seconds_is_rejected(self): + with pytest.raises(ValidationError): + make_issuer(ttl_seconds=0) + + def test_missing_signing_key_ref_is_rejected(self): + missing_field: Final = MappingProxyType({"issuer_url": ISSUER_URL, "subject": SUBJECT}) + + with pytest.raises(ValidationError): + InternalIssuerSource.model_validate(missing_field) + + def test_keycloak_only_field_is_rejected_as_extra(self): + mixed_variant: Final = MappingProxyType( + { + "issuer_url": ISSUER_URL, + "subject": SUBJECT, + "signing_key_ref": SIGNING_KEY_REF, + "client_secret_ref": CLIENT_SECRET_REF, + } + ) + + with pytest.raises(ValidationError): + InternalIssuerSource.model_validate(mixed_variant) + + def test_is_frozen(self): + source: Final = make_issuer() + + with pytest.raises(ValidationError): + source.subject = "workload-b" + + def test_secret_pasted_into_wrong_typed_field_is_not_echoed_in_the_error(self): + """hide_input_in_errors keeps a value the operator pasted into a mistyped field out of the + validation error, so a client_secret headed for the wrong field isn't logged in the raise.""" + leaked_secret: Final = "shh-do-not-log-me" + wrong_type: Final = MappingProxyType( + { + "issuer_url": ISSUER_URL, + "subject": SUBJECT, + "signing_key_ref": SIGNING_KEY_REF, + "ttl_seconds": leaked_secret, + } + ) + + with pytest.raises(ValidationError) as exc_info: + InternalIssuerSource.model_validate(wrong_type) + + assert leaked_secret not in str(exc_info.value) + + +class TestKeycloakSourceValidation: + def test_defaults(self): + source: Final = make_keycloak() + + assert source.kind == AnthropicIdentitySourceKind.keycloak + assert source.auth_method == "client_secret_basic" + assert source.scope is None + + def test_client_secret_post_is_accepted(self): + assert make_keycloak(auth_method="client_secret_post").auth_method == "client_secret_post" + + def test_private_key_jwt_is_not_a_supported_auth_method_yet(self): + unshipped_auth_method: Final = MappingProxyType( + { + "token_url": TOKEN_URL, + "client_id": CLIENT_ID, + "client_secret_ref": CLIENT_SECRET_REF, + "auth_method": "private_key_jwt", + } + ) + + with pytest.raises(ValidationError): + KeycloakSource.model_validate(unshipped_auth_method) + + def test_audience_field_was_dropped(self): + dropped_field: Final = MappingProxyType( + { + "token_url": TOKEN_URL, + "client_id": CLIENT_ID, + "client_secret_ref": CLIENT_SECRET_REF, + "audience": "https://anthropic.example", + } + ) + + with pytest.raises(ValidationError): + KeycloakSource.model_validate(dropped_field) + + def test_missing_client_secret_ref_is_rejected(self): + missing_field: Final = MappingProxyType({"token_url": TOKEN_URL, "client_id": CLIENT_ID}) + + with pytest.raises(ValidationError): + KeycloakSource.model_validate(missing_field) + + +class TestDiscriminatedUnionParsing: + def test_parses_internal_issuer_variant(self): + parsed: Final = identity_source_config_adapter.validate_python( + MappingProxyType( + { + "kind": "internal_issuer", + "issuer_url": ISSUER_URL, + "subject": SUBJECT, + "signing_key_ref": SIGNING_KEY_REF, + } + ) + ) + + assert isinstance(parsed, InternalIssuerSource) + + def test_parses_keycloak_variant(self): + parsed: Final = identity_source_config_adapter.validate_python( + MappingProxyType( + { + "kind": "keycloak", + "token_url": TOKEN_URL, + "client_id": CLIENT_ID, + "client_secret_ref": CLIENT_SECRET_REF, + } + ) + ) + + assert isinstance(parsed, KeycloakSource) + + def test_unknown_kind_is_a_hard_error(self): + with pytest.raises(ValidationError): + identity_source_config_adapter.validate_python(MappingProxyType({"kind": "token_file"})) + + def test_mixed_variant_fields_are_a_hard_error(self): + """A keycloak field on an internal_issuer-tagged payload must fail closed rather than be + silently dropped or silently accepted as if it selected the other variant.""" + with pytest.raises(ValidationError): + identity_source_config_adapter.validate_python( + MappingProxyType( + { + "kind": "internal_issuer", + "issuer_url": ISSUER_URL, + "subject": SUBJECT, + "signing_key_ref": SIGNING_KEY_REF, + "client_secret_ref": CLIENT_SECRET_REF, + } + ) + ) diff --git a/tests/unit/llms/base_llm/auth/test_internal_issuer.py b/tests/unit/llms/base_llm/auth/test_internal_issuer.py new file mode 100644 index 00000000000..d965a356426 --- /dev/null +++ b/tests/unit/llms/base_llm/auth/test_internal_issuer.py @@ -0,0 +1,188 @@ +import json +from typing import Final + +import jwt +import pytest +from cryptography.hazmat.primitives import serialization +from cryptography.hazmat.primitives.asymmetric import ec + +from litellm.llms.base_llm.auth.identity_source import InternalIssuerSource +from litellm.llms.base_llm.auth.internal_issuer import ( + internal_issuer_assertion_source, + internal_issuer_jwks_document, + mint_internal_issuer_assertion, +) +from litellm.llms.base_llm.auth.jwt_signing import build_jwks, rfc7638_thumbprint + +SIGNING_KEY_REF: Final = "oidc/env/ISSUER_SIGNING_KEY_PEM" +ISSUER_URL: Final = "https://issuer.internal.example" +SUBJECT: Final = "workload-a" + + +_PRIVATE_VALUE: Final = 90123456789012345678901234567890123456789012345678901234567890 + + +def signing_key() -> ec.EllipticCurvePrivateKey: + return ec.derive_private_key(_PRIVATE_VALUE, ec.SECP256R1()) + + +def pem_of(key: ec.EllipticCurvePrivateKey) -> str: + return key.private_bytes( + encoding=serialization.Encoding.PEM, + format=serialization.PrivateFormat.PKCS8, + encryption_algorithm=serialization.NoEncryption(), + ).decode() + + +def make_config( + issuer_url: str = ISSUER_URL, + subject: str = SUBJECT, + audience: str | None = None, + ttl_seconds: int = 300, + signing_key_ref: str = SIGNING_KEY_REF, +) -> InternalIssuerSource: + return InternalIssuerSource( + issuer_url=issuer_url, + subject=subject, + audience=audience, + ttl_seconds=ttl_seconds, + signing_key_ref=signing_key_ref, + ) + + +def key_reader_returning(pem: str | None): + def reader(ref: str) -> str | None: + assert ref == SIGNING_KEY_REF + return pem + + return reader + + +class FakeClock: + def __init__(self, value: float) -> None: + self._value: Final = value + + def __call__(self) -> float: + return self._value + + +def decode_ignoring_wall_clock(token: str, public_key: ec.EllipticCurvePublicKey) -> dict: + """Tests mint with a fixed past ``FakeClock`` and no expected audience, so PyJWT's + real-wall-clock ``exp``/``aud`` checks (irrelevant to what these tests verify) are disabled.""" + return jwt.decode(token, public_key, algorithms=["ES256"], options={"verify_exp": False, "verify_aud": False}) + + +class TestMintInternalIssuerAssertion: + def test_required_claims_and_asymmetric_alg(self): + key: Final = signing_key() + config: Final = make_config(ttl_seconds=300) + + token: Final = mint_internal_issuer_assertion( + config, key_reader=key_reader_returning(pem_of(key)), clock=FakeClock(1_700_000_000.0) + ) + header: Final = jwt.get_unverified_header(token) + claims: Final = decode_ignoring_wall_clock(token, key.public_key()) + + assert header["alg"] == "ES256" + assert claims["sub"] == SUBJECT + assert claims["iss"] == ISSUER_URL + assert claims["iat"] == 1_700_000_000 + assert claims["exp"] == 1_700_000_300 + + def test_kid_matches_the_published_jwks(self): + key: Final = signing_key() + config: Final = make_config() + + token: Final = mint_internal_issuer_assertion( + config, key_reader=key_reader_returning(pem_of(key)), clock=FakeClock(1_700_000_000.0) + ) + + header_kid: Final = jwt.get_unverified_header(token)["kid"] + published_kid: Final = build_jwks(key.public_key())["keys"][0]["kid"] + assert header_kid == published_kid == rfc7638_thumbprint(key.public_key()) + + def test_ttl_bounds_exp_minus_iat(self): + key: Final = signing_key() + config: Final = make_config(ttl_seconds=120) + + token: Final = mint_internal_issuer_assertion( + config, key_reader=key_reader_returning(pem_of(key)), clock=FakeClock(1_700_000_000.0) + ) + claims: Final = decode_ignoring_wall_clock(token, key.public_key()) + + assert claims["exp"] - claims["iat"] == 120 + + def test_audience_included_only_when_set(self): + key: Final = signing_key() + without_audience: Final = mint_internal_issuer_assertion( + make_config(audience=None), key_reader=key_reader_returning(pem_of(key)), clock=FakeClock(1_700_000_000.0) + ) + with_audience: Final = mint_internal_issuer_assertion( + make_config(audience="urn:anthropic:federation"), + key_reader=key_reader_returning(pem_of(key)), + clock=FakeClock(1_700_000_000.0), + ) + + claims_without: Final = decode_ignoring_wall_clock(without_audience, key.public_key()) + claims_with: Final = decode_ignoring_wall_clock(with_audience, key.public_key()) + assert "aud" not in claims_without + assert claims_with["aud"] == "urn:anthropic:federation" + + def test_jti_is_present_and_fresh_on_every_mint(self): + key: Final = signing_key() + config: Final = make_config() + reader: Final = key_reader_returning(pem_of(key)) + + first: Final = decode_ignoring_wall_clock( + mint_internal_issuer_assertion(config, key_reader=reader, clock=FakeClock(1_700_000_000.0)), + key.public_key(), + ) + second: Final = decode_ignoring_wall_clock( + mint_internal_issuer_assertion(config, key_reader=reader, clock=FakeClock(1_700_000_000.0)), + key.public_key(), + ) + + assert first["jti"] and second["jti"] + assert first["jti"] != second["jti"] + + def test_missing_signing_key_raises_value_error_naming_the_ref_not_a_secret(self): + with pytest.raises(ValueError, match=SIGNING_KEY_REF): + mint_internal_issuer_assertion(make_config(), key_reader=key_reader_returning(None)) + + def test_malformed_signing_key_raises_value_error(self): + with pytest.raises(ValueError, match="not a valid unencrypted PEM"): + mint_internal_issuer_assertion(make_config(), key_reader=key_reader_returning("not-a-pem")) + + +class TestInternalIssuerAssertionSource: + def test_returns_a_callable_that_mints_fresh_each_call(self): + key: Final = signing_key() + source: Final = internal_issuer_assertion_source(make_config(), key_reader=key_reader_returning(pem_of(key))) + + first: Final = jwt.decode(source(), key.public_key(), algorithms=["ES256"]) + second: Final = jwt.decode(source(), key.public_key(), algorithms=["ES256"]) + + assert first["jti"] != second["jti"] + + def test_propagates_the_underlying_mint_failure(self): + source: Final = internal_issuer_assertion_source(make_config(), key_reader=key_reader_returning(None)) + + with pytest.raises(ValueError, match=SIGNING_KEY_REF): + source() + + +class TestInternalIssuerJwksDocument: + def test_matches_the_key_used_to_mint(self): + key: Final = signing_key() + config: Final = make_config() + reader: Final = key_reader_returning(pem_of(key)) + + document: Final = json.loads(internal_issuer_jwks_document(config, key_reader=reader)) + token: Final = mint_internal_issuer_assertion(config, key_reader=reader, clock=FakeClock(1_700_000_000.0)) + + assert document["keys"][0]["kid"] == jwt.get_unverified_header(token)["kid"] + assert decode_ignoring_wall_clock(token, key.public_key()) + + def test_missing_signing_key_raises_value_error(self): + with pytest.raises(ValueError, match=SIGNING_KEY_REF): + internal_issuer_jwks_document(make_config(), key_reader=key_reader_returning(None)) diff --git a/tests/unit/llms/base_llm/auth/test_jwt_signing.py b/tests/unit/llms/base_llm/auth/test_jwt_signing.py new file mode 100644 index 00000000000..f1fbc698c82 --- /dev/null +++ b/tests/unit/llms/base_llm/auth/test_jwt_signing.py @@ -0,0 +1,215 @@ +import base64 +import hashlib +import json +import subprocess +import sys +import textwrap +import time +from typing import Final + +import jwt +import pytest +from cryptography.hazmat.primitives import serialization +from cryptography.hazmat.primitives.asymmetric import ec, rsa + +from litellm.llms.base_llm.auth.jwt_signing import ( + MISSING_SIGNING_DEPENDENCIES_MESSAGE, + build_jwk, + build_jwks, + jwks_document_json, + load_es256_private_key, + rfc7638_thumbprint, + sign_es256_jwt, +) + +_FIXED_PRIVATE_VALUE: Final = 55090612345678901234567890123456789012345678901234567890123456 +_OTHER_PRIVATE_VALUE: Final = 1 + + +def fixed_private_key(value: int = _FIXED_PRIVATE_VALUE) -> ec.EllipticCurvePrivateKey: + return ec.derive_private_key(value, ec.SECP256R1()) + + +def pem_of(key: ec.EllipticCurvePrivateKey) -> str: + return key.private_bytes( + encoding=serialization.Encoding.PEM, + format=serialization.PrivateFormat.PKCS8, + encryption_algorithm=serialization.NoEncryption(), + ).decode() + + +def independent_thumbprint(public_key: ec.EllipticCurvePublicKey) -> str: + """Recomputes RFC 7638 by hand, deliberately not sharing a single line of code with + ``jwt_signing.rfc7638_thumbprint`` -- a mutation that broke the real implementation must not + also break this reference, or the two would trivially agree by sharing the bug.""" + numbers: Final = public_key.public_numbers() + x: Final = base64.urlsafe_b64encode(numbers.x.to_bytes(32, "big")).rstrip(b"=").decode() + y: Final = base64.urlsafe_b64encode(numbers.y.to_bytes(32, "big")).rstrip(b"=").decode() + canonical: Final = f'{{"crv":"P-256","kty":"EC","x":"{x}","y":"{y}"}}' + return base64.urlsafe_b64encode(hashlib.sha256(canonical.encode()).digest()).rstrip(b"=").decode() + + +class TestLoadEs256PrivateKey: + def test_valid_ec_p256_pem_loads(self): + key: Final = load_es256_private_key(pem_of(fixed_private_key())) + + assert isinstance(key, ec.EllipticCurvePrivateKey) + assert isinstance(key.curve, ec.SECP256R1) + + def test_garbage_pem_is_rejected(self): + with pytest.raises(ValueError, match="not a valid unencrypted PEM"): + load_es256_private_key("not a pem") + + def test_rsa_key_is_rejected(self): + rsa_pem: Final = ( + rsa.generate_private_key(public_exponent=65537, key_size=2048) + .private_bytes( + encoding=serialization.Encoding.PEM, + format=serialization.PrivateFormat.PKCS8, + encryption_algorithm=serialization.NoEncryption(), + ) + .decode() + ) + + with pytest.raises(ValueError, match="P-256"): + load_es256_private_key(rsa_pem) + + def test_non_p256_curve_is_rejected(self): + secp384_pem: Final = ( + ec.generate_private_key(ec.SECP384R1()) + .private_bytes( + encoding=serialization.Encoding.PEM, + format=serialization.PrivateFormat.PKCS8, + encryption_algorithm=serialization.NoEncryption(), + ) + .decode() + ) + + with pytest.raises(ValueError, match="P-256"): + load_es256_private_key(secp384_pem) + + def test_error_never_echoes_key_material(self): + pem: Final = pem_of(fixed_private_key()) + + with pytest.raises(ValueError, match="P-256"): + load_es256_private_key(pem_of(ec.generate_private_key(ec.SECP384R1()))) + with pytest.raises(ValueError, match="not a valid unencrypted PEM") as exc_info: + load_es256_private_key("garbage-not-a-pem") + + assert pem not in str(exc_info.value) + + +class TestRfc7638Thumbprint: + def test_matches_independent_recomputation(self): + public_key: Final = fixed_private_key().public_key() + + assert rfc7638_thumbprint(public_key) == independent_thumbprint(public_key) + + def test_different_keys_have_different_thumbprints(self): + first: Final = fixed_private_key(_FIXED_PRIVATE_VALUE).public_key() + second: Final = fixed_private_key(_OTHER_PRIVATE_VALUE).public_key() + + assert rfc7638_thumbprint(first) != rfc7638_thumbprint(second) + + def test_thumbprint_is_deterministic(self): + public_key: Final = fixed_private_key().public_key() + + assert rfc7638_thumbprint(public_key) == rfc7638_thumbprint(public_key) + + +class TestBuildJwks: + def test_jwks_contains_one_key_matching_the_thumbprint(self): + public_key: Final = fixed_private_key().public_key() + + jwks: Final = build_jwks(public_key) + + assert len(jwks["keys"]) == 1 + assert jwks["keys"][0]["kid"] == rfc7638_thumbprint(public_key) + assert jwks["keys"][0]["kty"] == "EC" + assert jwks["keys"][0]["crv"] == "P-256" + assert jwks["keys"][0]["alg"] == "ES256" + + def test_build_jwk_stamps_the_given_kid_verbatim(self): + jwk: Final = build_jwk(fixed_private_key().public_key(), kid="caller-supplied-kid") + + assert jwk["kid"] == "caller-supplied-kid" + + def test_jwks_document_json_round_trips_through_build_jwks(self): + key: Final = fixed_private_key() + + document: Final = json.loads(jwks_document_json(pem_of(key))) + jwks: Final = build_jwks(key.public_key()) + + assert document == {"keys": [dict(jwk) for jwk in jwks["keys"]]} + + +class TestSignEs256Jwt: + def test_minted_token_verifies_against_the_matching_public_key(self): + key: Final = fixed_private_key() + now: Final = int(time.time()) + claims: Final = {"sub": "workload-a", "iss": "https://issuer.example", "iat": now, "exp": now + 300} + + token: Final = sign_es256_jwt(pem_of(key), claims) + decoded: Final = jwt.decode(token, key.public_key(), algorithms=["ES256"]) + + assert decoded == claims + + def test_header_alg_is_es256(self): + token: Final = sign_es256_jwt(pem_of(fixed_private_key()), {"sub": "x"}) + + assert jwt.get_unverified_header(token)["alg"] == "ES256" + + def test_header_kid_matches_the_published_jwks(self): + key: Final = fixed_private_key() + + token: Final = sign_es256_jwt(pem_of(key), {"sub": "x"}) + + header_kid: Final = jwt.get_unverified_header(token)["kid"] + published_kid: Final = build_jwks(key.public_key())["keys"][0]["kid"] + assert header_kid == published_kid == rfc7638_thumbprint(key.public_key()) + + def test_wrong_key_fails_verification(self): + signing_key: Final = fixed_private_key(_FIXED_PRIVATE_VALUE) + other_key: Final = fixed_private_key(_OTHER_PRIVATE_VALUE) + + token: Final = sign_es256_jwt(pem_of(signing_key), {"sub": "x"}) + + with pytest.raises(jwt.exceptions.InvalidSignatureError): + jwt.decode(token, other_key.public_key(), algorithms=["ES256"]) + + +class TestBaseSdkImport: + """A base ``pip install litellm`` has neither PyJWT nor cryptography (both are proxy extras), + and ``litellm/__init__`` reaches this module through the Anthropic provider, so a + module-level import of either would break ``import litellm`` for every base SDK user.""" + + def test_module_imports_with_pyjwt_and_cryptography_absent(self): + script: Final = textwrap.dedent( + """ + import sys + + class Blocker: + def find_spec(self, name, path=None, target=None): + if name.split(".")[0] in {"jwt", "cryptography"}: + raise ModuleNotFoundError(f"No module named {name!r}") + + sys.meta_path.insert(0, Blocker()) + import litellm + from litellm.llms.base_llm.auth.jwt_signing import jwks_document_json + try: + jwks_document_json("not a key") + except ImportError as e: + print(e) + """ + ) + result: Final = subprocess.run( + [sys.executable, "-I", "-c", script], capture_output=True, text=True, check=False + ) + assert result.returncode == 0, result.stderr[-2000:] + assert result.stdout.strip() == MISSING_SIGNING_DEPENDENCIES_MESSAGE + + def test_signing_reports_the_missing_extra(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setitem(sys.modules, "jwt", None) + with pytest.raises(ImportError, match="litellm\\[proxy\\]"): + sign_es256_jwt(pem_of(fixed_private_key()), {"sub": "x"}) + diff --git a/tests/unit/llms/base_llm/auth/test_shared_token_store.py b/tests/unit/llms/base_llm/auth/test_shared_token_store.py new file mode 100644 index 00000000000..298e61c4c79 --- /dev/null +++ b/tests/unit/llms/base_llm/auth/test_shared_token_store.py @@ -0,0 +1,321 @@ +"""Two engines standing in for two uvicorn workers that read the same assertion and share one +``FileTokenStore``: an issuer that accepts each assertion once must see one exchange per assertion.""" + +import errno +import json +import os +import stat +import threading +from collections.abc import Callable, Mapping +from pathlib import Path +from typing import Final + +import httpx +import pytest + +from pydantic import SecretStr + +from litellm.llms.base_llm.auth.shared_token_store import ( + CACHE_DIR_ENV, + FileTokenStore, + StoredToken, + default_shared_token_store, +) +from litellm.llms.base_llm.auth.token_exchange import JwtBearerTokenExchangeEngine +from litellm.llms.base_llm.auth.types import MintedToken, TokenEndpointError +from tests.unit.llms.base_llm.auth.test_token_exchange import ( + DEFAULT_ASSERTION, + DEFAULT_REF, + FakeClock, + ManualExecutor, + RecordingMetricsSink, + ScriptedPoster, + make_spec, + token_response, +) + +real_write_bytes: Final = Path.write_bytes + + +class SingleUsePoster: + """Mints for an assertion it has never seen and answers 401 to any assertion sent a second time, + which is how an issuer enforcing single-use ``jti`` behaves.""" + + def __init__(self, token: str = "sk-ant-oat01-minted", expires_in: int = 3600) -> None: + self.requests: list[dict] = [] + self._token = token + self._expires_in = expires_in + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + body = json.loads(content) + seen_before = any(prior["assertion"] == body["assertion"] for prior in self.requests) + self.requests.append(body) + if seen_before: + return httpx.Response(401, json={"error": "invalid_grant"}) + return token_response(f"{self._token}-{len(self.requests)}", expires_in=self._expires_in) + + +def store_engine( + poster, + store: FileTokenStore, + *, + reader: Mapping[str, str] | None = None, + clock: FakeClock | None = None, + wall_clock: Callable[[], float] | None = None, +) -> JwtBearerTokenExchangeEngine: + return JwtBearerTokenExchangeEngine( + poster=poster, + assertion_reader=(reader if reader is not None else {DEFAULT_REF: DEFAULT_ASSERTION}).get, + clock=clock if clock is not None else FakeClock(), + refresh_executor=ManualExecutor(), + metrics_sink=RecordingMetricsSink(), + shared_store=store, + wall_clock=wall_clock if wall_clock is not None else FakeClock(1_700_000_000.0), + ) + + +def minted(result: object) -> MintedToken: + assert isinstance(result, MintedToken), result + return result + + +def stored_files(directory: Path) -> list[Path]: + return sorted(directory.glob("*.json")) + + +def test_second_worker_reuses_the_first_workers_token_without_a_post(tmp_path: Path): + poster = SingleUsePoster() + store = FileTokenStore(tmp_path) + first = minted(store_engine(poster, store).get_token(make_spec())) + + second = minted(store_engine(poster, store).get_token(make_spec())) + + assert second.access_token.get_secret_value() == first.access_token.get_secret_value() + assert len(poster.requests) == 1 + + +def test_a_minted_assertion_never_reaches_the_shared_store(tmp_path: Path): + """internal_issuer and keycloak mint a fresh assertion per exchange, so no other worker ever holds + the same one and a stored token could never be matched back. Writing a live token to disk for a + lookup that cannot succeed is exposure that buys nothing.""" + poster = SingleUsePoster() + store = FileTokenStore(tmp_path) + assertions = iter(("minted-jwt-1", "minted-jwt-2")) + spec = make_spec(assertion_source=lambda: next(assertions)) + + first = minted(store_engine(poster, store).get_token(spec)) + second = minted(store_engine(poster, store).get_token(spec)) + + assert stored_files(tmp_path) == [], "a per-exchange assertion must keep its token off disk" + assert [request["assertion"] for request in poster.requests] == ["minted-jwt-1", "minted-jwt-2"] + assert second.access_token.get_secret_value() != first.access_token.get_secret_value() + + +def test_a_failed_write_leaves_no_staging_file_holding_a_live_token(tmp_path: Path): + """Nothing ever sweeps this directory, so a staging file a failed write leaves behind would keep a + working token readable on disk for as long as the pod lives.""" + store = FileTokenStore(tmp_path) + (tmp_path / "occupied.json").mkdir() + + store.save( + "occupied", + StoredToken(access_token=SecretStr("sk-ant-oat01-live"), expires_at_epoch=None, assertion_sha256="sha"), + ) + + leaked = [path for path in tmp_path.rglob("*") if path.is_file() and "sk-ant-oat01-live" in path.read_text()] + assert leaked == [], "a staged token file survived the failed write" + assert store.load("occupied") is None + + +def test_a_write_that_only_fails_on_close_leaves_no_staging_file(tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + """A token is small enough to sit in the handle's buffer until it closes, so a full disk surfaces + at close rather than at ``write()``, and the staging file left behind would still hold the token.""" + + def write_bytes_then_run_out_of_space(path: Path, data: bytes) -> int: + real_write_bytes(path, data) + raise OSError(errno.ENOSPC, "No space left on device") + + monkeypatch.setattr(Path, "write_bytes", write_bytes_then_run_out_of_space) + store = FileTokenStore(tmp_path) + + store.save( + "closing", + StoredToken(access_token=SecretStr("sk-ant-oat01-live"), expires_at_epoch=None, assertion_sha256="sha"), + ) + + leaked = [path for path in tmp_path.rglob("*") if path.is_file() and "sk-ant-oat01-live" in path.read_text()] + assert leaked == [], "a staged token file survived the close that failed" + assert store.load("closing") is None + + +def test_a_rotated_assertion_buys_a_fresh_token_that_other_workers_pick_up(tmp_path: Path): + poster = SingleUsePoster() + store = FileTokenStore(tmp_path) + assertions = {DEFAULT_REF: "jwt-v1"} + first = minted(store_engine(poster, store, reader=assertions).get_token(make_spec())) + + assertions[DEFAULT_REF] = "jwt-v2" + rotated = minted(store_engine(poster, store, reader=assertions).get_token(make_spec())) + follower = minted(store_engine(poster, store, reader=assertions).get_token(make_spec())) + + assert rotated.access_token.get_secret_value() != first.access_token.get_secret_value() + assert follower.access_token.get_secret_value() == rotated.access_token.get_secret_value() + assert [request["assertion"] for request in poster.requests] == ["jwt-v1", "jwt-v2"] + + +def test_an_expired_shared_token_is_not_reused(tmp_path: Path): + poster = ScriptedPoster([token_response("first", expires_in=60), token_response("second", expires_in=60)]) + store = FileTokenStore(tmp_path) + wall = FakeClock(1_700_000_000.0) + minted(store_engine(poster, store, wall_clock=wall).get_token(make_spec())) + + wall.advance(61) + later = minted(store_engine(poster, store, wall_clock=wall).get_token(make_spec())) + + assert later.access_token.get_secret_value() == "second" + assert len(poster.requests) == 2 + + +def test_the_remaining_lifetime_survives_different_monotonic_origins(tmp_path: Path): + poster = ScriptedPoster([token_response(expires_in=3600)]) + store = FileTokenStore(tmp_path) + wall = FakeClock(1_700_000_000.0) + minted(store_engine(poster, store, clock=FakeClock(1_000.0), wall_clock=wall).get_token(make_spec())) + + wall.advance(600) + later_clock = FakeClock(50_000.0) + later = minted(store_engine(poster, store, clock=later_clock, wall_clock=wall).get_token(make_spec())) + + assert later.expires_at == pytest.approx(50_000.0 + 3000.0) + assert len(poster.requests) == 1 + + +def test_mandatory_refresh_serves_the_shared_token_until_it_expires_then_fails_once(tmp_path: Path): + """With an unrotated assertion there is nothing new to exchange: refreshes inside the mandatory + window keep serving the shared token, and once it has expired the one allowed POST is denied + without a second identical POST behind it.""" + poster = SingleUsePoster(expires_in=3600) + store = FileTokenStore(tmp_path) + clock = FakeClock(1_000.0) + engine = store_engine(poster, store, clock=clock, wall_clock=clock) + first = minted(engine.get_token(make_spec())) + + clock.advance(3600 - 20) + refreshed = minted(engine.get_token(make_spec())) + assert refreshed.access_token.get_secret_value() == first.access_token.get_secret_value() + assert len(poster.requests) == 1 + + clock.advance(25) + failed = engine.get_token(make_spec()) + + assert isinstance(failed, TokenEndpointError) + assert failed.status_code == 401 + assert len(poster.requests) == 2 + + +def test_a_corrupt_cache_entry_is_treated_as_absent(tmp_path: Path): + poster = ScriptedPoster([token_response("first"), token_response("second")]) + store = FileTokenStore(tmp_path) + minted(store_engine(poster, store).get_token(make_spec())) + (entry,) = stored_files(tmp_path) + entry.write_text("{not json") + + later = minted(store_engine(poster, store).get_token(make_spec())) + + assert later.access_token.get_secret_value() == "second" + assert json.loads(entry.read_text())["access_token"] == "second" + + +def test_cache_entries_are_private_to_the_owner(tmp_path: Path): + store = FileTokenStore(tmp_path / "cache") + minted(store_engine(ScriptedPoster([token_response()]), store).get_token(make_spec())) + + (entry,) = stored_files(tmp_path / "cache") + assert stat.S_IMODE((tmp_path / "cache").stat().st_mode) == 0o700 + assert stat.S_IMODE(entry.stat().st_mode) == 0o600 + + +def test_a_group_readable_cache_directory_is_refused_and_the_engine_still_mints(tmp_path: Path): + loose = tmp_path / "loose" + loose.mkdir(mode=0o750) + os.chmod(loose, 0o750) + poster = ScriptedPoster([token_response("first"), token_response("second")]) + store = FileTokenStore(loose) + + minted(store_engine(poster, store).get_token(make_spec())) + later = minted(store_engine(poster, store).get_token(make_spec())) + + assert later.access_token.get_secret_value() == "second" + assert stored_files(loose) == [] + + +def test_default_store_follows_the_cache_dir_env(tmp_path: Path, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv(CACHE_DIR_ENV, "") + assert default_shared_token_store() is None + + monkeypatch.setenv(CACHE_DIR_ENV, str(tmp_path / "configured")) + configured = default_shared_token_store() + assert isinstance(configured, FileTokenStore) + assert configured.directory == tmp_path / "configured" + + monkeypatch.delenv(CACHE_DIR_ENV) + default = default_shared_token_store() + assert isinstance(default, FileTokenStore) + assert default.directory.name == f"litellm-token-exchange-{os.getuid()}" + + +class GatedSingleUsePoster(SingleUsePoster): + def __init__(self) -> None: + super().__init__() + self.entered = threading.Event() + self.release = threading.Event() + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.entered.set() + assert self.release.wait(timeout=10) + return super().post(url, content=content, headers=headers, timeout=timeout) + + +def test_a_worker_arriving_mid_exchange_waits_for_the_leader_instead_of_posting(tmp_path: Path): + poster = GatedSingleUsePoster() + store = FileTokenStore(tmp_path) + leader = store_engine(poster, store) + follower = store_engine(poster, store) + results: dict[str, object] = {} + + def lead() -> None: + results["leader"] = leader.get_token(make_spec()) + + def follow() -> None: + results["follower"] = follower.get_token(make_spec()) + + leader_thread = threading.Thread(target=lead, daemon=True) + leader_thread.start() + assert poster.entered.wait(timeout=10) + follower_thread = threading.Thread(target=follow, daemon=True) + follower_thread.start() + follower_thread.join(timeout=0.5) + assert follower_thread.is_alive() + poster.release.set() + leader_thread.join(timeout=10) + follower_thread.join(timeout=10) + + assert not follower_thread.is_alive() + assert ( + minted(results["follower"]).access_token.get_secret_value() + == minted(results["leader"]).access_token.get_secret_value() + ) + assert len(poster.requests) == 1 + + +def test_invalidate_drops_the_shared_entry(tmp_path: Path): + poster = ScriptedPoster([token_response("first"), token_response("second")]) + store = FileTokenStore(tmp_path) + engine = store_engine(poster, store) + spec: Final = make_spec() + minted(engine.get_token(spec)) + + engine.invalidate(spec) + + assert stored_files(tmp_path) == [] + assert minted(store_engine(poster, store).get_token(spec)).access_token.get_secret_value() == "second" diff --git a/tests/unit/llms/base_llm/auth/test_token_exchange.py b/tests/unit/llms/base_llm/auth/test_token_exchange.py new file mode 100644 index 00000000000..52b4837ba97 --- /dev/null +++ b/tests/unit/llms/base_llm/auth/test_token_exchange.py @@ -0,0 +1,1807 @@ +import asyncio +import concurrent.futures +import base64 +import json +from urllib.parse import quote, urlencode +import logging +import threading +import time +from collections.abc import Callable, Mapping +from types import MappingProxyType +from typing import Final +from urllib.parse import parse_qsl + +import httpx +import pytest +from pydantic import SecretStr + +from litellm.llms.base_llm.auth.token_exchange import ( + _METRICS_QUEUE_LIMIT, + _REDACTION_CAP, + ADVISORY_REFRESH_BACKOFF_SECONDS, + CALL_TYPE_CACHE_HIT, + FALLBACK_TOKEN_TTL_SECONDS, + MAX_ASSERTION_BYTES, + MAX_RESPONSE_BYTES, + JwtBearerTokenExchangeEngine, + ServiceLoggingMetricsSink, + TokenExchangeEndpointFailure, + TokenExchangeTransportFailure, + _default_assertion_reader, + _error_summary, + _HttpxSyncTokenPoster, + _new_exchange_handler, + redact_oauth_error_body, +) +from litellm.llms.base_llm.auth.types import ( + AssertionSource, + AssertionSourceError, + BodyEncoding, + ExchangeError, + ExchangeResult, + InsecureTokenUrl, + MalformedTokenResponse, + MintedToken, + TokenEndpointError, + TokenExchangeSpec, + TokenTransportError, +) +from litellm.secret_managers.main import OidcPathNotAllowedError, _resolve_oidc_file_path +from litellm.types.services import ServiceTypes + +DEFAULT_REF: Final = "oidc/env/TEST_ASSERTION" +DEFAULT_ASSERTION: Final = "test-jwt-assertion" +EXCHANGE_URL: Final = "https://token.example/v1/oauth/token" + + +class FakeClock: + def __init__(self, start: float = 1_000.0) -> None: + self.now = start + + def __call__(self) -> float: + return self.now + + def advance(self, seconds: float) -> None: + self.now += seconds + + +class RecordedRequest: + def __init__(self, url: str, content: bytes, headers: Mapping[str, str], timeout: float) -> None: + self.url = url + self.content = content + self.headers = dict(headers) + self.timeout = timeout + + def json_body(self) -> dict: + return json.loads(self.content) + + +class ScriptedPoster: + """Returns scripted responses in order (repeating the last one); records requests.""" + + def __init__( + self, + responses: list[httpx.Response], + on_request: Callable[[RecordedRequest], None] | None = None, + ) -> None: + self.requests: list[RecordedRequest] = [] + self._responses = list(responses) + self._on_request = on_request + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + recorded = RecordedRequest(url, content, headers, timeout) + self.requests.append(recorded) + if self._on_request is not None: + self._on_request(recorded) + if len(self._responses) > 1: + return self._responses.pop(0) + return self._responses[0] + + +class RaisingPoster: + def __init__(self, error: Exception) -> None: + self.calls = 0 + self._error = error + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.calls += 1 + raise self._error + + +class ManualExecutor(concurrent.futures.Executor): + """Records submissions; runs them only when the test says so.""" + + def __init__(self) -> None: + self.pending: list[Callable[[], None]] = [] + + def submit(self, fn, /, *args, **kwargs): + future: concurrent.futures.Future = concurrent.futures.Future() + self.pending.append(lambda: fn(*args, **kwargs)) + return future + + def run_all(self) -> None: + drained = list(self.pending) + self.pending.clear() + for job in drained: + job() + + +class InlineExecutor(concurrent.futures.Executor): + def submit(self, fn, /, *args, **kwargs): + future: concurrent.futures.Future = concurrent.futures.Future() + future.set_result(fn(*args, **kwargs)) + return future + + +class NeverRunsExecutor(concurrent.futures.Executor): + """Accepts work and never runs it, standing in for a telemetry backend that has stalled, so a + test can show the backlog stops growing instead of consuming memory for as long as traffic lasts.""" + + def __init__(self) -> None: + self.submitted = 0 # mutable-ok: a test spy counting accepted work + + def submit(self, fn, /, *args, **kwargs): + self.submitted += 1 + return concurrent.futures.Future() + + +class RefusingExecutor(concurrent.futures.Executor): + """A pool that has already been shut down, which is what an advisory refresh finds when the + worker is on its way out and a request still lands on a cached identity.""" + + def submit(self, fn, /, *args, **kwargs): + raise RuntimeError("cannot schedule new futures after shutdown") + + +class RecordingReader: + """Reports which identity-source refs were actually read off disk or out of the environment.""" + + def __init__(self) -> None: + self.reads: list[str] = [] + + def __call__(self, ref: str) -> str | None: + self.reads.append(ref) + return DEFAULT_ASSERTION + + +def token_response(token: str = "sk-ant-oat01-minted", expires_in: int | None = 3600) -> httpx.Response: + body: Final[dict[str, str | int]] = { + "access_token": token, + "token_type": "Bearer", + **({} if expires_in is None else {"expires_in": expires_in}), + } + return httpx.Response(200, json=body) + + +def make_spec( + *, + token_url: str = "https://token.example/v1/oauth/token", + assertion_ref: str = DEFAULT_REF, + assertion_field: str = "assertion", + static_body: Mapping[str, str] = MappingProxyType( + { + "grant_type": "urn:ietf:params:oauth:grant-type:jwt-bearer", + "federation_rule_id": "fdrl_1", + "organization_id": "org-1", + } + ), + body_encoding: BodyEncoding = "json", + request_headers: Mapping[str, str] = MappingProxyType( + {"anthropic-beta": "oauth-2025-04-20,oidc-federation-2026-04-01"} + ), + cache_key_identity: tuple[str, ...] = ("fdrl_1", "org-1", "", ""), + timeout_seconds: float = 2.0, + assertion_source: AssertionSource | None = None, +) -> TokenExchangeSpec: + return TokenExchangeSpec( + token_url=token_url, + assertion_ref=assertion_ref, + assertion_field=assertion_field, + static_body=static_body, + body_encoding=body_encoding, + request_headers=request_headers, + cache_key_identity=cache_key_identity, + timeout_seconds=timeout_seconds, + assertion_source=assertion_source, + ) + + +class RecordingMetricsSink: + def __init__(self) -> None: + self.successes: list[tuple[str, float]] = [] + self.failures: list[tuple[str, float, ExchangeError]] = [] + self.cache_hits = 0 + + def exchange_success(self, *, call_type: str, duration_seconds: float) -> None: + self.successes.append((call_type, duration_seconds)) + + def exchange_failure(self, *, call_type: str, duration_seconds: float, error: ExchangeError) -> None: + self.failures.append((call_type, duration_seconds, error)) + + def cache_hit(self) -> None: + self.cache_hits += 1 + + +def make_engine( + poster, + reader: Mapping[str, str] | Callable[[str], str | None] | None = None, + clock: FakeClock | None = None, + executor: concurrent.futures.Executor | None = None, + max_entries: int = 64, + metrics_sink=None, +) -> JwtBearerTokenExchangeEngine: + resolved_reader = reader if callable(reader) else (reader or {DEFAULT_REF: DEFAULT_ASSERTION}).get + return JwtBearerTokenExchangeEngine( + poster=poster, + assertion_reader=resolved_reader, + clock=clock if clock is not None else FakeClock(), + refresh_executor=executor if executor is not None else ManualExecutor(), + max_entries=max_entries, + metrics_sink=metrics_sink if metrics_sink is not None else RecordingMetricsSink(), + ) + + +def mint(engine: JwtBearerTokenExchangeEngine, spec: TokenExchangeSpec) -> MintedToken: + result = engine.get_token(spec) + assert isinstance(result, MintedToken) + return result + + +class TestFreshMintWireExact: + def test_json_body_and_headers(self): + poster = ScriptedPoster([token_response(expires_in=3600)]) + clock = FakeClock(start=1_000.0) + engine = make_engine(poster, clock=clock) + spec = make_spec() + + result = mint(engine, spec) + + assert result.access_token.get_secret_value() == "sk-ant-oat01-minted" + assert result.expires_at == 1_000.0 + 3600 + assert len(poster.requests) == 1 + request = poster.requests[0] + assert request.url == "https://token.example/v1/oauth/token" + assert request.timeout == 2.0 + assert request.headers == { + "content-type": "application/json", + "anthropic-beta": "oauth-2025-04-20,oidc-federation-2026-04-01", + } + assert request.json_body() == { + "grant_type": "urn:ietf:params:oauth:grant-type:jwt-bearer", + "federation_rule_id": "fdrl_1", + "organization_id": "org-1", + "assertion": DEFAULT_ASSERTION, + } + + def test_form_body_and_content_type(self): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + spec = make_spec(body_encoding="form") + + mint(engine, spec) + + request = poster.requests[0] + assert request.headers["content-type"] == "application/x-www-form-urlencoded" + assert dict(parse_qsl(request.content.decode())) == { + "grant_type": "urn:ietf:params:oauth:grant-type:jwt-bearer", + "federation_rule_id": "fdrl_1", + "organization_id": "org-1", + "assertion": DEFAULT_ASSERTION, + } + + +def test_cache_hit_zero_posts(): + poster = ScriptedPoster([token_response(expires_in=3600)]) + clock = FakeClock() + engine = make_engine(poster, clock=clock) + spec = make_spec() + + first = mint(engine, spec) + clock.advance(100.0) + second = mint(engine, spec) + + assert len(poster.requests) == 1 + assert second.access_token.get_secret_value() == first.access_token.get_secret_value() + + +@pytest.mark.parametrize( + "remaining,expect_advisory_submit,expect_new_token", + [ + (121.0, False, False), + (120.0, True, False), + (119.0, True, False), + (31.0, True, False), + (30.0, False, True), + (29.0, False, True), + ], +) +def test_window_boundaries(remaining: float, expect_advisory_submit: bool, expect_new_token: bool): + poster = ScriptedPoster([token_response("old-token", expires_in=3600), token_response("new-token")]) + clock = FakeClock(start=1_000.0) + executor = ManualExecutor() + engine = make_engine(poster, clock=clock, executor=executor) + spec = make_spec() + + mint(engine, spec) + expires_at = 1_000.0 + 3600 + clock.now = expires_at - remaining + result = mint(engine, spec) + + assert len(executor.pending) == (1 if expect_advisory_submit else 0) + expected_token = "new-token" if expect_new_token else "old-token" + assert result.access_token.get_secret_value() == expected_token + assert len(poster.requests) == (2 if expect_new_token else 1) + + +def test_advisory_serve_stale_single_flight_backoff(caplog: pytest.LogCaptureFixture): + poster = ScriptedPoster( + [ + token_response("stale-token", expires_in=3600), + httpx.Response(500, json={"error": "server_error"}), + httpx.Response(500, json={"error": "server_error"}), + ] + ) + clock = FakeClock(start=1_000.0) + executor = ManualExecutor() + engine = make_engine(poster, clock=clock, executor=executor) + spec = make_spec() + + mint(engine, spec) + clock.now = 1_000.0 + 3600 - 100.0 + + first = mint(engine, spec) + second = mint(engine, spec) + assert first.access_token.get_secret_value() == "stale-token" + assert second.access_token.get_secret_value() == "stale-token" + assert len(executor.pending) == 1 + + with caplog.at_level(logging.WARNING, logger="LiteLLM"): + executor.run_all() + assert len(poster.requests) == 2 + warning_records = [r for r in caplog.records if r.levelno == logging.WARNING] + assert any("Advisory token refresh" in r.getMessage() for r in warning_records) + assert "server_error" in caplog.text + assert DEFAULT_ASSERTION not in caplog.text + assert "stale-token" not in caplog.text + + within_backoff = mint(engine, spec) + assert within_backoff.access_token.get_secret_value() == "stale-token" + assert len(executor.pending) == 0 + + clock.advance(ADVISORY_REFRESH_BACKOFF_SECONDS) + after_backoff = mint(engine, spec) + assert after_backoff.access_token.get_secret_value() == "stale-token" + assert len(executor.pending) == 1 + executor.run_all() + assert len(poster.requests) == 3 + + +def test_an_advisory_refresh_the_executor_refuses_still_leaves_the_identity_mintable(): + """The advisory path arms the entry before handing the work off, so an executor that refuses the + submit used to strand it as in-flight with nothing on its way to publish: the cached token kept + serving until it expired, and every call after that waited out the follower timeout and failed, + so that identity never minted again.""" + poster = ScriptedPoster([token_response("first-token", expires_in=3600), token_response("second-token")]) + clock = FakeClock(start=1_000.0) + engine = make_engine(poster, clock=clock, executor=RefusingExecutor()) + spec = make_spec() + + mint(engine, spec) + clock.now = 1_000.0 + 3600 - 100.0 + inside_advisory_window = mint(engine, spec) + + assert inside_advisory_window.access_token.get_secret_value() == "first-token" + assert len(poster.requests) == 1 + + clock.now = 1_000.0 + 3600 + 1.0 + after_expiry = mint(engine, spec) + + assert after_expiry.access_token.get_secret_value() == "second-token" + assert len(poster.requests) == 2 + + +class GatedPoster: + """Blocks the leader inside post() until the test releases it.""" + + def __init__(self, response: httpx.Response) -> None: + self.entered = threading.Event() + self.release = threading.Event() + self.calls = 0 + self._calls_lock = threading.Lock() + self._response = response + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + with self._calls_lock: + self.calls += 1 + self.entered.set() + assert self.release.wait(timeout=10) + return self._response + + +def _run_concurrent_get_token( + engine: JwtBearerTokenExchangeEngine, spec: TokenExchangeSpec, poster: GatedPoster, thread_count: int +) -> list[ExchangeResult]: + results: list[ExchangeResult] = [] + results_lock = threading.Lock() + start_barrier = threading.Barrier(thread_count) + + def worker() -> None: + start_barrier.wait() + result = engine.get_token(spec) + with results_lock: + results.append(result) + + threads = [threading.Thread(target=worker, daemon=True) for _ in range(thread_count)] + for thread in threads: + thread.start() + assert poster.entered.wait(timeout=10) + time.sleep(0.3) + poster.release.set() + for thread in threads: + thread.join(timeout=10) + assert not thread.is_alive() + return results + + +def test_mandatory_single_leader(): + poster = GatedPoster(token_response("leader-token")) + engine = make_engine(poster) + spec = make_spec() + + results = _run_concurrent_get_token(engine, spec, poster, thread_count=5) + + assert poster.calls == 1 + assert len(results) == 5 + for result in results: + assert isinstance(result, MintedToken) + assert result.access_token.get_secret_value() == "leader-token" + + +def test_mandatory_failure_is_value(): + poster = GatedPoster(httpx.Response(500, json={"error": "server_error"})) + engine = make_engine(poster) + spec = make_spec() + + results = _run_concurrent_get_token(engine, spec, poster, thread_count=3) + + assert len(results) == 3 + for result in results: + assert isinstance(result, TokenEndpointError) + assert result.status_code == 500 + assert "server_error" in result.redacted_body + + +def test_lock_released_around_io(): + inner_spec = make_spec( + token_url="https://inner.example/v1/oauth/token", + cache_key_identity=("fdrl_inner", "org-1", "", ""), + ) + engine_holder: dict[str, JwtBearerTokenExchangeEngine] = {} + inner_results: list[ExchangeResult] = [] + + class ReentrantPoster: + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + if url == "https://token.example/v1/oauth/token": + inner_results.append(engine_holder["engine"].get_token(inner_spec)) + return token_response() + + engine = make_engine(ReentrantPoster()) + engine_holder["engine"] = engine + + outcome: list[ExchangeResult] = [] + thread = threading.Thread(target=lambda: outcome.append(engine.get_token(make_spec())), daemon=True) + thread.start() + thread.join(timeout=10) + + assert not thread.is_alive(), "engine held its lock across poster I/O and deadlocked" + assert len(outcome) == 1 + assert isinstance(outcome[0], MintedToken) + assert len(inner_results) == 1 + assert isinstance(inner_results[0], MintedToken) + + +def test_401_retry_once_with_reread(): + assertions = {DEFAULT_REF: "assertion-v1"} + + def rotate_on_first_request(request: RecordedRequest) -> None: + assertions[DEFAULT_REF] = "assertion-v2" + + poster = ScriptedPoster( + [httpx.Response(401, json={"error": "invalid_grant"}), token_response()], + on_request=rotate_on_first_request, + ) + engine = make_engine(poster, reader=assertions.get) + + result = mint(engine, make_spec()) + + assert result.access_token.get_secret_value() == "sk-ant-oat01-minted" + assert len(poster.requests) == 2 + assert poster.requests[0].json_body()["assertion"] == "assertion-v1" + assert poster.requests[1].json_body()["assertion"] == "assertion-v2" + + +class RotatingAssertionSource: + """A per-call assertion source that mints a fresh value on every read -- the shape + internal_issuer/keycloak identity sources take (a fresh JWT/token minted per call).""" + + def __init__(self, values: list[str]) -> None: + self._values = iter(values) + self.calls = 0 + + def __call__(self) -> str: + self.calls += 1 + return next(self._values) + + +class EchoingUnauthorizedPoster: + """401s every attempt, echoing the submitted assertion back into the error body -- a + token endpoint that reflects the request.""" + + def __init__(self) -> None: + self.requests: list[RecordedRequest] = [] + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + recorded = RecordedRequest(url, content, headers, timeout) + self.requests.append(recorded) + submitted = recorded.json_body()["assertion"] + return httpx.Response(401, json={"error": "invalid_grant", "error_description": f"bad assertion {submitted}"}) + + +def test_401_retry_redacts_the_assertion_actually_sent_not_a_fresh_reread(): + """Regression: with a rotating identity source, the reflection-drop check must match the + assertion the failing (second) attempt actually sent. Re-reading for the check would mint a + THIRD value that was never sent, so the reflection probe would miss and the actually-sent, + actually-reflected second assertion would leak into the error.""" + poster = EchoingUnauthorizedPoster() + source = RotatingAssertionSource(["assertion-v1", "assertion-v2", "assertion-v3"]) + engine = make_engine(poster) + spec = make_spec(assertion_source=source) + + result = engine.get_token(spec) + + assert isinstance(result, TokenEndpointError) + assert len(poster.requests) == 2 + assert poster.requests[0].json_body()["assertion"] == "assertion-v1" + assert poster.requests[1].json_body()["assertion"] == "assertion-v2" + assert source.calls == 2, "the failing attempt's own assertion must be reused, never re-read a third time" + assert "assertion-v1" not in result.redacted_body + assert "assertion-v2" not in result.redacted_body + assert "assertion-v3" not in result.redacted_body + + +def test_401_with_an_unchanged_assertion_is_not_resent(): + """An issuer that consumed the assertion's ``jti`` denies the identical assertion again, so the + retry only happens when the re-read assertion differs from the one the 401 came back for.""" + poster = ScriptedPoster([httpx.Response(401, json={"error": "invalid_grant"})]) + engine = make_engine(poster) + + result = engine.get_token(make_spec()) + + assert isinstance(result, TokenEndpointError) + assert result.status_code == 401 + assert "invalid_grant" in result.redacted_body + assert len(poster.requests) == 1 + + +class TestRedactionAndCaps: + def test_object_body_reduced_to_rfc6749_fields(self): + poster = ScriptedPoster( + [ + httpx.Response( + 400, + json={ + "error": "invalid_grant", + "error_description": "d" * 500, + "error_uri": "https://errors.example/e1", + "assertion_echo": "LEAKED-ASSERTION", + }, + ) + ] + ) + result = make_engine(poster).get_token(make_spec()) + + assert isinstance(result, TokenEndpointError) + assert result.status_code == 400 + assert "invalid_grant" in result.redacted_body + assert "d" * 256 in result.redacted_body + assert "d" * 257 not in result.redacted_body + assert "https://errors.example/e1" in result.redacted_body + assert "LEAKED-ASSERTION" not in result.redacted_body + + def test_nested_error_envelope_renders_readable_text(self): + body = { + "type": "error", + "error": { + "type": "invalid_request_error", + "message": "federation_rule_id is not a well-formed fdrl_ tagged ID", + }, + } + result = redact_oauth_error_body(400, json.dumps(body)) + + assert "invalid_request_error" in result.redacted_body + assert "federation_rule_id is not a well-formed fdrl_ tagged ID" in result.redacted_body + assert "{'" not in result.redacted_body + + def test_flat_rfc6749_shape_still_renders(self): + body = {"error": "invalid_grant", "error_description": "bad request"} + result = redact_oauth_error_body(400, json.dumps(body)) + + assert result.redacted_body == "error: invalid_grant; error_description: bad request" + + def test_nested_error_message_is_capped_at_256_chars(self): + body = {"error": {"type": "invalid_request_error", "message": "m" * 500}} + result = redact_oauth_error_body(400, json.dumps(body)) + + assert "m" * 256 in result.redacted_body + assert "m" * 257 not in result.redacted_body + + def test_json_string_body_is_not_echoed(self): + """A free-text body can carry back whatever was sent, so only structured OAuth fields are + ever rendered into an error an operator or caller will see.""" + result = redact_oauth_error_body(400, json.dumps("s" * 500)) + assert result.redacted_body == "non-object error response omitted" + assert "s" * 32 not in result.redacted_body + + def test_plain_text_body_is_not_echoed(self): + result = redact_oauth_error_body(502, "t" * 500) + assert result.redacted_body == "non-JSON error response omitted" + assert "t" * 32 not in result.redacted_body + + def test_reflected_assertion_is_dropped(self): + """An endpoint that echoes the submitted assertion must not put it in the log or the error.""" + assertion = SecretStr("eyJhbGciOiJSUzI1NiJ9.REFLECTEDPAYLOAD.signature") + body = {"error": "invalid_grant", "error_description": f"bad assertion {assertion.get_secret_value()}"} + + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert assertion.get_secret_value() not in result.redacted_body + assert "REFLECTEDPAYLOAD" not in result.redacted_body + + def test_assertion_reflected_from_an_offset_is_dropped(self): + """Regression: the probe only looked at the assertion's first 24 characters, so an + endpoint echoing it from any later offset shared no prefix and slipped through.""" + assertion = SecretStr("eyJhbGciOiJSUzI1NiJ9." + "A" * 40 + "PAYLOADMIDDLE" + "B" * 40 + ".signature") + tail = assertion.get_secret_value()[24:] + body = {"error": "invalid_grant", "error_description": tail} + + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert "PAYLOADMIDDLE" not in result.redacted_body + assert tail[:40] not in result.redacted_body + + def test_a_secret_carrying_spaces_is_dropped_when_echoed_whole(self): + """Regression on the redactor itself: comparing a compacted response against an + uncompacted secret stopped matching hand-set passphrases, which are exactly the secrets + most likely to be echoed and the ones an earlier contiguous match had caught.""" + assertion = SecretStr("correct horse battery staple, 42!") + echoed = assertion.get_secret_value() + body = {"error": "invalid_client", "error_description": f"secret {echoed} rejected"} + + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert echoed not in result.redacted_body + + def test_a_percent_encoded_secret_is_dropped(self): + """A form-encoded grant puts the secret on the wire percent-escaped, so an echo of that + shape has to be recognised without every caller enumerating it.""" + assertion = SecretStr("sUp3r+S3cret/Value=123") + echoed = quote(assertion.get_secret_value(), safe="") + body = {"error": "invalid_client", "error_description": f"rejected {echoed}"} + + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert echoed not in result.redacted_body + + def test_a_space_encoded_as_plus_is_dropped(self): + """A form-encoded body writes a space as "+", not %20, so percent-decoding alone does not + recover the secret and a passphrase echoed in its wire shape would travel on.""" + assertion = SecretStr("correct horse battery staple") + echoed = urlencode({"client_secret": assertion.get_secret_value()}).split("=", 1)[1] + body = {"error": "invalid_client", "error_description": f"rejected {echoed}"} + + assert "+" in echoed + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert echoed not in result.redacted_body + + def test_several_wire_forms_are_all_compared(self): + """The caller declares each shape it sent, since an encoding the redactor cannot reverse + (base64 of id:secret) is only knowable there.""" + raw = SecretStr("sUp3rS3cretValue123") + blob = SecretStr(base64.b64encode(b"litellm:sUp3rS3cretValue123").decode()) + body = {"error": "invalid_client", "error_description": f"bad {blob.get_secret_value()}"} + + result = redact_oauth_error_body(400, json.dumps(body), (raw, blob)) + + assert blob.get_secret_value() not in result.redacted_body + + def test_a_fragment_shorter_than_a_long_run_is_dropped(self): + """A slice too short to share a long contiguous run with the assertion is still assertion + material, and repeated errors would hand it over piece by piece.""" + assertion = SecretStr("eyJhbGciOiJSUzI1NiJ9." + "A" * 60 + ".sigsigsig") + fragment = assertion.get_secret_value()[30:48] + body = {"error": "invalid_grant", "error_description": f"rejected near {fragment}"} + + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert fragment not in result.redacted_body + + def test_a_fragment_broken_up_by_delimiters_is_dropped(self): + """Splitting the echo defeats a contiguous match, so the comparison ignores whatever the + endpoint put between the pieces.""" + assertion = SecretStr("eyJhbGciOiJSUzI1NiJ9." + "A" * 60 + ".sigsigsig") + piece = assertion.get_secret_value()[20:44] + spaced = " ".join(piece[i : i + 6] for i in range(0, 24, 6)) + body = {"error": "invalid_grant", "error_description": spaced} + + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert spaced not in result.redacted_body + + def test_a_short_secret_is_still_matched_whole(self): + """A Keycloak client secret can be shorter than the probe length; the whole value is + compared in that case rather than a truncated prefix.""" + secret = SecretStr("short-secret") + body = {"error": "invalid_client", "error_description": "rejected short-secret"} + + result = redact_oauth_error_body(400, json.dumps(body), secret) + + assert "short-secret" not in result.redacted_body + + def test_a_short_secret_echoed_in_its_wire_shape_is_dropped(self): + """Regression: the run scan only ever compared eight-character windows, so a secret + with fewer credential characters than that could never match once it came back + percent-encoded rather than verbatim, and the whole-value check needs the raw form.""" + secret = SecretStr("p@ss w0rd!") + echoed = quote(secret.get_secret_value(), safe="") + body = {"error": "invalid_client", "error_description": f"rejected {echoed}"} + + assert secret.get_secret_value() not in echoed + result = redact_oauth_error_body(400, json.dumps(body), secret) + + assert echoed not in result.redacted_body + + def test_an_unrelated_body_is_not_falsely_redacted(self): + """The scan must not fire on a body that merely shares short runs with the assertion.""" + assertion = SecretStr("eyJhbGciOiJSUzI1NiJ9." + "Z" * 60 + ".signature") + body = {"error": "invalid_grant", "error_description": "the federation rule was not found"} + + result = redact_oauth_error_body(400, json.dumps(body), assertion) + + assert "the federation rule was not found" in result.redacted_body + + def test_json_array_body_constant_message(self): + result = redact_oauth_error_body(400, json.dumps(["a", "b"])) + assert result.redacted_body == "non-object error response omitted" + + def test_oversized_body_never_parsed(self): + poster = ScriptedPoster([httpx.Response(400, content=b'{"error": "' + b"x" * MAX_RESPONSE_BYTES + b'"}')]) + result = make_engine(poster).get_token(make_spec()) + + assert isinstance(result, TokenEndpointError) + assert result.redacted_body == "oversized error response omitted" + + def test_oversized_success_body_is_malformed(self): + poster = ScriptedPoster( + [httpx.Response(200, content=b'{"access_token": "' + b"x" * MAX_RESPONSE_BYTES + b'"}')] + ) + result = make_engine(poster).get_token(make_spec()) + + assert not isinstance(result, MintedToken) + assert b"x" * 10 not in str(result).encode() + + +@pytest.mark.parametrize("access_token", ["", " "]) +def test_empty_access_token_is_malformed(access_token: str): + poster = ScriptedPoster( + [httpx.Response(200, json={"access_token": access_token, "token_type": "Bearer", "expires_in": 3600})] + ) + result = make_engine(poster).get_token(make_spec()) + + assert isinstance(result, MalformedTokenResponse) + assert "empty access_token" in result.detail + + +def test_sentinel_leak_audit(caplog: pytest.LogCaptureFixture): + jwt_sentinel = "JWT-SENTINEL-2c9f1e7ab4" + token_sentinel = "sk-ant-oat01-TOKEN-SENTINEL-90d4c3aa17" + ref = "oidc/env/SENTINEL_ASSERTION" + + with caplog.at_level(logging.DEBUG): + success_poster = ScriptedPoster([token_response(token_sentinel, expires_in=3600)]) + success_clock = FakeClock() + success_executor = ManualExecutor() + engine = make_engine(success_poster, reader={ref: jwt_sentinel}, clock=success_clock, executor=success_executor) + spec = make_spec(assertion_ref=ref) + minted = mint(engine, spec) + + endpoint_error = make_engine( + ScriptedPoster([httpx.Response(400, json={"error": "invalid_grant"})]), reader={ref: jwt_sentinel} + ).get_token(spec) + transport_error = make_engine(RaisingPoster(RuntimeError("boom")), reader={ref: jwt_sentinel}).get_token(spec) + malformed_error = make_engine( + ScriptedPoster([httpx.Response(200, json={"unexpected": "shape"})]), reader={ref: jwt_sentinel} + ).get_token(spec) + oversized_error = make_engine( + ScriptedPoster([token_response()]), reader={ref: jwt_sentinel + "x" * MAX_ASSERTION_BYTES} + ).get_token(spec) + insecure_error = make_engine(ScriptedPoster([token_response()]), reader={ref: jwt_sentinel}).get_token( + make_spec(assertion_ref=ref, token_url="http://token.example/v1/oauth/token") + ) + + success_poster._responses = [httpx.Response(500, json={"error": "server_error"})] + success_clock.now = success_clock.now + 3600 - 100.0 + stale = engine.get_token(spec) + success_executor.run_all() + + audited_values = [ + str(minted), + repr(minted), + str(minted.access_token), + repr(minted.access_token), + str(endpoint_error), + repr(endpoint_error), + str(transport_error), + repr(transport_error), + str(malformed_error), + repr(malformed_error), + str(oversized_error), + repr(oversized_error), + str(insecure_error), + repr(insecure_error), + str(stale), + repr(stale), + caplog.text, + ] + assert isinstance(oversized_error, AssertionSourceError) + assert oversized_error.kind == "oversized" + for value in audited_values: + assert jwt_sentinel not in value + assert token_sentinel not in value + + +class TestAssertionGuards: + @pytest.mark.parametrize( + "assertion_value,expected_kind", + [ + ("x" * (MAX_ASSERTION_BYTES + 1), "oversized"), + (" \n\t ", "empty"), + (None, "missing"), + ], + ) + def test_bad_assertion_values(self, assertion_value: str | None, expected_kind: str): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster, reader=lambda ref: assertion_value) + + result = engine.get_token(make_spec()) + + assert isinstance(result, AssertionSourceError) + assert result.kind == expected_kind + assert result.source_ref == DEFAULT_REF + assert len(poster.requests) == 0 + + @pytest.mark.parametrize( + "raised,expected_kind", + [ + (OidcPathNotAllowedError("path outside allowed credential directories"), "disallowed_path"), + (ValueError("Environment variable ANTHROPIC_IDENTITY_TOKEN not found"), "unreadable"), + (ImportError("needs PyJWT and cryptography: pip install 'litellm[proxy]'"), "unreadable"), + (OSError("permission denied"), "unreadable"), + ], + ) + def test_raising_reader(self, raised: Exception, expected_kind: str): + poster = ScriptedPoster([token_response()]) + + def reader(ref: str) -> str | None: + raise raised + + result = make_engine(poster, reader=reader).get_token(make_spec()) + + assert isinstance(result, AssertionSourceError) + assert result.kind == expected_kind + assert len(poster.requests) == 0 + + def test_value_error_message_is_captured_as_detail(self): + poster = ScriptedPoster([token_response()]) + + def reader(ref: str) -> str | None: + raise ValueError("Keycloak token endpoint returned invalid_client") + + result = make_engine(poster, reader=reader).get_token(make_spec()) + + assert isinstance(result, AssertionSourceError) + assert result.detail == "Keycloak token endpoint returned invalid_client" + + def test_import_error_message_is_captured_as_detail(self): + poster = ScriptedPoster([token_response()]) + + def reader(ref: str) -> str | None: + raise ImportError("the internal_issuer identity source needs PyJWT and cryptography: pip install 'litellm[proxy]'") + + result = make_engine(poster, reader=reader).get_token(make_spec()) + + assert isinstance(result, AssertionSourceError) + assert result.detail is not None + assert "litellm[proxy]" in result.detail + + @pytest.mark.parametrize( + "raised", + [OidcPathNotAllowedError("path outside allowed credential directories"), OSError("permission denied")], + ) + def test_non_value_error_never_populates_detail(self, raised: Exception): + """Only the ValueError branch carries operator-diagnosable text; every other reader failure + stays detail=None, matching today's file/env behavior byte-for-byte.""" + poster = ScriptedPoster([token_response()]) + + def reader(ref: str) -> str | None: + raise raised + + result = make_engine(poster, reader=reader).get_token(make_spec()) + + assert isinstance(result, AssertionSourceError) + assert result.detail is None + + def test_value_error_detail_is_capped(self): + poster = ScriptedPoster([token_response()]) + overlong_message = "x" * (_REDACTION_CAP + 100) + + def reader(ref: str) -> str | None: + raise ValueError(overlong_message) + + result = make_engine(poster, reader=reader).get_token(make_spec()) + + assert isinstance(result, AssertionSourceError) + assert result.detail == overlong_message[:_REDACTION_CAP] + + +class TestAssertionSourceOverridesEngineReader: + """``TokenExchangeSpec.assertion_source`` is the dispatch mechanism a per-config identity + source (internal_issuer, keycloak) plugs into the shared engine with -- it must win over the + engine-level reader, and failures must still be reported against ``assertion_ref``.""" + + def test_assertion_source_is_used_instead_of_the_reader(self): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster, reader=lambda ref: "from-engine-reader") + spec = make_spec(assertion_source=lambda: "from-assertion-source") + + result = mint(engine, spec) + + assert result.access_token.get_secret_value() == "sk-ant-oat01-minted" + assert poster.requests[0].json_body()["assertion"] == "from-assertion-source" + + def test_reader_is_never_called_when_assertion_source_is_set(self): + poster = ScriptedPoster([token_response()]) + calls: list[str] = [] + + def reader(ref: str) -> str | None: + calls.append(ref) + return "from-engine-reader" + + engine = make_engine(poster, reader=reader) + spec = make_spec(assertion_source=lambda: "from-assertion-source") + + mint(engine, spec) + + assert calls == [] + + def test_assertion_source_failure_is_reported_against_assertion_ref(self): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster, reader=lambda ref: "from-engine-reader") + + def raising_source() -> str | None: + raise ValueError("keycloak token endpoint returned invalid_client") + + spec = make_spec(assertion_source=raising_source, assertion_ref="oidc/keycloak/abc123") + + result = engine.get_token(spec) + + assert isinstance(result, AssertionSourceError) + assert result.source_ref == "oidc/keycloak/abc123" + assert result.detail == "keycloak token endpoint returned invalid_client" + assert len(poster.requests) == 0 + + def test_assertion_source_is_re_invoked_on_401_retry(self): + """The retry's second attempt must also prefer ``assertion_source`` for the assertion it + sends, not silently fall back to the engine reader.""" + values = iter(["assertion-v1", "assertion-v2"]) + poster = ScriptedPoster([httpx.Response(401, json={"error": "invalid_grant"}), token_response()]) + engine = make_engine(poster, reader=lambda ref: "from-engine-reader") + spec = make_spec(assertion_source=lambda: next(values)) + + result = mint(engine, spec) + + assert result.access_token.get_secret_value() == "sk-ant-oat01-minted" + assert poster.requests[0].json_body()["assertion"] == "assertion-v1" + assert poster.requests[1].json_body()["assertion"] == "assertion-v2" + + +class TestOidcFilePathAllowlistRaisesTypedError: + """The engine classifies assertion-source failures by exception type (see + TestAssertionGuards.test_raising_reader); that classification only works if the real + oidc/file allowlist actually raises OidcPathNotAllowedError rather than a bare ValueError.""" + + def test_out_of_allowlist_absolute_path(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.delenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", raising=False) + + with pytest.raises(OidcPathNotAllowedError): + _resolve_oidc_file_path("/etc/not-a-credential-dir/token") + + def test_relative_path(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.delenv("LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS", raising=False) + + with pytest.raises(OidcPathNotAllowedError): + _resolve_oidc_file_path("relative/token/path") + + +class TestHttpsEnforcement: + def test_plain_http_rejected_host_only_zero_posts(self): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + + result = engine.get_token(make_spec(token_url="http://token.example/v1/oauth/token")) + + assert result == InsecureTokenUrl(host="token.example") + assert "/v1/oauth/token" not in str(result) + assert len(poster.requests) == 0 + + def test_plain_http_rejected_before_the_assertion_is_read(self): + reader = RecordingReader() + engine = make_engine(ScriptedPoster([token_response()]), reader=reader) + + result = engine.get_token(make_spec(token_url="http://token.example/v1/oauth/token")) + + assert isinstance(result, InsecureTokenUrl) + assert reader.reads == [] + + @pytest.mark.parametrize( + "url", + [ + "http://localhost:8080/v1/oauth/token", + "http://127.0.0.1/v1/oauth/token", + "http://[::1]/v1/oauth/token", + ], + ) + def test_localhost_http_allowed(self, url: str): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + + result = engine.get_token(make_spec(token_url=url)) + + assert isinstance(result, MintedToken) + assert len(poster.requests) == 1 + + +def test_cache_key_semantics(): + poster = ScriptedPoster([token_response()]) + assertions = {DEFAULT_REF: DEFAULT_ASSERTION, "oidc/env/OTHER": "other-assertion"} + engine = make_engine(poster, reader=assertions.get) + base_spec = make_spec() + + mint(engine, base_spec) + mint(engine, make_spec(cache_key_identity=("fdrl_1", "org-1", "svc-2", ""))) + mint(engine, make_spec(token_url="https://other.example/v1/oauth/token")) + mint(engine, make_spec(assertion_ref="oidc/env/OTHER")) + assert len(poster.requests) == 4 + + assertions[DEFAULT_REF] = "rotated-assertion" + cached = mint(engine, base_spec) + assert len(poster.requests) == 4 + assert cached.access_token.get_secret_value() == "sk-ant-oat01-minted" + + +def test_the_cache_returns_to_its_bound_after_an_all_in_flight_burst(): + """An entry a leader owns is never evictable, so a burst of distinct identities can push the map + past max_entries. It must come back down once those entries are idle, rather than holding the + high-water mark for the life of the process.""" + clock = FakeClock() + engine = make_engine(ScriptedPoster([token_response(expires_in=3600)]), clock=clock, max_entries=4) + + def spec_for(index: int) -> TokenExchangeSpec: + return make_spec(cache_key_identity=("fdrl_1", f"org-{index}", "", "")) + + for index in range(12): + mint(engine, spec_for(index)) + + assert len(engine._entries) <= 4, ( # noqa: SLF001 # the bound under test is internal state + f"the cap is enforced once entries are idle, saw {len(engine._entries)}" + ) + + +def test_bounded_eviction(): + clock = FakeClock() + + class PerCallPoster: + def __init__(self) -> None: + self.calls = 0 + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.calls += 1 + body = json.loads(content) + expires_in = 3600 + int(body["organization_id"].split("-")[1]) + return token_response(f"token-{body['organization_id']}", expires_in=expires_in) + + poster = PerCallPoster() + engine = make_engine(poster, clock=clock, max_entries=64) + + def spec_for(index: int) -> TokenExchangeSpec: + return make_spec( + static_body={ + "grant_type": "urn:ietf:params:oauth:grant-type:jwt-bearer", + "federation_rule_id": "fdrl_1", + "organization_id": f"org-{index}", + }, + cache_key_identity=("fdrl_1", f"org-{index}", "", ""), + ) + + for index in range(65): + mint(engine, spec_for(index)) + assert poster.calls == 65 + + mint(engine, spec_for(0)) + assert poster.calls == 66, "the earliest-expiring entry (index 0) should have been evicted" + + mint(engine, spec_for(2)) + assert poster.calls == 66, "a later-expiring entry should still be cached" + + mint(engine, spec_for(1)) + assert poster.calls == 67, "re-inserting index 0 should have evicted the next earliest-expiring entry" + + +@pytest.mark.parametrize("expires_in", [None, 0, -5]) +def test_missing_or_nonsense_expires_in_gets_fallback_ttl(expires_in: int | None): + poster = ScriptedPoster( + [token_response("short-lived", expires_in=expires_in), token_response("reminted", expires_in=3600)] + ) + clock = FakeClock(start=1_000.0) + engine = make_engine(poster, clock=clock) + spec = make_spec() + + first = mint(engine, spec) + assert first.expires_at == 1_000.0 + FALLBACK_TOKEN_TTL_SECONDS + + clock.advance(FALLBACK_TOKEN_TTL_SECONDS + 1.0) + second = mint(engine, spec) + + assert second.access_token.get_secret_value() == "reminted" + assert len(poster.requests) == 2, "a token without a sane expires_in must never be cached forever" + + +async def test_aget_token_loop_responsive(): + class SleepingPoster: + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + time.sleep(0.3) + return token_response() + + engine = make_engine(SleepingPoster()) + spec = make_spec() + ticks = {"count": 0} + stop = asyncio.Event() + + async def ticker() -> None: + while not stop.is_set(): + ticks["count"] += 1 + await asyncio.sleep(0.01) + + ticker_task = asyncio.create_task(ticker()) + result = await engine.aget_token(spec) + stop.set() + await ticker_task + + assert isinstance(result, MintedToken) + assert result.access_token.get_secret_value() == "sk-ant-oat01-minted" + assert ticks["count"] >= 5, "the event loop was blocked during aget_token" + sync_result = engine.get_token(spec) + assert sync_result == result + + +def test_invalidate_forces_refresh(): + poster = ScriptedPoster([token_response("token-1", expires_in=3600), token_response("token-2", expires_in=3600)]) + engine = make_engine(poster) + spec = make_spec() + + first = mint(engine, spec) + assert first.access_token.get_secret_value() == "token-1" + + engine.invalidate(spec) + second = mint(engine, spec) + assert second.access_token.get_secret_value() == "token-2" + assert len(poster.requests) == 2 + + third = mint(engine, spec) + assert third.access_token.get_secret_value() == "token-2" + assert len(poster.requests) == 2, "force_refresh must be one-shot" + + +def test_invalidate_unknown_spec_is_noop(): + poster = ScriptedPoster([token_response()]) + engine = make_engine(poster) + + engine.invalidate(make_spec()) + + assert len(poster.requests) == 0 + + +def test_advisory_failure_wakes_expired_follower_to_re_lead(): + poster = ScriptedPoster( + [ + token_response("initial-token", expires_in=3600), + httpx.Response(500, json={"error": "server_error"}), + token_response("recovered-token", expires_in=3600), + ] + ) + clock = FakeClock(start=1_000.0) + executor = ManualExecutor() + engine = make_engine(poster, clock=clock, executor=executor) + spec = make_spec() + + mint(engine, spec) + clock.now = 1_000.0 + 3600 - 100.0 + mint(engine, spec) + assert len(executor.pending) == 1 + + clock.advance(200.0) + results: list[ExchangeResult] = [] + follower = threading.Thread(target=lambda: results.append(engine.get_token(spec)), daemon=True) + follower.start() + time.sleep(0.3) + executor.run_all() + follower.join(timeout=10) + + assert not follower.is_alive() + assert len(results) == 1 + result = results[0] + assert isinstance(result, MintedToken), f"follower was handed {result!r} instead of re-leading a fresh mint" + assert result.access_token.get_secret_value() == "recovered-token" + assert len(poster.requests) == 3 + + +class TwoAttemptGatedPoster: + """401 on the first attempt, then blocks the leader's retry until released.""" + + def __init__(self) -> None: + self.entered_second = threading.Event() + self.release = threading.Event() + self.calls = 0 + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.calls += 1 + if self.calls == 1: + return httpx.Response(401, json={"error": "invalid_grant"}) + self.entered_second.set() + assert self.release.wait(timeout=30) + return token_response("slow-leader-token") + + +def test_follower_budget_outlasts_slow_two_attempt_leader(): + poster = TwoAttemptGatedPoster() + rotating_reads = iter(["jwt-before-rotation", "jwt-after-rotation"]) + engine = make_engine(poster, reader=lambda ref: next(rotating_reads, "jwt-after-rotation")) + spec = make_spec(timeout_seconds=1.0) + + leader_results: list[ExchangeResult] = [] + leader = threading.Thread(target=lambda: leader_results.append(engine.get_token(spec)), daemon=True) + leader.start() + assert poster.entered_second.wait(timeout=10) + + follower_results: list[ExchangeResult] = [] + follower = threading.Thread(target=lambda: follower_results.append(engine.get_token(spec)), daemon=True) + follower.start() + time.sleep(6.5) + poster.release.set() + leader.join(timeout=10) + follower.join(timeout=10) + + assert leader_results and isinstance(leader_results[0], MintedToken) + assert follower_results, "follower never returned" + follower_result = follower_results[0] + assert isinstance(follower_result, MintedToken), ( + f"follower gave up before the leader's two-attempt worst case: {follower_result!r}" + ) + assert follower_result.access_token.get_secret_value() == "slow-leader-token" + + +class FailThenGatePoster: + """500 on the first call, then blocks until released before succeeding.""" + + def __init__(self) -> None: + self.entered_gate = threading.Event() + self.release = threading.Event() + self.calls = 0 + + def post(self, url: str, *, content: bytes, headers: Mapping[str, str], timeout: float) -> httpx.Response: + self.calls += 1 + if self.calls == 1: + return httpx.Response(500, json={"error": "server_error"}) + self.entered_gate.set() + assert self.release.wait(timeout=30) + return token_response("round-two-token") + + +def test_new_round_timed_out_follower_never_returns_previous_rounds_error(): + poster = FailThenGatePoster() + clock = FakeClock() + engine = make_engine(poster, clock=clock) + spec = make_spec(timeout_seconds=0.05) + + first = engine.get_token(spec) + assert isinstance(first, TokenEndpointError) + + clock.advance(ADVISORY_REFRESH_BACKOFF_SECONDS + 1.0) + leader = threading.Thread(target=lambda: engine.get_token(spec), daemon=True) + leader.start() + assert poster.entered_gate.wait(timeout=10) + + follower_result = engine.get_token(spec) + + assert isinstance(follower_result, TokenTransportError), ( + f"timed-out follower returned the previous round's error: {follower_result!r}" + ) + assert "timed out" in follower_result.detail + poster.release.set() + leader.join(timeout=10) + + +def test_lead_backoff_fails_fast_within_window_and_expires_after(): + poster = ScriptedPoster([httpx.Response(500, json={"error": "server_error"})]) + clock = FakeClock() + engine = make_engine(poster, clock=clock) + spec = make_spec() + + first = engine.get_token(spec) + assert isinstance(first, TokenEndpointError) + assert len(poster.requests) == 1 + + clock.advance(ADVISORY_REFRESH_BACKOFF_SECONDS - 1.0) + second = engine.get_token(spec) + assert second == first + assert len(poster.requests) == 1, "a request inside the backoff window must make zero POSTs" + + clock.advance(1.0) + third = engine.get_token(spec) + assert isinstance(third, TokenEndpointError) + assert len(poster.requests) == 2 + + +def test_invalidate_bypasses_lead_backoff(): + poster = ScriptedPoster( + [httpx.Response(500, json={"error": "server_error"}), token_response("post-invalidate", expires_in=3600)] + ) + clock = FakeClock() + engine = make_engine(poster, clock=clock) + spec = make_spec() + + first = engine.get_token(spec) + assert isinstance(first, TokenEndpointError) + + engine.invalidate(spec) + second = engine.get_token(spec) + + assert isinstance(second, MintedToken) + assert second.access_token.get_secret_value() == "post-invalidate" + assert len(poster.requests) == 2 + + +class StubExchangeHandler: + """Stands in for the HTTPHandler the default poster builds, so the poster's own contract is + testable without a socket.""" + + def __init__(self, result: httpx.Response | Exception | None) -> None: + self.calls = 0 + self._result = result + + def post(self, url: str, *, content: bytes, headers: dict[str, str], timeout: float) -> httpx.Response | None: + self.calls += 1 + if isinstance(self._result, Exception): + raise self._result + return self._result + + +class TestDefaultTokenPoster: + def test_builds_its_handler_once_and_reuses_it(self): + built: list[StubExchangeHandler] = [] + + def factory() -> StubExchangeHandler: + handler = StubExchangeHandler(httpx.Response(200, json={"access_token": "t"})) + built.append(handler) + return handler + + poster: Final = _HttpxSyncTokenPoster(handler_factory=factory) # pyright: ignore[reportArgumentType] # StubExchangeHandler stands in for the legacy-untyped HTTPHandler + for _ in range(3): + poster.post(EXCHANGE_URL, content=b"", headers={}, timeout=1.0) + + assert len(built) == 1 + assert built[0].calls == 3 + + def test_the_real_handler_refuses_to_follow_redirects(self): + assert _new_exchange_handler().client.follow_redirects is False, ( + "a redirected exchange POST would replay the workload assertion to the redirect target" + ) + + def test_an_http_status_error_becomes_its_response(self): + response: Final = httpx.Response( + 401, json={"error": "invalid_grant"}, request=httpx.Request("POST", EXCHANGE_URL) + ) + poster: Final = _HttpxSyncTokenPoster( + handler_factory=lambda: StubExchangeHandler( # pyright: ignore[reportArgumentType] # StubExchangeHandler stands in for the legacy-untyped HTTPHandler + httpx.HTTPStatusError("boom", request=response.request, response=response) + ) + ) + + assert poster.post(EXCHANGE_URL, content=b"", headers={}, timeout=1.0).status_code == 401 + + def test_a_missing_response_is_a_transport_error(self): + poster: Final = _HttpxSyncTokenPoster(handler_factory=lambda: StubExchangeHandler(None)) # pyright: ignore[reportArgumentType] # StubExchangeHandler stands in for the legacy-untyped HTTPHandler + + with pytest.raises(httpx.TransportError): + poster.post(EXCHANGE_URL, content=b"", headers={}, timeout=1.0) + + +class TestDefaultAssertionReader: + def test_reads_through_litellm_secret_resolution(self, monkeypatch: pytest.MonkeyPatch): + monkeypatch.setenv("WIF_ASSERTION_FOR_DEFAULT_READER", "header.payload.signature") + + assert _default_assertion_reader("os.environ/WIF_ASSERTION_FOR_DEFAULT_READER") == "header.payload.signature" + + def test_an_unset_reference_reads_as_none(self): + assert _default_assertion_reader("os.environ/DEFINITELY_NOT_SET_WIF_ASSERTION_REF") is None + + +class TestErrorSummary: + def test_every_error_variant_summarises_without_carrying_a_secret(self): + summaries: Final = { + _error_summary(AssertionSourceError(kind="unreadable", source_ref="oidc/file/x")), + _error_summary(InsecureTokenUrl(host="token.internal")), + _error_summary(TokenEndpointError(status_code=401, redacted_body="invalid_grant")), + _error_summary(TokenTransportError(detail="ConnectError: refused")), + _error_summary(MalformedTokenResponse(detail="empty access_token")), + } + + assert {s.split(":")[0] for s in summaries} == { + "AssertionSourceError", + "InsecureTokenUrl", + "TokenEndpointError", + "TokenTransportError", + "MalformedTokenResponse", + }, "each variant names itself so a log line says which stage failed" + + +class TestNonBearerTokenType: + def test_a_non_bearer_token_type_is_refused(self): + poster: Final = ScriptedPoster( + [httpx.Response(200, json={"access_token": "tok", "token_type": "mac", "expires_in": 300})] + ) + engine: Final = JwtBearerTokenExchangeEngine(poster=poster, assertion_reader=lambda _ref: DEFAULT_ASSERTION) + + result: Final = engine.get_token(make_spec()) + + assert isinstance(result, MalformedTokenResponse) + assert "non-bearer" in result.detail + + +class TestShortLivedRefreshWindows: + """A token whose lifetime is at or below the flat 120s advisory window used to be inside that + window from birth, so every request armed another background exchange. The windows now scale + with the observed lifetime; long-lived tokens must keep the flat 120s/30s behaviour.""" + + @staticmethod + def _engine_with( + expires_in: int | None, + ) -> tuple[JwtBearerTokenExchangeEngine, ScriptedPoster, FakeClock, ManualExecutor, TokenExchangeSpec]: + poster = ScriptedPoster([token_response("short-lived", expires_in=expires_in), token_response("reminted")]) + clock = FakeClock(start=1_000.0) + executor = ManualExecutor() + engine = make_engine(poster, clock=clock, executor=executor) + return engine, poster, clock, executor, make_spec() + + def test_fallback_ttl_token_is_served_without_arming_a_refresh(self): + engine, poster, clock, executor, spec = self._engine_with(expires_in=None) + + first = mint(engine, spec) + assert first.expires_at == 1_000.0 + FALLBACK_TOKEN_TTL_SECONDS + + for _ in range(5): + clock.advance(1.0) + assert mint(engine, spec).access_token.get_secret_value() == "short-lived" + + assert executor.pending == [], "a freshly minted fallback-TTL token must not arm a refresh on every request" + assert len(poster.requests) == 1 + + @pytest.mark.parametrize( + "elapsed,expect_advisory_submit", + [(29.0, False), (30.0, True), (52.0, True)], + ) + def test_fallback_ttl_token_refreshes_around_its_half_life(self, elapsed: float, expect_advisory_submit: bool): + engine, poster, clock, executor, spec = self._engine_with(expires_in=None) + + mint(engine, spec) + clock.advance(elapsed) + served = mint(engine, spec) + + assert served.access_token.get_secret_value() == "short-lived" + assert len(executor.pending) == (1 if expect_advisory_submit else 0) + executor.run_all() + assert len(poster.requests) == (2 if expect_advisory_submit else 1) + + @pytest.mark.parametrize( + "elapsed,expect_new_token", + [(52.0, False), (53.0, True)], + ) + def test_fallback_ttl_mandatory_wall_scales_with_the_lifetime(self, elapsed: float, expect_new_token: bool): + engine, poster, clock, executor, spec = self._engine_with(expires_in=None) + + mint(engine, spec) + clock.advance(elapsed) + served = mint(engine, spec) + + assert served.access_token.get_secret_value() == ("reminted" if expect_new_token else "short-lived") + assert len(executor.pending) == (0 if expect_new_token else 1) + + @pytest.mark.parametrize( + "elapsed,expect_advisory_submit", + [(89.0, False), (100.0, True)], + ) + def test_a_200s_token_scales_its_advisory_window_too(self, elapsed: float, expect_advisory_submit: bool): + engine, poster, clock, executor, spec = self._engine_with(expires_in=200) + + mint(engine, spec) + clock.advance(elapsed) + served = mint(engine, spec) + + assert served.access_token.get_secret_value() == "short-lived" + assert len(executor.pending) == (1 if expect_advisory_submit else 0) + + @pytest.mark.parametrize("expires_in", [240, 3600]) + @pytest.mark.parametrize( + "remaining,expect_advisory_submit,expect_new_token", + [ + (121.0, False, False), + (120.0, True, False), + (31.0, True, False), + (30.0, False, True), + ], + ) + def test_long_lived_tokens_keep_the_flat_windows( + self, expires_in: int, remaining: float, expect_advisory_submit: bool, expect_new_token: bool + ): + engine, poster, clock, executor, spec = self._engine_with(expires_in=expires_in) + + mint(engine, spec) + clock.now = 1_000.0 + expires_in - remaining + served = mint(engine, spec) + + assert len(executor.pending) == (1 if expect_advisory_submit else 0) + assert served.access_token.get_secret_value() == ("reminted" if expect_new_token else "short-lived") + assert len(poster.requests) == (2 if expect_new_token else 1) + + +class RaisingMetricsSink: + def exchange_success(self, *, call_type: str, duration_seconds: float) -> None: + raise RuntimeError("metrics sink down") + + def exchange_failure(self, *, call_type: str, duration_seconds: float, error: ExchangeError) -> None: + raise RuntimeError("metrics sink down") + + def cache_hit(self) -> None: + raise RuntimeError("metrics sink down") + + +class TestMetricsEmission: + def test_cold_mint_emits_success_with_duration(self): + clock = FakeClock() + sink = RecordingMetricsSink() + poster = ScriptedPoster([token_response()], on_request=lambda _request: clock.advance(0.25)) + engine = make_engine(poster, clock=clock, metrics_sink=sink) + + mint(engine, make_spec()) + + assert sink.successes == [("cold_mint", 0.25)] + assert sink.failures == [] + assert sink.cache_hits == 0 + + def test_cache_hit_emits_counter_not_a_mint(self): + clock = FakeClock() + sink = RecordingMetricsSink() + engine = make_engine(ScriptedPoster([token_response()]), clock=clock, metrics_sink=sink) + spec = make_spec() + + mint(engine, spec) + clock.advance(100.0) + mint(engine, spec) + + assert sink.cache_hits == 1 + assert len(sink.successes) == 1 + + def test_advisory_refresh_call_type(self): + clock = FakeClock(start=1_000.0) + sink = RecordingMetricsSink() + executor = ManualExecutor() + poster = ScriptedPoster([token_response("old", expires_in=3600), token_response("new")]) + engine = make_engine(poster, clock=clock, executor=executor, metrics_sink=sink) + spec = make_spec() + + mint(engine, spec) + clock.now = 1_000.0 + 3600 - 119.0 + mint(engine, spec) + executor.run_all() + + assert [call_type for call_type, _ in sink.successes] == ["cold_mint", "advisory_refresh"] + assert sink.cache_hits == 1 + + def test_mandatory_refresh_call_type(self): + clock = FakeClock(start=1_000.0) + sink = RecordingMetricsSink() + poster = ScriptedPoster([token_response("old", expires_in=3600), token_response("new")]) + engine = make_engine(poster, clock=clock, metrics_sink=sink) + spec = make_spec() + + mint(engine, spec) + clock.now = 1_000.0 + 3600 - 29.0 + mint(engine, spec) + + assert [call_type for call_type, _ in sink.successes] == ["cold_mint", "mandatory_refresh"] + assert sink.cache_hits == 0 + + def test_failed_exchange_emits_failure_once_and_negative_cache_does_not_reemit(self): + sink = RecordingMetricsSink() + poster = ScriptedPoster([httpx.Response(503, json={"error": "unavailable"})]) + engine = make_engine(poster, metrics_sink=sink) + spec = make_spec() + + first = engine.get_token(spec) + second = engine.get_token(spec) + + assert isinstance(first, TokenEndpointError) + assert isinstance(second, TokenEndpointError) + assert len(sink.failures) == 1 + call_type, _duration, error = sink.failures[0] + assert call_type == "cold_mint" + assert isinstance(error, TokenEndpointError) + assert error.status_code == 503 + assert sink.successes == [] + + def test_failure_payload_carries_no_assertion_material(self): + sink = RecordingMetricsSink() + engine = make_engine(EchoingUnauthorizedPoster(), metrics_sink=sink) + + result = engine.get_token(make_spec()) + + assert isinstance(result, TokenEndpointError) + (failure,) = sink.failures + assert DEFAULT_ASSERTION not in repr(failure) + assert DEFAULT_ASSERTION not in _error_summary(failure[2]) + + def test_raising_sink_never_breaks_mint_serve_or_failure(self): + clock = FakeClock() + engine = make_engine(ScriptedPoster([token_response()]), clock=clock, metrics_sink=RaisingMetricsSink()) + spec = make_spec() + + minted = mint(engine, spec) + clock.advance(100.0) + served = mint(engine, spec) + + assert served.access_token.get_secret_value() == minted.access_token.get_secret_value() + + failing = make_engine(RaisingPoster(httpx.ConnectError("boom")), metrics_sink=RaisingMetricsSink()) + result = failing.get_token(make_spec()) + assert isinstance(result, TokenTransportError) + + +class RecordingServiceHooks: + def __init__(self) -> None: + self.successes: list[tuple[ServiceTypes, str, float]] = [] + self.failures: list[tuple[ServiceTypes, float, str | Exception, str]] = [] + + async def async_service_success_hook(self, service: ServiceTypes, call_type: str, duration: float) -> None: + self.successes.append((service, call_type, duration)) + + async def async_service_failure_hook( + self, service: ServiceTypes, duration: float, error: str | Exception, call_type: str + ) -> None: + self.failures.append((service, duration, error, call_type)) + + +class RaisingServiceHooks: + """Every hook raises, and each call is recorded first so a test can prove the sink kept + calling through rather than bailing after the first failure.""" + + def __init__(self) -> None: + self.attempts: list[str] = [] # mutable-ok: a test spy accumulating calls in order + + async def async_service_success_hook(self, service: ServiceTypes, call_type: str, duration: float) -> None: + self.attempts.append(f"success:{call_type}") + raise RuntimeError("hook down") + + async def async_service_failure_hook( + self, service: ServiceTypes, duration: float, error: str | Exception, call_type: str + ) -> None: + self.attempts.append(f"failure:{call_type}") + raise RuntimeError("hook down") + + +class TestServiceLoggingMetricsSink: + def _sink(self, hooks) -> ServiceLoggingMetricsSink: + return ServiceLoggingMetricsSink(service_logging_factory=lambda: hooks, executor=InlineExecutor()) + + def test_success_maps_to_anthropic_wif_service(self): + hooks = RecordingServiceHooks() + + self._sink(hooks).exchange_success(call_type="cold_mint", duration_seconds=0.2) + + assert hooks.successes == [(ServiceTypes.ANTHROPIC_WIF, "cold_mint", 0.2)] + + def test_a_stalled_backend_stops_accepting_work_instead_of_queueing_without_bound(self): + stalled: Final = NeverRunsExecutor() + sink: Final = ServiceLoggingMetricsSink(service_logging_factory=RecordingServiceHooks, executor=stalled) + + for _ in range(_METRICS_QUEUE_LIMIT + 500): + sink.cache_hit() + + assert stalled.submitted == _METRICS_QUEUE_LIMIT, ( + "once the backlog is full further events are dropped, so request volume cannot grow it" + ) + + def test_a_drained_backlog_accepts_work_again(self): + hooks: Final = RecordingServiceHooks() + sink: Final = ServiceLoggingMetricsSink(service_logging_factory=lambda: hooks, executor=InlineExecutor()) + + for _ in range(_METRICS_QUEUE_LIMIT + 10): + sink.cache_hit() + + assert len(hooks.successes) == _METRICS_QUEUE_LIMIT + 10, ( + "an executor that actually runs releases each slot, so nothing is dropped" + ) + + def test_failure_maps_variant_and_redacted_summary(self): + hooks = RecordingServiceHooks() + error = TokenEndpointError(status_code=503, redacted_body="error: unavailable") + + self._sink(hooks).exchange_failure(call_type="mandatory_refresh", duration_seconds=0.1, error=error) + + ((service, duration, emitted, call_type),) = hooks.failures + assert service is ServiceTypes.ANTHROPIC_WIF + assert duration == 0.1 + assert call_type == "mandatory_refresh" + assert isinstance(emitted, TokenExchangeEndpointFailure) + assert str(emitted) == _error_summary(error) + + def test_transport_failure_gets_its_own_error_class(self): + hooks = RecordingServiceHooks() + + self._sink(hooks).exchange_failure( + call_type="advisory_refresh", duration_seconds=0.05, error=TokenTransportError(detail="ConnectError: boom") + ) + + ((_service, _duration, emitted, _call_type),) = hooks.failures + assert isinstance(emitted, TokenExchangeTransportFailure) + + def test_cache_hit_maps_to_cache_service_with_zero_duration(self): + hooks = RecordingServiceHooks() + + self._sink(hooks).cache_hit() + + assert hooks.successes == [(ServiceTypes.ANTHROPIC_WIF_CACHE, CALL_TYPE_CACHE_HIT, 0.0)] + + def test_end_to_end_reflected_assertion_never_reaches_the_hook(self): + hooks = RecordingServiceHooks() + sink = self._sink(hooks) + engine = make_engine(EchoingUnauthorizedPoster(), metrics_sink=sink) + + result = engine.get_token(make_spec()) + + assert isinstance(result, TokenEndpointError) + ((_service, _duration, emitted, call_type),) = hooks.failures + assert call_type == "cold_mint" + assert DEFAULT_ASSERTION not in str(emitted) + assert DEFAULT_ASSERTION not in repr(emitted) + + def test_raising_hooks_are_swallowed(self): + hooks: Final = RaisingServiceHooks() + sink: Final = self._sink(hooks) + + sink.exchange_success(call_type="cold_mint", duration_seconds=0.2) + sink.cache_hit() + sink.exchange_failure(call_type="cold_mint", duration_seconds=0.1, error=TokenTransportError(detail="boom")) + + assert hooks.attempts == ["success:cold_mint", "success:cache_hit", "failure:cold_mint"], ( + "every event is still handed to the hooks, and one raising hook does not stop the next" + ) diff --git a/tests/unit/llms/custom_httpx/test_http_handler.py b/tests/unit/llms/custom_httpx/test_http_handler.py index 15c842ade3e..af8cd6cbf24 100644 --- a/tests/unit/llms/custom_httpx/test_http_handler.py +++ b/tests/unit/llms/custom_httpx/test_http_handler.py @@ -1247,6 +1247,53 @@ def test_sync_client_never_replays_one_upstreams_cookie_to_another(): assert seen == [None, None] +def _redirecting_upstream(): + """A host that answers every request with a redirect somewhere else, and records who was asked.""" + hosts = [] + + def handler(request: httpx.Request) -> httpx.Response: + hosts.append(request.url.host) + if request.url.host == "token.example": + return httpx.Response(302, headers={"location": "https://elsewhere.example/v1/oauth/token"}) + return httpx.Response(200, json={"access_token": "sk-ant-oat01-leaked"}) + + return handler, hosts + + +def test_a_handler_that_refuses_redirects_still_refuses_them_after_its_client_is_healed(): + """The token exchange handler refuses redirects because following one replays a signed identity + assertion at whatever host the Location header names. A closed client is healed by building a + fresh one, so a rebuild that read the setting off the code default rather than off the handler + would quietly start chasing them again for the rest of the process's life.""" + transport, hosts = _redirecting_upstream() + handler = HTTPHandler(follow_redirects=False) + handler.client._transport = httpx.MockTransport(transport) + + first = handler.client.get("https://token.example/v1/oauth/token") + handler.client.close() + + healed = handler.client + healed._transport = httpx.MockTransport(transport) + second = healed.get("https://token.example/v1/oauth/token") + + assert healed.is_closed is False + assert first.status_code == 302 + assert second.status_code == 302 + assert hosts == ["token.example", "token.example"] + + +def test_a_handler_left_on_the_default_still_follows_redirects(): + """Every other caller of the pool is an LLM provider call that has always followed redirects.""" + transport, hosts = _redirecting_upstream() + handler = HTTPHandler() + handler.client._transport = httpx.MockTransport(transport) + + response = handler.client.get("https://token.example/v1/oauth/token") + + assert response.status_code == 200 + assert hosts == ["token.example", "elsewhere.example"] + + @pytest.mark.asyncio async def test_aiohttp_session_never_replays_one_upstreams_cookie_to_another(): """The httpx jar is not the only one. AiohttpTransport is litellm's default transport diff --git a/tests/unit/llms/custom_httpx/test_llm_http_handler.py b/tests/unit/llms/custom_httpx/test_llm_http_handler.py index d283cc6c64c..21c62500df3 100644 --- a/tests/unit/llms/custom_httpx/test_llm_http_handler.py +++ b/tests/unit/llms/custom_httpx/test_llm_http_handler.py @@ -22,7 +22,9 @@ from litellm.llms.base_llm.audio_transcription.transformation import ( AudioTranscriptionRequestData, BaseAudioTranscriptionConfig, ) +from litellm.llms.base_llm.batches.transformation import BaseBatchesConfig from litellm.llms.base_llm.chat.transformation import BaseConfig, BaseLLMException +from litellm.llms.base_llm.files.transformation import BaseFilesConfig 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 @@ -599,7 +601,7 @@ async def test_async_anthropic_messages_handler_extra_headers(): # Mock the config mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"x-api-key": "test-key"}, "https://api.anthropic.com") ) mock_config.transform_anthropic_messages_request = Mock( @@ -646,7 +648,7 @@ async def test_async_anthropic_messages_handler_extra_headers(): captured_headers.update(kwargs.get("headers", {})) return ({"x-api-key": "test-key"}, "https://api.anthropic.com") - mock_config.validate_anthropic_messages_environment = capture_validate + mock_config.avalidate_anthropic_messages_environment = AsyncMock(side_effect=capture_validate) try: await handler.async_anthropic_messages_handler( @@ -961,7 +963,7 @@ async def test_async_anthropic_messages_handler_passes_litellm_metadata(): handler = BaseLLMHTTPHandler() mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"x-api-key": "test-key"}, "https://api.anthropic.com") ) mock_config.transform_anthropic_messages_request = Mock( @@ -1040,7 +1042,7 @@ async def test_async_anthropic_messages_handler_forwards_router_model_info(): handler = BaseLLMHTTPHandler() mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"x-api-key": "test-key"}, "https://api.anthropic.com") ) mock_config.transform_anthropic_messages_request = Mock( @@ -1132,7 +1134,7 @@ async def test_async_anthropic_messages_handler_header_priority(): captured_headers.update(kwargs.get("headers", {})) return ({"x-api-key": "test-key"}, "https://api.anthropic.com") - mock_config.validate_anthropic_messages_environment = capture_validate + mock_config.avalidate_anthropic_messages_environment = AsyncMock(side_effect=capture_validate) mock_config.transform_anthropic_messages_request = Mock( return_value={"model": "claude-3-opus-20240229", "messages": []} ) @@ -1171,7 +1173,7 @@ async def test_async_anthropic_messages_handler_drops_top_level_and_nested_param handler = BaseLLMHTTPHandler() mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"x-api-key": "test-key"}, "https://api.anthropic.com") ) @@ -1384,9 +1386,7 @@ def test_sync_delete_responses_sets_json_content_type(): ({}, True, None, None), ], ) -def test_resolve_anthropic_messages_timeout( - monkeypatch, litellm_params_kwargs, stream, global_timeout, expected -): +def test_resolve_anthropic_messages_timeout(monkeypatch, litellm_params_kwargs, stream, global_timeout, expected): from litellm.constants import DEFAULT_REQUEST_TIMEOUT_SECONDS if global_timeout is None: @@ -1402,9 +1402,7 @@ def test_resolve_anthropic_messages_timeout( ) else: monkeypatch.setattr("litellm.request_timeout", global_timeout, raising=False) - monkeypatch.setattr( - "litellm.request_timeout_explicitly_set", True, raising=False - ) + monkeypatch.setattr("litellm.request_timeout_explicitly_set", True, raising=False) resolved = BaseLLMHTTPHandler._resolve_anthropic_messages_timeout( litellm_params=GenericLiteLLMParams(**litellm_params_kwargs), @@ -1425,13 +1423,11 @@ async def test_async_anthropic_messages_handler_forwards_request_timeout(monkeyp handler = BaseLLMHTTPHandler() mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"x-api-key": "k"}, "https://api.anthropic.com") ) mock_config.should_filter_anthropic_beta_headers = Mock(return_value=False) - mock_config.transform_anthropic_messages_request = Mock( - return_value={"model": "claude", "messages": []} - ) + mock_config.transform_anthropic_messages_request = Mock(return_value={"model": "claude", "messages": []}) mock_config.get_complete_url = Mock(return_value="https://api.anthropic.com/v1/messages") mock_config.sign_request = Mock(return_value=({"x-api-key": "k"}, None)) mock_config.max_retry_on_anthropic_messages_http_error = 1 @@ -1473,13 +1469,11 @@ async def test_async_anthropic_messages_handler_forwards_stream_timeout(monkeypa handler = BaseLLMHTTPHandler() mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"x-api-key": "k"}, "https://api.anthropic.com") ) mock_config.should_filter_anthropic_beta_headers = Mock(return_value=False) - mock_config.transform_anthropic_messages_request = Mock( - return_value={"model": "claude", "messages": []} - ) + mock_config.transform_anthropic_messages_request = Mock(return_value={"model": "claude", "messages": []}) mock_config.get_complete_url = Mock(return_value="https://api.anthropic.com/v1/messages") mock_config.sign_request = Mock(return_value=({"x-api-key": "k"}, None)) mock_config.max_retry_on_anthropic_messages_http_error = 1 @@ -1881,7 +1875,7 @@ async def test_async_anthropic_messages_handler_passes_api_key_to_agentic_hooks( handler = BaseLLMHTTPHandler() mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"x-api-key": "sk-test"}, "https://api.anthropic.com") ) mock_config.transform_anthropic_messages_request = Mock( @@ -1889,7 +1883,13 @@ async def test_async_anthropic_messages_handler_passes_api_key_to_agentic_hooks( ) mock_config.sign_request = Mock(return_value=({}, None)) - fake_raw_response = {"id": "msg_1", "type": "message", "role": "assistant", "content": [], "stop_reason": "end_turn"} + fake_raw_response = { + "id": "msg_1", + "type": "message", + "role": "assistant", + "content": [], + "stop_reason": "end_turn", + } mock_config.transform_anthropic_messages_response = Mock(return_value=fake_raw_response) mock_logging_obj = Mock() @@ -1909,10 +1909,17 @@ async def test_async_anthropic_messages_handler_passes_api_key_to_agentic_hooks( mock_httpx_response.status_code = 200 with ( - patch.object(handler, "_async_post_anthropic_messages_with_http_error_retry", new=AsyncMock(return_value=mock_httpx_response)), + patch.object( + handler, + "_async_post_anthropic_messages_with_http_error_retry", + new=AsyncMock(return_value=mock_httpx_response), + ), patch.object(handler, "_call_agentic_completion_hooks", side_effect=fake_agentic_hooks), patch("litellm.llms.custom_httpx.llm_http_handler.get_async_httpx_client"), - patch("litellm.litellm_core_utils.get_provider_specific_headers.ProviderSpecificHeaderUtils.get_provider_specific_headers", return_value=None), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.litellm_core_utils.get_provider_specific_headers.ProviderSpecificHeaderUtils.get_provider_specific_headers", + return_value=None, + ), ): result = await handler.async_anthropic_messages_handler( model="claude-haiku", @@ -2245,7 +2252,9 @@ def test_audio_transcriptions_sends_dict_data_as_json_body(): form-encodes it and silently ignores json=; JSON-body providers (e.g. Google Speech-to-Text) need an application/json body.""" captured = {} - client = HTTPHandler(client=httpx.Client(transport=httpx.MockTransport(_capture_json_transcription_request(captured)))) + client = HTTPHandler( + client=httpx.Client(transport=httpx.MockTransport(_capture_json_transcription_request(captured))) + ) response = BaseLLMHTTPHandler().audio_transcriptions( client=client, @@ -2404,6 +2413,105 @@ def test_sync_retrieve_file_content_raises_on_http_error(): assert exc_info.value.status_code == 404 +_FILE_CONTENT_WIF_ENV = { + "ANTHROPIC_FEDERATION_RULE_ID": "fdrl_llm_http_handler_seam", + "ANTHROPIC_ORGANIZATION_ID": "org-llm-http-handler-seam", + "ANTHROPIC_IDENTITY_TOKEN": "llm-http-handler-seam-inline-jwt", +} + + +class _BlockingWifPoster: + """A token-endpoint poster that blocks until released, so the test can prove + the exchange ran off the event loop's own thread instead of freezing it.""" + + def __init__(self): + self.release = threading.Event() + self.thread_ids = [] + + def post(self, url, *, content, headers, timeout): + self.thread_ids.append(threading.get_ident()) + self.release.wait(timeout=5) + return httpx.Response( + 200, + json={ + "access_token": "sk-ant-oat01-llm-http-handler-seam", + "token_type": "Bearer", + "expires_in": 3600, + }, + ) + + +@pytest.mark.asyncio +async def test_async_retrieve_file_content_wif_exchange_does_not_block_event_loop(monkeypatch): + """Regression (Greptile P1): async_retrieve_file_content called the synchronous + validate_environment directly, so a cold WIF mint on this call site froze the + event loop until the exchange finished. It must resolve credentials through the + async facade instead.""" + from litellm.llms.anthropic import common_utils as anthropic_common_utils + from litellm.llms.anthropic.files.transformation import AnthropicFilesConfig + from litellm.llms.anthropic.wif import aget_anthropic_wif_token, get_anthropic_wif_token + from litellm.llms.base_llm.auth.token_exchange import JwtBearerTokenExchangeEngine + + for name in ("ANTHROPIC_API_KEY", "ANTHROPIC_AUTH_TOKEN", "ANTHROPIC_API_BASE", "ANTHROPIC_BASE_URL"): + monkeypatch.delenv(name, raising=False) + for name, value in _FILE_CONTENT_WIF_ENV.items(): + monkeypatch.setenv(name, value) + + poster = _BlockingWifPoster() + engine = JwtBearerTokenExchangeEngine(poster=poster) + sync_calls = [] + + def sync_shim(litellm_params, api_base, model): + sync_calls.append(model) + return get_anthropic_wif_token(litellm_params, api_base, model, engine) + + async def async_shim(litellm_params, api_base, model): + return await aget_anthropic_wif_token(litellm_params, api_base, model, engine) + + monkeypatch.setattr(anthropic_common_utils, "get_anthropic_wif_token", sync_shim) + monkeypatch.setattr(anthropic_common_utils, "aget_anthropic_wif_token", async_shim) + + handler = BaseLLMHTTPHandler() + client = Mock(spec=AsyncHTTPHandler) + client.get = AsyncMock(return_value=httpx.Response(status_code=200, content=b"file bytes")) + + ticks = [] + + async def ticker(): + for i in range(20): + await asyncio.sleep(0.005) + ticks.append(i) + + ticker_task = asyncio.create_task(ticker()) + await asyncio.sleep(0.02) + + retrieve_task = asyncio.create_task( + handler.async_retrieve_file_content( + file_content_request={"file_id": "file-abc"}, + provider_config=AnthropicFilesConfig(), + litellm_params={}, + headers={}, + logging_obj=Mock(), + client=client, + ) + ) + await asyncio.sleep(0.05) + # The ticker kept advancing while the token exchange was still blocked on + # poster.release, proving the exchange did not run inline on the event loop. + assert len(ticks) > 0 + assert not retrieve_task.done() + + poster.release.set() + await retrieve_task + await ticker_task + + assert sync_calls == [] + assert poster.thread_ids + assert poster.thread_ids[0] != threading.get_ident() + sent_headers = client.get.call_args.kwargs["headers"] + assert sent_headers["authorization"] == "Bearer sk-ant-oat01-llm-http-handler-seam" + + _UPSTREAM_NOT_FOUND_BODY = { "error": { "message": "Response with id 'resp_abc' not found.", @@ -2551,9 +2659,7 @@ async def test_anthropic_invalid_thinking_signature_retry_resigns_bedrock_reques ok_response = httpx.Response(200, json={"id": "msg_1"}, request=httpx.Request("POST", request_url)) class FakeAsyncClient: - async def post( - self, url, headers, data, stream=False, logging_obj=None, timeout=None - ): + async def post(self, url, headers, data, stream=False, logging_obj=None, timeout=None): posts.append({"headers": dict(headers), "data": data}) return invalid_signature_response if len(posts) == 1 else ok_response @@ -2932,7 +3038,7 @@ async def test_async_anthropic_messages_handler_carries_deployment_vertex_locati custom_llm_provider="vertex_ai", ) mock_config = Mock() - mock_config.validate_anthropic_messages_environment = Mock( + mock_config.avalidate_anthropic_messages_environment = AsyncMock( return_value=({"authorization": "Bearer t"}, "https://us-east5-aiplatform.googleapis.com") ) mock_config.transform_anthropic_messages_request = Mock( @@ -3448,6 +3554,123 @@ async def test_a_provider_that_keeps_rejecting_is_not_retried_forever_on_the_asy assert len(recorder.bodies) == 2 +def _async_client_returning(response: Mock) -> AsyncMock: + client = AsyncMock(spec=AsyncHTTPHandler) + client.post.return_value = response + return client + + +@pytest.mark.asyncio +async def test_create_file_async_awaits_the_provider_credential_hook_instead_of_blocking(): + provider_config = Mock(spec=BaseFilesConfig) + provider_config.validate_environment.side_effect = AssertionError("sync validate_environment ran on the event loop") + provider_config.avalidate_environment = AsyncMock(return_value={"x-api-key": "federated"}) + provider_config.get_complete_file_url.return_value = "https://files.example/v1/files" + provider_config.transform_create_file_request.return_value = {"file": ("batch.jsonl", b"{}", "application/jsonl")} + file_object = object() + provider_config.transform_create_file_response.return_value = file_object + client = _async_client_returning(Mock(spec=httpx.Response)) + + result = await BaseLLMHTTPHandler().create_file( + create_file_data={"file": b"{}", "purpose": "batch"}, + litellm_params={}, + provider_config=provider_config, + headers={}, + api_base=None, + api_key=None, + logging_obj=Mock(), + _is_async=True, + client=client, + ) + + assert result is file_object + provider_config.validate_environment.assert_not_called() + provider_config.avalidate_environment.assert_awaited_once() + assert client.post.call_args.kwargs["headers"] == {"x-api-key": "federated"} + assert client.post.call_args.kwargs["url"] == "https://files.example/v1/files" + + +@pytest.mark.asyncio +async def test_create_batch_async_validates_credentials_off_the_event_loop(): + provider_config = Mock(spec=BaseBatchesConfig) + provider_config.validate_environment.side_effect = lambda **_: {"x-validated-on": str(threading.get_ident())} + provider_config.get_complete_batch_url.return_value = "https://batches.example/v1/messages/batches" + provider_config.transform_create_batch_request.return_value = {"requests": []} + batch = object() + provider_config.transform_create_batch_response.return_value = batch + client = _async_client_returning(Mock(spec=httpx.Response)) + + result = await BaseLLMHTTPHandler().create_batch( + create_batch_data={"input_file_id": "file_1", "endpoint": "/v1/chat/completions", "completion_window": "24h"}, + litellm_params={}, + provider_config=provider_config, + headers={}, + api_base=None, + api_key=None, + logging_obj=Mock(), + _is_async=True, + client=client, + model="claude-sonnet-4-5", + ) + + assert result is batch + validated_on = client.post.call_args.kwargs["headers"]["x-validated-on"] + assert validated_on != str(threading.get_ident()) + assert client.post.call_args.kwargs["url"] == "https://batches.example/v1/messages/batches" + + +@pytest.mark.asyncio +async def test_create_file_says_which_setting_is_missing_when_the_provider_resolves_no_url(): + """A provider that cannot work out where its files endpoint lives returns no URL, which used to + be posted as-is: the caller saw an httpx error about an invalid URL and no mention of api_base.""" + provider_config = Mock(spec=BaseFilesConfig) + provider_config.avalidate_environment = AsyncMock(return_value={}) + provider_config.get_complete_file_url.return_value = None + client = _async_client_returning(Mock(spec=httpx.Response)) + + with pytest.raises(ValueError, match="api_base is required for create_file"): + await BaseLLMHTTPHandler().create_file( + create_file_data={"file": b"{}", "purpose": "batch"}, + litellm_params={}, + provider_config=provider_config, + headers={}, + api_base=None, + api_key=None, + logging_obj=Mock(), + _is_async=True, + client=client, + ) + + client.post.assert_not_called() + provider_config.transform_create_file_request.assert_not_called() + + +@pytest.mark.asyncio +async def test_create_batch_says_which_setting_is_missing_when_the_provider_resolves_no_url(): + """Same on the batches path, which resolves its URL the same way.""" + provider_config = Mock(spec=BaseBatchesConfig) + provider_config.validate_environment.return_value = {} + provider_config.get_complete_batch_url.return_value = None + client = _async_client_returning(Mock(spec=httpx.Response)) + + with pytest.raises(ValueError, match="api_base is required for create_batch"): + await BaseLLMHTTPHandler().create_batch( + create_batch_data={"input_file_id": "file_1", "endpoint": "/v1/chat/completions", "completion_window": "24h"}, + litellm_params={}, + provider_config=provider_config, + headers={}, + api_base=None, + api_key=None, + logging_obj=Mock(), + _is_async=True, + client=client, + model="claude-sonnet-4-5", + ) + + client.post.assert_not_called() + provider_config.transform_create_batch_request.assert_not_called() + + CONTAINER_NOT_FOUND_BODY = { "error": { "message": "Container with id 'cntr_gone' not found.", diff --git a/tests/unit/llms/openai/test_openai_workload_identity.py b/tests/unit/llms/openai/test_openai_workload_identity.py index db107e00df0..74415d45638 100644 --- a/tests/unit/llms/openai/test_openai_workload_identity.py +++ b/tests/unit/llms/openai/test_openai_workload_identity.py @@ -10,6 +10,7 @@ from openai import AsyncOpenAI, OpenAI import litellm from litellm.llms.litellm_proxy.responses.transformation import LiteLLMProxyResponsesAPIConfig +from litellm.llms.openai.chat.gpt_transformation import OpenAIGPTConfig from litellm.llms.openai.common_utils import BaseOpenAILLM, OpenAIError from litellm.llms.openai.openai import OpenAIChatCompletion from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig @@ -22,6 +23,17 @@ from litellm.llms.openai.workload_identity import ( from litellm.types.router import GenericLiteLLMParams TOKEN_EXCHANGE_URL: Final = "https://auth.openai.com/oauth/token" +CHAT_COMPLETIONS_URL: Final = "https://api.openai.com/v1/chat/completions" +EMBEDDINGS_URL: Final = "https://api.openai.com/v1/embeddings" +MODELS_URL: Final = "https://api.openai.com/v1/models" +CHAT_COMPLETION_BODY: Final = { + "id": "chatcmpl-wif", + "object": "chat.completion", + "created": 1, + "model": "gpt-4o-mini", + "choices": [{"index": 0, "message": {"role": "assistant", "content": "ok"}, "finish_reason": "stop"}], + "usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2}, +} @pytest.fixture @@ -279,3 +291,342 @@ class TestResponsesValidateEnvironment: headers={}, model="gpt-4o-mini", litellm_params=GenericLiteLLMParams() ) assert headers["Authorization"] == "Bearer None" + + +@pytest.fixture +def deployment_wif(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> dict[str, str]: + token_file: Final = tmp_path / "deployment_subject_token.jwt" + token_file.write_text("subject-token-from-deployment-file") + for name in ( + "OPENAI_API_KEY", + "OPENAI_BASE_URL", + "OPENAI_API_BASE", + "OPENAI_IDENTITY_PROVIDER_ID", + "OPENAI_SERVICE_ACCOUNT_ID", + "OPENAI_IDENTITY_TOKEN_FILE", + ): + monkeypatch.delenv(name, raising=False) + monkeypatch.setattr(litellm, "api_base", None) + monkeypatch.setattr(litellm, "disable_aiohttp_transport", True) + _workload_identity_auth.cache_clear() + litellm.in_memory_llm_clients_cache.flush_cache() + return { + "openai_identity_provider_id": "idp_deployment", + "openai_service_account_id": "user-deployment", + "openai_identity_token_file": str(token_file), + } + + +def deployment_config(deployment_wif: dict[str, str]) -> OpenAIWorkloadIdentityConfig: + return OpenAIWorkloadIdentityConfig( + identity_provider_id="idp_deployment", + service_account_id="user-deployment", + token_file=deployment_wif["openai_identity_token_file"], + ) + + +def mock_chat_completions() -> respx.Route: + return respx.post(CHAT_COMPLETIONS_URL).mock(return_value=httpx.Response(200, json=CHAT_COMPLETION_BODY)) + + +def mock_streaming_chat_completions() -> respx.Route: + chunk: Final = {"id": "chatcmpl-1", "object": "chat.completion.chunk", "created": 1, "model": "gpt-4o-mini"} + events: Final = ( + {**chunk, "choices": [{"index": 0, "delta": {"role": "assistant", "content": "ok"}, "finish_reason": None}]}, + {**chunk, "choices": [{"index": 0, "delta": {}, "finish_reason": "stop"}]}, + ) + body: Final = "".join(f"data: {json.dumps(event)}\n\n" for event in events) + "data: [DONE]\n\n" + return respx.post(CHAT_COMPLETIONS_URL).mock( + return_value=httpx.Response(200, headers={"content-type": "text/event-stream"}, content=body) + ) + + +class TestResolveConfigFromDeployment: + def test_resolves_from_litellm_params_without_env(self, deployment_wif: dict[str, str]) -> None: + assert resolve_openai_workload_identity_config( + api_key=None, api_base=None, litellm_params=deployment_wif + ) == deployment_config(deployment_wif) + + def test_env_alone_disables_nothing_when_params_are_absent(self, deployment_wif: dict[str, str]) -> None: + assert resolve_openai_workload_identity_config(api_key=None, api_base=None, litellm_params=None) is None + + def test_unrelated_litellm_params_do_not_resolve(self, deployment_wif: dict[str, str]) -> None: + assert ( + resolve_openai_workload_identity_config(api_key=None, api_base=None, litellm_params={"model": "gpt-4o"}) + is None + ) + + def test_litellm_params_beat_env(self, wif_env: OpenAIWorkloadIdentityConfig) -> None: + config: Final = resolve_openai_workload_identity_config( + api_key=None, + api_base=None, + litellm_params={ + "openai_identity_provider_id": "idp_deployment", + "openai_service_account_id": "user-deployment", + "openai_identity_token_file": wif_env.token_file, + }, + ) + assert config == OpenAIWorkloadIdentityConfig( + identity_provider_id="idp_deployment", + service_account_id="user-deployment", + token_file=wif_env.token_file, + ) + + def test_partial_litellm_params_fill_from_env_per_field(self, wif_env: OpenAIWorkloadIdentityConfig) -> None: + config: Final = resolve_openai_workload_identity_config( + api_key=None, api_base=None, litellm_params={"openai_identity_provider_id": "idp_deployment"} + ) + assert config == OpenAIWorkloadIdentityConfig( + identity_provider_id="idp_deployment", + service_account_id=wif_env.service_account_id, + token_file=wif_env.token_file, + ) + + @pytest.mark.parametrize("blank", ["", None, 7]) + def test_blank_or_non_string_param_falls_back_to_env( + self, wif_env: OpenAIWorkloadIdentityConfig, blank: object + ) -> None: + config: Final = resolve_openai_workload_identity_config( + api_key=None, api_base=None, litellm_params={"openai_identity_provider_id": blank} + ) + assert config == wif_env + + def test_partial_litellm_params_without_env_disable(self, deployment_wif: dict[str, str]) -> None: + partial: Final = {key: value for key, value in deployment_wif.items() if key != "openai_identity_token_file"} + assert resolve_openai_workload_identity_config(api_key=None, api_base=None, litellm_params=partial) is None + + def test_static_api_key_beats_litellm_params(self, deployment_wif: dict[str, str]) -> None: + assert ( + resolve_openai_workload_identity_config(api_key="sk-static", api_base=None, litellm_params=deployment_wif) + is None + ) + + def test_env_openai_api_key_beats_litellm_params( + self, deployment_wif: dict[str, str], monkeypatch: pytest.MonkeyPatch + ) -> None: + monkeypatch.setenv("OPENAI_API_KEY", "sk-from-env") + assert ( + resolve_openai_workload_identity_config(api_key=None, api_base=None, litellm_params=deployment_wif) is None + ) + + def test_foreign_api_base_disables_deployment_wif(self, deployment_wif: dict[str, str]) -> None: + assert ( + resolve_openai_workload_identity_config( + api_key=None, api_base="https://my-vllm.internal/v1", litellm_params=deployment_wif + ) + is None + ) + + +class TestDeploymentClientConstruction: + def test_sync_client_from_deployment_params(self, deployment_wif: dict[str, str]) -> None: + client: Final = OpenAIChatCompletion()._get_openai_client( + is_async=False, api_key=None, api_base=None, litellm_params=deployment_wif + ) + assert isinstance(client, OpenAI) + assert client.api_key == "workload-identity-auth" + assert client._workload_identity_auth is not None + + def test_async_client_from_deployment_params(self, deployment_wif: dict[str, str]) -> None: + client: Final = OpenAIChatCompletion()._get_openai_client( + is_async=True, api_key=None, api_base=None, litellm_params=deployment_wif + ) + assert isinstance(client, AsyncOpenAI) + assert client._workload_identity_auth is not None + + def test_distinct_deployments_get_distinct_cached_clients(self, deployment_wif: dict[str, str]) -> None: + other_deployment: Final = {**deployment_wif, "openai_service_account_id": "user-other"} + handler: Final = OpenAIChatCompletion() + first: Final = handler._get_openai_client( + is_async=False, api_key=None, api_base=None, litellm_params=deployment_wif + ) + second: Final = handler._get_openai_client( + is_async=False, api_key=None, api_base=None, litellm_params=other_deployment + ) + again: Final = handler._get_openai_client( + is_async=False, api_key=None, api_base=None, litellm_params=dict(deployment_wif) + ) + assert first is not second + assert again is first + + @respx.mock + def test_completion_kwargs_carry_exchanged_bearer(self, deployment_wif: dict[str, str]) -> None: + mock_token_exchange("deployment-bearer") + completion_route: Final = mock_chat_completions() + + response: Final = litellm.completion( + model="openai/gpt-4o-mini", messages=[{"role": "user", "content": "hi"}], **deployment_wif + ) + + assert response.choices[0].message.content == "ok" + request: Final = completion_route.calls.last.request + assert request.headers["Authorization"] == "Bearer deployment-bearer" + assert not any(key.startswith("openai_") for key in json.loads(request.content)) + + @respx.mock + def test_streaming_completion_kwargs_carry_exchanged_bearer(self, deployment_wif: dict[str, str]) -> None: + mock_token_exchange("stream-bearer") + stream_route: Final = mock_streaming_chat_completions() + + chunks: Final = tuple( + litellm.completion( + model="openai/gpt-4o-mini", messages=[{"role": "user", "content": "hi"}], stream=True, **deployment_wif + ) + ) + + assert "".join(chunk.choices[0].delta.content or "" for chunk in chunks) == "ok" + assert stream_route.calls.last.request.headers["Authorization"] == "Bearer stream-bearer" + + @respx.mock + @pytest.mark.asyncio + async def test_async_streaming_completion_kwargs_carry_exchanged_bearer( + self, deployment_wif: dict[str, str] + ) -> None: + mock_token_exchange("async-stream-bearer") + stream_route: Final = mock_streaming_chat_completions() + + stream: Final = await litellm.acompletion( + model="openai/gpt-4o-mini", messages=[{"role": "user", "content": "hi"}], stream=True, **deployment_wif + ) + chunks: Final = tuple([chunk async for chunk in stream]) + + assert "".join(chunk.choices[0].delta.content or "" for chunk in chunks) == "ok" + assert stream_route.calls.last.request.headers["Authorization"] == "Bearer async-stream-bearer" + + @respx.mock + def test_router_deployment_without_api_key_authenticates_via_token_exchange( + self, deployment_wif: dict[str, str] + ) -> None: + exchange_route: Final = mock_token_exchange("router-bearer") + completion_route: Final = mock_chat_completions() + router: Final = litellm.Router( + model_list=[{"model_name": "wif-gpt", "litellm_params": {"model": "openai/gpt-4o-mini", **deployment_wif}}] + ) + + response: Final = router.completion(model="wif-gpt", messages=[{"role": "user", "content": "hi"}]) + + assert response.choices[0].message.content == "ok" + assert exchange_route.called + assert completion_route.calls.last.request.headers["Authorization"] == "Bearer router-bearer" + + @respx.mock + def test_embedding_kwargs_carry_exchanged_bearer(self, deployment_wif: dict[str, str]) -> None: + mock_token_exchange("embedding-bearer") + embeddings_route: Final = respx.post(EMBEDDINGS_URL).mock( + return_value=httpx.Response( + 200, + json={ + "object": "list", + "data": [{"object": "embedding", "index": 0, "embedding": [0.1, 0.2]}], + "model": "text-embedding-3-small", + "usage": {"prompt_tokens": 1, "total_tokens": 1}, + }, + ) + ) + + litellm.embedding(model="openai/text-embedding-3-small", input=["hi"], **deployment_wif) + + assert embeddings_route.calls.last.request.headers["Authorization"] == "Bearer embedding-bearer" + + +class TestResponsesValidateEnvironmentFromDeployment: + @respx.mock + def test_mints_bearer_from_litellm_params(self, deployment_wif: dict[str, str]) -> None: + mock_token_exchange("responses-bearer") + headers: Final = OpenAIResponsesAPIConfig().validate_environment( + headers={}, model="gpt-4o-mini", litellm_params=GenericLiteLLMParams(**deployment_wif) + ) + assert headers["Authorization"] == "Bearer responses-bearer" + + def test_static_key_in_litellm_params_wins(self, deployment_wif: dict[str, str]) -> None: + headers: Final = OpenAIResponsesAPIConfig().validate_environment( + headers={}, + model="gpt-4o-mini", + litellm_params=GenericLiteLLMParams(api_key="sk-responses", **deployment_wif), + ) + assert headers["Authorization"] == "Bearer sk-responses" + + +class TestDiscoverModels: + @staticmethod + def mock_models() -> respx.Route: + return respx.get(MODELS_URL).mock( + return_value=httpx.Response(200, json={"data": [{"id": "gpt-4o-mini"}, {"id": "gpt-4.1"}]}) + ) + + @respx.mock + def test_discovers_with_exchanged_bearer_from_litellm_params(self, deployment_wif: dict[str, str]) -> None: + mock_token_exchange("discovery-bearer") + models_route: Final = self.mock_models() + + assert OpenAIGPTConfig().discover_models(deployment_wif) == ["gpt-4o-mini", "gpt-4.1"] + assert models_route.calls.last.request.headers["Authorization"] == "Bearer discovery-bearer" + + @respx.mock + def test_discovers_with_env_wif_when_params_carry_no_key(self, wif_env: OpenAIWorkloadIdentityConfig) -> None: + mock_token_exchange("env-discovery-bearer") + models_route: Final = self.mock_models() + + OpenAIGPTConfig().discover_models({}) + + assert models_route.calls.last.request.headers["Authorization"] == "Bearer env-discovery-bearer" + + @respx.mock + def test_static_api_key_in_params_skips_token_exchange(self, deployment_wif: dict[str, str]) -> None: + exchange_route: Final = mock_token_exchange() + models_route: Final = self.mock_models() + + OpenAIGPTConfig().discover_models({**deployment_wif, "api_key": "sk-discovery"}) + + assert models_route.calls.last.request.headers["Authorization"] == "Bearer sk-discovery" + assert not exchange_route.called + + @respx.mock + def test_blank_api_base_in_params_discovers_from_openai(self, deployment_wif: dict[str, str]) -> None: + mock_token_exchange("blank-base-bearer") + models_route: Final = self.mock_models() + + assert OpenAIGPTConfig().discover_models({**deployment_wif, "api_base": ""}) == ["gpt-4o-mini", "gpt-4.1"] + assert models_route.calls.last.request.headers["Authorization"] == "Bearer blank-base-bearer" + + @respx.mock + def test_openai_compatible_subclass_never_mints_wif(self, deployment_wif: dict[str, str]) -> None: + exchange_route: Final = mock_token_exchange() + models_route: Final = self.mock_models() + + class CompatibleConfig(OpenAIGPTConfig): + pass + + CompatibleConfig().discover_models(deployment_wif) + + assert models_route.calls.last.request.headers["Authorization"] == "Bearer None" + assert not exchange_route.called + + + @respx.mock + def test_empty_static_key_never_borrows_the_env_key(self, monkeypatch: pytest.MonkeyPatch) -> None: + monkeypatch.setenv("OPENAI_API_KEY", "sk-env-key-that-must-stay-home") + foreign_models: Final = respx.get("https://third-party.example/v1/models").mock( + return_value=httpx.Response(200, json={"data": [{"id": "other-model"}]}) + ) + + assert OpenAIGPTConfig().get_models(api_key="", api_base="https://third-party.example") == ["other-model"] + assert foreign_models.calls.last.request.headers["Authorization"] == "Bearer " + + +class TestClientsideBaseOverride: + def test_client_api_base_override_clears_deployment_wif(self, deployment_wif: dict[str, str]) -> None: + from litellm.router_utils.clientside_credential_handler import get_dynamic_litellm_params + + redirected: Final = get_dynamic_litellm_params( + litellm_params={"model": "openai/gpt-4o-mini", **deployment_wif}, + request_kwargs={"api_base": "https://not-openai.example/v1"}, + ) + + assert not any(key in redirected for key in deployment_wif) + assert ( + resolve_openai_workload_identity_config( + api_key=None, api_base=redirected["api_base"], litellm_params=redirected + ) + is None + ) diff --git a/tests/unit/llms/vertex_ai/test_vertex_ai_common_utils.py b/tests/unit/llms/vertex_ai/test_vertex_ai_common_utils.py index 04a7ee451c4..86eb26a4c15 100644 --- a/tests/unit/llms/vertex_ai/test_vertex_ai_common_utils.py +++ b/tests/unit/llms/vertex_ai/test_vertex_ai_common_utils.py @@ -1229,6 +1229,149 @@ async def test_vertex_ai_token_counter_routes_partner_models(): assert result.tokenizer_type == "vertex_ai_partner_models" +@pytest.mark.asyncio +async def test_vertex_ai_token_counter_forwards_system_and_tools_to_partner_request(): + from typing import Final + from unittest.mock import AsyncMock, patch + + from litellm.llms.vertex_ai.common_utils import VertexAITokenCounter + from litellm.llms.vertex_ai.vertex_ai_partner_models.count_tokens import handler + + class FakeResponse: + status_code = 200 + + def json(self) -> dict[str, int]: + return {"input_tokens": 37} + + class FakeHttpClient: + posted_bodies: tuple[dict[str, object], ...] = () + + async def post( + self, + url: str, + headers: dict[str, str], + json: dict[str, object], + timeout: float, + ) -> FakeResponse: + self.posted_bodies = (*self.posted_bodies, json) + return FakeResponse() + + fake_http_client: Final = FakeHttpClient() + counter: Final = VertexAITokenCounter() + model: Final = "claude-opus-5-5" + messages: Final = [{"role": "user", "content": "Hello"}] + system: Final = "Follow the system instructions" + tools: Final = [ + { + "name": "lookup", + "description": "Look up a value", + "input_schema": {"type": "object", "properties": {}}, + } + ] + deployment: Final = { + "litellm_params": { + "vertex_project": "test-project", + "vertex_location": "us-east5", + } + } + + with ( + patch.object(handler, "get_async_httpx_client", return_value=fake_http_client), + patch.object( + handler.VertexAIPartnerModelsTokenCounter, + "_ensure_access_token_async", + new=AsyncMock(return_value=("fake-token", "test-project")), + ), + ): + with_optional_fields: Final = await counter.count_tokens( + model_to_use=model, + messages=messages, + contents=None, + deployment=deployment, + system=system, + tools=tools, + ) + without_optional_fields: Final = await counter.count_tokens( + model_to_use=model, + messages=messages, + contents=None, + deployment=deployment, + ) + + assert fake_http_client.posted_bodies == ( + {"model": model, "messages": messages, "system": system, "tools": tools}, + {"model": model, "messages": messages}, + ) + assert with_optional_fields is not None + assert with_optional_fields.total_tokens == 37 + assert without_optional_fields is not None + assert without_optional_fields.total_tokens == 37 + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + ("provider_failure", "expected_status", "expected_message"), + [ + ("http_400", 400, 'tools.0: Input tag "function" does not match any of the expected tags'), + ("credentials", 500, "could not resolve credentials"), + ], +) +async def test_vertex_ai_token_counter_returns_partner_provider_error_as_value( + provider_failure: str, expected_status: int, expected_message: str +): + from typing import Final + from unittest.mock import AsyncMock, patch + + import httpx + + from litellm.llms.custom_httpx.http_handler import MaskedHTTPStatusError + from litellm.llms.vertex_ai.common_utils import VertexAITokenCounter + from litellm.llms.vertex_ai.vertex_ai_partner_models.count_tokens import handler + + class RejectingHttpClient: + async def post( + self, + url: str, + headers: dict[str, str], + json: dict[str, object], + timeout: float, + ) -> None: + request: Final = httpx.Request("POST", url) + response: Final = httpx.Response(400, text=expected_message, request=request) + raise MaskedHTTPStatusError( + httpx.HTTPStatusError("Client error '400 Bad Request'", request=request, response=response), + message=expected_message, + text=expected_message, + ) + + access_token: Final = ( + AsyncMock(side_effect=ValueError(expected_message)) + if provider_failure == "credentials" + else AsyncMock(return_value=("fake-token", "test-project")) + ) + with ( + patch.object(handler, "get_async_httpx_client", return_value=RejectingHttpClient()), + patch.object(handler.VertexAIPartnerModelsTokenCounter, "_ensure_access_token_async", new=access_token), + ): + result: Final = await VertexAITokenCounter().count_tokens( + model_to_use="claude-opus-5-5", + messages=[{"role": "user", "content": "Hello"}], + contents=None, + deployment={"litellm_params": {"vertex_project": "test-project", "vertex_location": "us-east5"}}, + request_model="vertex-claude", + tools=[{"type": "function", "function": {"name": "lookup", "parameters": {}}}], + ) + + assert result is not None + assert result.error is True + assert result.status_code == expected_status + assert result.error_message is not None + assert expected_message in result.error_message + assert result.total_tokens == 0 + assert result.request_model == "vertex-claude" + assert result.tokenizer_type == "vertex_ai_partner_models" + + @pytest.mark.asyncio async def test_vertex_ai_token_counter_uses_count_tokens_location(): """ diff --git a/tests/unit/models/test_models.py b/tests/unit/models/test_models.py index 7b8953bd1a0..139df21decc 100644 --- a/tests/unit/models/test_models.py +++ b/tests/unit/models/test_models.py @@ -3,6 +3,7 @@ Tests for backend domain models. """ from datetime import datetime, timezone +from typing import Final import pytest from pydantic import BaseModel, TypeAdapter, ValidationError @@ -603,6 +604,43 @@ class TestManagedTables: assert table.custom_llm_provider == "openai" +class TestProxyModelTableResponseSerialization: + """FastAPI validates an endpoint's return value against its response model with + ``from_attributes``, so an endpoint that returns an already-built row reaches the + ``mode="before"`` validator as the object itself rather than as a mapping.""" + + def test_validates_from_an_existing_instance(self): + from pydantic import TypeAdapter + + built: Final = LiteLLM_ProxyModelTable( + model_id="m-1", + model_name="claude-sonnet-5-provider", + litellm_params={"model": "anthropic/claude-sonnet-5"}, + blocked=True, + ) + + serialized = TypeAdapter(LiteLLM_ProxyModelTable | None).validate_python(built, from_attributes=True) + + assert serialized is not None + assert serialized.model_id == "m-1" + assert serialized.blocked is True + assert serialized.litellm_params == {"model": "anthropic/claude-sonnet-5"} + + def test_still_parses_json_string_columns(self): + """The DB stores these columns as JSON strings, which is why the validator exists.""" + parsed: Final = LiteLLM_ProxyModelTable.model_validate( + { + "model_id": "m-2", + "model_name": "n", + "litellm_params": '{"model": "anthropic/claude-haiku-4-5"}', + "model_info": '{"id": "m-2"}', + } + ) + + assert parsed.litellm_params == {"model": "anthropic/claude-haiku-4-5"} + assert parsed.model_info == {"id": "m-2"} + + class TestAutoRouterSession: @staticmethod def _row(baseline_models: dict[str, int], estimated_turns: int = 3) -> LiteLLM_AutoRouterSession: diff --git a/tests/unit/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py b/tests/unit/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py index d7205a3095e..55456028bb0 100644 --- a/tests/unit/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py +++ b/tests/unit/proxy/_experimental/mcp_server/test_byok_oauth_endpoints.py @@ -16,7 +16,7 @@ import json import re import time import uuid -from typing import Any, Optional +from typing import Any, Final, Optional from unittest.mock import AsyncMock, MagicMock, patch import pytest @@ -1943,3 +1943,48 @@ def test_parse_trusted_redirect_origins_drops_bare_path_entries(monkeypatch): ) # The two malformed entries drop out; only the real host survives. assert _parse_trusted_redirect_origins() == ["app.example.com"] + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + "case,expected", + [ + ("valid", "alice"), + ("wrong_user", None), + ("expired", None), + ("blocked", None), + ("missing_key", None), + ("tampered", None), + ("invalid_expiry", None), + ], +) +async def test_authenticated_browser_identity_checks_embedded_session( + monkeypatch: pytest.MonkeyPatch, case: str, expected: str | None +) -> None: + from datetime import datetime, timezone + import jwt + from starlette.requests import Request + from litellm.proxy import proxy_server + from litellm.proxy._experimental.mcp_server.byok_oauth_endpoints import get_authenticated_browser_user_id + from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_bearer_token + from litellm.proxy.auth.auth_checks import LITELLM_SESSION_TOKEN_PREFIX + + monkeypatch.setenv("LITELLM_SALT_KEY", "local-test-encryption-key") + monkeypatch.setattr(proxy_server, "master_key", "local-test-cookie-signing-key-32-bytes") + monkeypatch.setattr(proxy_server, "prisma_client", object()) + session: Final = UserAPIKeyAuth( + user_id="bob" if case == "wrong_user" else "alice", + blocked=case == "blocked", + expires="invalid" + if case == "invalid_expiry" + else datetime(2000 if case == "expired" else 2099, 1, 1, tzinfo=timezone.utc), + is_session_token=True, + ) + key: Final = encrypt_bearer_token(session.model_dump_json(exclude_none=True), LITELLM_SESSION_TOKEN_PREFIX) + cookie: Final = jwt.encode( + {"user_id": "alice", "key": None if case == "missing_key" else key, "login_method": "sso", "exp": 9999999999}, + "different-key-at-least-32-bytes-long" if case == "tampered" else "local-test-cookie-signing-key-32-bytes", + algorithm="HS256", + ) + request: Final = Request({"type": "http", "headers": [(b"cookie", ("token=" + cookie).encode())]}) + assert await get_authenticated_browser_user_id(request) == expected diff --git a/tests/unit/proxy/auth/test_auth_utils.py b/tests/unit/proxy/auth/test_auth_utils.py index bc4a6e0155d..90e0595dc17 100644 --- a/tests/unit/proxy/auth/test_auth_utils.py +++ b/tests/unit/proxy/auth/test_auth_utils.py @@ -10,6 +10,7 @@ from unittest.mock import MagicMock, patch import pytest from fastapi import HTTPException, Request +import litellm from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.auth.auth_utils import ( _get_customer_id_from_standard_headers, @@ -30,6 +31,181 @@ from litellm.proxy.auth.auth_utils import ( get_request_route_template, is_request_body_safe, ) +from litellm.types.workload_identity import ANTHROPIC_WIF_KWARGS_KEYS, OPENAI_WIF_KWARGS_KEYS + + +@pytest.mark.parametrize("param", sorted(ANTHROPIC_WIF_KWARGS_KEYS | OPENAI_WIF_KWARGS_KEYS)) +def test_every_wif_kwarg_key_is_refused_from_a_request_body(param: str): + """Every key the kwargs funnel carries into litellm_params selects a server-side secret or the + scope a token is minted for, so each one must be refused from a request body even with the + proxy-wide client-credential opt-in; a key added to the funnel without joining the ban shows up + here as a body the proxy accepted.""" + with pytest.raises(ValueError, match="server-owned workload identity federation parameter"): + is_request_body_safe( + request_body={"model": "claude-sonnet-5", param: "attacker-chosen"}, + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + ) + + +@pytest.mark.parametrize( + "body", + [ + {"model": "claude-sonnet-5", "litellm_credential_name": "admin-wif"}, + {"model": "claude-sonnet-5", "litellm_params": {"litellm_credential_name": "admin-wif"}}, + ], + ids=["top_level", "nested_litellm_params"], +) +def test_a_request_body_cannot_pick_a_federated_identity_by_credential_name(monkeypatch, body: dict): + """Naming a federated credential moves the token exchange onto that credential's federation rule + and organization just as sending the fields inline does, so the ban on the inline form has to + cover the reference too.""" + from litellm.types.utils import CredentialItem + + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="admin-wif", + credential_values={ + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + }, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + + with pytest.raises(ValueError, match="names a credential configured for workload identity federation"): + is_request_body_safe( + request_body=body, + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + ) + + +def test_a_request_body_may_still_name_a_credential_that_does_not_federate(monkeypatch): + """Only federation makes a credential a deployment decision. An ordinary named credential stays + usable from a request body, so the ban must read what the credential holds, not its presence.""" + from litellm.types.utils import CredentialItem + + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="plain-key", + credential_values={"api_key": "sk-plain"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + + assert ( + is_request_body_safe( + request_body={"model": "claude-sonnet-5", "litellm_credential_name": "plain-key"}, + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + ) + is True + ) + + +@pytest.fixture +def federated_credential(monkeypatch): + """A stored credential that federates, so a body naming it is the reference the ban targets.""" + from litellm.types.utils import CredentialItem + + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="admin-wif", + credential_values={ + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + }, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + + +@pytest.mark.parametrize( + "route", + [ + "/model/new", + "/model/update", + "/model/delete", + "/model/f38d7ce5-7966-42f2-bd06-67ea74aeb76b/update", + "/health/test_connection", + ], +) +@pytest.mark.parametrize( + "body", + [ + {"model": "claude-sonnet-5", "litellm_credential_name": "admin-wif"}, + {"model": "claude-sonnet-5", "litellm_params": {"litellm_credential_name": "admin-wif"}}, + ], + ids=["top_level", "nested_litellm_params"], +) +def test_configuring_a_deployment_may_name_a_federated_credential(federated_credential, route: str, body: dict): + """Attaching a federated credential to a deployment is the decision the ban tells the caller to + make, and ModelManagementAuthChecks._reject_non_admin_wif_write is what judges it: it lets a + proxy admin through and refuses everyone else with a 403. Refusing the name here first would + leave no API or Admin UI path to configure federation at all.""" + assert ( + is_request_body_safe( + request_body=body, + general_settings={}, + llm_router=None, + model="claude-sonnet-5", + route=route, + ) + is True + ) + + +@pytest.mark.parametrize( + "route", + [ + None, + "/v1/chat/completions", + "/v1/messages", + "/model/info", + "/model/f38d7ce5-7966-42f2-bd06-67ea74aeb76b/update/extra", + ], +) +def test_a_call_still_cannot_pick_a_federated_identity_by_credential_name(federated_credential, route: str | None): + """The exemption covers the deployment-management routes and nothing that shares their prefix, + so a call still cannot move its token exchange onto a federated credential by naming it.""" + with pytest.raises(ValueError, match="names a credential configured for workload identity federation"): + is_request_body_safe( + request_body={"model": "claude-sonnet-5", "litellm_credential_name": "admin-wif"}, + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + route=route, + ) + + +@pytest.mark.parametrize("route", ["/model/new", "/model/f38d7ce5-7966-42f2-bd06-67ea74aeb76b/update"]) +def test_configuring_a_deployment_still_cannot_carry_federation_fields_inline(route: str): + """Only the credential reference is exempt. Federation fields typed straight into a body stay + refused everywhere, since a stored credential is the surface an admin has to go through.""" + with pytest.raises(ValueError, match="server-owned workload identity federation parameter"): + is_request_body_safe( + request_body={"model": "claude-sonnet-5", "anthropic_federation_rule_id": "fdrl_attacker"}, + general_settings={"allow_client_side_credentials": True}, + llm_router=None, + model="claude-sonnet-5", + route=route, + ) class TestCustomAuthCommonChecksWarning: @@ -185,9 +361,7 @@ class TestGetKeyModelRpmLimit: """Should fall back to team metadata when key metadata exists but has no model_rpm_limit.""" user_api_key_dict = UserAPIKeyAuth( api_key="sk-123", - metadata={ - "some_other_key": "value" - }, # Has metadata, but not model_rpm_limit + metadata={"some_other_key": "value"}, # Has metadata, but not model_rpm_limit team_metadata={"model_rpm_limit": {"gpt-4": 50}}, ) result = get_key_model_rpm_limit(user_api_key_dict) @@ -269,9 +443,7 @@ class TestGetKeyModelTpmLimit: """Should fall back to team metadata when key metadata exists but has no model_tpm_limit.""" user_api_key_dict = UserAPIKeyAuth( api_key="sk-123", - metadata={ - "some_other_key": "value" - }, # Has metadata, but not model_tpm_limit + metadata={"some_other_key": "value"}, # Has metadata, but not model_tpm_limit team_metadata={"model_tpm_limit": {"gpt-4": 5000}}, ) result = get_key_model_tpm_limit(user_api_key_dict) @@ -382,9 +554,7 @@ class TestGetEndUserIdFromRequestBodyWithStandardHeaders: request_body = {"user": "body-user"} with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers=headers - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers=headers) assert result == "header-customer" def test_should_fall_back_to_body_when_no_standard_header(self): @@ -393,9 +563,7 @@ class TestGetEndUserIdFromRequestBodyWithStandardHeaders: request_body = {"user": "body-user"} with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers=headers - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers=headers) assert result == "body-user" @@ -437,8 +605,7 @@ def test_get_model_from_request_enforces_when_builtin_handler_dispatched(): enforced. Same request path as above, but dispatched to a non-pass-through endpoint: the model must NOT be suppressed.""" - def builtin_chat_completions(): - ... + def builtin_chat_completions(): ... assert ( get_model_from_request( @@ -1015,9 +1182,7 @@ def test_get_model_from_request_extracts_unified_file_id_models(): "litellm_proxy:application/octet-stream;unified_id,test-id;" "target_model_names,model-a,model-b;llm_output_file_id,file-provider-id" ) - encoded_unified_file_id = ( - base64.urlsafe_b64encode(raw_unified_file_id.encode()).decode().rstrip("=") - ) + encoded_unified_file_id = base64.urlsafe_b64encode(raw_unified_file_id.encode()).decode().rstrip("=") assert get_model_from_request( request_data={"file_id": encoded_unified_file_id}, @@ -1077,9 +1242,7 @@ def test_get_model_from_request_resolves_video_id_model_with_router(): model_id="veo-3.1-generate-001", ) llm_router = MagicMock() - llm_router.resolve_model_name_from_model_id.return_value = ( - "gcp/google/veo-3.1-generate-001" - ) + llm_router.resolve_model_name_from_model_id.return_value = "gcp/google/veo-3.1-generate-001" assert ( get_model_from_request( @@ -1089,9 +1252,7 @@ def test_get_model_from_request_resolves_video_id_model_with_router(): ) == "gcp/google/veo-3.1-generate-001" ) - llm_router.resolve_model_name_from_model_id.assert_called_once_with( - "veo-3.1-generate-001" - ) + llm_router.resolve_model_name_from_model_id.assert_called_once_with("veo-3.1-generate-001") _BATCH_DEPLOYMENT_ID = "8d0eaa7e6c6f54a425dfd0062cb6b0dc" @@ -1122,9 +1283,7 @@ def _encode_managed_id(decoded: str) -> str: return base64.urlsafe_b64encode(decoded.encode()).decode().rstrip("=") -_MANAGED_BATCH_ID = _encode_managed_id( - f"litellm_proxy;model_id:{_BATCH_DEPLOYMENT_ID};llm_batch_id:provider-batch-123" -) +_MANAGED_BATCH_ID = _encode_managed_id(f"litellm_proxy;model_id:{_BATCH_DEPLOYMENT_ID};llm_batch_id:provider-batch-123") _MANAGED_BATCH_OUTPUT_FILE_ID = _encode_managed_id( f"litellm_proxy;model_id:{_BATCH_DEPLOYMENT_ID};llm_batch_id:provider-batch-123;" "llm_output_file_id:provider-file-456" @@ -1200,9 +1359,7 @@ def test_get_model_from_request_resolves_character_id_model_with_router(): model_id="veo-3.1-generate-001", ) llm_router = MagicMock() - llm_router.resolve_model_name_from_model_id.return_value = ( - "gcp/google/veo-3.1-generate-001" - ) + llm_router.resolve_model_name_from_model_id.return_value = "gcp/google/veo-3.1-generate-001" assert ( get_model_from_request( @@ -1212,9 +1369,7 @@ def test_get_model_from_request_resolves_character_id_model_with_router(): ) == "gcp/google/veo-3.1-generate-001" ) - llm_router.resolve_model_name_from_model_id.assert_called_once_with( - "veo-3.1-generate-001" - ) + llm_router.resolve_model_name_from_model_id.assert_called_once_with("veo-3.1-generate-001") def test_get_model_from_request_only_runs_media_decoders_for_matching_fields(): @@ -1361,9 +1516,7 @@ def test_abbreviate_api_key_short_key_is_fully_masked(): def test_get_customer_user_header_returns_none_when_no_customer_role(): from litellm.proxy.auth.auth_utils import get_customer_user_header_from_mapping - mappings = [ - {"header_name": "X-OpenWebUI-User-Id", "litellm_user_role": "internal_user"} - ] + mappings = [{"header_name": "X-OpenWebUI-User-Id", "litellm_user_role": "internal_user"}] result = get_customer_user_header_from_mapping(mappings) assert result is None @@ -1416,9 +1569,7 @@ def test_get_end_user_id_returns_id_from_user_header_mappings(): ), patch("litellm.proxy.proxy_server.general_settings", general_settings), ): - result = get_end_user_id_from_request_body( - request_body={}, request_headers=headers - ) + result = get_end_user_id_from_request_body(request_body={}, request_headers=headers) assert result == "1234" @@ -1444,9 +1595,7 @@ def test_get_end_user_id_returns_first_customer_header_when_multiple_mappings_ex ), patch("litellm.proxy.proxy_server.general_settings", general_settings), ): - result = get_end_user_id_from_request_body( - request_body={}, request_headers=headers - ) + result = get_end_user_id_from_request_body(request_body={}, request_headers=headers) assert result == "user-456" @@ -1467,9 +1616,7 @@ def test_get_end_user_id_returns_none_when_no_customer_role_in_mappings(): ), patch("litellm.proxy.proxy_server.general_settings", general_settings), ): - result = get_end_user_id_from_request_body( - request_body={}, request_headers=headers - ) + result = get_end_user_id_from_request_body(request_body={}, request_headers=headers) assert result is None @@ -1487,9 +1634,7 @@ def test_get_end_user_id_falls_back_to_deprecated_user_header_name(): ), patch("litellm.proxy.proxy_server.general_settings", general_settings), ): - result = get_end_user_id_from_request_body( - request_body={}, request_headers=headers - ) + result = get_end_user_id_from_request_body(request_body={}, request_headers=headers) assert result == "user-legacy" @@ -1633,9 +1778,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: } with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result == "alice@example.com" @@ -1645,9 +1788,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: } with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result is None @@ -1660,19 +1801,14 @@ class TestGetEndUserIdDropsMalformedBodyValues: """ import litellm - blob = ( - '{"device_id":"d5abe9199ee7759a","account_uuid":"",' - '"session_id":"c284b8cb-a050-4278-8599-cc4e016a10ab"}' - ) + blob = '{"device_id":"d5abe9199ee7759a","account_uuid":"","session_id":"c284b8cb-a050-4278-8599-cc4e016a10ab"}' request_body = {"user": blob} original = litellm.validate_end_user_id_in_db litellm.validate_end_user_id_in_db = False try: with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) finally: litellm.validate_end_user_id_in_db = original @@ -1683,8 +1819,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: request_body = { "user": ( - '{"device_id":"d5abe9199ee7759a","account_uuid":"",' - '"session_id":"c284b8cb-a050-4278-8599-cc4e016a10ab"}' + '{"device_id":"d5abe9199ee7759a","account_uuid":"","session_id":"c284b8cb-a050-4278-8599-cc4e016a10ab"}' ), } @@ -1692,9 +1827,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: litellm.validate_end_user_id_in_db = True try: with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) finally: litellm.validate_end_user_id_in_db = original @@ -1704,9 +1837,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: request_body = {"user": "alice@example.com"} with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result == "alice@example.com" @@ -1718,9 +1849,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: request_body = {"user": codex_id} with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result == codex_id @@ -1728,9 +1857,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: request_body = {"user": 12345} with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result == "12345" @@ -1741,9 +1868,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: } with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result == "alice@example.com" @@ -1753,9 +1878,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: } with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result is None @@ -1765,9 +1888,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: } with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result is None @@ -1775,9 +1896,7 @@ class TestGetEndUserIdDropsMalformedBodyValues: request_body = {"user": " ", "safety_identifier": "alice@example.com"} with patch("litellm.proxy.proxy_server.general_settings", {}): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers={} - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers={}) assert result == "alice@example.com" @@ -1796,16 +1915,12 @@ class TestGetEndUserIdDropsMalformedBodyValues: ), patch("litellm.proxy.proxy_server.general_settings", general_settings), ): - result = get_end_user_id_from_request_body( - request_body=request_body, request_headers=headers - ) + result = get_end_user_id_from_request_body(request_body=request_body, request_headers=headers) assert result == "alice@example.com" -def _make_deployment_dict( - model_name: str, tpm: Optional[int] = None, rpm: Optional[int] = None -) -> dict: +def _make_deployment_dict(model_name: str, tpm: Optional[int] = None, rpm: Optional[int] = None) -> dict: """Helper to build a minimal deployment dict as returned by router.get_model_list.""" litellm_params: dict = {"model": model_name} if tpm is not None: @@ -1825,9 +1940,7 @@ class TestDeploymentDefaultRpmLimit: """Case 2 from spec: key has no model-specific limits, falls back to deployment default.""" user_api_key_dict = UserAPIKeyAuth(api_key="sk-123") mock_router = MagicMock() - mock_router.get_model_list.return_value = [ - _make_deployment_dict("model1", rpm=200) - ] + mock_router.get_model_list.return_value = [_make_deployment_dict("model1", rpm=200)] with patch(_ROUTER_PATCH, mock_router): result = get_key_model_rpm_limit(user_api_key_dict, model_name="model1") assert result == {"model1": 200} @@ -1839,9 +1952,7 @@ class TestDeploymentDefaultRpmLimit: metadata={"model_rpm_limit": {"model1": 10}}, ) mock_router = MagicMock() - mock_router.get_model_list.return_value = [ - _make_deployment_dict("model1", rpm=200) - ] + mock_router.get_model_list.return_value = [_make_deployment_dict("model1", rpm=200)] with patch(_ROUTER_PATCH, mock_router): result = get_key_model_rpm_limit(user_api_key_dict, model_name="model1") assert result == {"model1": 10} @@ -1861,9 +1972,7 @@ class TestDeploymentDefaultRpmLimit: """No model_name means deployment fallback is skipped.""" user_api_key_dict = UserAPIKeyAuth(api_key="sk-123") mock_router = MagicMock() - mock_router.get_model_list.return_value = [ - _make_deployment_dict("model1", rpm=200) - ] + mock_router.get_model_list.return_value = [_make_deployment_dict("model1", rpm=200)] with patch(_ROUTER_PATCH, mock_router): result = get_key_model_rpm_limit(user_api_key_dict) assert result is None @@ -1924,9 +2033,7 @@ class TestDeploymentDefaultTpmLimit: """Case 2 from spec: key has no model-specific limits, falls back to deployment default.""" user_api_key_dict = UserAPIKeyAuth(api_key="sk-123") mock_router = MagicMock() - mock_router.get_model_list.return_value = [ - _make_deployment_dict("model1", tpm=100) - ] + mock_router.get_model_list.return_value = [_make_deployment_dict("model1", tpm=100)] with patch(_ROUTER_PATCH, mock_router): result = get_key_model_tpm_limit(user_api_key_dict, model_name="model1") assert result == {"model1": 100} @@ -1938,9 +2045,7 @@ class TestDeploymentDefaultTpmLimit: metadata={"model_tpm_limit": {"model1": 20}}, ) mock_router = MagicMock() - mock_router.get_model_list.return_value = [ - _make_deployment_dict("model1", tpm=100) - ] + mock_router.get_model_list.return_value = [_make_deployment_dict("model1", tpm=100)] with patch(_ROUTER_PATCH, mock_router): result = get_key_model_tpm_limit(user_api_key_dict, model_name="model1") assert result == {"model1": 20} @@ -1960,9 +2065,7 @@ class TestDeploymentDefaultTpmLimit: """No model_name means deployment fallback is skipped.""" user_api_key_dict = UserAPIKeyAuth(api_key="sk-123") mock_router = MagicMock() - mock_router.get_model_list.return_value = [ - _make_deployment_dict("model1", tpm=100) - ] + mock_router.get_model_list.return_value = [_make_deployment_dict("model1", tpm=100)] with patch(_ROUTER_PATCH, mock_router): result = get_key_model_tpm_limit(user_api_key_dict) assert result is None @@ -2113,7 +2216,7 @@ class TestCheckCompleteCredentialsBlocksSSRF: "litellm.proxy.auth.auth_utils.validate_url", side_effect=SSRFError(f"blocked: {blocked_url}"), ): - with pytest.raises(ValueError, match='is rejected by the SSRF guard') as exc_info: + with pytest.raises(ValueError, match="is rejected by the SSRF guard") as exc_info: check_complete_credentials( { "model": "gpt-4", @@ -2475,9 +2578,7 @@ class TestIsRequestBodySafeBlocksFallbackSmuggle: is_request_body_safe( request_body={ "model": "gpt-4", - "fallbacks": [ - {"gpt-4": [{"model": "byok", "api_base": "https://my-byok.example"}]} - ], + "fallbacks": [{"gpt-4": [{"model": "byok", "api_base": "https://my-byok.example"}]}], }, general_settings={"allow_client_side_credentials": True}, llm_router=None, @@ -2497,9 +2598,7 @@ class TestIsRequestBodySafeBlocksFallbackSmuggle: "always-fail": [ { "model": "x", - fallback_field: [ - {"x": [{"model": "deepseek-chat", "api_base": "http://attacker"}]} - ], + fallback_field: [{"x": [{"model": "deepseek-chat", "api_base": "http://attacker"}]}], } ] } @@ -2669,7 +2768,7 @@ class TestIsRequestBodySafeBlocksEndpointTargetingFields: ], ) def test_endpoint_targeting_field_in_request_body_is_rejected(self, field): - with pytest.raises(ValueError, match='Rejected Request') as exc: + with pytest.raises(ValueError, match="Rejected Request") as exc: is_request_body_safe( request_body={"model": "gpt-4", field: "https://attacker.example"}, general_settings={}, @@ -2690,7 +2789,7 @@ class TestIsRequestBodySafeBlocksEndpointTargetingFields: # on the blocklist into an SSRF / credential-exfil hole. Verify # that supplying an api_key (alongside the banned param) does NOT # bypass the gate — it can only be opened by an admin opt-in. - with pytest.raises(ValueError, match='Rejected Request') as exc: + with pytest.raises(ValueError, match="Rejected Request") as exc: is_request_body_safe( request_body={ "model": "gpt-4", @@ -3139,11 +3238,7 @@ class TestIsRequestBodySafeNestedConfig: when nested.""" with pytest.raises(ValueError, match="langfuse_host"): is_request_body_safe( - request_body={ - "litellm_embedding_config": { - "langfuse_host": "https://attacker.example.com" - } - }, + request_body={"litellm_embedding_config": {"langfuse_host": "https://attacker.example.com"}}, general_settings={}, llm_router=None, model="milvus-store", @@ -3154,11 +3249,7 @@ class TestIsRequestBodySafeNestedConfig: keep the existing escape hatch — same UX as for root-level.""" assert ( is_request_body_safe( - request_body={ - "litellm_embedding_config": { - "api_base": "https://my-azure.example.com" - } - }, + request_body={"litellm_embedding_config": {"api_base": "https://my-azure.example.com"}}, general_settings={"allow_client_side_credentials": True}, llm_router=None, model="milvus-store", @@ -3271,7 +3362,7 @@ class TestObservabilityCallbackBans: ], ) def test_observability_field_in_request_body_root_is_rejected(self, field): - with pytest.raises(ValueError, match='Rejected Request') as exc: + with pytest.raises(ValueError, match="Rejected Request") as exc: is_request_body_safe( request_body={"model": "gpt-4", field: "attacker-value"}, general_settings={}, @@ -3295,13 +3386,11 @@ class TestObservabilityCallbackBans: "user_api_key_auth_metadata", ], ) - def test_observability_field_in_metadata_dict_is_rejected( - self, metadata_key, field - ): + def test_observability_field_in_metadata_dict_is_rejected(self, metadata_key, field): # Verifies the metadata walk: a value smuggled inside ``metadata`` # or ``litellm_metadata`` is just as dangerous as the same field # at the body root, and must hit the same gate. - with pytest.raises(ValueError, match='Rejected Request') as exc: + with pytest.raises(ValueError, match="Rejected Request") as exc: is_request_body_safe( request_body={ "model": "gpt-4", @@ -3336,13 +3425,11 @@ class TestObservabilityCallbackBans: ) def test_observability_field_in_litellm_params_metadata_is_rejected(self): - with pytest.raises(ValueError, match='Rejected Request: turn_off_message_logging is not allowed') as exc: + with pytest.raises(ValueError, match="Rejected Request: turn_off_message_logging is not allowed") as exc: is_request_body_safe( request_body={ "model": "gpt-4", - "litellm_params": { - "metadata": {"turn_off_message_logging": False} - }, + "litellm_params": {"metadata": {"turn_off_message_logging": False}}, }, general_settings={}, llm_router=None, @@ -3354,22 +3441,18 @@ class TestObservabilityCallbackBans: "metadata_key", ["metadata", "litellm_metadata"], ) - def test_observability_field_in_json_string_metadata_is_rejected( - self, metadata_key - ): + def test_observability_field_in_json_string_metadata_is_rejected(self, metadata_key): # Multipart/form-data and ``extra_body`` callers send metadata as a # JSON-encoded string. The bouncer parses it before applying the # banned-params check so the JSON-string path can't smuggle past # the ``isinstance(dict)`` guard. import json - with pytest.raises(ValueError, match='Rejected Request: langfuse_host is not allowed in request') as exc: + with pytest.raises(ValueError, match="Rejected Request: langfuse_host is not allowed in request") as exc: is_request_body_safe( request_body={ "model": "gpt-4", - metadata_key: json.dumps( - {"langfuse_host": "https://attacker.example"} - ), + metadata_key: json.dumps({"langfuse_host": "https://attacker.example"}), }, general_settings={}, llm_router=None, @@ -3436,7 +3519,7 @@ def test_model_level_allow_does_not_skip_subsequent_banned_params(monkeypatch): lambda model, param, request_body_value, llm_router: param == "api_base", ) - with pytest.raises(ValueError, match='Rejected Request: langfuse_host is not allowed in request') as exc: + with pytest.raises(ValueError, match="Rejected Request: langfuse_host is not allowed in request") as exc: is_request_body_safe( request_body={ "model": "gpt-4", @@ -3476,8 +3559,7 @@ def test_observability_ban_covers_canonical_supported_callback_params(): ) for param in _request_blocked_callback_params: assert param in banned, ( - f"{param} is in _request_blocked_callback_params but is not banned " - "at the proxy request-body boundary." + f"{param} is in _request_blocked_callback_params but is not banned at the proxy request-body boundary." ) @@ -3507,7 +3589,7 @@ class TestPricingInjectionBlocked: ], ) def test_pricing_field_rejected_by_default(self, field, value): - with pytest.raises(ValueError, match='Rejected Request') as exc: + with pytest.raises(ValueError, match="Rejected Request") as exc: is_request_body_safe( request_body={"model": "gpt-4", field: value}, general_settings={}, @@ -3575,9 +3657,7 @@ class TestGetRequestRouteTemplate: def test_exception_returns_none(self): req = MagicMock() - type(req).scope = property( - lambda self: (_ for _ in ()).throw(RuntimeError("boom")) - ) + type(req).scope = property(lambda self: (_ for _ in ()).throw(RuntimeError("boom"))) assert get_request_route_template(req) is None @@ -3630,9 +3710,7 @@ class TestGetKeyTagRateLimits: """Tests for get_key_tag_rpm_limit.""" def test_reads_tag_rpm_limit_from_metadata(self): - key = UserAPIKeyAuth( - api_key="sk-123", metadata={"tag_rpm_limit": {"cell-1": 5}} - ) + key = UserAPIKeyAuth(api_key="sk-123", metadata={"tag_rpm_limit": {"cell-1": 5}}) assert get_key_tag_rpm_limit(key) == {"cell-1": 5} def test_returns_none_when_unset(self): @@ -3695,12 +3773,8 @@ class TestIsRequestBodySafeChecksBracketNotationMetadata: def test_bracket_notation_matches_json_encoding_for_deeper_nesting(self): """A value nested below the first level is treated the same either way: the check descends one level into metadata, for both encodings.""" - deep_bracket = { - "litellm_metadata[spend_logs_metadata][langfuse_host]": "https://example.invalid" - } - deep_json = { - "litellm_metadata": {"spend_logs_metadata": {"langfuse_host": "https://example.invalid"}} - } + deep_bracket = {"litellm_metadata[spend_logs_metadata][langfuse_host]": "https://example.invalid"} + deep_json = {"litellm_metadata": {"spend_logs_metadata": {"langfuse_host": "https://example.invalid"}}} kwargs = dict(general_settings={}, llm_router=None, model="gpt-4") assert is_request_body_safe(request_body=deep_bracket, **kwargs) is True assert is_request_body_safe(request_body=deep_json, **kwargs) is True @@ -3749,9 +3823,7 @@ class TestHasUserSetupSso: def test_true_for_saml_metadata_url(self, monkeypatch): from litellm.proxy.auth.auth_utils import has_user_setup_sso - monkeypatch.setenv( - "SAML_IDP_METADATA_URL", "https://idp.example.com/metadata.xml" - ) + monkeypatch.setenv("SAML_IDP_METADATA_URL", "https://idp.example.com/metadata.xml") assert has_user_setup_sso() is True def test_true_for_saml_metadata_xml(self, monkeypatch): diff --git a/tests/unit/proxy/auth/test_unmapped_model_budget_enforcement.py b/tests/unit/proxy/auth/test_unmapped_model_budget_enforcement.py index 7665008a6a6..515b6e45dc4 100644 --- a/tests/unit/proxy/auth/test_unmapped_model_budget_enforcement.py +++ b/tests/unit/proxy/auth/test_unmapped_model_budget_enforcement.py @@ -9,6 +9,8 @@ See: https://github.com/BerriAI/litellm/issues/24770 import copy +import pytest + import litellm from litellm.proxy.auth.auth_checks import _is_model_cost_zero from litellm.router import Router @@ -39,10 +41,7 @@ class TestUnmappedModelBudgetEnforcement: ] ) result = _is_model_cost_zero(model="custom-model", llm_router=router) - assert result is False, ( - "Unmapped model should enforce budget (return False), " - "not bypass it (return True)" - ) + assert result is False, "Unmapped model should enforce budget (return False), not bypass it (return True)" def test_explicitly_free_model_bypasses_budget(self): """A model with explicit cost=0 in model_info should bypass budget.""" @@ -65,9 +64,7 @@ class TestUnmappedModelBudgetEnforcement: ] ) result = _is_model_cost_zero(model="free-model", llm_router=router) - assert ( - result is True - ), "Explicitly free model should bypass budget (return True)" + assert result is True, "Explicitly free model should bypass budget (return True)" def test_known_paid_model_enforces_budget(self): """A model in the cost map with non-zero costs should enforce budget.""" @@ -101,9 +98,7 @@ class TestUnmappedModelBudgetEnforcement: ] ) result = _is_model_cost_zero(model="free-via-params", llm_router=router) - assert ( - result is True - ), "Model with explicit cost=0 in litellm_params should bypass budget" + assert result is True, "Model with explicit cost=0 in litellm_params should bypass budget" def test_cache_invalidates_on_in_place_pricing_update(self): """ @@ -285,9 +280,12 @@ class TestUnmappedModelBudgetEnforcement: "An aliased PTU group must not be read as free" ) - def test_hidden_model_group_alias_enforces_budget(self): - """A hidden alias keeps budget enforced: get_model_group_info() returns None for it, - so the cost is unknown before the configuration gate is reached.""" + def test_hidden_model_group_alias_to_free_model_bypasses_budget(self): + """A hidden alias to an explicitly free group bypasses budget, like the group itself. + + ``get_model_group_info`` returns None for hidden aliases, so the alias must be + resolved to its target group before the cost lookup. + """ router = Router( model_list=[ { @@ -304,7 +302,22 @@ class TestUnmappedModelBudgetEnforcement: model_group_alias={"hidden-alias": {"model": "free-model", "hidden": True}}, ) - assert _is_model_cost_zero(model="hidden-alias", llm_router=router) is False + assert _is_model_cost_zero(model="hidden-alias", llm_router=router) is True + + def test_hidden_model_group_alias_to_paid_model_enforces_budget(self): + """A hidden alias to a priced group keeps budget enforced.""" + router = Router( + model_list=[ + { + "model_name": "paid-model", + "litellm_params": {"model": "gpt-3.5-turbo", "api_key": "sk-fake"}, + "model_info": {"id": "paid-model-id"}, + }, + ], + model_group_alias={"hidden-paid-alias": {"model": "paid-model", "hidden": True}}, + ) + + assert _is_model_cost_zero(model="hidden-paid-alias", llm_router=router) is False def test_dangling_model_group_alias_enforces_budget(self): """An alias pointing at a group that does not exist keeps budget enforced.""" @@ -326,6 +339,115 @@ class TestUnmappedModelBudgetEnforcement: assert _is_model_cost_zero(model="dangling-alias", llm_router=router) is False + def test_repointed_hidden_alias_does_not_reuse_cached_free_result(self): + """Repointing a hidden alias from a free group to a paid group re-evaluates the cost. + + ``Router.update_settings`` is the one runtime path that rewrites the alias map (the + proxy's config update applies ``router_settings`` through it), so the cached verdict + has to drop there. + """ + router = Router( + model_list=[ + { + "model_name": "free-model", + "litellm_params": { + "model": "ollama/llama2", + "api_base": "http://localhost:11434", + "input_cost_per_token": 0.0, + "output_cost_per_token": 0.0, + }, + "model_info": {"id": "free-model-id"}, + }, + { + "model_name": "paid-model", + "litellm_params": {"model": "gpt-3.5-turbo", "api_key": "sk-fake"}, + "model_info": {"id": "paid-model-id"}, + }, + ], + model_group_alias={"hidden-alias": {"model": "free-model", "hidden": True}}, + ) + + assert _is_model_cost_zero(model="hidden-alias", llm_router=router) is True + router.update_settings(model_group_alias={"hidden-alias": {"model": "paid-model", "hidden": True}}) + assert _is_model_cost_zero(model="hidden-alias", llm_router=router) is False + + @pytest.mark.parametrize("alias_name_first", [True, False]) + def test_alias_shadowing_a_real_group_gives_each_name_its_own_verdict(self, alias_name_first: bool): + """An alias whose name is also a real PTU-priced group never shares a verdict with its target. + + The verdict is cached per requested name, so whichever name is asked first, the free target + stays free and the shadowed PTU name stays enforced. + """ + router = Router( + model_list=[ + { + "model_name": "free-model", + "litellm_params": { + "model": "ollama/llama2", + "api_base": "http://localhost:11434", + "input_cost_per_token": 0.0, + "output_cost_per_token": 0.0, + }, + "model_info": {"id": "free-model-id"}, + }, + { + "model_name": "ptu-model", + "litellm_params": { + "model": "azure/ptu-deployment", + "api_base": "https://fake.openai.azure.com", + "api_key": "sk-fake", + "input_cost_per_token": 0.0, + "output_cost_per_token": 0.0, + }, + "model_info": {"id": "ptu-model-id", "ptu_count": 100, "cost_per_ptu_per_hour": 2.0}, + }, + ], + model_group_alias={"ptu-model": "free-model"}, + ) + order = ("ptu-model", "free-model") if alias_name_first else ("free-model", "ptu-model") + expected = {"ptu-model": False, "free-model": True} + + assert [_is_model_cost_zero(model=name, llm_router=router) for name in order] == [ + expected[name] for name in order + ] + assert [_is_model_cost_zero(model=name, llm_router=router) for name in order] == [ + expected[name] for name in order + ], "the cached verdicts must match the first evaluation" + + def test_alias_chain_through_a_priced_group_enforces_budget(self): + """An alias to a group that is itself an alias key resolves one hop, like the router does. + + The router serves ``chain-smart`` with the real ``chain-legacy`` deployment, which is priced, + so following the second hop to the free group would waive the budget for a paid call. + """ + router = Router( + model_list=[ + { + "model_name": "chain-legacy", + "litellm_params": { + "model": "gpt-3.5-turbo", + "api_key": "sk-fake", + "input_cost_per_token": 0.0000002, + "output_cost_per_token": 0.0000012, + }, + "model_info": {"id": "chain-legacy-id"}, + }, + { + "model_name": "free-model", + "litellm_params": { + "model": "ollama/llama2", + "api_base": "http://localhost:11434", + "input_cost_per_token": 0.0, + "output_cost_per_token": 0.0, + }, + "model_info": {"id": "free-model-id"}, + }, + ], + model_group_alias={"chain-smart": "chain-legacy", "chain-legacy": "free-model"}, + ) + + assert _is_model_cost_zero(model="chain-smart", llm_router=router) is False + def test_handles_router_without_zero_cost_cache_attribute(self): """Tolerate router-like objects (e.g. ``MagicMock`` stand-ins) that do not expose ``_zero_cost_cache`` — the auth check must still diff --git a/tests/unit/proxy/common_utils/test_credential_hydration.py b/tests/unit/proxy/common_utils/test_credential_hydration.py new file mode 100644 index 00000000000..f40b0114d71 --- /dev/null +++ b/tests/unit/proxy/common_utils/test_credential_hydration.py @@ -0,0 +1,28 @@ +from unittest.mock import AsyncMock, MagicMock, patch + +import pytest + +import litellm +from litellm.proxy.common_utils.credential_hydration import hydrate_named_credential_authoritative +from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper + + +@pytest.mark.asyncio +async def test_authoritative_hydrate_returns_an_encrypted_empty_value_as_empty(monkeypatch): + monkeypatch.setenv("LITELLM_SALT_KEY", "sk-hydration-test-salt") + row = { + "credential_name": "openai-wif", + "credential_values": { + "api_base": encrypt_value_helper(""), + "openai_service_account_id": encrypt_value_helper("user-1"), + }, + "credential_info": {"custom_llm_provider": "openai"}, + } + prisma = MagicMock() + prisma.db.litellm_credentialstable.find_unique = AsyncMock(return_value=row) + + with patch.object(litellm, "credential_list", []): # test-quality-ok: the row under test must win over memory + resolved = await hydrate_named_credential_authoritative("openai-wif", prisma) + + assert resolved is not None + assert resolved.credential_values == {"api_base": "", "openai_service_account_id": "user-1"} diff --git a/tests/unit/proxy/credential_endpoints/test_endpoints.py b/tests/unit/proxy/credential_endpoints/test_endpoints.py index 631767f52ae..aff7babe424 100644 --- a/tests/unit/proxy/credential_endpoints/test_endpoints.py +++ b/tests/unit/proxy/credential_endpoints/test_endpoints.py @@ -1,12 +1,14 @@ """Tests for the credential management endpoints.""" import json +from contextlib import contextmanager from unittest.mock import AsyncMock, MagicMock, patch import pytest +from cryptography.hazmat.primitives import serialization +from cryptography.hazmat.primitives.asymmetric import ec from fastapi.testclient import TestClient - import litellm from litellm.proxy._types import UserAPIKeyAuth from litellm.proxy.auth.user_api_key_auth import user_api_key_auth @@ -21,10 +23,14 @@ def _as_admin(): return UserAPIKeyAuth(api_key="test-key", user_role="proxy_admin") -def _call_as_admin(method: str, path: str, json_body: dict | None = None): +def _as_non_admin(): + return UserAPIKeyAuth(api_key="test-key", user_role="internal_user") + + +def _call_as(method: str, path: str, json_body: dict | None = None, auth=_as_admin): missing = object() previous_override = app.dependency_overrides.get(user_api_key_auth, missing) - app.dependency_overrides[user_api_key_auth] = _as_admin + app.dependency_overrides[user_api_key_auth] = auth try: return client.request(method, path, json=json_body, headers={"Authorization": "Bearer test-key"}) finally: @@ -34,16 +40,26 @@ def _call_as_admin(method: str, path: str, json_body: dict | None = None): app.dependency_overrides[user_api_key_auth] = previous_override -def _patch_credential(name: str, body: dict): - return _call_as_admin("PATCH", f"/credentials/{name}", body) +def _patch_credential(name: str, body: dict, auth=_as_admin): + return _call_as("PATCH", f"/credentials/{name}", body, auth) -def _delete_credential(name: str): - return _call_as_admin("DELETE", f"/credentials/{name}") +def _post_credential(body: dict, auth=_as_admin): + return _call_as("POST", "/credentials", body, auth) + + +def _delete_credential(name: str, auth=_as_admin): + return _call_as("DELETE", f"/credentials/{name}", auth=auth) def _list_credentials(): - return _call_as_admin("GET", "/credentials") + return _call_as("GET", "/credentials") + + +def _prisma_without_credential_rows() -> MagicMock: + prisma_client = MagicMock() + prisma_client.db.litellm_credentialstable.find_unique = AsyncMock(return_value=None) + return prisma_client @pytest.fixture @@ -59,11 +75,12 @@ def credential_store(): llm_router: object | None = None, **repository_calls: AsyncMock, ) -> None: - patch("litellm.proxy.proxy_server.prisma_client", MagicMock() if connected else None).start() + patch("litellm.proxy.proxy_server.prisma_client", _prisma_without_credential_rows() if connected else None).start() patch("litellm.proxy.proxy_server.master_key", "sk-test-master").start() patch.object(litellm, "credential_list", list(in_memory)).start() app.dependency_overrides[get_llm_router] = lambda: llm_router repository = patch("litellm.proxy.credential_endpoints.endpoints.CredentialsRepository").start() + repository.return_value.find_by_name = AsyncMock(return_value=None) for call_name, result in repository_calls.items(): setattr(repository.return_value, call_name, result) @@ -72,6 +89,52 @@ def credential_store(): app.dependency_overrides.pop(get_llm_router, None) +@contextmanager +def _repository_holding(stored: CredentialItem | None): + """The credentials repository seam, answering ``find_by_name`` with ``stored`` and recording + the writes the handler attempts. Patched at both import sites, since the handlers resolve an + existing credential through ``hydrate_named_credential`` (memory first, then this repository) + and then write through their own ``CredentialsRepository`` binding.""" + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.credential_endpoints.endpoints.CredentialsRepository" + ) as repository, + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.common_utils.credential_hydration.CredentialsRepository", repository + ), + ): + repository.return_value.find_by_name = AsyncMock(return_value=stored) + repository.return_value.create = AsyncMock(return_value=None) + repository.return_value.update_by_name = AsyncMock(return_value=None) + repository.return_value.delete_by_name = AsyncMock(return_value=stored) + yield repository.return_value + + +def test_create_credential_write_omits_the_patch_only_deletion_field(restore_credential_list): + """Regression: CredentialItem.credential_values_to_delete is a PATCH-only field that + defaults to None on every other construction path. A bare .model_dump() (without + exclude_none) on the create path put a `credential_values_to_delete: null` key into the + Prisma write, which litellm_credentialstable has no column for.""" + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "new-cred", + "credential_values": {"api_key": "sk-new"}, + "credential_info": {"custom_llm_provider": "openai"}, + } + ) + + assert response.status_code == 200, response.text + written_data = repository.create.await_args.kwargs["data"] + assert "credential_values_to_delete" not in written_data + + def test_update_credential_answers_404_when_the_credential_does_not_exist(credential_store): """Regression: the handler used to ``return handle_exception_on_proxy(e)``, which makes the exception the response body and lets FastAPI answer 200, so a write the handler @@ -119,6 +182,1012 @@ def test_update_credential_still_answers_200_on_a_successful_write(credential_st assert response.json()["success"] is True +def _get_jwks(name: str): + return _call_as("GET", f"/credentials/{name}/jwks") + + +@pytest.fixture +def restore_credential_list(monkeypatch): + monkeypatch.setattr(litellm, "credential_list", []) + + +def test_update_credential_rejects_overlap_between_update_and_delete(): + """A key in both sets is ambiguous (set to what value, before or after the delete?), so the + endpoint must reject it outright rather than picking a resolution order silently.""" + response = _patch_credential( + "any-name", + { + "credential_name": "any-name", + "credential_values": {"api_key": "sk-new"}, + "credential_values_to_delete": ["api_key"], + "credential_info": {}, + }, + ) + + assert response.status_code == 400, response.text + assert "api_key" in response.json()["error"]["message"] + + +def test_update_credential_deletion_removes_the_key_from_the_db_write(restore_credential_list): + """The bug this closes: switching WIF identity sources (or WIF -> api_key) left the old + variant's fields behind in the DB row, which wif.py then rejects by presence.""" + stored = CredentialItem( + credential_name="wif-cred", + credential_values={"anthropic_identity_source": "keycloak", "anthropic_keycloak_client_id": "old-client"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.credential_endpoints.endpoints.CredentialsRepository" + ) as repository, # test-quality-ok: the proxy wiring under test is what this patches + ): + repository.return_value.find_by_name = AsyncMock(return_value=stored) + update_mock = AsyncMock(return_value=None) + repository.return_value.update_by_name = update_mock + + response = _patch_credential( + "wif-cred", + { + "credential_name": "wif-cred", + "credential_values": {}, + "credential_values_to_delete": ["anthropic_keycloak_client_id"], + "credential_info": {}, + }, + ) + + assert response.status_code == 200, response.text + written_values = json.loads(update_mock.await_args.kwargs["data"]["credential_values"]) + assert "anthropic_keycloak_client_id" not in written_values + assert written_values["anthropic_identity_source"] == "keycloak" + + +def test_update_credential_deletion_updates_in_memory_credential_list(restore_credential_list, monkeypatch): + """The in-memory list is what the request-time auth resolvers read; a deletion that only + landed in the DB would leave the stale field servable until the next process restart.""" + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="wif-cred", + credential_values={ + "anthropic_identity_source": "keycloak", + "anthropic_keycloak_client_id": "old-client", + }, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + stored = CredentialItem( + credential_name="wif-cred", + credential_values={"anthropic_identity_source": "keycloak", "anthropic_keycloak_client_id": "old-client"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.credential_endpoints.endpoints.CredentialsRepository" + ) as repository, # test-quality-ok: the proxy wiring under test is what this patches + ): + repository.return_value.find_by_name = AsyncMock(return_value=stored) + repository.return_value.update_by_name = AsyncMock(return_value=None) + + response = _patch_credential( + "wif-cred", + { + "credential_name": "wif-cred", + "credential_values": {}, + "credential_values_to_delete": ["anthropic_keycloak_client_id"], + "credential_info": {}, + }, + ) + + assert response.status_code == 200, response.text + in_memory = next(c for c in litellm.credential_list if c.credential_name == "wif-cred") + assert "anthropic_keycloak_client_id" not in in_memory.credential_values + assert in_memory.credential_values["anthropic_identity_source"] == "keycloak" + + +def test_update_credential_leaves_untouched_fields_alone(): + """Regression for the masked-value hazard: GET /credentials masks values, so a PATCH that + only names the field being changed must not let an untouched field be nulled or overwritten + by anything a round-tripped (masked) form value could contain.""" + stored = CredentialItem( + credential_name="existing", + credential_values={"api_key": "sk-real-value", "api_base": "https://api.anthropic.com"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.credential_endpoints.endpoints.CredentialsRepository" + ) as repository, # test-quality-ok: the proxy wiring under test is what this patches + ): + repository.return_value.find_by_name = AsyncMock(return_value=stored) + update_mock = AsyncMock(return_value=None) + repository.return_value.update_by_name = update_mock + + response = _patch_credential( + "existing", + {"credential_name": "existing", "credential_values": {"api_key": "sk-rotated"}, "credential_info": {}}, + ) + + assert response.status_code == 200, response.text + written_values = json.loads(update_mock.await_args.kwargs["data"]["credential_values"]) + assert written_values["api_base"] == "https://api.anthropic.com" + + +def test_create_credential_never_stores_a_null_credential_value(restore_credential_list): + """The dashboard posts a key for every field on the provider's form, and the ones the operator + left blank arrive as null. A null carries no credential, and the federation resolver refuses a + foreign variant's field by key, so a stored null wedges every deployment naming this credential.""" + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "new-cred", + "credential_values": {"api_key": "sk-new", "anthropic_issuer_url": None}, + "credential_info": {"custom_llm_provider": "anthropic"}, + } + ) + + assert response.status_code == 200, response.text + written_values = json.loads(repository.create.await_args.kwargs["data"]["credential_values"]) + assert "anthropic_issuer_url" not in written_values + assert "api_key" in written_values + + +def test_update_credential_never_stores_a_null_credential_value(restore_credential_list): + """Same null on the update path, where the merge writes the whole row back: the field the null + named keeps whatever it stored, since removing a field is what credential_values_to_delete is for.""" + stored = CredentialItem( + credential_name="wif-cred", + credential_values={"anthropic_identity_source": "keycloak", "anthropic_keycloak_client_id": "old-client"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + with _repository_holding(stored) as repository: + response = _patch_credential( + "wif-cred", + { + "credential_name": "wif-cred", + "credential_values": {"anthropic_keycloak_client_id": None}, + "credential_info": {}, + }, + ) + + assert response.status_code == 200, response.text + written_values = json.loads(repository.update_by_name.await_args.kwargs["data"]["credential_values"]) + assert written_values["anthropic_keycloak_client_id"] == "old-client" + + +def test_update_credential_never_syncs_a_null_into_the_in_memory_credential(restore_credential_list, monkeypatch): + """The in-memory list is what request-time resolution reads, so a null that only got kept out of + the DB row would still wedge every deployment until the next restart.""" + in_memory = CredentialItem( + credential_name="plain-cred", + credential_values={"api_key": "sk-old"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + monkeypatch.setattr(litellm, "credential_list", [in_memory]) + with _repository_holding( + CredentialItem( + credential_name="plain-cred", + credential_values={"api_key": "sk-old"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ): + response = _patch_credential( + "plain-cred", + { + "credential_name": "plain-cred", + "credential_values": {"api_key": "sk-rotated", "anthropic_issuer_url": None}, + "credential_info": {}, + }, + ) + + assert response.status_code == 200, response.text + synced = next(c for c in litellm.credential_list if c.credential_name == "plain-cred") + assert "anthropic_issuer_url" not in synced.credential_values + assert synced.credential_values["api_key"] == "sk-rotated" + + +def _generate_es256_pem() -> str: + key = ec.generate_private_key(ec.SECP256R1()) + return key.private_bytes( + encoding=serialization.Encoding.PEM, + format=serialization.PrivateFormat.PKCS8, + encryption_algorithm=serialization.NoEncryption(), + ).decode() + + +class TestCredentialJwksExport: + def test_jwks_export_succeeds_for_an_internal_issuer_credential(self, restore_credential_list, monkeypatch): + monkeypatch.setenv("JWKS_TEST_SIGNING_KEY", _generate_es256_pem()) + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="anthropic-issuer", + credential_values={ + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.example.com", + "anthropic_issuer_subject": "my-workload", + "anthropic_issuer_signing_key_ref": "os.environ/JWKS_TEST_SIGNING_KEY", + }, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + + response = _get_jwks("anthropic-issuer") + + assert response.status_code == 200, response.text + body = response.json() + assert body["keys"][0]["kty"] == "EC" + assert body["keys"][0]["crv"] == "P-256" + # The private key material must never leave the process via this endpoint. + assert "JWKS_TEST_SIGNING_KEY" not in response.text + assert "PRIVATE KEY" not in response.text + + def test_jwks_export_treats_blank_optional_fields_as_unset(self, restore_credential_list, monkeypatch): + monkeypatch.setenv("JWKS_TEST_SIGNING_KEY", _generate_es256_pem()) + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="anthropic-issuer-blanks", + credential_values={ + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.example.com", + "anthropic_issuer_subject": "my-workload", + "anthropic_issuer_signing_key_ref": "os.environ/JWKS_TEST_SIGNING_KEY", + "anthropic_issuer_audience": "", + "anthropic_issuer_ttl_seconds": "", + }, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + + response = _get_jwks("anthropic-issuer-blanks") + + assert response.status_code == 200, response.text + assert response.json()["keys"][0]["kty"] == "EC" + + def test_jwks_export_accepts_the_dashboard_provider_casing(self, restore_credential_list, monkeypatch): + monkeypatch.setenv("JWKS_TEST_SIGNING_KEY", _generate_es256_pem()) + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="anthropic-from-modal", + credential_values={ + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.example.com", + "anthropic_issuer_subject": "my-workload", + "anthropic_issuer_signing_key_ref": "os.environ/JWKS_TEST_SIGNING_KEY", + }, + credential_info={"custom_llm_provider": "Anthropic"}, + ) + ], + ) + + response = _get_jwks("anthropic-from-modal") + + assert response.status_code == 200, response.text + assert response.json()["keys"][0]["kty"] == "EC" + + def test_jwks_export_404s_for_a_non_anthropic_credential(self, restore_credential_list, monkeypatch): + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="openai-key", + credential_values={"api_key": "sk-x"}, + credential_info={"custom_llm_provider": "openai"}, + ) + ], + ) + + response = _get_jwks("openai-key") + + assert response.status_code == 404, response.text + + def test_jwks_export_404s_for_an_anthropic_credential_without_internal_issuer( + self, restore_credential_list, monkeypatch + ): + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="anthropic-apikey", + credential_values={"api_key": "sk-ant"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + + response = _get_jwks("anthropic-apikey") + + assert response.status_code == 404, response.text + + def test_jwks_export_404s_for_an_unknown_credential(self, restore_credential_list): + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", None + ): # test-quality-ok: the proxy wiring under test is what this patches + response = _get_jwks("does-not-exist") + + assert response.status_code == 404, response.text + + def test_jwks_export_requires_proxy_admin(self, restore_credential_list, monkeypatch): + monkeypatch.setenv("JWKS_TEST_SIGNING_KEY", _generate_es256_pem()) + monkeypatch.setattr( + litellm, + "credential_list", + [ + CredentialItem( + credential_name="anthropic-issuer", + credential_values={ + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://issuer.example.com", + "anthropic_issuer_subject": "my-workload", + "anthropic_issuer_signing_key_ref": "os.environ/JWKS_TEST_SIGNING_KEY", + }, + credential_info={"custom_llm_provider": "anthropic"}, + ) + ], + ) + + def _as_internal_user(): + return UserAPIKeyAuth(api_key="test-key", user_role="internal_user") + + app.dependency_overrides[user_api_key_auth] = _as_internal_user + try: + response = client.get("/credentials/anthropic-issuer/jwks", headers={"Authorization": "Bearer test-key"}) + finally: + app.dependency_overrides.pop(user_api_key_auth, None) + + assert response.status_code == 403, response.text + + +class TestNonAdminCannotPersistWifFieldsOnCredential: + """A credential's ``credential_values`` feeds the same WIF resolution as a deployment's own + ``litellm_params`` when referenced by ``litellm_credential_name``. A non-admin must not be + able to create or update a credential carrying a server-owned WIF field such as + ``anthropic_keycloak_token_url`` (destination) or ``anthropic_keycloak_client_secret_ref`` + (which secret to read and send there).""" + + def test_non_admin_cannot_create_a_credential_with_a_wif_destination(self): + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ): # test-quality-ok: the proxy wiring under test is what this patches + response = _post_credential( + { + "credential_name": "attacker-cred", + "credential_values": {"anthropic_keycloak_token_url": "https://evil.example.com/token"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_keycloak_token_url" in response.json()["error"]["message"] + + def test_non_admin_cannot_create_a_credential_with_a_wif_secret_ref(self): + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ): # test-quality-ok: the proxy wiring under test is what this patches + response = _post_credential( + { + "credential_name": "attacker-cred", + "credential_values": {"anthropic_keycloak_client_secret_ref": "os.environ/LITELLM_MASTER_KEY"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + + def test_non_admin_can_create_a_credential_without_wif_fields(self, restore_credential_list): + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "ordinary-cred", + "credential_values": {"api_key": "sk-new"}, + "credential_info": {"custom_llm_provider": "openai"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 200, response.text + repository.create.assert_awaited_once() + + def test_proxy_admin_can_create_a_credential_with_a_wif_destination(self, restore_credential_list): + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "admin-cred", + "credential_values": {"anthropic_keycloak_token_url": "https://keycloak.internal/token"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + repository.create.assert_awaited_once() + + def test_non_admin_cannot_create_a_credential_with_an_openai_token_file(self): + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ): + response = _post_credential( + { + "credential_name": "attacker-cred", + "credential_values": {"openai_identity_token_file": "/var/run/secrets/tokens/attacker"}, + "credential_info": {"custom_llm_provider": "openai"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "openai_identity_token_file" in response.json()["error"]["message"] + + def test_proxy_admin_can_create_a_credential_with_the_openai_identity_trio(self, restore_credential_list): + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "openai-wif", + "credential_values": { + "openai_identity_provider_id": "idp_1", + "openai_service_account_id": "user-1", + "openai_identity_token_file": "/var/run/secrets/tokens/openai", + }, + "credential_info": {"custom_llm_provider": "openai"}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + repository.create.assert_awaited_once() + + def test_non_admin_cannot_update_a_credential_to_add_a_wif_destination(self): + stored = CredentialItem( + credential_name="existing", + credential_values={"api_key": "sk-old"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.credential_endpoints.endpoints.CredentialsRepository" + ) as repository, # test-quality-ok: the proxy wiring under test is what this patches + ): + repository.return_value.find_by_name = AsyncMock(return_value=stored) + update_mock = AsyncMock(return_value=None) + repository.return_value.update_by_name = update_mock + + response = _patch_credential( + "existing", + { + "credential_name": "existing", + "credential_values": {"anthropic_keycloak_token_url": "https://evil.example.com/token"}, + "credential_info": {}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + update_mock.assert_not_awaited() + + def test_non_admin_cannot_patch_wif_fields_onto_a_credential_through_model_id(self, credential_store): + """Regression: the PATCH gate read only the submitted ``credential_values``, so a non-admin + naming a federated deployment through ``model_id`` had its WIF fields copied onto an + ordinary credential unchecked, while POST already gated the resolved values.""" + stored = CredentialItem(credential_name="existing", credential_values={"api_key": "sk-old"}, credential_info={}) + update_by_name = AsyncMock(return_value=None) + router = MagicMock() + router.get_deployment.return_value = {"model_name": "claude-opus-5-5"} + router.get_deployment_credentials.return_value = { + "anthropic_keycloak_token_url": "https://keycloak.internal/token", + "anthropic_keycloak_client_secret_ref": "os.environ/KEYCLOAK_CLIENT_SECRET", + } + credential_store(find_by_name=AsyncMock(return_value=stored), update_by_name=update_by_name, llm_router=router) + + response = _patch_credential( + "existing", + {"credential_name": "existing", "model_id": "federated-deployment", "credential_info": {}}, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + update_by_name.assert_not_awaited() + + def test_proxy_admin_can_patch_wif_fields_onto_a_credential_through_model_id(self, credential_store): + stored = CredentialItem(credential_name="existing", credential_values={"api_key": "sk-old"}, credential_info={}) + update_by_name = AsyncMock(return_value=None) + router = MagicMock() + router.get_deployment.return_value = {"model_name": "claude-opus-5-5"} + router.get_deployment_credentials.return_value = {"anthropic_keycloak_token_url": "https://keycloak.internal/token"} + credential_store(find_by_name=AsyncMock(return_value=stored), update_by_name=update_by_name, llm_router=router) + + response = _patch_credential( + "existing", + {"credential_name": "existing", "model_id": "federated-deployment", "credential_info": {}}, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + written = json.loads(update_by_name.await_args.kwargs["data"]["credential_values"]) + assert "anthropic_keycloak_token_url" in written, "the deployment's WIF field reaches the stored credential" + + def test_proxy_admin_can_update_a_credential_to_add_a_wif_destination(self): + stored = CredentialItem( + credential_name="existing", + credential_values={"api_key": "sk-old"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", MagicMock() + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.credential_endpoints.endpoints.CredentialsRepository" + ) as repository, # test-quality-ok: the proxy wiring under test is what this patches + ): + repository.return_value.find_by_name = AsyncMock(return_value=stored) + update_mock = AsyncMock(return_value=None) + repository.return_value.update_by_name = update_mock + + response = _patch_credential( + "existing", + { + "credential_name": "existing", + "credential_values": {"anthropic_keycloak_token_url": "https://keycloak.internal/token"}, + "credential_info": {}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + update_mock.assert_awaited_once() + + +def _wif_credential(name: str = "federated-cred") -> CredentialItem: + return CredentialItem( + credential_name=name, + credential_values={ + "anthropic_keycloak_token_url": "https://keycloak.internal/token", + "api_key": "sk-old", + }, + credential_info={"custom_llm_provider": "anthropic"}, + ) + + +def _plain_credential(name: str = "ordinary-cred") -> CredentialItem: + return CredentialItem( + credential_name=name, + credential_values={"api_key": "sk-old"}, + credential_info={"custom_llm_provider": "openai"}, + ) + + +class TestNonAdminCannotTouchAStoredWifCredential: + """The WIF gate used to read only the incoming ``credential_values``, so a non-admin could + drop a federation field by naming it in ``credential_values_to_delete`` (breaking every + deployment that references the credential), or edit a stored admin-owned WIF credential by + sending a payload carrying no WIF field at all. The gate is evaluated against the effective + surface of the operation: incoming keys (a ``null`` value still persists the key), deleted + keys, and the stored credential, wherever it lives (DB row or config-only ``credential_list`` + entry).""" + + def test_non_admin_cannot_delete_a_wif_field_off_a_credential(self, restore_credential_list): + with _repository_holding(_plain_credential("some-cred")) as repository: + response = _patch_credential( + "some-cred", + { + "credential_name": "some-cred", + "credential_values": {}, + "credential_values_to_delete": ["anthropic_keycloak_token_url"], + "credential_info": {}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_keycloak_token_url" in response.text + repository.update_by_name.assert_not_awaited() + + def test_non_admin_cannot_patch_a_stored_wif_credential(self, restore_credential_list): + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _patch_credential( + "federated-cred", + { + "credential_name": "federated-cred", + "credential_values": {"api_key": "sk-attacker"}, + "credential_info": {}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_keycloak_token_url" in response.text + repository.update_by_name.assert_not_awaited() + + def test_proxy_admin_can_delete_a_wif_field_off_a_credential(self, restore_credential_list): + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _patch_credential( + "federated-cred", + { + "credential_name": "federated-cred", + "credential_values": {}, + "credential_values_to_delete": ["anthropic_keycloak_token_url"], + "credential_info": {}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + written_values = json.loads(repository.update_by_name.await_args.kwargs["data"]["credential_values"]) + assert "anthropic_keycloak_token_url" not in written_values + + def test_proxy_admin_can_patch_a_stored_wif_credential(self, restore_credential_list): + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _patch_credential( + "federated-cred", + { + "credential_name": "federated-cred", + "credential_values": {"api_key": "sk-rotated"}, + "credential_info": {}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + written_values = json.loads(repository.update_by_name.await_args.kwargs["data"]["credential_values"]) + assert written_values["anthropic_keycloak_token_url"] is not None + + def test_non_admin_can_still_patch_a_credential_with_no_wif_fields_anywhere(self, restore_credential_list): + with _repository_holding(_plain_credential("ordinary-cred")) as repository: + response = _patch_credential( + "ordinary-cred", + { + "credential_name": "ordinary-cred", + "credential_values": {"api_key": "sk-rotated"}, + "credential_info": {}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 200, response.text + repository.update_by_name.assert_awaited_once() + + def test_non_admin_cannot_delete_a_stored_wif_credential(self, restore_credential_list): + """DELETE takes the whole row, so it drops the admin-owned federation settings as surely + as a targeted key deletion would.""" + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _delete_credential("federated-cred", auth=_as_non_admin) + + assert response.status_code == 403, response.text + assert response.json()["error"]["param"] == "anthropic_keycloak_token_url" + repository.delete_by_name.assert_not_awaited() + + def test_a_stale_in_memory_copy_does_not_authorize_deleting_a_stored_wif_credential( + self, restore_credential_list, monkeypatch + ): + """Resolution reads memory first and stops, which is right when serving a request. A pod + whose in-memory copy predates an admin adding the federation fields must not read that + stale object and authorize the delete: the gate takes the union of memory and the row.""" + monkeypatch.setattr(litellm, "credential_list", [_plain_credential("federated-cred")]) + + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _delete_credential("federated-cred", auth=_as_non_admin) + + assert response.status_code == 403, response.text + assert response.json()["error"]["param"] == "anthropic_keycloak_token_url" + repository.delete_by_name.assert_not_awaited() + + def test_proxy_admin_can_delete_a_stored_wif_credential(self, restore_credential_list): + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _delete_credential("federated-cred", auth=_as_admin) + + assert response.status_code == 200, response.text + repository.delete_by_name.assert_awaited_once_with("federated-cred") + + def test_non_admin_can_still_delete_a_credential_with_no_wif_fields(self, restore_credential_list): + with _repository_holding(_plain_credential("ordinary-cred")) as repository: + response = _delete_credential("ordinary-cred", auth=_as_non_admin) + + assert response.status_code == 200, response.text + repository.delete_by_name.assert_awaited_once_with("ordinary-cred") + + def test_non_admin_cannot_null_out_a_wif_field_on_a_credential(self, restore_credential_list): + """A JSON ``null`` still lands as a key in ``credential_values``. ``get_litellm_params`` + forwards a WIF kwarg on key presence and the federation resolver rejects a foreign + variant's field by key, so a value-based gate let a non-admin persist the key and wedge + every deployment referencing the credential at request time.""" + with _repository_holding(_plain_credential("some-cred")) as repository: + response = _patch_credential( + "some-cred", + { + "credential_name": "some-cred", + "credential_values": {"anthropic_issuer_url": None}, + "credential_info": {}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_issuer_url" in response.text + repository.update_by_name.assert_not_awaited() + + def test_non_admin_cannot_patch_a_credential_storing_a_null_wif_field(self, restore_credential_list): + stored = CredentialItem( + credential_name="nulled-cred", + credential_values={"anthropic_issuer_url": None, "api_key": "sk-old"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + with _repository_holding(stored) as repository: + response = _patch_credential( + "nulled-cred", + { + "credential_name": "nulled-cred", + "credential_values": {"api_key": "sk-attacker"}, + "credential_info": {}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_issuer_url" in response.text + repository.update_by_name.assert_not_awaited() + + def test_proxy_admin_can_null_out_a_wif_field_on_a_credential(self, restore_credential_list): + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _patch_credential( + "federated-cred", + { + "credential_name": "federated-cred", + "credential_values": {"anthropic_keycloak_token_url": None}, + "credential_info": {}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + repository.update_by_name.assert_awaited_once() + + def test_non_admin_cannot_delete_a_config_only_wif_credential(self, restore_credential_list, monkeypatch): + """A ``credential_list`` entry from config.yaml has no DB row, so a gate that consulted + only the DB let a non-admin evict the admin-owned federation settings from memory.""" + config_credential = _wif_credential("config-wif") + monkeypatch.setattr(litellm, "credential_list", [config_credential]) + with _repository_holding(None) as repository: + response = _delete_credential("config-wif", auth=_as_non_admin) + + assert response.status_code == 403, response.text + assert response.json()["error"]["param"] == "anthropic_keycloak_token_url" + repository.delete_by_name.assert_not_awaited() + assert litellm.credential_list == [config_credential] + + def test_proxy_admin_can_delete_a_config_only_wif_credential(self, restore_credential_list, monkeypatch): + """The gate lets the admin through to the row delete. The 404 that follows is the rule for + every config-only credential (no row to delete, the entry is back on the next boot), so the + in-memory entry stays put too.""" + config_credential = _wif_credential("config-wif") + monkeypatch.setattr(litellm, "credential_list", [config_credential]) + with _repository_holding(None) as repository: + response = _delete_credential("config-wif", auth=_as_admin) + + assert response.status_code == 404, response.text + repository.delete_by_name.assert_awaited_once_with("config-wif") + assert litellm.credential_list == [config_credential] + + def test_non_admin_cannot_shadow_a_config_only_wif_credential(self, restore_credential_list, monkeypatch): + """POST with the same name carries no WIF field and collides with no DB row, yet + ``CredentialAccessor.upsert_credentials`` would replace the admin entry in memory and + the periodic config sync would then make the takeover permanent.""" + config_credential = _wif_credential("config-wif") + monkeypatch.setattr(litellm, "credential_list", [config_credential]) + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "config-wif", + "credential_values": {"api_key": "sk-attacker"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_keycloak_token_url" in response.text + repository.create.assert_not_awaited() + assert litellm.credential_list == [config_credential] + assert litellm.credential_list[0].credential_values["api_key"] == "sk-old" + + def test_proxy_admin_can_post_over_a_config_only_wif_credential(self, restore_credential_list, monkeypatch): + monkeypatch.setattr(litellm, "credential_list", [_wif_credential("config-wif")]) + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "config-wif", + "credential_values": {"api_key": "sk-rotated"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + repository.create.assert_awaited_once() + assert litellm.credential_list[0].credential_values == {"api_key": "sk-rotated"} + + def test_non_admin_cannot_rename_a_credential_onto_a_config_only_wif_credential( + self, restore_credential_list, monkeypatch + ): + """PATCH is the other way to shadow: renaming an ordinary credential onto the WIF + credential's name makes ``_sync_in_memory_credential`` upsert the attacker's values over + the admin entry, with no WIF field in the payload and no DB row to collide with.""" + config_credential = _wif_credential("config-wif") + monkeypatch.setattr(litellm, "credential_list", [_plain_credential("mine"), config_credential]) + with _repository_holding(_plain_credential("mine")) as repository: + response = _patch_credential( + "mine", + { + "credential_name": "config-wif", + "credential_values": {"api_key": "sk-attacker"}, + "credential_info": {}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_keycloak_token_url" in response.text + repository.update_by_name.assert_not_awaited() + assert config_credential in litellm.credential_list + assert litellm.credential_list[1].credential_values["api_key"] == "sk-old" + + def test_proxy_admin_can_rename_a_credential_onto_a_config_only_wif_credential( + self, restore_credential_list, monkeypatch + ): + monkeypatch.setattr(litellm, "credential_list", [_plain_credential("mine"), _wif_credential("config-wif")]) + with _repository_holding(_plain_credential("mine")) as repository: + response = _patch_credential( + "mine", + { + "credential_name": "config-wif", + "credential_values": {"api_key": "sk-rotated"}, + "credential_info": {}, + }, + auth=_as_admin, + ) + + assert response.status_code == 200, response.text + repository.update_by_name.assert_awaited_once() + assert [c.credential_name for c in litellm.credential_list] == ["config-wif"] + + def test_non_admin_cannot_post_a_null_wif_field(self, restore_credential_list): + """Same key-presence rule on the create path: ``{"anthropic_issuer_url": null}`` persists + the key, and the resolver reacts to the key.""" + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "nulled-cred", + "credential_values": {"anthropic_issuer_url": None, "api_key": "sk-new"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + assert "anthropic_issuer_url" in response.text + repository.create.assert_not_awaited() + assert litellm.credential_list == [] + + def test_non_admin_cannot_shadow_a_db_stored_wif_credential(self, restore_credential_list): + """Same hole for a WIF credential another pod wrote to the DB before this pod's in-memory + list caught up: the existing-credential lookup falls through to the DB.""" + with _repository_holding(_wif_credential("federated-cred")) as repository: + response = _post_credential( + { + "credential_name": "federated-cred", + "credential_values": {"api_key": "sk-attacker"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 403, response.text + repository.create.assert_not_awaited() + + def test_non_admin_can_still_post_a_credential_with_no_wif_fields_anywhere(self, restore_credential_list): + with _repository_holding(None) as repository: + response = _post_credential( + { + "credential_name": "ordinary-cred", + "credential_values": {"api_key": "sk-new"}, + "credential_info": {"custom_llm_provider": "openai"}, + }, + auth=_as_non_admin, + ) + + assert response.status_code == 200, response.text + repository.create.assert_awaited_once() + assert litellm.credential_list[0].credential_name == "ordinary-cred" + + +class TestManagementReadsTheStoredCredential: + """Serving a request reads memory first, which is right. A management operation cannot: on a + pod whose in-memory copy predates another pod's update it would act on superseded values.""" + + @pytest.mark.asyncio + async def test_authoritative_hydrate_prefers_the_row_over_a_stale_memory_copy(self): + import litellm + from litellm.proxy.common_utils.credential_hydration import ( + hydrate_named_credential, + hydrate_named_credential_authoritative, + ) + from litellm.types.utils import CredentialItem + + stale = CredentialItem( + credential_name="anthropic-wif", + credential_values={"anthropic_issuer_url": "https://old.example.com"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + row = { + "credential_name": "anthropic-wif", + "credential_values": {"anthropic_issuer_url": "https://new.example.com"}, + "credential_info": {"custom_llm_provider": "anthropic"}, + } + + prisma = MagicMock() + prisma.db.litellm_credentialstable.find_unique = AsyncMock(return_value=row) + + with patch.object(litellm, "credential_list", [stale]): # test-quality-ok: the stale copy under test + served = await hydrate_named_credential("anthropic-wif", prisma) + managed = await hydrate_named_credential_authoritative("anthropic-wif", prisma) + + assert served is not None and served.credential_values["anthropic_issuer_url"] == "https://old.example.com" + assert managed is not None and managed.credential_values["anthropic_issuer_url"] == "https://new.example.com" + + @pytest.mark.asyncio + async def test_authoritative_hydrate_falls_back_to_memory_when_the_row_is_absent(self): + import litellm + from litellm.proxy.common_utils.credential_hydration import hydrate_named_credential_authoritative + from litellm.types.utils import CredentialItem + + only_in_memory = CredentialItem( + credential_name="config-yaml-credential", + credential_values={"anthropic_issuer_url": "https://configured.example.com"}, + credential_info={"custom_llm_provider": "anthropic"}, + ) + prisma = MagicMock() + prisma.db.litellm_credentialstable.find_unique = AsyncMock(return_value=None) + + with patch.object(litellm, "credential_list", [only_in_memory]): # test-quality-ok: the config.yaml fallback under test + resolved = await hydrate_named_credential_authoritative("config-yaml-credential", prisma) + + assert resolved is not None + assert resolved.credential_values["anthropic_issuer_url"] == "https://configured.example.com" + + def test_delete_credential_answers_404_when_the_credential_does_not_exist(credential_store): """Regression: prisma's ``delete`` hands back None when the ``where`` clause matched no row instead of raising, and the handler never looked. Deleting a name that was never stored @@ -131,7 +1200,7 @@ def test_delete_credential_answers_404_when_the_credential_does_not_exist(creden assert response.status_code == 404, ( f"delete of a missing credential answered {response.status_code}: {response.text}" ) - assert "definitely-not-there" in response.text + assert "definitely-not-there" in response.json()["error"]["message"] def test_delete_credential_still_answers_200_and_drops_the_credential_from_memory(credential_store): @@ -206,7 +1275,7 @@ def test_get_credentials_answers_an_error_status_when_the_listing_fails(credenti def _create_credential(body: dict): - return _call_as_admin("POST", "/credentials", body) + return _call_as("POST", "/credentials", body) class _UniqueViolation(Exception): diff --git a/tests/unit/proxy/health_endpoints/test_health_endpoints.py b/tests/unit/proxy/health_endpoints/test_health_endpoints.py index f40c33b1e91..95aad7b772f 100644 --- a/tests/unit/proxy/health_endpoints/test_health_endpoints.py +++ b/tests/unit/proxy/health_endpoints/test_health_endpoints.py @@ -5,14 +5,14 @@ import time from collections.abc import Iterator, Mapping, Sequence from contextlib import contextmanager from datetime import datetime, timedelta -from types import SimpleNamespace +from types import MappingProxyType, SimpleNamespace from typing import Final from unittest.mock import AsyncMock, MagicMock, patch import httpx import pytest import respx -from fastapi import FastAPI +from fastapi import FastAPI, HTTPException from fastapi.testclient import TestClient from prisma.errors import ClientNotConnectedError, HTTPClientClosedError, PrismaError @@ -33,6 +33,11 @@ from litellm.proxy.health_endpoints._health_endpoints import ( from litellm.proxy.health_endpoints._health_endpoints import ( test_model_connection as health_test_model_connection, ) +from litellm.types.workload_identity import ( + ANTHROPIC_WIF_KWARGS_KEYS, + OPENAI_WIF_KWARGS_KEYS, + WIF_SECRET_BEARING_KEYS, +) # Import shared proxy test helpers from conftest from tests.unit.proxy.conftest import create_proxy_test_client @@ -694,6 +699,181 @@ async def test_test_model_connection_falls_back_to_deployments_zero_without_id() assert model_params.get("api_key") == "fake-key-A" +@contextmanager +def _test_connection_probe( + deployment: Mapping[str, object], +) -> Iterator[AsyncMock]: + from litellm.types.router import Deployment, LiteLLM_Params + + router: Final = MagicMock() + router.get_deployment.side_effect = lambda model_id: ( + Deployment( + model_name=str(deployment["model_name"]), + litellm_params=LiteLLM_Params(**deployment["litellm_params"]), # pyright: ignore[reportArgumentType] # test fixture dict + model_info=deployment["model_info"], # pyright: ignore[reportArgumentType] # test fixture dict + ) + if model_id == deployment["model_info"]["id"] # pyright: ignore[reportIndexIssue] # test fixture dict + else None + ) + ahealth_check: Final = AsyncMock(return_value={"status": "healthy"}) + with ( + patch("litellm.proxy.proxy_server.prisma_client", MagicMock()), + patch("litellm.proxy.proxy_server.llm_router", router), + patch("litellm.proxy.proxy_server.premium_user", False), + patch( + "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.can_user_make_model_call", + AsyncMock(), + ), + patch("litellm.proxy.health_endpoints._health_endpoints.litellm.ahealth_check", ahealth_check), + patch( + "litellm.proxy.health_endpoints._health_endpoints.run_with_timeout", + AsyncMock(return_value={"status": "healthy"}), + ), + ): + yield ahealth_check + + +MANTLE_CLAUDE_DEPLOYMENT: Final = MappingProxyType( + { + "model_name": "claude-haiku-4-5", + "litellm_params": { + "model": "bedrock_mantle/anthropic.claude-haiku-4-5", + "api_key": "fake-mantle-key", + "aws_region_name": "us-east-2", + }, + "model_info": {"id": "mantle-claude-id"}, + } +) + + +@pytest.mark.asyncio +async def test_test_model_connection_without_mode_probes_mantle_claude_over_messages(): + """ + The Admin UI model page sends the row's id and no mode. The probe must then resolve + the mode the way /health does, so a Bedrock Mantle Claude deployment is checked over + the Anthropic Messages API instead of chat completions, which Mantle rejects. + """ + with _test_connection_probe(MANTLE_CLAUDE_DEPLOYMENT) as ahealth_check: + result: Final = await health_test_model_connection( + request=MagicMock(), + mode=None, + litellm_params={"model": "bedrock_mantle/anthropic.claude-haiku-4-5"}, + model_info={"id": "mantle-claude-id"}, + user_api_key_dict=UserAPIKeyAuth(user_id="test-user", token="test-token"), + ) + + assert result["status"] == "success" + assert ahealth_check.call_args.kwargs["mode"] == "anthropic_messages" + + +@pytest.mark.asyncio +@pytest.mark.parametrize( + ("request_params", "expected_mode"), + [ + ({"model": "bedrock_mantle/anthropic.claude-haiku-4-5"}, "chat"), + ({}, "chat"), + ({"model": "bedrock_mantle/anthropic.claude-sonnet-4-5"}, "anthropic_messages"), + ], + ids=["stored_model", "no_model", "overridden_model"], +) +async def test_test_model_connection_stored_operator_mode_follows_the_stored_model( + request_params: Mapping[str, str], expected_mode: str +): + """ + A mode the operator stored on the deployment is the probe's mode when the request + carries none, ahead of the provider-native rule, but only while the request probes + the deployment's own model. A request that selects the deployment by id and swaps in + another model resolves the mode from that model instead. + """ + deployment: Final = MappingProxyType( + {**MANTLE_CLAUDE_DEPLOYMENT, "model_info": {"id": "mantle-claude-id", "mode": "chat"}} + ) + with _test_connection_probe(deployment) as ahealth_check: + await health_test_model_connection( + request=MagicMock(), + mode=None, + litellm_params=dict(request_params), + model_info={"id": "mantle-claude-id"}, + user_api_key_dict=UserAPIKeyAuth(user_id="test-user", token="test-token"), + ) + + assert ahealth_check.call_args.kwargs["mode"] == expected_mode + + +@pytest.mark.asyncio +async def test_test_model_connection_overridden_model_probe_params_follow_the_probed_model(): + """ + When the request selects a deployment by id and swaps in another model, the probe's + params are shaped for that model, so the stored mode must not inject `max_tokens` + into what is now an embedding probe (Mistral rejects it with a 422 extra_forbidden). + """ + deployment: Final = MappingProxyType( + { + "model_name": "anthropic-claude-haiku-4-5", + "litellm_params": {"model": "anthropic/claude-haiku-4-5", "api_key": "fake-anthropic-key"}, + "model_info": {"id": "anthropic-messages-id", "mode": "anthropic_messages"}, + } + ) + with _test_connection_probe(deployment) as ahealth_check: + await health_test_model_connection( + request=MagicMock(), + mode=None, + litellm_params={"model": "mistral/mistral-embed", "api_key": "fake-mistral-key"}, + model_info={"id": "anthropic-messages-id"}, + user_api_key_dict=UserAPIKeyAuth(user_id="test-user", token="test-token"), + ) + + assert ahealth_check.call_args.kwargs["mode"] == "embedding" + assert "max_tokens" not in ahealth_check.call_args.kwargs["model_params"] + + +@pytest.mark.asyncio +@pytest.mark.parametrize("params_mode", [123, ["chat"], {"mode": "chat"}, False], ids=["int", "list", "dict", "bool"]) +async def test_test_model_connection_non_string_params_mode_is_a_bad_request(params_mode: object): + with _test_connection_probe(MANTLE_CLAUDE_DEPLOYMENT) as ahealth_check: + with pytest.raises(HTTPException) as exc_info: + await health_test_model_connection( + request=MagicMock(), + mode=None, + litellm_params={"model": "bedrock_mantle/anthropic.claude-haiku-4-5", "mode": params_mode}, + model_info={"id": "mantle-claude-id"}, + user_api_key_dict=UserAPIKeyAuth(user_id="test-user", token="test-token"), + ) + + assert exc_info.value.status_code == 400 + assert "litellm_params.mode must be a string" in exc_info.value.detail["error"] + ahealth_check.assert_not_called() + + +@pytest.mark.asyncio +async def test_test_model_connection_string_params_mode_is_the_probe_mode(): + with _test_connection_probe(MANTLE_CLAUDE_DEPLOYMENT) as ahealth_check: + await health_test_model_connection( + request=MagicMock(), + mode=None, + litellm_params={"model": "bedrock_mantle/anthropic.claude-haiku-4-5", "mode": "chat"}, + model_info={"id": "mantle-claude-id"}, + user_api_key_dict=UserAPIKeyAuth(user_id="test-user", token="test-token"), + ) + + assert ahealth_check.call_args.kwargs["mode"] == "chat" + assert "mode" not in ahealth_check.call_args.kwargs["model_params"] + + +@pytest.mark.asyncio +async def test_test_model_connection_request_mode_wins_over_resolved_mode(): + with _test_connection_probe(MANTLE_CLAUDE_DEPLOYMENT) as ahealth_check: + await health_test_model_connection( + request=MagicMock(), + mode="chat", + litellm_params={"model": "bedrock_mantle/anthropic.claude-haiku-4-5"}, + model_info={"id": "mantle-claude-id"}, + user_api_key_dict=UserAPIKeyAuth(user_id="test-user", token="test-token"), + ) + + assert ahealth_check.call_args.kwargs["mode"] == "chat" + + @pytest.mark.asyncio async def test_test_model_connection_uses_loaded_deployment_team_id(): """ @@ -892,6 +1072,112 @@ async def test_test_model_connection_uses_loaded_deployment_team_id_via_model_na assert passed_model_params.model_info.team_id == deployment_owner_team_id +FEDERATED_DEPLOYMENT_ID = "federated-deployment-id" +FEDERATED_DEPLOYMENT_TEAM_ID = "team-owning-the-federated-deployment" + + +def _federated_deployment(): + from litellm.types.router import Deployment, LiteLLM_Params, ModelInfo + + return Deployment( + model_name="claude-federated", + litellm_params=LiteLLM_Params( + model="anthropic/claude-sonnet-4-5", + api_base="https://api.anthropic.com", + anthropic_federation_rule_id="rule-abc", + anthropic_organization_id="org-abc", + anthropic_identity_source="oidc/env/PROXY_OIDC_TOKEN", + ), + model_info=ModelInfo(id=FEDERATED_DEPLOYMENT_ID, team_id=FEDERATED_DEPLOYMENT_TEAM_ID), + ) + + +async def _probe_federated_deployment_as_team_admin(litellm_params): + """Run the Test Connection button against a federated deployment as an admin of its own team. + + ``allow_client_side_credentials`` is on, which is what lets a request-supplied api_base keep + the configuration's credentials instead of dropping them, so the federation params are still + on the deployment being probed when the request redirects it. + """ + from litellm.proxy._types import LiteLLM_TeamTable + + mock_router = MagicMock() + mock_router.get_deployment.return_value = _federated_deployment() + + async def fake_find_unique(*, where): + if where["team_id"] != FEDERATED_DEPLOYMENT_TEAM_ID: + return None + return SimpleNamespace( + model_dump=lambda: LiteLLM_TeamTable( + team_id=FEDERATED_DEPLOYMENT_TEAM_ID, + members_with_roles=[{"user_id": "team-admin-user", "role": "admin"}], + ).model_dump() + ) + + mock_prisma_client = MagicMock() + mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(side_effect=fake_find_unique) + mock_ahealth_check = AsyncMock(return_value={"status": "healthy"}) + + with ( + patch.multiple( # test-quality-ok: proxy module globals, no injection seam + "litellm.proxy.proxy_server", + prisma_client=mock_prisma_client, + llm_router=mock_router, + premium_user=True, + general_settings={"allow_client_side_credentials": True}, + ), + patch( # test-quality-ok: the probe params handed to the health check are the assertion + "litellm.proxy.health_endpoints._health_endpoints.litellm.ahealth_check", + mock_ahealth_check, + ), + ): + response = await health_test_model_connection( + request=MagicMock(), + mode="chat", + litellm_params=litellm_params, + model_info={"id": FEDERATED_DEPLOYMENT_ID}, + user_api_key_dict=UserAPIKeyAuth( + token="requester-token", + user_id="team-admin-user", + team_id=FEDERATED_DEPLOYMENT_TEAM_ID, + user_role=LitellmUserRoles.INTERNAL_USER, + ), + ) + return response, mock_ahealth_check + + +@pytest.mark.asyncio +async def test_test_connection_still_lets_a_team_admin_probe_a_federated_deployment(): + """A probe that changes nothing about the deployment is not a credential change, so the team + admin who owns the deployment can still press Test Connection on it.""" + response, mock_ahealth_check = await _probe_federated_deployment_as_team_admin( + {"model": "anthropic/claude-sonnet-4-5"} + ) + + assert response["status"] == "success" + assert mock_ahealth_check.await_count == 1 + assert mock_ahealth_check.await_args.kwargs["model_params"]["anthropic_federation_rule_id"] == "rule-abc" + + +@pytest.mark.asyncio +async def test_test_connection_refuses_a_non_admin_pointing_a_federated_deployment_elsewhere(): + """A probe carrying its own api_base sends the deployment's minted org-scoped token to a host + the caller chose, so it is a credential change and only a proxy admin may make it. The probe + used to authorize with nothing declared as incoming, which left this gate unreachable here.""" + from litellm.proxy._types import ProxyException + + with pytest.raises(ProxyException) as exc_info: + await _probe_federated_deployment_as_team_admin( + { + "model": "anthropic/claude-sonnet-4-5", + "api_base": "https://caller-chosen.invalid/v1", + } + ) + + assert exc_info.value.code == "403" + assert "workload identity federation" in exc_info.value.message + + @pytest.mark.asyncio async def test_test_model_connection_authorizes_on_params_after_health_check_params_merge(): """ @@ -2183,10 +2469,11 @@ async def test_health_endpoint_admin_sees_routing_fields_non_admin_does_not(): # Non-admin response must advertise that api_base/api_version were # withheld so clients that previously parsed them can detect the change. - assert ( - non_admin_response.headers.get("Litellm-Health-Field-Notice") - == "api_base, api_version, aws_bedrock_runtime_endpoint are admin-only on this endpoint" - ) + notice = non_admin_response.headers.get("Litellm-Health-Field-Notice") + assert notice is not None + withheld = notice.removesuffix(" are admin-only on this endpoint").split(", ") + assert {"api_base", "api_version", "aws_bedrock_runtime_endpoint"} <= set(withheld) + assert [field for field in withheld if field in non_admin_eps[0]] == [] assert "Litellm-Health-Field-Notice" not in admin_response.headers # Stripping must produce a copy — the shared cache must still carry the @@ -2196,6 +2483,127 @@ async def test_health_endpoint_admin_sees_routing_fields_non_admin_does_not(): assert cached_first["api_version"] == "2024-10-21" +@pytest.mark.asyncio +async def test_health_endpoint_keeps_federation_identity_admin_only(): + """A federated deployment's health entry names the identity it mints as: the rule, the workspace, + the service account, the issuer it signs against. That is the same routing detail api_base is, + so a non-admin who can see the deployment is healthy must not learn which identity it borrows, + and an admin debugging a failing exchange must still see all of it. + """ + from fastapi import Response + + from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth + from litellm.proxy.health_endpoints._health_endpoints import health_endpoint + + federation_fields = { + "anthropic_federation_rule_id": "fdrl_01H", + "anthropic_federation_workspace_id": "wrkspc_01H", + "anthropic_organization_id": "org-acme", + "anthropic_service_account_id": "svc_01H", + "anthropic_identity_source": "oidc/env/OIDC_TOKEN", + "anthropic_issuer_url": "https://issuer.internal", + "anthropic_keycloak_client_id": "litellm-proxy", + "openai_identity_provider_id": "idp_01H", + "openai_service_account_id": "sa_01H", + } + full_model_list = [ + { + "model_name": "model-a", + "litellm_params": {"model": "anthropic/claude-sonnet-5", **federation_fields}, + "model_info": {"id": "id-a"}, + }, + ] + cached_results = { + "healthy_endpoints": [{"model": "anthropic/claude-sonnet-5", "model_id": "id-a", **federation_fields}], + "unhealthy_endpoints": [], + "healthy_count": 1, + "unhealthy_count": 0, + } + + admin_key = UserAPIKeyAuth( + api_key="hashed-admin-key", + models=["model-a"], + user_role=LitellmUserRoles.PROXY_ADMIN, + ) + non_admin_key = UserAPIKeyAuth(api_key="hashed-user-key", models=["model-a"]) + + with patch.multiple( # test-quality-ok: proxy module globals, no injection seam + "litellm.proxy.proxy_server", + llm_model_list=full_model_list, + llm_router=None, + prisma_client=None, + use_background_health_checks=True, + user_model=None, + health_check_results=cached_results, + health_check_details=True, + health_check_concurrency=1, + ): + admin_result = await health_endpoint( + response=Response(), + user_api_key_dict=admin_key, + model=None, + model_id=None, + ) + non_admin_result = await health_endpoint( + response=Response(), + user_api_key_dict=non_admin_key, + model=None, + model_id=None, + ) + + admin_endpoint = admin_result["healthy_endpoints"][0] + non_admin_endpoint = non_admin_result["healthy_endpoints"][0] + + assert {key: admin_endpoint.get(key) for key in federation_fields} == federation_fields + assert [key for key in federation_fields if key in non_admin_endpoint] == [] + assert non_admin_endpoint["model_id"] == "id-a" + + +@pytest.mark.parametrize("federation_field", sorted(ANTHROPIC_WIF_KWARGS_KEYS | OPENAI_WIF_KWARGS_KEYS)) +def test_no_federation_field_reaches_a_non_admin_health_entry(federation_field: str): + """Every key that configures workload identity federation either names the identity a + deployment mints as or carries the secret it mints with, and a non-admin who can see the + deployment is healthy must learn neither. Both lists that enforce that are derived from the + same key sets this runs over, so a field added to the funnel without joining either one shows + up here as a value a non-admin could read.""" + from litellm.proxy.health_check import _clean_endpoint_data + from litellm.proxy.health_endpoints._health_endpoints import ( + _strip_admin_only_fields_from_health_result, + ) + + canary = f"CANARY-{federation_field}-VALUE" + cleaned = _clean_endpoint_data( + {"model": "anthropic/claude-sonnet-5", federation_field: canary}, + details=True, + ) + stripped = _strip_admin_only_fields_from_health_result( + {"healthy_endpoints": [cleaned], "unhealthy_endpoints": []} + ) + + assert stripped["healthy_endpoints"][0]["model"] == "anthropic/claude-sonnet-5" + assert federation_field not in stripped["healthy_endpoints"][0] + assert canary not in str(stripped) + + +@pytest.mark.parametrize("secret_field", sorted(WIF_SECRET_BEARING_KEYS)) +def test_no_federation_secret_reaches_even_an_admin_health_entry(secret_field: str): + """A proxy admin is allowed to read which identity a deployment federates as, but never the + token, key, or reference it federates with, so these fields drop at the health-check layer + ahead of any per-caller stripping. Reading the same set the drop list is built from is what + catches a new secret-bearing field that was only ever added to the admin-gated half.""" + from litellm.proxy.health_check import _clean_endpoint_data + + canary = f"CANARY-{secret_field}-VALUE" + cleaned = _clean_endpoint_data( + {"model": "anthropic/claude-sonnet-5", secret_field: canary}, + details=True, + ) + + assert cleaned["model"] == "anthropic/claude-sonnet-5" + assert secret_field not in cleaned + assert canary not in str(cleaned) + + @pytest.mark.asyncio async def test_health_endpoint_warns_when_scoped_models_lack_model_id(): """ @@ -3014,6 +3422,11 @@ def test_clean_endpoint_data_strips_extra_headers_and_aws_session_token(): "aws_secret_access_key", "aws_session_token", "aws_web_identity_token", + "anthropic_identity_token", + "anthropic_issuer_signing_key_ref", + "anthropic_keycloak_client_secret_ref", + "anthropic_identity_token_file", + "openai_identity_token_file", "vertex_credentials", "vertex_ai_credentials", "extra_headers", diff --git a/tests/unit/proxy/lens/test_endpoints.py b/tests/unit/proxy/lens/test_endpoints.py index 783730b7c8f..a0d01878277 100644 --- a/tests/unit/proxy/lens/test_endpoints.py +++ b/tests/unit/proxy/lens/test_endpoints.py @@ -6,16 +6,16 @@ from fastapi import HTTPException from pydantic import ValidationError import litellm -from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth from litellm import Router +from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth from litellm.proxy.lens.endpoints import ( list_agents, run_settings, run_window, user_scope, + validate_model, watchable, watching, - validate_model, worker_supports_model, ) from litellm.proxy.lens.models import Lens, LensSettings, RunRequest, Scope @@ -159,13 +159,17 @@ def test_invalid_explicit_execution_ids_are_rejected(identity: str) -> None: assert error.value.status_code == 422 +@pytest.mark.parametrize("protocol_version", (1, 2, 3)) @pytest.mark.asyncio -async def test_incompatible_worker_is_rejected_before_claiming_work() -> None: +async def test_incompatible_worker_is_rejected_before_claiming_work( + protocol_version: int, monkeypatch: pytest.MonkeyPatch +) -> None: from litellm.proxy.lens.endpoints import claim from tests.unit.proxy.lens.test_state import worker + monkeypatch.setenv("LITELLM_RELEASE_TAG", "v1.2.3") with pytest.raises(HTTPException) as error: - await claim(worker(), protocol_version=1) + await claim(worker(), protocol_version=protocol_version) assert error.value.status_code == 409 assert "Upgrade" in error.value.detail @@ -291,3 +295,38 @@ async def test_preview_reports_calendar_overflow_as_a_validation_error() -> None await preview_sample(body, UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN), None) assert error.value.status_code == 422 assert "supported calendar range" in error.value.detail + + +@pytest.mark.asyncio +@pytest.mark.parametrize("worker_release", ("", "v1.2.2", "branch-main-old")) +async def test_different_release_is_rejected_before_accessing_jobs( + monkeypatch: pytest.MonkeyPatch, worker_release: str +) -> None: + from litellm.proxy.lens.endpoints import claim + from litellm.proxy.lens.release import PROTOCOL_VERSION + from tests.unit.proxy.lens.test_state import worker + + monkeypatch.setenv("LITELLM_RELEASE_TAG", "v1.2.3") + monkeypatch.delenv("LENS_WORKER_IMAGE", raising=False) + with pytest.raises(HTTPException) as error: + await claim(worker(), protocol_version=PROTOCOL_VERSION, worker_release=worker_release) + assert error.value.status_code == 409 + assert "ghcr.io/berriai/litellm-lens-worker:v1.2.3" in error.value.detail + + +@pytest.mark.asyncio +async def test_unknown_gateway_release_refuses_registration_and_claims(monkeypatch: pytest.MonkeyPatch) -> None: + from litellm.proxy.lens.endpoints import WorkerName, claim, register_worker + from litellm.proxy.lens.release import PROTOCOL_VERSION + from tests.unit.proxy.lens.test_state import worker + + monkeypatch.setenv("LITELLM_RELEASE_TAG", "") + monkeypatch.setenv("LENS_WORKER_IMAGE", "registry.example/lens-worker:old") + with pytest.raises(HTTPException) as registration_error: + await register_worker(WorkerName(analysis_key_id="a" * 64), UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)) + assert registration_error.value.status_code == 503 + assert "LITELLM_RELEASE_TAG" in registration_error.value.detail + with pytest.raises(HTTPException) as claim_error: + await claim(worker(), protocol_version=PROTOCOL_VERSION, worker_release="") + assert claim_error.value.status_code == 503 + assert claim_error.value.detail == registration_error.value.detail diff --git a/tests/unit/proxy/lens/test_release.py b/tests/unit/proxy/lens/test_release.py new file mode 100644 index 00000000000..a47a84744a7 --- /dev/null +++ b/tests/unit/proxy/lens/test_release.py @@ -0,0 +1,81 @@ +from importlib.metadata import Distribution, PackageNotFoundError, PathDistribution +from pathlib import Path +from typing import Final + +import pytest + +from litellm.proxy.lens.release import worker_image + + +@pytest.mark.parametrize("tag", ("v1.2.3", "v1.2.3-rc.4", "v1.2.3-dev.5", "branch-main-1234567")) +def test_install_command_follows_the_gateway_release(monkeypatch: pytest.MonkeyPatch, tag: str) -> None: + monkeypatch.setenv("LITELLM_RELEASE_TAG", tag) + monkeypatch.delenv("LENS_WORKER_IMAGE", raising=False) + assert worker_image() == f"ghcr.io/berriai/litellm-lens-worker:{tag}" + + +def test_private_registry_override_keeps_its_exact_digest(monkeypatch: pytest.MonkeyPatch) -> None: + image: Final = "registry.example/lens-worker@sha256:" + "a" * 64 + monkeypatch.setenv("LITELLM_RELEASE_TAG", "branch-main-1234567") + monkeypatch.setenv("LENS_WORKER_IMAGE", image) + assert worker_image() == image + + +def test_source_build_uses_the_separate_development_package(monkeypatch: pytest.MonkeyPatch) -> None: + tag: Final = "sha-" + "a" * 40 + monkeypatch.setenv("LITELLM_RELEASE_TAG", tag) + monkeypatch.delenv("LENS_WORKER_IMAGE", raising=False) + assert worker_image() == f"ghcr.io/berriai/litellm-lens-worker-dev:{tag}" + + +@pytest.mark.parametrize( + "installed,expected", + (("1.2.3", "v1.2.3"), ("1.2.3rc4", "v1.2.3-rc.4"), ("1.2.3.dev5", "v1.2.3-dev.5")), +) +def test_python_installs_recommend_the_matching_worker( + monkeypatch: pytest.MonkeyPatch, tmp_path: Path, installed: str, expected: str +) -> None: + from litellm.proxy.lens import release + + metadata: Final = tmp_path / "litellm.dist-info" + metadata.mkdir() + metadata.joinpath("METADATA").write_text(f"Name: litellm\nVersion: {installed}\n") + + def installed_distribution(name: str) -> Distribution: + assert name == "litellm" + return PathDistribution(metadata) + + monkeypatch.delenv("LITELLM_RELEASE_TAG", raising=False) + monkeypatch.delenv("LENS_WORKER_IMAGE", raising=False) + monkeypatch.setattr(release, "distribution", installed_distribution) + monkeypatch.setattr(release, "__file__", str(tmp_path / "litellm/proxy/lens/release.py")) + assert release.release_tag() == expected + assert worker_image() == f"ghcr.io/berriai/litellm-lens-worker:{expected}" + + +@pytest.mark.parametrize("source", ("checkout", "direct-install", "unversioned-container", "missing-package")) +def test_unknown_source_never_falls_back_to_a_package_version_or_image_override( + monkeypatch: pytest.MonkeyPatch, tmp_path: Path, source: str +) -> None: + from litellm.proxy.lens import release + + metadata: Final = tmp_path / "litellm.dist-info" + metadata.mkdir() + metadata.joinpath("METADATA").write_text("Name: litellm\nVersion: 1.2.3\n") + if source == "direct-install": + metadata.joinpath("direct_url.json").write_text('{"url":"file:///checkout","dir_info":{"editable":true}}') + + def installed_distribution(name: str) -> Distribution: + if source == "missing-package": + raise PackageNotFoundError(name) + return PathDistribution(metadata) + + monkeypatch.delenv("LITELLM_RELEASE_TAG", raising=False) + monkeypatch.setenv("LENS_WORKER_IMAGE", "registry.example/lens-worker:old") + monkeypatch.setattr(release, "distribution", installed_distribution) + if source != "checkout": + monkeypatch.setattr(release, "__file__", str(tmp_path / "litellm/proxy/lens/release.py")) + if source == "unversioned-container": + monkeypatch.setenv("LITELLM_RELEASE_TAG", "") + assert release.release_tag() == "" + assert worker_image() == "" diff --git a/tests/unit/proxy/lens/test_worker.py b/tests/unit/proxy/lens/test_worker.py index 17bac711e39..7983aec8af4 100644 --- a/tests/unit/proxy/lens/test_worker.py +++ b/tests/unit/proxy/lens/test_worker.py @@ -417,3 +417,22 @@ async def test_transient_heartbeat_failure_recovers_without_cancelling_analysis( assert result.error == "" assert result.coverage.screened == 1 and result.coverage.unassessable == 0 assert attempts.qsize() == 2 and saved.empty() + + +@pytest.mark.asyncio +async def test_worker_announces_release_and_waits_on_incompatible_gateway( + monkeypatch: pytest.MonkeyPatch, caplog: pytest.LogCaptureFixture +) -> None: + from litellm.proxy.lens.release import PROTOCOL_VERSION + + monkeypatch.setenv("LITELLM_RELEASE_TAG", "v1.2.3") + + def handle(request: httpx.Request) -> httpx.Response: + assert request.url.path == "/lens/worker/claim" + assert request.url.params["protocol_version"] == str(PROTOCOL_VERSION) + assert request.url.params["worker_release"] == "v1.2.3" + return httpx.Response(409, json={"detail": "Upgrade the Lens worker to v1.2.4"}) + + async with httpx.AsyncClient(base_url="https://proxy.test", transport=httpx.MockTransport(handle)) as client: + assert not await LensWorker(client).run_once() + assert "Upgrade the Lens worker to v1.2.4" in caplog.text diff --git a/tests/unit/proxy/management_endpoints/test_model_management_endpoints.py b/tests/unit/proxy/management_endpoints/test_model_management_endpoints.py index 19cc8bf15ab..8159890ef16 100644 --- a/tests/unit/proxy/management_endpoints/test_model_management_endpoints.py +++ b/tests/unit/proxy/management_endpoints/test_model_management_endpoints.py @@ -65,11 +65,7 @@ class MockPrismaClient: return LiteLLM_TeamTable( team_id=where["team_id"], team_alias="test_team", - members_with_roles=[ - Member( - user_id="test_user", role="admin" if self.user_admin else "user" - ) - ], + members_with_roles=[Member(user_id="test_user", role="admin" if self.user_admin else "user")], ) return None @@ -83,10 +79,7 @@ class MockPrismaClient: # Support model_name startswith filter (used by _get_team_deployments) if where and "model_name" in where: model_name_filter = where["model_name"] - if ( - isinstance(model_name_filter, dict) - and "startswith" in model_name_filter - ): + if isinstance(model_name_filter, dict) and "startswith" in model_name_filter: prefix = model_name_filter["startswith"] results = [d for d in results if d.model_name.startswith(prefix)] @@ -131,13 +124,9 @@ class MockProxyConfig: class TestModelManagementAuthChecks: def setup_method(self): """Setup test cases""" - self.admin_user = UserAPIKeyAuth( - user_id="test_admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + self.admin_user = UserAPIKeyAuth(user_id="test_admin", user_role=LitellmUserRoles.PROXY_ADMIN) - self.normal_user = UserAPIKeyAuth( - user_id="test_user", user_role=LitellmUserRoles.INTERNAL_USER - ) + self.normal_user = UserAPIKeyAuth(user_id="test_user", user_role=LitellmUserRoles.INTERNAL_USER) self.team_admin_user = UserAPIKeyAuth( user_id="test_user", @@ -156,7 +145,7 @@ class TestModelManagementAuthChecks: @pytest.mark.asyncio async def test_can_user_make_team_model_call_non_premium_fails(self): """Test that non-premium users cannot make team model calls""" - with pytest.raises(Exception, match='You must be a LiteLLM Enterprise user to use this feature\\.') as exc_info: + with pytest.raises(Exception, match="You must be a LiteLLM Enterprise user to use this feature\\.") as exc_info: ModelManagementAuthChecks.can_user_make_team_model_call( team_id="test_team", user_api_key_dict=self.admin_user, @@ -170,9 +159,7 @@ class TestModelManagementAuthChecks: team_obj = LiteLLM_TeamTable( team_id="test_team", team_alias="test_team", - members_with_roles=[ - Member(user_id=self.team_admin_user.user_id, role="admin") - ], + members_with_roles=[Member(user_id=self.team_admin_user.user_id, role="admin")], ) result = ModelManagementAuthChecks.can_user_make_team_model_call( @@ -211,7 +198,7 @@ class TestModelManagementAuthChecks: ) prisma_client = MockPrismaClient(team_exists=True) - with pytest.raises(Exception, match='You must be a LiteLLM Enterprise user to use this feature\\.') as exc_info: + with pytest.raises(Exception, match="You must be a LiteLLM Enterprise user to use this feature\\.") as exc_info: await ModelManagementAuthChecks.allow_team_model_action( model_params=model_params, user_api_key_dict=self.admin_user, @@ -258,6 +245,7 @@ class TestModelManagementAuthChecks: user_api_key_dict=self.admin_user, prisma_client=prisma_client, premium_user=True, + incoming_params=None, ) assert result is True @@ -279,6 +267,7 @@ class TestModelManagementAuthChecks: user_api_key_dict=self.normal_user, prisma_client=prisma_client, premium_user=True, + incoming_params=None, ) assert "403" in str(exc_info.value) @@ -706,29 +695,21 @@ class TestDeleteTeamModelAlias: mock_prisma.db = MockPrismaWrapper(model_aliases_list) # Call the function - await delete_team_model_alias( - public_model_name="public_model_1", prisma_client=mock_prisma - ) + await delete_team_model_alias(public_model_name="public_model_1", prisma_client=mock_prisma) # Verify results mock_db = mock_prisma.db.litellm_modeltable - assert ( - len(mock_db.update_calls) == 2 - ) # Should have 2 update calls since public_model_1 appears twice + assert len(mock_db.update_calls) == 2 # Should have 2 update calls since public_model_1 appears twice # Verify first update first_update = mock_db.update_calls[0] assert first_update["where"] == {"id": 1} - assert json.loads(first_update["data"]["model_aliases"]) == { - "alias2": "public_model_2" - } + assert json.loads(first_update["data"]["model_aliases"]) == {"alias2": "public_model_2"} # Verify second update second_update = mock_db.update_calls[1] assert second_update["where"] == {"id": 2} - assert json.loads(second_update["data"]["model_aliases"]) == { - "alias3": "public_model_3" - } + assert json.loads(second_update["data"]["model_aliases"]) == {"alias3": "public_model_3"} @pytest.mark.asyncio async def test_delete_team_model_alias_no_matches(self): @@ -764,9 +745,7 @@ class TestDeleteTeamModelAlias: mock_prisma.db = MockPrismaWrapper(model_aliases_list) # Call the function with non-existent model - await delete_team_model_alias( - public_model_name="non_existent_model", prisma_client=mock_prisma - ) + await delete_team_model_alias(public_model_name="non_existent_model", prisma_client=mock_prisma) # Verify no updates were made mock_db = mock_prisma.db.litellm_modeltable @@ -1376,18 +1355,12 @@ class TestUpdateModel: updated_row.model_dump_json.return_value = "{}" mock_prisma = MagicMock() - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=existing_row - ) - mock_prisma.db.litellm_proxymodeltable.update = AsyncMock( - return_value=updated_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=existing_row) + mock_prisma.db.litellm_proxymodeltable.update = AsyncMock(return_value=updated_row) mock_router = MagicMock() mock_router.get_model_ids.return_value = [model_id] - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) with ( patch("litellm.proxy.proxy_server.prisma_client", mock_prisma), @@ -1404,9 +1377,7 @@ class TestUpdateModel: ), patch( # test-quality-ok: [TQ008] isolate persistence from router reload implementation "litellm.proxy.management_endpoints.model_management_endpoints.clear_cache", - new=AsyncMock( - return_value=ReconcileOutcome(still_desired=None, live_after=None) - ), + new=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None)), ) as mock_clear_cache, ): await update_model( @@ -1505,9 +1476,7 @@ class TestUpdatePublicModelGroups: mock_proxy_config.get_config = mock_get_config mock_proxy_config.save_config = AsyncMock() - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) request = UpdatePublicModelGroupsRequest(model_groups=new_models) @@ -1563,9 +1532,7 @@ class TestUpdatePublicModelGroups: mock_proxy_config.get_config = mock_get_config mock_proxy_config.save_config = AsyncMock() - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) request = UpdateUsefulLinksRequest(useful_links=new_links) @@ -1730,9 +1697,7 @@ class TestTeamModelSiblingRouting: ) # Global deployment should be accessible when team_id is provided - deployments = router._get_all_deployments( - model_name="global-gpt-4o", team_id="teamA" - ) + deployments = router._get_all_deployments(model_name="global-gpt-4o", team_id="teamA") assert len(deployments) == 1 assert deployments[0]["model_name"] == "global-gpt-4o" @@ -1781,9 +1746,9 @@ class TestTeamModelUpdate: patch( "litellm.proxy.management_endpoints.model_management_endpoints.team_model_add" ) as mock_team_model_add, - patch( + patch( # test-quality-ok: the proxy wiring under test is what this patches "litellm.proxy.management_endpoints.model_management_endpoints.update_team" - ) as mock_update_team, + ) as mock_update_team, # test-quality-ok: the proxy wiring under test is what this patches ): result = await _update_team_model_in_db( db_model=db_model, @@ -1814,9 +1779,7 @@ class TestTeamModelUpdate: db_model = Deployment( model_name="model_name_team_123_uuid1", litellm_params=LiteLLM_Params(model="azure/gpt-4o-mini"), - model_info=ModelInfo( - team_id="team_123", team_public_model_name="old-public-name" - ), + model_info=ModelInfo(team_id="team_123", team_public_model_name="old-public-name"), ) # Create a sibling deployment that still uses the old public name @@ -1827,9 +1790,7 @@ class TestTeamModelUpdate: "team_public_model_name": "old-public-name", } - prisma_client = MockPrismaClient( - team_exists=True, sibling_deployments=[sibling_deployment] - ) + prisma_client = MockPrismaClient(team_exists=True, sibling_deployments=[sibling_deployment]) patch_data = updateDeployment( model_name="new-public-name", @@ -1844,10 +1805,10 @@ class TestTeamModelUpdate: with ( patch( "litellm.proxy.management_endpoints.model_management_endpoints.team_model_delete" - ) as mock_delete, + ) as mock_delete, # test-quality-ok: the proxy wiring under test is what this patches patch( "litellm.proxy.management_endpoints.model_management_endpoints.team_model_add" - ) as mock_add, + ) as mock_add, # test-quality-ok: the proxy wiring under test is what this patches ): await _update_existing_team_model_assignment( team_id="team_123", @@ -1889,10 +1850,10 @@ class TestTeamModelUpdate: with ( patch( "litellm.proxy.management_endpoints.model_management_endpoints.team_model_delete" - ) as mock_delete, + ) as mock_delete, # test-quality-ok: the proxy wiring under test is what this patches patch( "litellm.proxy.management_endpoints.model_management_endpoints.team_model_add" - ) as mock_add, + ) as mock_add, # test-quality-ok: the proxy wiring under test is what this patches ): await _update_existing_team_model_assignment( team_id="team_123", @@ -1910,7 +1871,6 @@ class TestTeamModelUpdate: """The team's model list autocommits, so it is written only after the row write succeeded: a refused write (the heuristic_v2 slot 403, a DB error) must not leave the team listing a name whose row never changed.""" - from fastapi import HTTPException from litellm.proxy.management_endpoints.model_management_endpoints import ( _update_team_model_in_db, @@ -1986,20 +1946,14 @@ class TestTeamModelUpdate: db_model = Deployment( model_name="model_name_team_123_uuid1", litellm_params=LiteLLM_Params(model="azure/gpt-4o-mini"), - model_info=ModelInfo( - team_id="team_123", team_public_model_name="old-public-name" - ), + model_info=ModelInfo(team_id="team_123", team_public_model_name="old-public-name"), ) sibling_deployment = MagicMock() sibling_deployment.model_name = "model_name_team_123_uuid2" - sibling_deployment.model_info = ( - '{"team_id":"team_123","team_public_model_name":"old-public-name"}' - ) + sibling_deployment.model_info = '{"team_id":"team_123","team_public_model_name":"old-public-name"}' - prisma_client = MockPrismaClient( - team_exists=True, sibling_deployments=[sibling_deployment] - ) + prisma_client = MockPrismaClient(team_exists=True, sibling_deployments=[sibling_deployment]) patch_data = updateDeployment( model_name="new-public-name", @@ -2014,10 +1968,10 @@ class TestTeamModelUpdate: with ( patch( "litellm.proxy.management_endpoints.model_management_endpoints.team_model_delete" - ) as mock_delete, + ) as mock_delete, # test-quality-ok: the proxy wiring under test is what this patches patch( "litellm.proxy.management_endpoints.model_management_endpoints.team_model_add" - ) as mock_add, + ) as mock_add, # test-quality-ok: the proxy wiring under test is what this patches ): await _update_existing_team_model_assignment( team_id="team_123", @@ -2094,10 +2048,7 @@ class TestTeamModelUpdate: ), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "gpt-5.2-low-rpm-testing" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "gpt-5.2-low-rpm-testing" def test_get_public_model_name_preserves_db_public_name_when_internal_name_unchanged( self, @@ -2124,10 +2075,7 @@ class TestTeamModelUpdate: model_info=ModelInfo(team_id="test-team"), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "gpt-5.2-low-rpm-testing" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "gpt-5.2-low-rpm-testing" def test_get_public_model_name_allows_top_level_rename(self): """A genuine rename via the top-level model_name field (no @@ -2152,10 +2100,7 @@ class TestTeamModelUpdate: model_info=ModelInfo(team_id="test-team"), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "new-public-name" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "new-public-name" def test_get_public_model_name_top_level_rename_wins_over_stale_model_info(self): """Regression (codex review): on a dashboard rename the UI sends the new @@ -2172,9 +2117,7 @@ class TestTeamModelUpdate: db_model = Deployment( model_name="model_name_team-a_abc123", litellm_params=LiteLLM_Params(model="azure/gpt-4.1"), - model_info=ModelInfo( - team_id="team-a", team_public_model_name="old-public-name" - ), + model_info=ModelInfo(team_id="team-a", team_public_model_name="old-public-name"), ) patch_data = updateDeployment( model_name="new-public-name", @@ -2184,10 +2127,7 @@ class TestTeamModelUpdate: ), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "new-public-name" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "new-public-name" def test_get_public_model_name_falls_back_to_db_public_name(self): """When patch_data carries no name hints at all (neither model_name @@ -2210,10 +2150,7 @@ class TestTeamModelUpdate: model_info=ModelInfo(team_id="test-team"), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "gpt-5.2-low-rpm-testing" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "gpt-5.2-low-rpm-testing" def test_get_public_model_name_last_resort_returns_db_model_name(self): """Legacy rows may have no team_public_model_name anywhere; the @@ -2233,10 +2170,7 @@ class TestTeamModelUpdate: model_info=ModelInfo(team_id="test-team"), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "legacy-model" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "legacy-model" def test_get_public_model_name_ignores_different_internal_shape_name(self): """A stale client may PATCH an internal-shaped model_name that does not @@ -2260,10 +2194,7 @@ class TestTeamModelUpdate: model_info=ModelInfo(team_id="test-team"), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "gpt-5.2-low-rpm-testing" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "gpt-5.2-low-rpm-testing" def test_get_public_model_name_ignores_internal_shape_patch_public(self): """If a corrupted row round-trips an internal-shaped value in @@ -2289,10 +2220,7 @@ class TestTeamModelUpdate: ), ) - assert ( - _get_public_model_name(patch_data=patch_data, db_model=db_model) - == "gpt-5.2-low-rpm-testing" - ) + assert _get_public_model_name(patch_data=patch_data, db_model=db_model) == "gpt-5.2-low-rpm-testing" @pytest.mark.asyncio async def test_dashboard_edit_preserves_public_name_and_acl(self): @@ -2360,9 +2288,7 @@ class TestTeamModelUpdate: # the merged model_info written to the DB must keep the public name model_info_json = result.get("model_info", "") parsed_model_info = json.loads(model_info_json) - assert ( - parsed_model_info.get("team_public_model_name") == "gpt-5.2-low-rpm-testing" - ) + assert parsed_model_info.get("team_public_model_name") == "gpt-5.2-low-rpm-testing" # the internal model_name must not have been overwritten (caller # intentionally clears patch_data.model_name so the DB row's name @@ -2404,9 +2330,7 @@ class TestModelInfoEndpoint: model_info=ModelInfo(id="gpt-4"), ) - result = await model_info( - model_id="gpt-4", user_api_key_dict=user_api_key_dict - ) + result = await model_info(model_id="gpt-4", user_api_key_dict=user_api_key_dict) assert result["id"] == "gpt-4" assert result["object"] == "model" @@ -2416,7 +2340,6 @@ class TestModelInfoEndpoint: @pytest.mark.asyncio async def test_model_info_inaccessible_model_returns_404(self): """Test model_info returns 404 for inaccessible models""" - from fastapi import HTTPException from litellm.proxy.proxy_server import model_info @@ -2481,9 +2404,7 @@ class TestModelInfoEndpoint: model_info=ModelInfo(id="team-model-1"), ) - result = await model_info( - model_id="team-model-1", user_api_key_dict=user_api_key_dict - ) + result = await model_info(model_id="team-model-1", user_api_key_dict=user_api_key_dict) assert result["id"] == "team-model-1" assert result["object"] == "model" @@ -2515,9 +2436,7 @@ class TestAddAndDeleteModelLifecycle: ) model_id = "lifecycle-test-model-123" - admin_user = UserAPIKeyAuth( - user_id="test-admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="test-admin", user_role=LitellmUserRoles.PROXY_ADMIN) # Build a real LiteLLM_ProxyModelTable for the DB mock to return db_row = LiteLLM_ProxyModelTable( @@ -2534,9 +2453,7 @@ class TestAddAndDeleteModelLifecycle: mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=db_row) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=db_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) mock_proxy_config = MagicMock() @@ -2560,14 +2477,11 @@ class TestAddAndDeleteModelLifecycle: patch(f"{_PS}.llm_router", mock_router), patch(_ENCRYPT, side_effect=lambda value, **kwargs: value), ): - # --- ADD --- add_result = await add_new_model( model_params=Deployment( model_name="lifecycle-model", - litellm_params=LiteLLM_Params( - model="openai/gpt-4.1-nano", api_key="fake-key" - ), + litellm_params=LiteLLM_Params(model="openai/gpt-4.1-nano", api_key="fake-key"), model_info={"id": model_id}, ), user_api_key_dict=admin_user, @@ -2582,9 +2496,7 @@ class TestAddAndDeleteModelLifecycle: assert "deleted successfully" in delete_result["message"] # --- DELETE again should fail (model not found) --- - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=None - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=None) from litellm.proxy.proxy_server import ProxyException with pytest.raises(ProxyException) as exc_info: @@ -2646,24 +2558,18 @@ class TestDeleteTeamBYOKModelGhost: mock_prisma.db = MagicMock() mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=db_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) # After the row delete no team deployment remains -> nothing backs the public name. mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) mock_prisma.db.litellm_teamtable = AsyncMock() mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) - mock_prisma.db.litellm_teamtable.update = AsyncMock( - return_value=updated_team_row - ) + mock_prisma.db.litellm_teamtable.update = AsyncMock(return_value=updated_team_row) # Team BYOK models have no alias row; delete_team_model_alias finds nothing. mock_prisma.db.litellm_modeltable = AsyncMock() mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -2729,9 +2635,7 @@ class TestDeleteTeamBYOKModelGhost: mock_prisma.db = MagicMock() mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=db_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) mock_prisma.db.litellm_teamtable = AsyncMock() @@ -2741,9 +2645,7 @@ class TestDeleteTeamBYOKModelGhost: # No alias row matches -> delete_team_model_alias returns nothing, but it still ran. mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -2806,25 +2708,17 @@ class TestDeleteTeamBYOKModelGhost: mock_prisma.db = MagicMock() mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=deleted_row - ) - mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock( - return_value=deleted_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=deleted_row) + mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=deleted_row) # After the deleted replica's row is gone, the sibling still backs the public name. - mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock( - return_value=[sibling_row] - ) + mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[sibling_row]) mock_prisma.db.litellm_teamtable = AsyncMock() mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) mock_prisma.db.litellm_teamtable.update = AsyncMock(return_value=team_row) mock_prisma.db.litellm_modeltable = AsyncMock() mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -2882,9 +2776,7 @@ class TestDeleteTeamBYOKModelGhost: members_with_roles=[Member(user_id="admin", role="admin")], models=[public_name], ) - alias_row = MagicMock( - id="alias-row-1", model_aliases={public_name: internal_name} - ) + alias_row = MagicMock(id="alias-row-1", model_aliases={public_name: internal_name}) alias_row.team = MagicMock() alias_row.team.team_id = team_id @@ -2892,26 +2784,20 @@ class TestDeleteTeamBYOKModelGhost: mock_prisma.db = MagicMock() mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=db_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) mock_prisma.db.litellm_teamtable = AsyncMock() mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) mock_prisma.db.litellm_teamtable.update = AsyncMock(return_value=team_row) mock_prisma.db.litellm_modeltable = AsyncMock() - mock_prisma.db.litellm_modeltable.find_many = AsyncMock( - return_value=[alias_row] - ) + mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[alias_row]) mock_prisma.db.litellm_modeltable.update = AsyncMock() mock_router = MagicMock() mock_router.model_name_to_deployment_indices = {public_name: [0]} - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -2974,9 +2860,7 @@ class TestDeleteTeamBYOKModelGhost: mock_prisma.db = MagicMock() mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=db_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) mock_prisma.db.litellm_teamtable = AsyncMock() @@ -2989,9 +2873,7 @@ class TestDeleteTeamBYOKModelGhost: mock_router = MagicMock() mock_router.model_name_to_deployment_indices = {internal_name: [0]} - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -3044,9 +2926,7 @@ class TestDeleteModelTeamAuth: mock_prisma.db = MagicMock() mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=db_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) # The team is gone -> every team lookup returns None. @@ -3068,9 +2948,7 @@ class TestDeleteModelTeamAuth: model_id = "orphaned-byok-1" mock_prisma = self._orphaned_model_mocks(team_id, model_id) - admin_user = UserAPIKeyAuth( - user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN - ) + admin_user = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -3106,9 +2984,7 @@ class TestDeleteModelTeamAuth: model_id = "orphaned-byok-2" mock_prisma = self._orphaned_model_mocks(team_id, model_id) - non_admin = UserAPIKeyAuth( - user_id="someone", user_role=LitellmUserRoles.INTERNAL_USER - ) + non_admin = UserAPIKeyAuth(user_id="someone", user_role=LitellmUserRoles.INTERNAL_USER) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -3163,9 +3039,7 @@ class TestDeleteModelTeamAuth: mock_prisma.db = MagicMock() mock_prisma.db.litellm_proxymodeltable = AsyncMock() mock_prisma.db.query_raw = AsyncMock(return_value=[]) - mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock( - return_value=db_row - ) + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) mock_prisma.db.litellm_teamtable = AsyncMock() @@ -3175,9 +3049,7 @@ class TestDeleteModelTeamAuth: # A team member who is not the team admin: rejected before the delete runs, # so the only team lookup is the single one inside the auth check. - non_admin = UserAPIKeyAuth( - user_id="someone", user_role=LitellmUserRoles.INTERNAL_USER - ) + non_admin = UserAPIKeyAuth(user_id="someone", user_role=LitellmUserRoles.INTERNAL_USER) _PS = "litellm.proxy.proxy_server" _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" @@ -3371,15 +3243,11 @@ class TestDeleteTeamModels: prisma = _TxPrismaClient(rows) router = _RecordingRouter(prisma.events) - await delete_team_models( - team_ids=["team_a", "team_b"], prisma_client=prisma, llm_router=router - ) + await delete_team_models(team_ids=["team_a", "team_b"], prisma_client=prisma, llm_router=router) commit_idx = prisma.events.index(("commit",)) router_indices = [i for i, e in enumerate(prisma.events) if e[0] == "router"] - delete_indices = [ - i for i, e in enumerate(prisma.events) if e[0] == "delete_many" - ] + delete_indices = [i for i, e in enumerate(prisma.events) if e[0] == "delete_many"] assert router_indices, "router was never synced" assert all(i > commit_idx for i in router_indices) assert all(i < commit_idx for i in delete_indices) @@ -3395,9 +3263,7 @@ class TestDeleteTeamModels: prisma = _TxPrismaClient([mine, intruder]) router = _RecordingRouter(prisma.events) - deleted = await delete_team_models( - team_ids=["team_a"], prisma_client=prisma, llm_router=router - ) + deleted = await delete_team_models(team_ids=["team_a"], prisma_client=prisma, llm_router=router) assert deleted == ["a1"] assert router.deleted == ["a1"] @@ -3407,9 +3273,7 @@ class TestDeleteTeamModels: prisma = _TxPrismaClient([]) router = _RecordingRouter(prisma.events) - deleted = await delete_team_models( - team_ids=["team_a"], prisma_client=prisma, llm_router=router - ) + deleted = await delete_team_models(team_ids=["team_a"], prisma_client=prisma, llm_router=router) assert deleted == [] assert router.deleted == [] @@ -3420,9 +3284,7 @@ class TestDeleteTeamModels: rows = [_model_row("a1", "team_a")] prisma = _TxPrismaClient(rows) - deleted = await delete_team_models( - team_ids=["team_a"], prisma_client=prisma, llm_router=None - ) + deleted = await delete_team_models(team_ids=["team_a"], prisma_client=prisma, llm_router=None) assert deleted == ["a1"] assert any(e[0] == "delete_many" for e in prisma.events) @@ -3628,9 +3490,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=_build_db_model_with_pricing(), - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(input_cost_per_token=None) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(input_cost_per_token=None)), ) params = json.loads(result["litellm_params"]) @@ -3649,9 +3509,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=_build_db_model_with_pricing(), - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(output_cost_per_token=None) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(output_cost_per_token=None)), ) params = json.loads(result["litellm_params"]) @@ -3667,9 +3525,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=_build_db_model_with_pricing(), - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(input_cost_per_token=0.000005) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(input_cost_per_token=0.000005)), ) params = json.loads(result["litellm_params"]) @@ -3684,9 +3540,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=_build_db_model_with_pricing(), - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(output_cost_per_token=0.000007) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(output_cost_per_token=0.000007)), ) params = json.loads(result["litellm_params"]) @@ -3721,9 +3575,7 @@ class TestUpdateDBModelClearPricing: # or any other non-pricing field from the merged dict. result = update_db_model( db_model=db_model, - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(api_base=None) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(api_base=None)), ) info = json.loads(result["model_info"]) @@ -3758,9 +3610,7 @@ class TestUpdateDBModelClearPricing: params = json.loads(result["litellm_params"]) info = json.loads(result["model_info"]) assert "input_cost_per_token" not in params - assert ( - "input_cost_per_token" not in info - ), "model_info passthrough must not resurrect the cleared override" + assert "input_cost_per_token" not in info, "model_info passthrough must not resurrect the cleared override" def test_clear_via_model_info_clears_both_blobs(self): """The mirror works in the reverse direction too: nulling a pricing field @@ -3772,9 +3622,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=_build_db_model_with_pricing(), - updated_patch=updateDeployment( - model_info=ModelInfo(id="dep-pricing-0", input_cost_per_token=None) - ), + updated_patch=updateDeployment(model_info=ModelInfo(id="dep-pricing-0", input_cost_per_token=None)), ) params = json.loads(result["litellm_params"]) @@ -3806,9 +3654,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=db_model, - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(cache_read_input_token_cost=None) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(cache_read_input_token_cost=None)), ) params = json.loads(result["litellm_params"]) @@ -3840,9 +3686,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=db_model, - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(cache_creation_input_token_cost=None) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(cache_creation_input_token_cost=None)), ) params = json.loads(result["litellm_params"]) @@ -3876,9 +3720,7 @@ class TestUpdateDBModelClearPricing: result = update_db_model( db_model=db_model, - updated_patch=updateDeployment( - litellm_params=updateLiteLLMParams(cache_read_input_token_cost=None) - ), + updated_patch=updateDeployment(litellm_params=updateLiteLLMParams(cache_read_input_token_cost=None)), ) params = json.loads(result["litellm_params"]) @@ -8315,3 +8157,1023 @@ class TestModelManagementActorEdges: assert response.status_code == 400 assert "Cannot edit config-based model" in response.text prisma.db.litellm_proxymodeltable.update.assert_not_awaited() + + +class TestAddModelToDbBlocked: + """`_add_model_to_db` must thread `blocked` into the initial insert, so the wizard can + create a discovered-but-unchecked model already paused instead of active-then-patched.""" + + @staticmethod + def _deployment(blocked): + from litellm.types.router import ModelInfo + + return Deployment( + model_name="anthropic/claude-discovered", + litellm_params=LiteLLM_Params(model="anthropic/claude-discovered"), + model_info=ModelInfo(id="dep-blocked-create-0"), + blocked=blocked, + ) + + @pytest.mark.asyncio + async def test_add_model_to_db_writes_blocked_true(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + _add_model_to_db, + ) + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=MagicMock()) + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ): # test-quality-ok: the proxy wiring under test is what this patches + await _add_model_to_db( + model_params=self._deployment(True), user_api_key_dict=admin, prisma_client=mock_prisma + ) + + _, kwargs = mock_prisma.db.litellm_proxymodeltable.create.call_args + assert kwargs["data"]["blocked"] is True + + @pytest.mark.asyncio + async def test_add_model_to_db_writes_blocked_false(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + _add_model_to_db, + ) + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=MagicMock()) + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ): # test-quality-ok: the proxy wiring under test is what this patches + await _add_model_to_db( + model_params=self._deployment(False), user_api_key_dict=admin, prisma_client=mock_prisma + ) + + _, kwargs = mock_prisma.db.litellm_proxymodeltable.create.call_args + assert kwargs["data"]["blocked"] is False + + @pytest.mark.asyncio + async def test_add_model_to_db_omits_blocked_when_not_set(self): + """None means "don't set it" -- the Prisma column defaults to False -- not "explicitly + unblocked", so the key must be absent from the write entirely.""" + from litellm.proxy.management_endpoints.model_management_endpoints import ( + _add_model_to_db, + ) + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=MagicMock()) + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + + with patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ): # test-quality-ok: the proxy wiring under test is what this patches + await _add_model_to_db( + model_params=self._deployment(None), user_api_key_dict=admin, prisma_client=mock_prisma + ) + + _, kwargs = mock_prisma.db.litellm_proxymodeltable.create.call_args + assert "blocked" not in kwargs["data"] + + +class TestAddNewModelBlockedAuthGate: + """Same proxy-admin-only rule patch_model applies to `blocked` must hold at create time + too: a team admin authorized for a team-scoped model must not be able to create it already + paused out from under the proxy admin. Only a blocking value is refused, since every create + already lands unblocked and clients send the whole model shape on every create.""" + + @pytest.mark.asyncio + async def test_non_admin_cannot_set_blocked_on_create(self): + from litellm.proxy._types import ProxyException + from litellm.proxy.management_endpoints.model_management_endpoints import ( + add_new_model, + ) + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + mock_prisma = MagicMock() + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", mock_prisma + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", True + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", True + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.can_user_make_model_call", + new=AsyncMock(return_value=None), + ), + ): + with pytest.raises(ProxyException) as exc_info: + await add_new_model( + model_params=Deployment( + model_name="my-model", + litellm_params=LiteLLM_Params(model="openai/gpt-4o-mini"), + model_info={"id": "blocked-gate-create-0"}, + blocked=True, + ), + user_api_key_dict=non_admin, + ) + assert "proxy admin" in str(exc_info.value.message).lower() + mock_prisma.db.litellm_proxymodeltable.create.assert_not_called() + + @pytest.mark.asyncio + async def test_non_admin_can_create_a_model_with_blocked_false(self): + """The dashboard and the SDK both send the whole model shape on create, so `blocked: false` + rides along on an ordinary team-admin create. It asks for the state the create already + lands in, and refusing the flag's presence turned every one of those creates into a 403.""" + from litellm.proxy.management_endpoints.model_management_endpoints import ( + add_new_model, + ) + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + mock_prisma = MagicMock() + created_row = MagicMock() + created_row.model_id = "blocked-gate-create-2" + created_row.model_dump_json.return_value = "{}" + mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=created_row) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", mock_prisma + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", True + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", True + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": ["blocked-gate-create-2"]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.can_user_make_model_call", + new=AsyncMock(return_value=None), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.proxy_config", + MagicMock(add_deployment=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None))), + ), + ): + result = await add_new_model( + model_params=Deployment( + model_name="my-model", + litellm_params=LiteLLM_Params(model="openai/gpt-4o-mini"), + model_info={"id": "blocked-gate-create-2"}, + blocked=False, + ), + user_api_key_dict=non_admin, + ) + assert result is created_row + _, kwargs = mock_prisma.db.litellm_proxymodeltable.create.call_args + assert kwargs["data"].get("blocked") is not True + + @pytest.mark.asyncio + async def test_proxy_admin_can_create_a_blocked_model(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + add_new_model, + ) + + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + mock_prisma = MagicMock() + created_row = MagicMock() + created_row.model_id = "blocked-gate-create-1" + created_row.model_dump_json.return_value = "{}" + mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=created_row) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", mock_prisma + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", True + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", True + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": ["blocked-gate-create-1"]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.can_user_make_model_call", + new=AsyncMock(return_value=None), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.proxy_config", + MagicMock(add_deployment=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None))), + ), + ): + result = await add_new_model( + model_params=Deployment( + model_name="my-model", + litellm_params=LiteLLM_Params(model="openai/gpt-4o-mini"), + model_info={"id": "blocked-gate-create-1"}, + blocked=True, + ), + user_api_key_dict=admin, + ) + assert result is created_row + _, kwargs = mock_prisma.db.litellm_proxymodeltable.create.call_args + assert kwargs["data"]["blocked"] is True + + +class TestNonAdminCannotPersistWifFieldsOnModel: + """A server-owned Anthropic WIF field (destination, source, or secret reference) chooses + which server-side secret is read and where it is sent. A team admin who is otherwise + authorized for a team-scoped model must not be able to set one via /model/new, + /model/update, or PATCH /model/{id}/update; a proxy admin still can.""" + + @pytest.mark.asyncio + async def test_patch_model_non_admin_cannot_set_wif_field(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + patch_model, + ) + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + existing_row = MagicMock() + existing_row.litellm_params = {"model": "anthropic/claude-sonnet-4"} + existing_row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": existing_row.litellm_params, + "model_info": {"id": "m1"}, + } + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=existing_row) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", + mock_prisma, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": ["m1"]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", + True, + ), + ): + with pytest.raises( + Exception, match="Only proxy admins can change the credentials of a deployment configured for workload identity" + ) as exc_info: + await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams( + anthropic_keycloak_token_url="https://attacker.example/token", + ) + ), + user_api_key_dict=non_admin, + ) + err = exc_info.value + assert getattr(err, "param", "") == "anthropic_keycloak_token_url" + mock_prisma.db.litellm_proxymodeltable.update.assert_not_called() + + @pytest.mark.asyncio + async def test_patch_model_non_admin_cannot_set_openai_wif_field(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + patch_model, + ) + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + existing_row = MagicMock() + existing_row.litellm_params = {"model": "openai/gpt-4o-mini"} + existing_row.model_dump.return_value = { + "model_name": "gpt", + "litellm_params": existing_row.litellm_params, + "model_info": {"id": "m1"}, + } + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=existing_row) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", + mock_prisma, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": ["m1"]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", + True, + ), + ): + with pytest.raises( + Exception, match="Only proxy admins can change the credentials of a deployment configured for workload identity" + ) as exc_info: + await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams( + openai_identity_token_file="/var/run/secrets/tokens/attacker", + ) + ), + user_api_key_dict=non_admin, + ) + assert getattr(exc_info.value, "param", "") == "openai_identity_token_file" + mock_prisma.db.litellm_proxymodeltable.update.assert_not_called() + + @pytest.mark.asyncio + async def test_patch_model_admin_can_set_wif_field(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + patch_model, + ) + + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + existing_row = MagicMock() + existing_row.litellm_params = {"model": "anthropic/claude-sonnet-4"} + existing_row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": existing_row.litellm_params, + "model_info": {"id": "m1"}, + } + existing_row.model_dump_json.return_value = "{}" + updated_row = MagicMock() + updated_row.model_dump_json.return_value = "{}" + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=existing_row) + mock_prisma.db.litellm_proxymodeltable.update = AsyncMock(return_value=updated_row) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", + mock_prisma, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": ["m1"]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.management_endpoints.model_management_endpoints.encrypt_value_helper", + side_effect=lambda value: value, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.management_endpoints.model_management_endpoints.clear_cache", + new=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None)), + ), + ): + result = await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams( + anthropic_keycloak_token_url="https://keycloak.internal/token", + ) + ), + user_api_key_dict=admin, + ) + assert result is updated_row + mock_prisma.db.litellm_proxymodeltable.update.assert_awaited_once() + + @pytest.mark.asyncio + async def test_add_new_model_non_admin_cannot_set_wif_field(self): + from litellm.proxy._types import ProxyException + from litellm.proxy.management_endpoints.model_management_endpoints import ( + add_new_model, + ) + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + mock_prisma = MagicMock() + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", + mock_prisma, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", + True, + ), + ): + with pytest.raises(ProxyException) as exc_info: + await add_new_model( + model_params=Deployment( + model_name="my-model", + litellm_params=LiteLLM_Params( + model="anthropic/claude-sonnet-4", + anthropic_keycloak_client_secret_ref="os.environ/LITELLM_MASTER_KEY", + ), + model_info={"id": "wif-gate-create-0"}, + ), + user_api_key_dict=non_admin, + ) + assert "proxy admin" in str(exc_info.value.message).lower() + assert exc_info.value.param == "anthropic_keycloak_client_secret_ref" + mock_prisma.db.litellm_proxymodeltable.create.assert_not_called() + + @pytest.mark.asyncio + async def test_add_new_model_admin_can_set_wif_field(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + add_new_model, + ) + + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + mock_prisma = MagicMock() + created_row = MagicMock() + created_row.model_id = "wif-gate-create-1" + created_row.model_dump_json.return_value = "{}" + mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=created_row) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", + mock_prisma, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", + "sk-test-master", + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": ["wif-gate-create-1"]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.proxy_config", + MagicMock(add_deployment=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None))), + ), + ): + result = await add_new_model( + model_params=Deployment( + model_name="my-model", + litellm_params=LiteLLM_Params( + model="anthropic/claude-sonnet-4", + anthropic_keycloak_client_secret_ref="os.environ/ANTHROPIC_WIF_CLIENT_SECRET", + ), + model_info={"id": "wif-gate-create-1"}, + ), + user_api_key_dict=admin, + ) + assert result is created_row + + @pytest.mark.asyncio + async def test_update_model_non_admin_cannot_set_wif_field(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + update_model, + ) + + model_id = "wif-gate-update-0" + existing_row = MagicMock() + existing_row.litellm_params = {"model": "anthropic/claude-sonnet-4"} + existing_row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": existing_row.litellm_params, + "model_info": {"id": model_id}, + } + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=existing_row) + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", + mock_prisma, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": [model_id]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", + True, + ), + ): + with pytest.raises( + Exception, match="Only proxy admins can change the credentials of a deployment configured for workload identity" + ) as exc_info: + await update_model( + model_params=updateDeployment( + litellm_params=updateLiteLLMParams( + anthropic_keycloak_client_secret_ref="os.environ/LITELLM_MASTER_KEY", + ), + model_info=ModelInfo(id=model_id), + ), + user_api_key_dict=non_admin, + ) + assert getattr(exc_info.value, "param", "") == "anthropic_keycloak_client_secret_ref" + mock_prisma.db.litellm_proxymodeltable.update.assert_not_called() + + @pytest.mark.asyncio + async def test_update_model_admin_can_set_wif_field(self): + from litellm.proxy.management_endpoints.model_management_endpoints import ( + update_model, + ) + + model_id = "wif-gate-update-1" + existing_row = MagicMock() + existing_row.litellm_params = {"model": "anthropic/claude-sonnet-4"} + existing_row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": existing_row.litellm_params, + "model_info": {"id": model_id}, + } + existing_row.model_dump_json.return_value = "{}" + updated_row = MagicMock() + updated_row.model_dump_json.return_value = "{}" + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=existing_row) + mock_prisma.db.litellm_proxymodeltable.update = AsyncMock(return_value=updated_row) + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.prisma_client", + mock_prisma, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.llm_router", + MagicMock(**{"get_model_ids.return_value": [model_id]}), + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.store_model_in_db", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.premium_user", + True, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.management_endpoints.model_management_endpoints.encrypt_value_helper", + side_effect=lambda value: value, + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.management_endpoints.model_management_endpoints.clear_cache", + new=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None)), + ), + ): + await update_model( + model_params=updateDeployment( + litellm_params=updateLiteLLMParams( + anthropic_keycloak_client_secret_ref="os.environ/ANTHROPIC_WIF_CLIENT_SECRET", + ), + model_info=ModelInfo(id=model_id), + ), + user_api_key_dict=admin, + ) + mock_prisma.db.litellm_proxymodeltable.update.assert_awaited_once() + written_litellm_params = mock_prisma.db.litellm_proxymodeltable.update.await_args.kwargs["data"][ + "litellm_params" + ] + assert "anthropic_keycloak_client_secret_ref" in written_litellm_params + assert "os.environ/ANTHROPIC_WIF_CLIENT_SECRET" in written_litellm_params + + +class TestOneCredentialFeedsManyModelsNoWifCopy: + """Regression: one named WIF credential feeds multiple model rows, and no WIF field is + ever copied onto a model row -- litellm_params carries only `model` and + `litellm_credential_name`, the same shape the wizard's per-row /model/new call produces.""" + + @pytest.mark.asyncio + async def test_two_discovered_models_share_the_credential_reference_only(self): + from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper + from litellm.proxy.management_endpoints.model_management_endpoints import ( + _add_model_to_db, + ) + from litellm.types.router import ModelInfo + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=MagicMock()) + admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN) + + with ( + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.proxy_server.master_key", "sk-test-master" + ), + patch( # test-quality-ok: the proxy wiring under test is what this patches + "litellm.proxy.common_utils.encrypt_decrypt_utils._get_salt_key", return_value="sk-test-master" + ), + ): + for i, discovered_id in enumerate(["claude-a", "claude-b"]): + model_params = Deployment( + model_name=discovered_id, + litellm_params=LiteLLM_Params( + model=f"anthropic/{discovered_id}", litellm_credential_name="anthropic-wif" + ), + model_info=ModelInfo(id=f"dep-shared-{i}"), + blocked=False, + ) + await _add_model_to_db(model_params=model_params, user_api_key_dict=admin, prisma_client=mock_prisma) + + assert mock_prisma.db.litellm_proxymodeltable.create.await_count == 2 + for call in mock_prisma.db.litellm_proxymodeltable.create.await_args_list: + written_litellm_params = json.loads(call.kwargs["data"]["litellm_params"]) + decrypted_credential_name = decrypt_value_helper( + value=written_litellm_params["litellm_credential_name"], key="litellm_credential_name" + ) + assert decrypted_credential_name == "anthropic-wif" + assert "anthropic_federation_rule_id" not in written_litellm_params + assert "anthropic_identity_token" not in written_litellm_params + assert call.kwargs["data"]["blocked"] is False + + +class TestWifBoundaryReadsTheResultingDeployment: + """The proxy-admin rule has to be evaluated against the deployment the write PRODUCES. + Reading only the submitted payload let a team admin keep an existing federated deployment + and change it anyway, because the fields they sent named nothing federated.""" + + @staticmethod + def _existing_wif_row(): + row = MagicMock() + row.litellm_params = { + "model": "anthropic/claude-sonnet-4", + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + } + row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": row.litellm_params, + "model_info": {"id": "m1"}, + } + return row + + @pytest.mark.asyncio + async def test_non_admin_cannot_retarget_an_existing_wif_deployment_via_api_base(self): + """api_base is not a federation field, so the payload-only check saw nothing to refuse, + and the merged deployment then sent its assertion and minted token to the new host.""" + from litellm.proxy.management_endpoints.model_management_endpoints import patch_model + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=self._existing_wif_row()) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", mock_prisma), # test-quality-ok: proxy wiring under test + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.proxy_server.llm_router", MagicMock(**{"get_model_ids.return_value": ["m1"]}) + ), + patch("litellm.proxy.proxy_server.store_model_in_db", True), # test-quality-ok: proxy wiring under test + patch("litellm.proxy.proxy_server.premium_user", True), # test-quality-ok: proxy wiring under test + ): + with pytest.raises( + Exception, match="Only proxy admins can change the credentials of a deployment configured for workload identity" + ): + await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams(api_base="https://gateway.internal") + ), + user_api_key_dict=non_admin, + ) + + @pytest.mark.asyncio + async def test_non_admin_cannot_detach_a_federated_credential_to_escape_the_gate(self): + """Clearing the credential name must not be the way out. A deployment federated through a + named credential carries no federation field of its own, so a patch that sends + litellm_credential_name: null alongside an api_base of the caller's choosing would leave + nothing federated to find, and the write would be allowed.""" + from litellm.proxy.management_endpoints.model_management_endpoints import patch_model + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + federated_row = MagicMock() + federated_row.litellm_params = { + "model": "anthropic/claude-sonnet-4", + "litellm_credential_name": "admin-wif", + } + federated_row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": federated_row.litellm_params, + "model_info": {"id": "m1"}, + } + + admin_credential_row = { + "credential_name": "admin-wif", + "credential_values": { + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + }, + "credential_info": {"custom_llm_provider": "anthropic"}, + } + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=federated_row) + mock_prisma.db.litellm_credentialstable.find_unique = AsyncMock(return_value=admin_credential_row) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", mock_prisma), # test-quality-ok: proxy wiring under test + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.proxy_server.llm_router", MagicMock(**{"get_model_ids.return_value": ["m1"]}) + ), + patch("litellm.proxy.proxy_server.store_model_in_db", True), # test-quality-ok: proxy wiring under test + patch("litellm.proxy.proxy_server.premium_user", True), # test-quality-ok: proxy wiring under test + ): + with pytest.raises( + Exception, match="Only proxy admins can change the credentials of a deployment configured for workload identity" + ): + await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams( + litellm_credential_name=None, api_base="https://gateway.internal" + ) + ), + user_api_key_dict=non_admin, + ) + + @pytest.mark.asyncio + async def test_non_admin_cannot_attach_a_federated_credential_by_name(self): + """litellm_credential_name names no federation field itself, but request-time hydration + imports whatever the credential holds, so the resulting deployment federates.""" + from litellm.proxy.management_endpoints.model_management_endpoints import patch_model + + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + plain_row = MagicMock() + plain_row.litellm_params = {"model": "anthropic/claude-sonnet-4"} + plain_row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": plain_row.litellm_params, + "model_info": {"id": "m1"}, + } + # The credential is served from the row rather than this pod's memory, which is both the + # multi-pod case and the one the gate must not miss. + admin_credential_row = { + "credential_name": "admin-wif", + "credential_values": { + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + }, + "credential_info": {"custom_llm_provider": "anthropic"}, + } + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=plain_row) + mock_prisma.db.litellm_credentialstable.find_unique = AsyncMock(return_value=admin_credential_row) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", mock_prisma), # test-quality-ok: proxy wiring under test + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.proxy_server.llm_router", MagicMock(**{"get_model_ids.return_value": ["m1"]}) + ), + patch("litellm.proxy.proxy_server.store_model_in_db", True), # test-quality-ok: proxy wiring under test + patch("litellm.proxy.proxy_server.premium_user", True), # test-quality-ok: proxy wiring under test + ): + with pytest.raises( + Exception, match="Only proxy admins can change the credentials of a deployment configured for workload identity" + ): + await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams(litellm_credential_name="admin-wif") + ), + user_api_key_dict=non_admin, + ) + + @pytest.mark.asyncio + async def test_non_admin_cannot_modify_a_deployment_whose_stored_credential_name_is_encrypted(self, monkeypatch): + """Rows written through /model/new hold every litellm_params value encrypted, so a gate that + looks the stored credential name up as written asks about a ciphertext, finds no such + credential, and lets the write through.""" + from litellm.proxy.management_endpoints.model_management_endpoints import patch_model + + monkeypatch.setenv("LITELLM_SALT_KEY", "sk-1234") + non_admin = UserAPIKeyAuth(user_id="team_admin", user_role=LitellmUserRoles.INTERNAL_USER) + federated_row = MagicMock() + federated_row.litellm_params = { + "model": encrypt_value_helper(value="anthropic/claude-sonnet-4"), + "litellm_credential_name": encrypt_value_helper(value="admin-wif"), + } + assert federated_row.litellm_params["litellm_credential_name"] != "admin-wif" + federated_row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": federated_row.litellm_params, + "model_info": {"id": "m1"}, + } + admin_credential_row = { + "credential_name": "admin-wif", + "credential_values": { + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + }, + "credential_info": {"custom_llm_provider": "anthropic"}, + } + + def credential_by_exact_name(**kwargs): + return admin_credential_row if kwargs["where"].get("credential_name") == "admin-wif" else None + + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=federated_row) + mock_prisma.db.litellm_credentialstable.find_unique = AsyncMock(side_effect=credential_by_exact_name) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", mock_prisma), # test-quality-ok: proxy wiring under test + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.proxy_server.llm_router", MagicMock(**{"get_model_ids.return_value": ["m1"]}) + ), + patch("litellm.proxy.proxy_server.store_model_in_db", True), # test-quality-ok: proxy wiring under test + patch("litellm.proxy.proxy_server.premium_user", True), # test-quality-ok: proxy wiring under test + ): + with pytest.raises( + Exception, match="Only proxy admins can change the credentials of a deployment configured for workload identity" + ): + await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams(api_base="https://gateway.internal") + ), + user_api_key_dict=non_admin, + ) + mock_prisma.db.litellm_proxymodeltable.update.assert_not_called() + + +class TestFederationGateScopesToWhatTheWriteTouches: + """The gate reads what the write SETS, not only what the row stores. Refusing every write to a + federated deployment took rate limits, renames, tags and deletion away from the team admins who + own the model, because a proxy admin federating it once made every later team edit a 403.""" + + _TEAM_ID = "wif-scope-team" + + @staticmethod + def _team_admin(): + return UserAPIKeyAuth( + user_id="team_admin", + team_id=TestFederationGateScopesToWhatTheWriteTouches._TEAM_ID, + user_role=LitellmUserRoles.INTERNAL_USER, + ) + + @classmethod + def _federated_row(cls): + row = MagicMock() + row.litellm_params = { + "model": "anthropic/claude-sonnet-4", + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + } + row.model_dump.return_value = { + "model_name": "claude", + "litellm_params": row.litellm_params, + "model_info": {"id": "m1", "team_id": cls._TEAM_ID}, + } + row.model_dump_json.return_value = "{}" + return row + + @classmethod + def _prisma_with_live_team(cls, existing_row): + team_row = LiteLLM_TeamTable( + team_id=cls._TEAM_ID, + team_alias="wif-scope-team", + members_with_roles=[Member(user_id="team_admin", role="admin")], + ) + mock_prisma = MagicMock() + mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=existing_row) + mock_prisma.db.litellm_proxymodeltable.update = AsyncMock(return_value=existing_row) + mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row) + return mock_prisma + + @pytest.mark.asyncio + async def test_team_admin_can_still_set_rpm_on_a_federated_deployment(self): + """rpm cannot move or re-scope the token the deployment mints, so it stays a team edit.""" + from litellm.proxy.management_endpoints.model_management_endpoints import patch_model + + existing_row = self._federated_row() + mock_prisma = self._prisma_with_live_team(existing_row) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", mock_prisma), # test-quality-ok: proxy wiring under test + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.proxy_server.llm_router", MagicMock(**{"get_model_ids.return_value": ["m1"]}) + ), + patch("litellm.proxy.proxy_server.store_model_in_db", True), # test-quality-ok: proxy wiring under test + patch("litellm.proxy.proxy_server.premium_user", True), # test-quality-ok: proxy wiring under test + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.management_endpoints.model_management_endpoints.encrypt_value_helper", + side_effect=lambda value: value, + ), + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.management_endpoints.model_management_endpoints.clear_cache", + new=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None)), + ), + ): + result = await patch_model( + model_id="m1", + patch_data=updateDeployment(litellm_params=updateLiteLLMParams(rpm=5)), + user_api_key_dict=self._team_admin(), + ) + + assert result is existing_row + _, kwargs = mock_prisma.db.litellm_proxymodeltable.update.call_args + assert json.loads(kwargs["data"]["litellm_params"])["rpm"] == 5 + + @pytest.mark.asyncio + async def test_team_admin_still_cannot_hand_the_minted_token_to_a_clientside_override(self): + """configurable_clientside_auth_params lets a caller supply the api_base the assertion and + the token it buys are sent to, so it stays proxy-admin-only however team-owned the model is.""" + from litellm.proxy.management_endpoints.model_management_endpoints import patch_model + + mock_prisma = self._prisma_with_live_team(self._federated_row()) + + with ( + patch("litellm.proxy.proxy_server.prisma_client", mock_prisma), # test-quality-ok: proxy wiring under test + patch( # test-quality-ok: proxy wiring under test + "litellm.proxy.proxy_server.llm_router", MagicMock(**{"get_model_ids.return_value": ["m1"]}) + ), + patch("litellm.proxy.proxy_server.store_model_in_db", True), # test-quality-ok: proxy wiring under test + patch("litellm.proxy.proxy_server.premium_user", True), # test-quality-ok: proxy wiring under test + ): + with pytest.raises( + Exception, + match="Only proxy admins can change the credentials of a deployment configured for workload identity", + ): + await patch_model( + model_id="m1", + patch_data=updateDeployment( + litellm_params=updateLiteLLMParams(configurable_clientside_auth_params=["api_base"]) + ), + user_api_key_dict=self._team_admin(), + ) + mock_prisma.db.litellm_proxymodeltable.update.assert_not_called() + + @pytest.mark.asyncio + async def test_team_admin_can_still_delete_a_federated_deployment(self): + """A delete writes nothing at all, so there is no destination for it to move the token to, + and the team that owns the model must be able to take it off their page.""" + from litellm.proxy.management_endpoints.model_management_endpoints import ( + ModelInfoDelete, + delete_model as delete_model_endpoint, + ) + + db_row = LiteLLM_ProxyModelTable( + model_id="m1", + model_name="claude", + litellm_params={ + "model": "anthropic/claude-sonnet-4", + "anthropic_federation_rule_id": "fdrl_admin", + "anthropic_organization_id": "org-admin", + }, + model_info={"id": "m1", "team_id": self._TEAM_ID}, + created_by="admin", + updated_by="admin", + ) + mock_prisma = self._prisma_with_live_team(db_row) + mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row) + mock_prisma.db.litellm_proxymodeltable.find_many = AsyncMock(return_value=[]) + mock_prisma.db.litellm_teamtable.update = AsyncMock() + mock_prisma.db.litellm_modeltable.find_many = AsyncMock(return_value=[]) + mock_prisma.db.query_raw = AsyncMock(return_value=[]) + + _PS = "litellm.proxy.proxy_server" + _MOD = "litellm.proxy.management_endpoints.model_management_endpoints" + with ( + patch(f"{_PS}.prisma_client", mock_prisma), # test-quality-ok: proxy wiring under test + patch(f"{_PS}.store_model_in_db", True), # test-quality-ok: proxy wiring under test + patch(f"{_PS}.premium_user", True), # test-quality-ok: proxy wiring under test + patch(f"{_PS}.llm_router", MagicMock()), # test-quality-ok: proxy wiring under test + patch(f"{_PS}.proxy_logging_obj", MagicMock()), # test-quality-ok: proxy wiring under test + patch(f"{_PS}.user_api_key_cache", MagicMock()), # test-quality-ok: proxy wiring under test + patch(f"{_MOD}._refresh_cached_team", new=AsyncMock()), # test-quality-ok: proxy wiring under test + ): + result = await delete_model_endpoint( + model_info=ModelInfoDelete(id="m1"), + user_api_key_dict=self._team_admin(), + ) + + assert "deleted successfully" in result["message"] + mock_prisma.db.litellm_proxymodeltable.delete.assert_awaited_once() diff --git a/tests/unit/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py b/tests/unit/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py index ac010cd90a0..52ebc3a881d 100644 --- a/tests/unit/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py +++ b/tests/unit/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py @@ -99,36 +99,28 @@ class TestBaseOpenAIPassThroughHandler: # Test joining base URL with no path and a path base_url = httpx.URL("https://api.example.com") path = "/v1/chat/completions" - result = _join_url_paths( - base_url, path, litellm.LlmProviders.OPENAI.value - ) + result = _join_url_paths(base_url, path, litellm.LlmProviders.OPENAI.value) print(f"Base URL with no path: '{base_url}' + '{path}' → '{result}'") assert str(result) == "https://api.example.com/v1/chat/completions" # Test joining base URL with path and another path base_url = httpx.URL("https://api.example.com/v1") path = "/chat/completions" - result = _join_url_paths( - base_url, path, litellm.LlmProviders.OPENAI.value - ) + result = _join_url_paths(base_url, path, litellm.LlmProviders.OPENAI.value) print(f"Base URL with path: '{base_url}' + '{path}' → '{result}'") assert str(result) == "https://api.example.com/v1/chat/completions" # Test with path not starting with slash base_url = httpx.URL("https://api.example.com/v1") path = "chat/completions" - result = _join_url_paths( - base_url, path, litellm.LlmProviders.OPENAI.value - ) + result = _join_url_paths(base_url, path, litellm.LlmProviders.OPENAI.value) print(f"Path without leading slash: '{base_url}' + '{path}' → '{result}'") assert str(result) == "https://api.example.com/v1/chat/completions" # Test with base URL having trailing slash base_url = httpx.URL("https://api.example.com/v1/") path = "/chat/completions" - result = _join_url_paths( - base_url, path, litellm.LlmProviders.OPENAI.value - ) + result = _join_url_paths(base_url, path, litellm.LlmProviders.OPENAI.value) print(f"Base URL with trailing slash: '{base_url}' + '{path}' → '{result}'") assert str(result) == "https://api.example.com/v1/chat/completions" @@ -147,17 +139,13 @@ class TestBaseOpenAIPassThroughHandler: headers = {"authorization": "Bearer test_key"} # Test with assistants API request - result = BaseOpenAIPassThroughHandler._append_openai_beta_header( - headers, assistants_request - ) + result = BaseOpenAIPassThroughHandler._append_openai_beta_header(headers, assistants_request) print(f"Assistants API request: Added header: {result}") assert result["OpenAI-Beta"] == "assistants=v2" # Test with non-assistants API request headers = {"authorization": "Bearer test_key"} - result = BaseOpenAIPassThroughHandler._append_openai_beta_header( - headers, non_assistants_request - ) + result = BaseOpenAIPassThroughHandler._append_openai_beta_header(headers, non_assistants_request) print(f"Non-assistants API request: Headers: {result}") assert "OpenAI-Beta" not in result @@ -167,9 +155,7 @@ class TestBaseOpenAIPassThroughHandler: assistant_request.url.path = "/v1/assistants/asst_123456" headers = {"authorization": "Bearer test_key"} - result = BaseOpenAIPassThroughHandler._append_openai_beta_header( - headers, assistant_request - ) + result = BaseOpenAIPassThroughHandler._append_openai_beta_header(headers, assistant_request) print(f"Assistant API request: Added header: {result}") assert result["OpenAI-Beta"] == "assistants=v2" @@ -190,9 +176,7 @@ class TestBaseOpenAIPassThroughHandler: "test-header": "value", }, ): - result = BaseOpenAIPassThroughHandler._assemble_headers( - api_key, mock_request - ) + result = BaseOpenAIPassThroughHandler._assemble_headers(api_key, mock_request) print(f"Assembled headers: {result}") assert result["authorization"] == "Bearer test_api_key" assert result["api-key"] == "test_api_key" @@ -232,9 +216,7 @@ class TestBaseOpenAIPassThroughHandler: # Verify create_pass_through_route was called with correct parameters call_args = mock_create_pass_through.call_args[1] - print( - f"create_pass_through_route called with endpoint: {call_args['endpoint']}" - ) + print(f"create_pass_through_route called with endpoint: {call_args['endpoint']}") print(f"create_pass_through_route called with target: {call_args['target']}") assert call_args["endpoint"] == "/chat/completions" assert call_args["target"] == "https://api.openai.com/v1/chat/completions" @@ -286,9 +268,7 @@ class TestVertexAIPassThroughHandler: # Mock request mock_request = Mock() - mock_request.state = ( - None # Prevent Mock from returning a truthy _cached_headers - ) + mock_request.state = None # Prevent Mock from returning a truthy _cached_headers mock_request.method = "POST" mock_request.headers = { "Authorization": "Bearer test-creds", @@ -306,9 +286,7 @@ class TestVertexAIPassThroughHandler: test_token = vertex_credentials with ( - mock.patch( - "litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth" - ) as mock_load_auth, + mock.patch("litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth") as mock_load_auth, mock.patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, @@ -391,9 +369,7 @@ class TestVertexAIPassThroughHandler: # Mock request mock_request = Mock() - mock_request.state = ( - None # Prevent Mock from returning a truthy _cached_headers - ) + mock_request.state = None # Prevent Mock from returning a truthy _cached_headers mock_request.method = "POST" mock_request.headers = { "Authorization": "Bearer test-creds", @@ -411,9 +387,7 @@ class TestVertexAIPassThroughHandler: test_token = vertex_credentials with ( - mock.patch( - "litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth" - ) as mock_load_auth, + mock.patch("litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth") as mock_load_auth, mock.patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, @@ -474,9 +448,7 @@ class TestVertexAIPassThroughHandler: ], ) @pytest.mark.asyncio - async def test_vertex_passthrough_with_default_credentials( - self, monkeypatch, initial_endpoint - ): + async def test_vertex_passthrough_with_default_credentials(self, monkeypatch, initial_endpoint): """ Test that when no passthrough credentials are set, default credentials are used in the request """ @@ -515,9 +487,7 @@ class TestVertexAIPassThroughHandler: mock_response = Response() with ( - mock.patch( - "litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth" - ) as mock_load_auth, + mock.patch("litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth") as mock_load_auth, mock.patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, @@ -660,17 +630,13 @@ class TestVertexAIPassThroughHandler: mock_request.method = "POST" mock_response = Mock() - with patch( - "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.user_api_key_auth" - ) as mock_auth: + with patch("litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.user_api_key_auth") as mock_auth: mock_auth.return_value = {"api_key": "test-key-123"} with patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_pass_through: - mock_pass_through.return_value = AsyncMock( - return_value={"status": "success"} - ) + mock_pass_through.return_value = AsyncMock(return_value={"status": "success"}) with pytest.raises(HTTPException) as exc_info: await vertex_proxy_route( @@ -730,7 +696,9 @@ class TestVertexAIPassThroughHandler: mock_logging_obj.model_call_details = {} # Test URL with multimodal embedding model - url_route = "/v1/projects/test-project/locations/us-central1/publishers/google/models/multimodalembedding@001:predict" + url_route = ( + "/v1/projects/test-project/locations/us-central1/publishers/google/models/multimodalembedding@001:predict" + ) start_time = datetime.datetime.now() end_time = datetime.datetime.now() @@ -748,19 +716,13 @@ class TestVertexAIPassThroughHandler: mock_embedding_response = EmbeddingResponse( object="list", data=[ - Embedding( - embedding=[0.1, 0.2, 0.3, 0.4, 0.5], index=0, object="embedding" - ), - Embedding( - embedding=[0.6, 0.7, 0.8, 0.9, 1.0], index=1, object="embedding" - ), + Embedding(embedding=[0.1, 0.2, 0.3, 0.4, 0.5], index=0, object="embedding"), + Embedding(embedding=[0.6, 0.7, 0.8, 0.9, 1.0], index=1, object="embedding"), ], model="multimodalembedding@001", usage=Usage(prompt_tokens=0, total_tokens=0, completion_tokens=0), ) - mock_config_instance.transform_embedding_response.return_value = ( - mock_embedding_response - ) + mock_config_instance.transform_embedding_response.return_value = mock_embedding_response # Call the handler result = VertexPassthroughLoggingHandler.vertex_passthrough_handler( @@ -796,26 +758,12 @@ class TestVertexAIPassThroughHandler: ) # Test case 1: Response with textEmbedding should be detected as multimodal - response_with_text_embedding = { - "predictions": [{"textEmbedding": [0.1, 0.2, 0.3]}] - } - assert ( - VertexPassthroughLoggingHandler._is_multimodal_embedding_response( - response_with_text_embedding - ) - is True - ) + response_with_text_embedding = {"predictions": [{"textEmbedding": [0.1, 0.2, 0.3]}]} + assert VertexPassthroughLoggingHandler._is_multimodal_embedding_response(response_with_text_embedding) is True # Test case 2: Response with imageEmbedding should be detected as multimodal - response_with_image_embedding = { - "predictions": [{"imageEmbedding": [0.4, 0.5, 0.6]}] - } - assert ( - VertexPassthroughLoggingHandler._is_multimodal_embedding_response( - response_with_image_embedding - ) - is True - ) + response_with_image_embedding = {"predictions": [{"imageEmbedding": [0.4, 0.5, 0.6]}]} + assert VertexPassthroughLoggingHandler._is_multimodal_embedding_response(response_with_image_embedding) is True # Test case 3: Response with videoEmbeddings should be detected as multimodal response_with_video_embeddings = { @@ -831,43 +779,19 @@ class TestVertexAIPassThroughHandler: } ] } - assert ( - VertexPassthroughLoggingHandler._is_multimodal_embedding_response( - response_with_video_embeddings - ) - is True - ) + assert VertexPassthroughLoggingHandler._is_multimodal_embedding_response(response_with_video_embeddings) is True # Test case 4: Regular text embedding response should NOT be detected as multimodal - regular_embedding_response = { - "predictions": [{"embeddings": {"values": [0.1, 0.2, 0.3]}}] - } - assert ( - VertexPassthroughLoggingHandler._is_multimodal_embedding_response( - regular_embedding_response - ) - is False - ) + regular_embedding_response = {"predictions": [{"embeddings": {"values": [0.1, 0.2, 0.3]}}]} + assert VertexPassthroughLoggingHandler._is_multimodal_embedding_response(regular_embedding_response) is False # Test case 5: Non-embedding response should NOT be detected as multimodal - non_embedding_response = { - "candidates": [{"content": {"parts": [{"text": "Hello world"}]}}] - } - assert ( - VertexPassthroughLoggingHandler._is_multimodal_embedding_response( - non_embedding_response - ) - is False - ) + non_embedding_response = {"candidates": [{"content": {"parts": [{"text": "Hello world"}]}}]} + assert VertexPassthroughLoggingHandler._is_multimodal_embedding_response(non_embedding_response) is False # Test case 6: Empty response should NOT be detected as multimodal empty_response = {} - assert ( - VertexPassthroughLoggingHandler._is_multimodal_embedding_response( - empty_response - ) - is False - ) + assert VertexPassthroughLoggingHandler._is_multimodal_embedding_response(empty_response) is False def test_vertex_passthrough_handler_predict_cost_tracking(self): """ @@ -907,7 +831,9 @@ class TestVertexAIPassThroughHandler: mock_logging_obj.model_call_details = {} # Test URL with /predict endpoint - url_route = "/v1/projects/test-project/locations/us-central1/publishers/google/models/textembedding-gecko@001:predict" + url_route = ( + "/v1/projects/test-project/locations/us-central1/publishers/google/models/textembedding-gecko@001:predict" + ) start_time = datetime.datetime.now() end_time = datetime.datetime.now() @@ -977,7 +903,9 @@ class TestVertexAIPassThroughHandler: mock_logging_obj.litellm_call_id = "test-call-id-embed" mock_logging_obj.model_call_details = {} - url_route = "/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-001:embedContent" + url_route = ( + "/v1/projects/test-project/locations/us-central1/publishers/google/models/gemini-embedding-001:embedContent" + ) start_time = datetime.datetime.now() end_time = datetime.datetime.now() @@ -996,9 +924,7 @@ class TestVertexAIPassThroughHandler: ) assert result is not None - assert ( - result["result"] is not None - ), "result must not be None — logging callbacks need a non-null response" + assert result["result"] is not None, "result must not be None — logging callbacks need a non-null response" assert "kwargs" in result assert result["kwargs"].get("response_cost") == 0.0002 assert result["kwargs"].get("model") == "gemini-embedding-001" @@ -1055,9 +981,7 @@ class TestVertexAIPassThroughHandler: ) assert result is not None - assert ( - result["result"] is not None - ), "result must not be None for batchEmbedContents" + assert result["result"] is not None, "result must not be None for batchEmbedContents" assert result["kwargs"].get("response_cost") == 0.0003 assert result["kwargs"].get("model") == "gemini-embedding-001" assert result["kwargs"].get("custom_llm_provider") == "vertex_ai" @@ -1114,9 +1038,9 @@ class TestVertexAIPassThroughHandler: assert result is not None assert result["result"] is not None - assert ( - result["kwargs"].get("custom_llm_provider") == "gemini" - ), "Google AI Studio embedContent URLs must set custom_llm_provider=gemini, not vertex_ai" + assert result["kwargs"].get("custom_llm_provider") == "gemini", ( + "Google AI Studio embedContent URLs must set custom_llm_provider=gemini, not vertex_ai" + ) assert result["kwargs"].get("model") == "gemini-embedding-2-preview" mock_completion_cost.assert_called_once() @@ -1263,13 +1187,13 @@ class TestVertexAIDiscoveryPassThroughHandler: pass_through_router, ) - endpoint = f"v1/projects/{vertex_project}/locations/{vertex_location}/dataStores/default/servingConfigs/default:search" + endpoint = ( + f"v1/projects/{vertex_project}/locations/{vertex_location}/dataStores/default/servingConfigs/default:search" + ) # Mock request mock_request = Mock() - mock_request.state = ( - None # Prevent Mock from returning a truthy _cached_headers - ) + mock_request.state = None # Prevent Mock from returning a truthy _cached_headers mock_request.method = "POST" mock_request.headers = { "Authorization": "Bearer test-key", @@ -1287,9 +1211,7 @@ class TestVertexAIDiscoveryPassThroughHandler: test_token = "test-auth-token" with ( - mock.patch( - "litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth" - ) as mock_load_auth, + mock.patch("litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth") as mock_load_auth, mock.patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, @@ -1337,10 +1259,7 @@ class TestVertexAIDiscoveryPassThroughHandler: assert test_project in call_args[1]["target"] assert test_location in call_args[1]["target"] assert "Authorization" in call_args[1]["custom_headers"] - assert ( - call_args[1]["custom_headers"]["Authorization"] - == f"Bearer {test_token}" - ) + assert call_args[1]["custom_headers"]["Authorization"] == f"Bearer {test_token}" @pytest.mark.asyncio async def test_vertex_discovery_proxy_route_api_key_auth(self): @@ -1355,17 +1274,13 @@ class TestVertexAIDiscoveryPassThroughHandler: mock_request.method = "POST" mock_response = Mock() - with patch( - "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.user_api_key_auth" - ) as mock_auth: + with patch("litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.user_api_key_auth") as mock_auth: mock_auth.return_value = {"api_key": "test-key-123"} with patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_pass_through: - mock_pass_through.return_value = AsyncMock( - return_value={"status": "success"} - ) + mock_pass_through.return_value = AsyncMock(return_value={"status": "success"}) with pytest.raises(HTTPException) as exc_info: await vertex_discovery_proxy_route( @@ -1461,9 +1376,7 @@ async def test_mistral_passthrough_accepts_multipart_without_json_parsing(): assert response == {"ok": True} assert captured_kwargs["is_streaming_request"] is False - assert captured_kwargs["custom_headers"] == { - "Authorization": "Bearer mistral-test-key" - } + assert captured_kwargs["custom_headers"] == {"Authorization": "Bearer mistral-test-key"} class TestBedrockLLMProxyRoute: @@ -1475,9 +1388,7 @@ class TestBedrockLLMProxyRoute: mock_user_api_key_dict = Mock() mock_request_body = {"messages": [{"role": "user", "content": "test"}]} mock_processor = Mock() - mock_processor.base_passthrough_process_llm_request = AsyncMock( - return_value="success" - ) + mock_processor.base_passthrough_process_llm_request = AsyncMock(return_value="success") with ( patch( @@ -1489,9 +1400,10 @@ class TestBedrockLLMProxyRoute: return_value=mock_processor, ), ): - # Test application-inference-profile endpoint - endpoint = "model/arn:aws:bedrock:us-east-1:123456789012:application-inference-profile/r742sbn2zckd/converse" + endpoint = ( + "model/arn:aws:bedrock:us-east-1:123456789012:application-inference-profile/r742sbn2zckd/converse" + ) result = await bedrock_llm_proxy_route( endpoint=endpoint, @@ -1501,9 +1413,7 @@ class TestBedrockLLMProxyRoute: ) mock_processor.base_passthrough_process_llm_request.assert_called_once() - call_kwargs = ( - mock_processor.base_passthrough_process_llm_request.call_args.kwargs - ) + call_kwargs = mock_processor.base_passthrough_process_llm_request.call_args.kwargs # For application-inference-profile, model should be "arn:aws:bedrock:us-east-1:026090525607:application-inference-profile/r742sbn2zckd" assert ( @@ -1520,9 +1430,7 @@ class TestBedrockLLMProxyRoute: mock_user_api_key_dict = Mock() mock_request_body = {"messages": [{"role": "user", "content": "test"}]} mock_processor = Mock() - mock_processor.base_passthrough_process_llm_request = AsyncMock( - return_value="success" - ) + mock_processor.base_passthrough_process_llm_request = AsyncMock(return_value="success") with ( patch( @@ -1534,7 +1442,6 @@ class TestBedrockLLMProxyRoute: return_value=mock_processor, ), ): - # Test regular model endpoint endpoint = "model/anthropic.claude-3-sonnet-20240229-v1:0/converse" @@ -1545,9 +1452,7 @@ class TestBedrockLLMProxyRoute: user_api_key_dict=mock_user_api_key_dict, ) mock_processor.base_passthrough_process_llm_request.assert_called_once() - call_kwargs = ( - mock_processor.base_passthrough_process_llm_request.call_args.kwargs - ) + call_kwargs = mock_processor.base_passthrough_process_llm_request.call_args.kwargs # For regular models, model should be just the model ID assert call_kwargs["model"] == "anthropic.claude-3-sonnet-20240229-v1:0" @@ -1570,9 +1475,7 @@ class TestBedrockLLMProxyRoute: # Create a mock httpx.Response for the error mock_error_response = Mock(spec=httpx.Response) mock_error_response.status_code = 400 - mock_error_response.aread = AsyncMock( - return_value=bedrock_error_message.encode("utf-8") - ) + mock_error_response.aread = AsyncMock(return_value=bedrock_error_message.encode("utf-8")) # Create the HTTPStatusError mock_http_error = httpx.HTTPStatusError( @@ -1589,9 +1492,7 @@ class TestBedrockLLMProxyRoute: mock_request.url = MagicMock() mock_request.url.path = "/bedrock/model/test-model/converse" - mock_request_body = { - "messages": [{"role": "user", "content": [{"textaaa": "Hello"}]}] - } + mock_request_body = {"messages": [{"role": "user", "content": [{"textaaa": "Hello"}]}]} mock_llm_router = Mock() @@ -1632,9 +1533,8 @@ class TestBedrockLLMProxyRoute: ) assert exc_info.value.status_code == 400 - assert ( - "ContentBlock object at messages.0.content.0 must set one of the following keys" - in str(exc_info.value.detail) + assert "ContentBlock object at messages.0.content.0 must set one of the following keys" in str( + exc_info.value.detail ) @pytest.mark.asyncio @@ -1712,24 +1612,14 @@ class TestBedrockLLMProxyRoute: deployment_litellm_params = deployment.get("litellm_params", {}) # Verify model-specific credentials are in the deployment - assert ( - deployment_litellm_params.get("aws_access_key_id") == model_access_key - ) - assert ( - deployment_litellm_params.get("aws_secret_access_key") - == model_secret_key - ) + assert deployment_litellm_params.get("aws_access_key_id") == model_access_key + assert deployment_litellm_params.get("aws_secret_access_key") == model_secret_key assert deployment_litellm_params.get("aws_region_name") == model_region - assert ( - deployment_litellm_params.get("aws_session_token") - == model_session_token - ) + assert deployment_litellm_params.get("aws_session_token") == model_session_token # Verify environment variables are NOT in the deployment assert deployment_litellm_params.get("aws_access_key_id") != env_access_key - assert ( - deployment_litellm_params.get("aws_secret_access_key") != env_secret_key - ) + assert deployment_litellm_params.get("aws_secret_access_key") != env_secret_key assert deployment_litellm_params.get("aws_region_name") != env_region # Test 3: Verify credentials are passed through the passthrough route @@ -1740,9 +1630,7 @@ class TestBedrockLLMProxyRoute: captured_kwargs.update(kwargs) mock_response = MagicMock() mock_response.status_code = 200 - mock_response.aread = AsyncMock( - return_value=b'{"content": [{"text": "Hello"}]}' - ) + mock_response.aread = AsyncMock(return_value=b'{"content": [{"text": "Hello"}]}') return mock_response mock_request = MagicMock(spec=Request) @@ -1752,9 +1640,7 @@ class TestBedrockLLMProxyRoute: mock_request.url = MagicMock() mock_request.url.path = "/bedrock/model/claude-opus-4-1/converse" - mock_request_body = { - "messages": [{"role": "user", "content": [{"text": "Hello"}]}] - } + mock_request_body = {"messages": [{"role": "user", "content": [{"text": "Hello"}]}]} mock_user_api_key_dict = Mock() mock_user_api_key_dict.api_key = "test-key" @@ -1775,9 +1661,7 @@ class TestBedrockLLMProxyRoute: # Setup mock response mock_response = MagicMock() mock_response.status_code = 200 - mock_response.aread = AsyncMock( - return_value=b'{"content": [{"text": "Hello"}]}' - ) + mock_response.aread = AsyncMock(return_value=b'{"content": [{"text": "Hello"}]}') mock_process.return_value = mock_response # Call the handler @@ -2143,9 +2027,7 @@ class TestLLMPassthroughFactoryProxyRoute: mock_user_api_key_dict = MagicMock() with ( - patch( - "litellm.utils.ProviderConfigManager.get_provider_model_info" - ) as mock_get_provider, + patch("litellm.utils.ProviderConfigManager.get_provider_model_info") as mock_get_provider, patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.passthrough_endpoint_router.get_credentials" ) as mock_get_creds, @@ -2155,9 +2037,7 @@ class TestLLMPassthroughFactoryProxyRoute: ): mock_provider_config = MagicMock() mock_provider_config.get_api_base.return_value = "https://example.com/v1" - mock_provider_config.validate_environment.return_value = { - "x-api-key": "dummy" - } + mock_provider_config.validate_environment.return_value = {"x-api-key": "dummy"} mock_get_provider.return_value = mock_provider_config mock_get_creds.return_value = "dummy" @@ -2173,12 +2053,8 @@ class TestLLMPassthroughFactoryProxyRoute: ) assert result == "success" - mock_get_provider.assert_called_once_with( - provider=litellm.LlmProviders(LlmProviders.VLLM), model=None - ) - mock_get_creds.assert_called_once_with( - custom_llm_provider=LlmProviders.VLLM, region_name=None - ) + mock_get_provider.assert_called_once_with(provider=litellm.LlmProviders(LlmProviders.VLLM), model=None) + mock_get_creds.assert_called_once_with(custom_llm_provider=LlmProviders.VLLM, region_name=None) mock_create_route.assert_called_once_with( endpoint="/chat/completions", target="https://example.com/v1/chat/completions", @@ -2576,9 +2452,7 @@ class TestForwardHeaders: # Create a mock request with custom headers mock_request = MagicMock(spec=Request) - mock_request.state = ( - None # Prevent MagicMock from returning a truthy _cached_headers - ) + mock_request.state = None # Prevent MagicMock from returning a truthy _cached_headers mock_request.method = "POST" mock_request.url = MagicMock() mock_request.url.path = "/test/endpoint" @@ -2613,9 +2487,7 @@ class TestForwardHeaders: mock_httpx_response = MagicMock() mock_httpx_response.status_code = 200 mock_httpx_response.headers = {"content-type": "application/json"} - mock_httpx_response.aiter_bytes = AsyncMock( - return_value=[b'{"result": "success"}'] - ) + mock_httpx_response.aiter_bytes = AsyncMock(return_value=[b'{"result": "success"}']) mock_httpx_response.aread = AsyncMock(return_value=b'{"result": "success"}') with ( @@ -2640,9 +2512,7 @@ class TestForwardHeaders: mock_logging_obj.pre_call_hook = AsyncMock(return_value=mock_request_body) mock_logging_obj.post_call_success_hook = AsyncMock() mock_logging_obj.post_call_failure_hook = AsyncMock() - mock_logging_obj.post_call_response_headers_hook = AsyncMock( - return_value={} - ) + mock_logging_obj.post_call_response_headers_hook = AsyncMock(return_value={}) # Call pass_through_request with forward_headers=True result = await pass_through_request( @@ -2715,9 +2585,7 @@ class TestForwardHeaders: mock_httpx_response = MagicMock() mock_httpx_response.status_code = 200 mock_httpx_response.headers = {"content-type": "application/json"} - mock_httpx_response.aiter_bytes = AsyncMock( - return_value=[b'{"result": "success"}'] - ) + mock_httpx_response.aiter_bytes = AsyncMock(return_value=[b'{"result": "success"}']) mock_httpx_response.aread = AsyncMock(return_value=b'{"result": "success"}') with ( @@ -2742,9 +2610,7 @@ class TestForwardHeaders: mock_logging_obj.pre_call_hook = AsyncMock(return_value=mock_request_body) mock_logging_obj.post_call_success_hook = AsyncMock() mock_logging_obj.post_call_failure_hook = AsyncMock() - mock_logging_obj.post_call_response_headers_hook = AsyncMock( - return_value={} - ) + mock_logging_obj.post_call_response_headers_hook = AsyncMock(return_value={}) # Call pass_through_request with forward_headers=False (default) result = await pass_through_request( @@ -2802,15 +2668,11 @@ class TestForwardHeaders: mock_httpx_response = MagicMock() mock_httpx_response.status_code = 200 mock_httpx_response.headers = {"content-type": "application/json"} - mock_httpx_response.aiter_bytes = AsyncMock( - return_value=[b'{"result": "success"}'] - ) + mock_httpx_response.aiter_bytes = AsyncMock(return_value=[b'{"result": "success"}']) mock_httpx_response.aread = AsyncMock(return_value=b'{"result": "success"}') with ( - patch( - "litellm.utils.ProviderConfigManager.get_provider_model_info" - ) as mock_get_provider, + patch("litellm.utils.ProviderConfigManager.get_provider_model_info") as mock_get_provider, patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.passthrough_endpoint_router.get_credentials" ) as mock_get_creds, @@ -2826,9 +2688,7 @@ class TestForwardHeaders: # Setup provider config mock_provider_config = MagicMock() mock_provider_config.get_api_base.return_value = "https://api.openai.com/v1" - mock_provider_config.validate_environment.return_value = { - "authorization": "Bearer sk-test" - } + mock_provider_config.validate_environment.return_value = {"authorization": "Bearer sk-test"} mock_get_provider.return_value = mock_provider_config mock_get_creds.return_value = "sk-test" @@ -2840,9 +2700,7 @@ class TestForwardHeaders: mock_get_client.return_value = mock_client_obj # Setup mock logging object - mock_logging_obj.pre_call_hook = AsyncMock( - return_value={"messages": [{"role": "user", "content": "test"}]} - ) + mock_logging_obj.pre_call_hook = AsyncMock(return_value={"messages": [{"role": "user", "content": "test"}]}) mock_logging_obj.post_call_success_hook = AsyncMock() # This is the key part - when create_pass_through_route is called with _forward_headers=True @@ -2933,24 +2791,16 @@ class TestMilvusProxyRoute: ): # Setup mocks mock_provider_config = MagicMock() - mock_provider_config.get_auth_credentials.return_value = { - "headers": {"Authorization": "Bearer test-token"} - } + mock_provider_config.get_auth_credentials.return_value = {"headers": {"Authorization": "Bearer test-token"}} mock_provider_config.get_complete_url.return_value = api_base mock_get_config.return_value = mock_provider_config mock_index_registry.is_vector_store_index.return_value = True - mock_index_registry.get_vector_store_index_by_name.return_value = ( - mock_index_object - ) + mock_index_registry.get_vector_store_index_by_name.return_value = mock_index_object - mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = ( - mock_vector_store - ) + mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = mock_vector_store - mock_endpoint_func = AsyncMock( - return_value={"results": [{"id": 1, "distance": 0.5}]} - ) + mock_endpoint_func = AsyncMock(return_value={"results": [{"id": 1, "distance": 0.5}]}) mock_create_route.return_value = mock_endpoint_func # Call the route @@ -2963,9 +2813,7 @@ class TestMilvusProxyRoute: # Verify calls mock_get_body.assert_called_once() - mock_index_registry.is_vector_store_index.assert_called_once_with( - vector_store_index_name=collection_name - ) + mock_index_registry.is_vector_store_index.assert_called_once_with(vector_store_index_name=collection_name) mock_is_allowed.assert_called_once() mock_safe_set.assert_called_once() @@ -2977,9 +2825,7 @@ class TestMilvusProxyRoute: mock_create_route.assert_called_once() create_route_args = mock_create_route.call_args[1] assert "vectors/search" in create_route_args["target"] - assert create_route_args["custom_headers"] == { - "Authorization": "Bearer test-token" - } + assert create_route_args["custom_headers"] == {"Authorization": "Bearer test-token"} # Verify endpoint function was called mock_endpoint_func.assert_awaited_once() @@ -2992,7 +2838,6 @@ class TestMilvusProxyRoute: """ from fastapi import HTTPException - mock_request = MagicMock(spec=Request) mock_response = MagicMock(spec=Response) mock_user_api_key_dict = MagicMock() @@ -3026,7 +2871,6 @@ class TestMilvusProxyRoute: """ from fastapi import HTTPException - mock_request = MagicMock(spec=Request) mock_response = MagicMock(spec=Response) mock_user_api_key_dict = MagicMock() @@ -3044,9 +2888,7 @@ class TestMilvusProxyRoute: ) assert exc_info.value.status_code == 500 - assert "Unable to find Milvus vector store config" in str( - exc_info.value.detail - ) + assert "Unable to find Milvus vector store config" in str(exc_info.value.detail) @pytest.mark.asyncio async def test_milvus_proxy_route_no_index_registry(self): @@ -3055,7 +2897,6 @@ class TestMilvusProxyRoute: """ from fastapi import HTTPException - collection_name = "test-collection" mock_request = MagicMock(spec=Request) @@ -3083,9 +2924,7 @@ class TestMilvusProxyRoute: ) assert exc_info.value.status_code == 500 - assert "Unable to find Milvus vector store index registry" in str( - exc_info.value.detail - ) + assert "Unable to find Milvus vector store index registry" in str(exc_info.value.detail) @pytest.mark.asyncio async def test_milvus_proxy_route_not_managed_index(self): @@ -3094,7 +2933,6 @@ class TestMilvusProxyRoute: """ from fastapi import HTTPException - collection_name = "unmanaged-collection" mock_request = MagicMock(spec=Request) @@ -3124,9 +2962,8 @@ class TestMilvusProxyRoute: ) assert exc_info.value.status_code == 400 - assert ( - f"Collection {collection_name} is not a litellm managed vector store index" - in str(exc_info.value.detail) + assert f"Collection {collection_name} is not a litellm managed vector store index" in str( + exc_info.value.detail ) @pytest.mark.asyncio @@ -3158,22 +2995,16 @@ class TestMilvusProxyRoute: patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.is_allowed_to_call_vector_store_endpoint" ), - patch( - "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints._safe_set_request_parsed_body" - ), + patch("litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints._safe_set_request_parsed_body"), patch.object(litellm, "vector_store_index_registry") as mock_index_registry, patch.object(litellm, "vector_store_registry") as mock_vector_registry, ): mock_get_config.return_value = MagicMock() mock_index_registry.is_vector_store_index.return_value = True - mock_index_registry.get_vector_store_index_by_name.return_value = ( - mock_index_object - ) - mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = ( - None - ) + mock_index_registry.get_vector_store_index_by_name.return_value = mock_index_object + mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = None - with pytest.raises(Exception, match='Vector store not found for missing-store') as exc_info: + with pytest.raises(Exception, match="Vector store not found for missing-store") as exc_info: await milvus_proxy_route( endpoint="vectors/search", request=mock_request, @@ -3181,9 +3012,7 @@ class TestMilvusProxyRoute: user_api_key_dict=mock_user_api_key_dict, ) - assert f"Vector store not found for {vector_store_name}" in str( - exc_info.value - ) + assert f"Vector store not found for {vector_store_name}" in str(exc_info.value) @pytest.mark.asyncio async def test_milvus_proxy_route_no_api_base(self): @@ -3216,9 +3045,7 @@ class TestMilvusProxyRoute: patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.is_allowed_to_call_vector_store_endpoint" ), - patch( - "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints._safe_set_request_parsed_body" - ), + patch("litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints._safe_set_request_parsed_body"), patch.object(litellm, "vector_store_index_registry") as mock_index_registry, patch.object(litellm, "vector_store_registry") as mock_vector_registry, ): @@ -3228,14 +3055,10 @@ class TestMilvusProxyRoute: mock_get_config.return_value = mock_provider_config mock_index_registry.is_vector_store_index.return_value = True - mock_index_registry.get_vector_store_index_by_name.return_value = ( - mock_index_object - ) - mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = ( - mock_vector_store - ) + mock_index_registry.get_vector_store_index_by_name.return_value = mock_index_object + mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = mock_vector_store - with pytest.raises(Exception, match='api_base not found in vector store configuration for') as exc_info: + with pytest.raises(Exception, match="api_base not found in vector store configuration for") as exc_info: await milvus_proxy_route( endpoint="vectors/search", request=mock_request, @@ -3243,10 +3066,7 @@ class TestMilvusProxyRoute: user_api_key_dict=mock_user_api_key_dict, ) - assert ( - f"api_base not found in vector store configuration for {vector_store_name}" - in str(exc_info.value) - ) + assert f"api_base not found in vector store configuration for {vector_store_name}" in str(exc_info.value) @pytest.mark.asyncio async def test_milvus_proxy_route_endpoint_without_leading_slash(self): @@ -3280,9 +3100,7 @@ class TestMilvusProxyRoute: patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.is_allowed_to_call_vector_store_endpoint" ), - patch( - "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints._safe_set_request_parsed_body" - ), + patch("litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints._safe_set_request_parsed_body"), patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, @@ -3295,12 +3113,8 @@ class TestMilvusProxyRoute: mock_get_config.return_value = mock_provider_config mock_index_registry.is_vector_store_index.return_value = True - mock_index_registry.get_vector_store_index_by_name.return_value = ( - mock_index_object - ) - mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = ( - mock_vector_store - ) + mock_index_registry.get_vector_store_index_by_name.return_value = mock_index_object + mock_vector_registry.get_litellm_managed_vector_store_from_registry_by_name.return_value = mock_vector_store mock_endpoint_func = AsyncMock(return_value={"status": "success"}) mock_create_route.return_value = mock_endpoint_func @@ -3348,9 +3162,7 @@ class TestOpenAIPassthroughRoute: "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, ): - mock_endpoint_func = AsyncMock( - return_value={"id": "resp_123", "status": "completed"} - ) + mock_endpoint_func = AsyncMock(return_value={"id": "resp_123", "status": "completed"}) mock_create_route.return_value = mock_endpoint_func # Call the route with /v1/responses endpoint @@ -3398,9 +3210,7 @@ class TestOpenAIPassthroughRoute: "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, ): - mock_endpoint_func = AsyncMock( - return_value={"id": "chatcmpl-123", "choices": []} - ) + mock_endpoint_func = AsyncMock(return_value={"id": "chatcmpl-123", "choices": []}) mock_create_route.return_value = mock_endpoint_func result = await openai_proxy_route( @@ -3466,9 +3276,7 @@ class TestOpenAIPassthroughRoute: "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, ): - mock_endpoint_func = AsyncMock( - return_value={"id": "asst_123", "object": "assistant"} - ) + mock_endpoint_func = AsyncMock(return_value={"id": "asst_123", "object": "assistant"}) mock_create_route.return_value = mock_endpoint_func result = await openai_proxy_route( @@ -3677,9 +3485,7 @@ class TestCursorProxyRoute: "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route" ) as mock_create_route, ): - mock_endpoint_func = AsyncMock( - return_value={"agents": [], "nextCursor": None} - ) + mock_endpoint_func = AsyncMock(return_value={"agents": [], "nextCursor": None}) mock_create_route.return_value = mock_endpoint_func result = await cursor_proxy_route( @@ -3693,12 +3499,8 @@ class TestCursorProxyRoute: call_args = mock_create_route.call_args[1] assert call_args["target"] == "https://api.cursor.com/v0/agents" - expected_auth = base64.b64encode(f"{test_api_key}:".encode("utf-8")).decode( - "ascii" - ) - assert ( - call_args["custom_headers"]["Authorization"] == f"Basic {expected_auth}" - ) + expected_auth = base64.b64encode(f"{test_api_key}:".encode("utf-8")).decode("ascii") + assert call_args["custom_headers"]["Authorization"] == f"Basic {expected_auth}" assert result == {"agents": [], "nextCursor": None} @@ -3722,7 +3524,7 @@ class TestCursorProxyRoute: [], ), ): - with pytest.raises(Exception, match='Cursor API key not found\\. Add Cursor credentials via') as exc_info: + with pytest.raises(Exception, match="Cursor API key not found\\. Add Cursor credentials via") as exc_info: await cursor_proxy_route( endpoint="v0/agents", request=mock_request, @@ -3781,9 +3583,7 @@ class TestCursorProxyRoute: import base64 expected_auth = base64.b64encode(b"crsr_ui_test_key:").decode("ascii") - assert ( - call_args["custom_headers"]["Authorization"] == f"Basic {expected_auth}" - ) + assert call_args["custom_headers"]["Authorization"] == f"Basic {expected_auth}" @pytest.mark.asyncio async def test_cursor_proxy_route_custom_api_base(self): @@ -3796,9 +3596,7 @@ class TestCursorProxyRoute: mock_user_api_key_dict = MagicMock() with ( - patch.dict( - os.environ, {"CURSOR_API_BASE": "https://custom-cursor.example.com"} - ), + patch.dict(os.environ, {"CURSOR_API_BASE": "https://custom-cursor.example.com"}), patch( "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.passthrough_endpoint_router.get_credentials", return_value="test-key", @@ -3878,12 +3676,10 @@ class TestVertexRawPredictStreamingClassification: """ RAW_PREDICT_ENDPOINT = ( - "v1/projects/test-project/locations/us-east5/publishers/anthropic/models/" - "claude-sonnet-4-6:streamRawPredict" + "v1/projects/test-project/locations/us-east5/publishers/anthropic/models/claude-sonnet-4-6:streamRawPredict" ) GENERATE_CONTENT_ENDPOINT = ( - "v1/projects/test-project/locations/us-east5/publishers/google/models/" - "gemini-2.5-flash:streamGenerateContent" + "v1/projects/test-project/locations/us-east5/publishers/google/models/gemini-2.5-flash:streamGenerateContent" ) async def _capture_passthrough_kwargs(self, endpoint: str, body: object) -> dict: @@ -4068,10 +3864,7 @@ class TestVertexCredentiallessPassthroughVirtualKeyLeak: """ VKEY = "sk-litellm-victim-key" - ENDPOINT = ( - "v1/projects/my-proj/locations/us-central1/publishers/google/models/" - "gemini-2.5-flash:generateContent" - ) + ENDPOINT = "v1/projects/my-proj/locations/us-central1/publishers/google/models/gemini-2.5-flash:generateContent" async def _run( self, @@ -4199,7 +3992,9 @@ class TestVertexCredentiallessPassthroughVirtualKeyLeak: (b"content-type", b"application/json"), ], ) - assert forwarded is None, f"a virtual key echoed as '{scheme} ' in Authorization must be stripped, not forwarded" + assert forwarded is None, ( + f"a virtual key echoed as '{scheme} ' in Authorization must be stripped, not forwarded" + ) assert raised is not None and raised.status_code == 401 @pytest.mark.asyncio @@ -4245,8 +4040,7 @@ class TestVertexCredentiallessPassthroughVirtualKeyLeak: @pytest.mark.parametrize( "credential_header", sorted( - SpecialHeaders.litellm_credential_header_names() - - {"authorization", "x-goog-api-key", "x-litellm-api-key"} + SpecialHeaders.litellm_credential_header_names() - {"authorization", "x-goog-api-key", "x-litellm-api-key"} ), ) async def test_every_non_google_credential_header_is_dropped_by_name(self, monkeypatch, credential_header): @@ -4321,7 +4115,9 @@ class TestVertexCredentiallessPassthroughVirtualKeyLeak: assert raised is not None and raised.status_code == 401 @pytest.mark.asyncio - async def test_authenticated_authorization_is_stripped_over_a_lower_precedence_pass_through_header(self, monkeypatch): + async def test_authenticated_authorization_is_stripped_over_a_lower_precedence_pass_through_header( + self, monkeypatch + ): with mock.patch.dict( # test-quality-ok: general_settings is the real proxy config surface for pass_through_endpoints; no injection seam exists on this route "litellm.proxy.proxy_server.general_settings", {"pass_through_endpoints": [{"headers": {"litellm_user_api_key": "x-company-key"}}]}, @@ -4338,7 +4134,9 @@ class TestVertexCredentiallessPassthroughVirtualKeyLeak: assert raised is None assert forwarded is not None assert forwarded.get("x-goog-api-key") == "AIza-real-google-api-key" - assert "authorization" not in forwarded, "Authorization authenticated (higher precedence) so its key must be stripped" + assert "authorization" not in forwarded, ( + "Authorization authenticated (higher precedence) so its key must be stripped" + ) assert "x-company-key" not in forwarded assert self.VKEY not in " ".join(f"{name}:{value}" for name, value in forwarded.items()) @@ -4369,7 +4167,9 @@ class TestVertexCredentiallessPassthroughVirtualKeyLeak: (b"content-type", b"application/json"), ], ) - assert forwarded is None, "a virtual key in the mapped-route litellm_user_api_key header must be dropped, not forwarded" + assert forwarded is None, ( + "a virtual key in the mapped-route litellm_user_api_key header must be dropped, not forwarded" + ) assert raised is not None and raised.status_code == 401 GOOGLE_OAUTH_TOKEN = "ya29.byo-google-oauth-token" @@ -5851,6 +5651,348 @@ class TestVertexAILiveWebsocketPassthrough: assert len(close_kwargs["reason"].encode("utf-8")) <= 123 +class TestAnthropicProxyRoute: + """The /anthropic passthrough route: custom auth headers must not clobber the + client's anthropic-beta, and the WIF tier must mint through the async facade.""" + + def _get_request(self, headers: dict) -> MagicMock: + request = MagicMock(spec=Request) + request.method = "GET" + request.headers = headers + request.query_params = {} + return request + + def _clear_anthropic_env(self, monkeypatch) -> None: + for name in ( + "ANTHROPIC_API_KEY", + "ANTHROPIC_AUTH_TOKEN", + "ANTHROPIC_API_BASE", + "ANTHROPIC_BASE_URL", + "ANTHROPIC_FEDERATION_RULE_ID", + "ANTHROPIC_ORGANIZATION_ID", + "ANTHROPIC_IDENTITY_TOKEN_FILE", + "ANTHROPIC_IDENTITY_TOKEN", + ): + monkeypatch.delenv(name, raising=False) + + @pytest.mark.asyncio + async def test_client_anthropic_beta_merged_into_auth_header(self, monkeypatch): + from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import ( + anthropic_proxy_route, + ) + + self._clear_anthropic_env(monkeypatch) + monkeypatch.setenv("ANTHROPIC_API_KEY", "sk-ant-oat01-passthrough-token") + + with patch( + "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route", + return_value=AsyncMock(return_value={"ok": True}), + ) as mock_create_route: + await anthropic_proxy_route( + endpoint="v1/models", + request=self._get_request({"anthropic-beta": "context-1m-2025-08-07"}), + fastapi_response=MagicMock(spec=Response), + user_api_key_dict=UserAPIKeyAuth(api_key="sk-caller-virtual-key"), + ) + + custom_headers = mock_create_route.call_args.kwargs["custom_headers"] + assert custom_headers["authorization"] == "Bearer sk-ant-oat01-passthrough-token" + betas = set(custom_headers["anthropic-beta"].split(",")) + assert {"context-1m-2025-08-07", "oauth-2025-04-20"} <= betas + + @pytest.mark.asyncio + async def test_wif_mint_goes_through_async_facade(self, monkeypatch): + import threading + + from litellm.llms.anthropic import common_utils as anthropic_common_utils + from litellm.llms.anthropic.wif import aget_anthropic_wif_token, get_anthropic_wif_token + from litellm.llms.base_llm.auth.token_exchange import JwtBearerTokenExchangeEngine + from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import ( + anthropic_proxy_route, + ) + + self._clear_anthropic_env(monkeypatch) + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_route") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-route") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "route-inline-jwt") + + minted: Final = "sk-ant-oat01-route-minted" + thread_ids: Final = [] + + class ThreadRecordingPoster: + def post(self, url, *, content, headers, timeout): + thread_ids.append(threading.get_ident()) + return httpx.Response( + 200, + json={"access_token": minted, "token_type": "Bearer", "expires_in": 3600}, + ) + + engine = JwtBearerTokenExchangeEngine(poster=ThreadRecordingPoster()) + sync_calls: Final = [] + + def sync_shim(litellm_params, api_base, model): + sync_calls.append(model) + return get_anthropic_wif_token(litellm_params, api_base, model, engine) + + async def async_shim(litellm_params, api_base, model): + return await aget_anthropic_wif_token(litellm_params, api_base, model, engine) + + monkeypatch.setattr(anthropic_common_utils, "get_anthropic_wif_token", sync_shim) + monkeypatch.setattr(anthropic_common_utils, "aget_anthropic_wif_token", async_shim) + + with patch( + "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route", + return_value=AsyncMock(return_value={"ok": True}), + ) as mock_create_route: + await anthropic_proxy_route( + endpoint="v1/models", + request=self._get_request({}), + fastapi_response=MagicMock(spec=Response), + user_api_key_dict=UserAPIKeyAuth(api_key="sk-caller-virtual-key"), + ) + + custom_headers = mock_create_route.call_args.kwargs["custom_headers"] + assert custom_headers["authorization"] == f"Bearer {minted}" + assert custom_headers["anthropic-beta"] == "oauth-2025-04-20" + assert sync_calls == [] + assert thread_ids and thread_ids[0] != threading.get_ident() + + +class TestAnthropicProxyRouteCallerAuthHeaders: + """Regression for a caller credential riding upstream next to a server-owned one. + + /anthropic forwards the caller's headers, so a caller-supplied ``x-api-key`` used to reach + Anthropic alongside the server-minted ``Authorization: Bearer``. These drive the real relay + (only the httpx client is stubbed) and assert on the bytes actually handed to the upstream. + """ + + _MINTED: Final = "sk-ant-oat01-plan-minted" + + def _clear_anthropic_env(self, monkeypatch) -> None: + for name in ( + "ANTHROPIC_API_KEY", + "ANTHROPIC_AUTH_TOKEN", + "ANTHROPIC_API_BASE", + "ANTHROPIC_BASE_URL", + "ANTHROPIC_FEDERATION_RULE_ID", + "ANTHROPIC_ORGANIZATION_ID", + "ANTHROPIC_IDENTITY_TOKEN_FILE", + "ANTHROPIC_IDENTITY_TOKEN", + ): + monkeypatch.delenv(name, raising=False) + + # A sibling test leaving SERVER_ROOT_PATH set re-prefixes the passthrough route, so + # /anthropic/... stops resolving and the request 404s before any header is built. + # Pin it so this class asserts on headers rather than on ambient state. + monkeypatch.delenv("SERVER_ROOT_PATH", raising=False) + + def _enable_wif(self, monkeypatch) -> None: + from litellm.llms.anthropic import common_utils as anthropic_common_utils + from litellm.llms.anthropic.wif import aget_anthropic_wif_token + from litellm.llms.base_llm.auth.token_exchange import JwtBearerTokenExchangeEngine + + monkeypatch.setenv("ANTHROPIC_FEDERATION_RULE_ID", "fdrl_plan") + monkeypatch.setenv("ANTHROPIC_ORGANIZATION_ID", "org-plan") + monkeypatch.setenv("ANTHROPIC_IDENTITY_TOKEN", "plan-inline-jwt") + + minted: Final = self._MINTED + + class StubPoster: + def post(self, url, *, content, headers, timeout): + return httpx.Response( + 200, + json={"access_token": minted, "token_type": "Bearer", "expires_in": 3600}, + ) + + engine: Final = JwtBearerTokenExchangeEngine(poster=StubPoster()) + + async def async_shim(litellm_params, api_base, model): + return await aget_anthropic_wif_token(litellm_params, api_base, model, engine) + + monkeypatch.setattr(anthropic_common_utils, "aget_anthropic_wif_token", async_shim) + + def _request(self, headers: Mapping[str, str]) -> Request: + body: Final = b'{"model":"claude-sonnet-4-5","messages":[]}' + scope: Final = { + "type": "http", + "http_version": "1.1", + "method": "POST", + "scheme": "https", + "path": "/anthropic/v1/messages", + "raw_path": b"/anthropic/v1/messages", + "root_path": "", + "query_string": b"", + "headers": [(name.lower().encode(), value.encode()) for name, value in headers.items()], + "client": ("127.0.0.1", 51234), + "server": ("proxy.local", 4000), + "state": {}, + } + + async def receive() -> dict: + return {"type": "http.request", "body": body, "more_body": False} + + return Request(scope, receive) + + async def _upstream_headers(self, request: Request) -> dict: + from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import ( + anthropic_proxy_route, + ) + + upstream_response: Final = MagicMock() + upstream_response.status_code = 200 + upstream_response.headers = {"content-type": "application/json"} + upstream_response.aread = AsyncMock(return_value=b'{"ok": true}') + upstream_response.aiter_bytes = AsyncMock(return_value=[b'{"ok": true}']) + + httpx_client: Final = MagicMock() + httpx_client.build_request = MagicMock(return_value=MagicMock()) + httpx_client.send = AsyncMock(return_value=upstream_response) + client_wrapper: Final = MagicMock() + client_wrapper.client = httpx_client + + with ( + patch( # test-quality-ok: stubbing the http client IS the boundary; the test asserts on the bytes handed to it + "litellm.proxy.pass_through_endpoints.pass_through_endpoints.get_async_httpx_client", + return_value=client_wrapper, + ), + patch( # test-quality-ok: the relay calls these hooks, and they need a db this test has no use for + "litellm.proxy.proxy_server.proxy_logging_obj" + ) as mock_logging_obj, + ): + mock_logging_obj.pre_call_hook = AsyncMock(return_value={"model": "claude-sonnet-4-5", "messages": []}) + mock_logging_obj.post_call_success_hook = AsyncMock() + mock_logging_obj.post_call_failure_hook = AsyncMock() + mock_logging_obj.post_call_response_headers_hook = AsyncMock(return_value={}) + + await anthropic_proxy_route( + endpoint="v1/messages", + request=request, + fastapi_response=MagicMock(spec=Response), + user_api_key_dict=UserAPIKeyAuth(api_key="sk-caller-virtual-key"), + ) + + assert httpx_client.send.called + return {name.lower(): value for name, value in dict(httpx_client.build_request.call_args[1]["headers"]).items()} + + @pytest.mark.asyncio + async def test_wif_credential_drops_caller_supplied_api_key(self, monkeypatch): + self._clear_anthropic_env(monkeypatch) + self._enable_wif(monkeypatch) + + sent: Final = await self._upstream_headers( + self._request( + { + "content-type": "application/json", + "x-api-key": "sk-caller-virtual-key", + "user-agent": "caller/1.0", + } + ) + ) + + assert sent["authorization"] == f"Bearer {self._MINTED}" + assert "x-api-key" not in sent + assert sent["user-agent"] == "caller/1.0" + + @pytest.mark.asyncio + async def test_wif_credential_drops_caller_supplied_authorization(self, monkeypatch): + self._clear_anthropic_env(monkeypatch) + self._enable_wif(monkeypatch) + + sent: Final = await self._upstream_headers( + self._request( + { + "content-type": "application/json", + "authorization": "Bearer sk-caller-virtual-key", + } + ) + ) + + assert sent["authorization"] == f"Bearer {self._MINTED}" + assert all("sk-caller-virtual-key" not in value for value in sent.values()) + + @pytest.mark.asyncio + @pytest.mark.parametrize("header_name", sorted(SpecialHeaders.litellm_credential_header_names())) + async def test_wif_credential_drops_every_proxy_key_header(self, monkeypatch, header_name: str): + """The proxy accepts a LiteLLM key in any SpecialHeaders slot, so the caller's virtual + key must not reach Anthropic from any of them once the server owns the credential.""" + self._clear_anthropic_env(monkeypatch) + self._enable_wif(monkeypatch) + + sent: Final = await self._upstream_headers( + self._request( + { + "content-type": "application/json", + header_name: "sk-caller-virtual-key", + "user-agent": "caller/1.0", + } + ) + ) + + assert sent["authorization"] == f"Bearer {self._MINTED}" + assert header_name == "authorization" or header_name not in sent + assert all("sk-caller-virtual-key" not in value for value in sent.values()) + assert sent["user-agent"] == "caller/1.0" + + @pytest.mark.asyncio + async def test_wif_credential_drops_configured_custom_key_header(self, monkeypatch): + from litellm.proxy import proxy_server + + self._clear_anthropic_env(monkeypatch) + self._enable_wif(monkeypatch) + monkeypatch.setitem(proxy_server.general_settings, "litellm_key_header_name", "X-Tenant-Key") + + sent: Final = await self._upstream_headers( + self._request( + { + "content-type": "application/json", + "x-tenant-key": "sk-caller-virtual-key", + "x-tenant-region": "eu", + } + ) + ) + + assert sent["authorization"] == f"Bearer {self._MINTED}" + assert "x-tenant-key" not in sent + assert all("sk-caller-virtual-key" not in value for value in sent.values()) + assert sent["x-tenant-region"] == "eu" + + @pytest.mark.asyncio + async def test_server_api_key_drops_caller_supplied_authorization(self, monkeypatch): + self._clear_anthropic_env(monkeypatch) + monkeypatch.setenv("ANTHROPIC_API_KEY", "sk-ant-server-owned") + + sent: Final = await self._upstream_headers( + self._request( + { + "content-type": "application/json", + "authorization": "Bearer sk-caller-virtual-key", + "x-api-key": "sk-caller-virtual-key", + } + ) + ) + + assert sent["x-api-key"] == "sk-ant-server-owned" + assert "authorization" not in sent + + @pytest.mark.asyncio + async def test_byok_caller_key_still_reaches_upstream(self, monkeypatch): + self._clear_anthropic_env(monkeypatch) + + sent: Final = await self._upstream_headers( + self._request( + { + "content-type": "application/json", + "x-api-key": "sk-ant-caller-owned", + "anthropic-version": "2023-06-01", + } + ) + ) + + assert sent["x-api-key"] == "sk-ant-caller-owned" + assert sent["anthropic-version"] == "2023-06-01" + assert "authorization" not in sent + + class TestPassthroughRouterModelBudgetReservation: """ Router-model passthrough on /vllm and /azure must thread the calling key's diff --git a/tests/unit/proxy/proxy_server/test_proxy_config.py b/tests/unit/proxy/proxy_server/test_proxy_config.py index d309e6de3b6..61aed5c9c81 100644 --- a/tests/unit/proxy/proxy_server/test_proxy_config.py +++ b/tests/unit/proxy/proxy_server/test_proxy_config.py @@ -3326,6 +3326,23 @@ async def test_ProxyConfig_load_config_warns_and_turns_off_a_non_flag_litellm_se # --------------------------------------------------------------------------- +def test_ProxyConfig_decrypt_credentials_returns_an_encrypted_empty_value_as_empty(monkeypatch): + from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper + + monkeypatch.setenv("LITELLM_SALT_KEY", "sk-decrypt-credentials-test-salt") + decrypted = ProxyConfig().decrypt_credentials( + { + "credential_name": "openai-wif", + "credential_values": { + "api_base": encrypt_value_helper(""), + "openai_service_account_id": encrypt_value_helper("user-1"), + }, + "credential_info": {"custom_llm_provider": "openai"}, + } + ) + assert decrypted.credential_values == {"api_base": "", "openai_service_account_id": "user-1"} + + def test_ProxyConfig_decrypt_model_list_from_db_returns_decrypted(monkeypatch): monkeypatch.setattr( "litellm.proxy.proxy_server.decrypt_value_helper", diff --git a/tests/unit/proxy/test_credential_slot_registry.py b/tests/unit/proxy/test_credential_slot_registry.py index 98ddf38c661..02268dba361 100644 --- a/tests/unit/proxy/test_credential_slot_registry.py +++ b/tests/unit/proxy/test_credential_slot_registry.py @@ -124,6 +124,15 @@ DEPLOYMENT_PARAM_CLASSIFICATION: Final[Mapping[str, Classification]] = MappingPr "default_api_key_tpm_limit": NotSecret("rate limit number"), "default_api_key_rpm_limit": NotSecret("rate limit number"), "valkey_password": Unplanted(), + "anthropic_identity_token": Unplanted(), + "anthropic_identity_token_file": Unplanted(), + "anthropic_issuer_signing_key_ref": Unplanted(), + "anthropic_keycloak_token_url": NotSecret("Keycloak token endpoint URL"), + "anthropic_keycloak_client_id": NotSecret("Keycloak client identifier"), + "anthropic_keycloak_auth_method": NotSecret("name of the client authentication method"), + "anthropic_keycloak_client_secret_ref": Unplanted(), + "anthropic_keycloak_scope": NotSecret("OAuth scope string"), + "openai_identity_token_file": Unplanted(), } ) diff --git a/tests/unit/proxy/test_health_check_max_tokens.py b/tests/unit/proxy/test_health_check_max_tokens.py index 33fc4cad659..e3641ac2c81 100644 --- a/tests/unit/proxy/test_health_check_max_tokens.py +++ b/tests/unit/proxy/test_health_check_max_tokens.py @@ -11,7 +11,7 @@ from litellm.proxy import health_check as hc_module from litellm.proxy.health_check import ( _is_strategy_router_deployment, _resolve_health_check_max_tokens, - _resolve_health_check_mode, + resolve_health_check_mode, _update_litellm_params_for_health_check, ) @@ -406,7 +406,7 @@ def test_update_litellm_params_health_check_reasoning_effort(): ) def test_bedrock_embedding_without_explicit_mode_skips_max_tokens(deployment_model, expected_request_model): """Embedding mode auto-detected from model cost map -> no max_tokens, provider pinned.""" - assert _resolve_health_check_mode({}, {"model": deployment_model}) == "embedding" + assert resolve_health_check_mode({}, {"model": deployment_model}) == "embedding" updated = _update_litellm_params_for_health_check({}, {"model": deployment_model}) @@ -417,12 +417,12 @@ def test_bedrock_embedding_without_explicit_mode_skips_max_tokens(deployment_mod def test_resolve_health_check_mode_prefers_explicit_model_info_mode(): """An operator-set mode wins over model-cost lookup.""" - assert _resolve_health_check_mode({"mode": "chat"}, {"model": "bedrock/amazon.titan-embed-text-v2:0"}) == "chat" + assert resolve_health_check_mode({"mode": "chat"}, {"model": "bedrock/amazon.titan-embed-text-v2:0"}) == "chat" def test_resolve_health_check_mode_unknown_model_returns_none(): - assert _resolve_health_check_mode({}, {"model": "bedrock/not-a-real-model-xyz"}) is None - assert _resolve_health_check_mode({}, {}) is None + assert resolve_health_check_mode({}, {"model": "bedrock/not-a-real-model-xyz"}) is None + assert resolve_health_check_mode({}, {}) is None def test_bedrock_chat_without_mode_still_injects_max_tokens_and_pins_provider(): @@ -481,6 +481,113 @@ async def test_run_model_health_check_threads_resolved_mode_to_ahealth_check(): assert probed_params["model"] == "amazon.titan-embed-text-v2:0" +_MANTLE_CLAUDE_DEPLOYMENT_PARAMS = { + "model": "bedrock_mantle/anthropic.claude-haiku-4-5", + "api_key": "test-bearer", + "aws_region_name": "us-east-2", +} + + +def _mantle_anthropic_response() -> dict[str, object]: + return { + "id": "msg_health", + "type": "message", + "role": "assistant", + "model": "anthropic.claude-haiku-4-5", + "content": [{"type": "text", "text": "pong"}], + "stop_reason": "end_turn", + "stop_sequence": None, + "usage": {"input_tokens": 3, "output_tokens": 1}, + } + + +@pytest.mark.parametrize( + "deployment_model", + ["bedrock_mantle/anthropic.claude-haiku-4-5", "bedrock_mantle/anthropic.claude-opus-5-5"], +) +def test_mantle_claude_without_mode_resolves_to_anthropic_messages(deployment_model): + """Mantle only serves Claude over /anthropic/v1/messages, so that is the probe surface by default.""" + assert resolve_health_check_mode({}, {"model": deployment_model}) == "anthropic_messages" + + updated = _update_litellm_params_for_health_check({}, {"model": deployment_model}) + + assert updated["max_tokens"] == 16 + assert [message["role"] for message in updated["messages"]] == ["user"] + + +def test_mantle_claude_with_explicit_provider_param_resolves_to_anthropic_messages(): + assert ( + resolve_health_check_mode({}, {"model": "anthropic.claude-haiku-4-5", "custom_llm_provider": "bedrock_mantle"}) + == "anthropic_messages" + ) + + +def test_mantle_claude_explicit_chat_mode_wins_over_the_native_default(): + assert resolve_health_check_mode({"mode": "chat"}, {"model": "bedrock_mantle/anthropic.claude-haiku-4-5"}) == "chat" + + +@pytest.mark.parametrize( + "deployment_model", + [ + "bedrock_mantle/openai.gpt-oss-120b", + "bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0", + "anthropic/claude-haiku-4-5", + ], +) +def test_native_messages_default_is_scoped_to_mantle_claude(deployment_model): + """Non-Claude Mantle ids and Claude on other providers keep their chat-completions probe.""" + assert resolve_health_check_mode({}, {"model": deployment_model}) == "chat" + + +@pytest.mark.asyncio +async def test_run_model_health_check_probes_mantle_claude_over_messages(monkeypatch): + """The deployment the ticket describes, probed end to end through the proxy's health runner. + + Before the fix the probe went to /v1/chat/completions, which Mantle answers with a + validation_error for Claude ids, so every such deployment showed unhealthy. + """ + monkeypatch.setattr(litellm, "disable_aiohttp_transport", True) + litellm.in_memory_llm_clients_cache.flush_cache() + + with respx.mock(assert_all_called=False) as respx_mock: + messages_route = respx_mock.post("https://bedrock-mantle.us-east-2.api.aws/anthropic/v1/messages").respond( + json=_mantle_anthropic_response() + ) + chat_route = respx_mock.post("https://bedrock-mantle.us-east-2.api.aws/v1/chat/completions").respond( + status_code=400, json={"type": "error", "error": {"type": "validation_error"}} + ) + result = await hc_module._run_model_health_check( + {"litellm_params": dict(_MANTLE_CLAUDE_DEPLOYMENT_PARAMS), "model_info": {}} + ) + + assert "error" not in result, result + assert chat_route.call_count == 0 + assert messages_route.call_count == 1 + sent = messages_route.calls.last.request + assert sent.headers["authorization"] == "Bearer test-bearer" + body = json.loads(sent.content) + assert body["model"] == "anthropic.claude-haiku-4-5" + assert body["max_tokens"] == 16 + assert [message["role"] for message in body["messages"]] == ["user"] + + +@pytest.mark.asyncio +async def test_run_model_health_check_honors_an_explicit_chat_mode_on_mantle_claude(monkeypatch): + """Negative control: an operator who pins mode=chat still gets the chat completions probe. + + Since #43646 Mantle serves Claude chat completions over its Messages endpoint as well, so + the wire no longer tells the two probes apart and the probe mode is read off the health call. + """ + fake_ahealth_check = AsyncMock(return_value={}) + monkeypatch.setattr(litellm, "ahealth_check", fake_ahealth_check) + + await hc_module._run_model_health_check( + {"litellm_params": dict(_MANTLE_CLAUDE_DEPLOYMENT_PARAMS), "model_info": {"mode": "chat"}} + ) + + assert fake_ahealth_check.call_args.kwargs["mode"] == "chat" + + def test_autodetected_embedding_skips_reasoning_effort(): """reasoning_effort must not leak into an embedding probe whose mode is auto-detected. diff --git a/tests/unit/proxy/test_proxy_server_endpoints_and_startup.py b/tests/unit/proxy/test_proxy_server_endpoints_and_startup.py index d3037e9ccfa..42a9dc441dd 100644 --- a/tests/unit/proxy/test_proxy_server_endpoints_and_startup.py +++ b/tests/unit/proxy/test_proxy_server_endpoints_and_startup.py @@ -14859,6 +14859,57 @@ async def test_load_config_router_authorizes_fallback_targets_against_the_callin assert router.fallback_access_check is router_fallback_access_check +def test_resolve_db_litellm_param_keeps_wif_secret_pointers(monkeypatch): + from litellm.proxy.proxy_server import ProxyConfig + + monkeypatch.setenv("WIF_TEST_KC_SECRET", "kc-secret") + proxy_config = ProxyConfig() + + pointer = proxy_config._resolve_db_litellm_param( + "anthropic_keycloak_client_secret_ref", "os.environ/WIF_TEST_KC_SECRET" + ) + dereferenced = proxy_config._resolve_db_litellm_param("api_key", "os.environ/WIF_TEST_KC_SECRET") + + assert pointer == "os.environ/WIF_TEST_KC_SECRET" + assert dereferenced == "kc-secret" + + +@pytest.mark.asyncio +async def test_load_config_keeps_wif_secret_pointers_on_config_models(tmp_path, monkeypatch): + from litellm.proxy.proxy_server import ProxyConfig + + monkeypatch.setenv("WIF_TEST_SIGNING_KEY", "-----BEGIN PRIVATE KEY-----") + monkeypatch.setenv("WIF_TEST_FDRL", "fdrl_from_env") + config_file = tmp_path / "config.yaml" + config_file.write_text( + yaml.dump( + { + "model_list": [ + { + "model_name": "claude-wif", + "litellm_params": { + "model": "anthropic/claude-haiku-4-5", + "anthropic_federation_rule_id": "os.environ/WIF_TEST_FDRL", + "anthropic_identity_source": "internal_issuer", + "anthropic_issuer_url": "https://litellm.example", + "anthropic_issuer_audience": "https://api.anthropic.com", + "anthropic_issuer_signing_key_ref": "os.environ/WIF_TEST_SIGNING_KEY", + }, + } + ] + } + ) + ) + + _router, model_list, _general_settings = await ProxyConfig().load_config( + router=None, config_file_path=str(config_file) + ) + + litellm_params = model_list[0]["litellm_params"] + assert litellm_params["anthropic_federation_rule_id"] == "fdrl_from_env" + assert litellm_params["anthropic_issuer_signing_key_ref"] == "os.environ/WIF_TEST_SIGNING_KEY" + + @pytest.mark.asyncio async def test_load_config_router_budget_checks_fallback_targets_against_the_calling_key(tmp_path, monkeypatch): """A config-loaded router refuses a paid fallback target for an over-budget caller.""" diff --git a/tests/unit/router_utils/test_fallback_event_handlers.py b/tests/unit/router_utils/test_fallback_event_handlers.py index 972c04b209f..86e283a2f2b 100644 --- a/tests/unit/router_utils/test_fallback_event_handlers.py +++ b/tests/unit/router_utils/test_fallback_event_handlers.py @@ -720,9 +720,7 @@ async def test_run_async_fallback_keeps_a_request_override_distinct_from_the_bar with pytest.raises(RuntimeError, match="fallback model also failed"): await run_async_fallback( litellm_router=router, - fallback_model_group=[ - {"model": "already-attempted", "messages": [{"role": "user", "content": "shorter"}]} - ], + fallback_model_group=[{"model": "already-attempted", "messages": [{"role": "user", "content": "shorter"}]}], original_model_group="primary-model", original_exception=RuntimeError("original failed"), max_fallbacks=3, @@ -1139,6 +1137,58 @@ class TestRunAsyncFallbackTriggersCooldown: @pytest.mark.asyncio +async def test_a_stored_fallback_target_cannot_carry_a_federation_field(): + """A dict fallback target is merged into kwargs, and kwargs beat the deployment's own params, + so a stored key/team/global fallback could otherwise set the workspace a federation token is + minted for. The request itself is already forbidden to carry these, and a stored setting is + not a more trusted source than the request.""" + with pytest.raises(ValueError, match="server-owned workload identity federation parameter"): + await run_async_fallback( + litellm_router=FakeRouter(), + fallback_model_group=[{"model": "anthropic-backup", "anthropic_federation_workspace_id": "wrkspc_other"}], + original_model_group="primary-model", + original_exception=RuntimeError("upstream limited request"), + max_fallbacks=3, + fallback_depth=0, + ) + + +@pytest.mark.asyncio +async def test_a_stored_fallback_target_cannot_carry_an_openai_federation_field(): + """The OpenAI identity trio is server-owned for the same reason: a stored fallback target + naming a token file would pick which workload assertion is exchanged for the bearer.""" + with pytest.raises(ValueError, match="openai_identity_token_file"): + await run_async_fallback( + litellm_router=FakeRouter(), + fallback_model_group=[ + {"model": "openai-backup", "openai_identity_token_file": "/var/run/secrets/tokens/other"} + ], + original_model_group="primary-model", + original_exception=RuntimeError("upstream limited request"), + max_fallbacks=3, + fallback_depth=0, + ) + + +@pytest.mark.asyncio +async def test_the_refusal_is_not_swallowed_as_a_fallback_error(): + """Checked before the per-target loop on purpose: inside it, the refusal would be caught as + that target's failure and the run would quietly continue to the next one.""" + with pytest.raises(ValueError, match="anthropic_issuer_signing_key_ref"): + await run_async_fallback( + litellm_router=FakeRouter(), + fallback_model_group=[ + {"model": "anthropic-backup", "anthropic_issuer_signing_key_ref": "os.environ/ADMIN_KEY"}, + "a-perfectly-fine-model", + ], + original_model_group="primary-model", + original_exception=RuntimeError("upstream limited request"), + max_fallbacks=3, + fallback_depth=0, + include_fallback_errors=True, + ) + + async def test_run_async_fallback_stamps_fallback_info_into_metadata(): """Spend logs are built from the request metadata of the nested call, so the fallback signal has to be stamped there before recursing.""" diff --git a/tests/unit/test_anthropic_skills_transformation.py b/tests/unit/test_anthropic_skills_transformation.py index 1b917f08ca9..1d6be70dd7a 100644 --- a/tests/unit/test_anthropic_skills_transformation.py +++ b/tests/unit/test_anthropic_skills_transformation.py @@ -27,9 +27,7 @@ FAKE_API_KEY = "sk-ant-test-key-1234" FAKE_API_BASE = "https://api.anthropic.com" -def _make_mock_response( - json_data: dict, status_code: int = 200, method: str = "POST" -) -> httpx.Response: +def _make_mock_response(json_data: dict, status_code: int = 200, method: str = "POST") -> httpx.Response: return httpx.Response( status_code=status_code, json=json_data, @@ -111,9 +109,7 @@ class TestAnthropicSkillsConfigHeaderValidation: "litellm.llms.anthropic.common_utils.AnthropicModelInfo.get_api_key", return_value=FAKE_API_KEY, ): - headers = self.config.validate_environment( - headers={}, litellm_params=self._make_litellm_params() - ) + headers = self.config.validate_environment(headers={}, litellm_params=self._make_litellm_params()) assert headers["x-api-key"] == FAKE_API_KEY def test_sets_anthropic_version_header(self): @@ -121,9 +117,7 @@ class TestAnthropicSkillsConfigHeaderValidation: "litellm.llms.anthropic.common_utils.AnthropicModelInfo.get_api_key", return_value=FAKE_API_KEY, ): - headers = self.config.validate_environment( - headers={}, litellm_params=self._make_litellm_params() - ) + headers = self.config.validate_environment(headers={}, litellm_params=self._make_litellm_params()) assert headers["anthropic-version"] == "2023-06-01" def test_sets_skills_beta_header(self): @@ -131,12 +125,12 @@ class TestAnthropicSkillsConfigHeaderValidation: "litellm.llms.anthropic.common_utils.AnthropicModelInfo.get_api_key", return_value=FAKE_API_KEY, ): - headers = self.config.validate_environment( - headers={}, litellm_params=self._make_litellm_params() - ) + headers = self.config.validate_environment(headers={}, litellm_params=self._make_litellm_params()) assert headers["anthropic-beta"] == ANTHROPIC_SKILLS_API_BETA_VERSION - def test_merges_existing_beta_header_string(self): + def test_merges_existing_beta_header_into_string(self): + """The merged value must stay a comma-separated string: a list value makes + httpx.Headers raise TypeError when the request is built.""" with patch( "litellm.llms.anthropic.common_utils.AnthropicModelInfo.get_api_key", return_value=FAKE_API_KEY, @@ -145,21 +139,26 @@ class TestAnthropicSkillsConfigHeaderValidation: headers={"anthropic-beta": "other-beta-2024-01-01"}, litellm_params=self._make_litellm_params(), ) - assert isinstance(headers["anthropic-beta"], list) - assert "other-beta-2024-01-01" in headers["anthropic-beta"] - assert ANTHROPIC_SKILLS_API_BETA_VERSION in headers["anthropic-beta"] + assert isinstance(headers["anthropic-beta"], str) + betas = set(headers["anthropic-beta"].split(",")) + assert {"other-beta-2024-01-01", ANTHROPIC_SKILLS_API_BETA_VERSION} <= betas + httpx.Headers(headers) - def test_merges_existing_beta_header_list(self): + def test_oauth_key_beta_merges_without_crashing_httpx(self): + """Regression: an sk-ant-oat/WIF auth header carries its own anthropic-beta; + the old list-building merge produced a Python list that crashed httpx.""" with patch( "litellm.llms.anthropic.common_utils.AnthropicModelInfo.get_api_key", - return_value=FAKE_API_KEY, + return_value="sk-ant-oat01-fake-skills-token", ): headers = self.config.validate_environment( - headers={"anthropic-beta": ["other-beta-2024-01-01"]}, - litellm_params=self._make_litellm_params(), + headers={}, litellm_params=self._make_litellm_params(api_key=None) ) - assert ANTHROPIC_SKILLS_API_BETA_VERSION in headers["anthropic-beta"] - assert "other-beta-2024-01-01" in headers["anthropic-beta"] + assert headers["authorization"] == "Bearer sk-ant-oat01-fake-skills-token" + assert isinstance(headers["anthropic-beta"], str) + betas = set(headers["anthropic-beta"].split(",")) + assert {"oauth-2025-04-20", ANTHROPIC_SKILLS_API_BETA_VERSION} <= betas + httpx.Headers(headers) def test_does_not_duplicate_beta_header(self): with patch( @@ -170,11 +169,7 @@ class TestAnthropicSkillsConfigHeaderValidation: headers={"anthropic-beta": ANTHROPIC_SKILLS_API_BETA_VERSION}, litellm_params=self._make_litellm_params(), ) - beta = headers["anthropic-beta"] - if isinstance(beta, list): - assert beta.count(ANTHROPIC_SKILLS_API_BETA_VERSION) == 1 - else: - assert beta == ANTHROPIC_SKILLS_API_BETA_VERSION + assert headers["anthropic-beta"] == ANTHROPIC_SKILLS_API_BETA_VERSION def test_raises_without_api_key(self): with patch( @@ -182,9 +177,7 @@ class TestAnthropicSkillsConfigHeaderValidation: return_value=None, ): with pytest.raises(ValueError, match="ANTHROPIC_API_KEY"): - self.config.validate_environment( - headers={}, litellm_params=self._make_litellm_params(api_key=None) - ) + self.config.validate_environment(headers={}, litellm_params=self._make_litellm_params(api_key=None)) class TestAnthropicSkillsConfigCreateRequestTransformation: @@ -275,9 +268,7 @@ class TestAnthropicSkillsConfigResponseTransformation: def test_create_skill_response_parses_skill(self): payload = _make_skill_payload() raw = _make_mock_response(payload) - skill = self.config.transform_create_skill_response( - raw_response=raw, logging_obj=self.logging_obj - ) + skill = self.config.transform_create_skill_response(raw_response=raw, logging_obj=self.logging_obj) assert isinstance(skill, Skill) assert skill.id == "skill_abc123" assert skill.source == "custom" @@ -286,9 +277,7 @@ class TestAnthropicSkillsConfigResponseTransformation: def test_get_skill_response_parses_skill(self): payload = _make_skill_payload(id="skill_xyz", display_title="Another") raw = _make_mock_response(payload, method="GET") - skill = self.config.transform_get_skill_response( - raw_response=raw, logging_obj=self.logging_obj - ) + skill = self.config.transform_get_skill_response(raw_response=raw, logging_obj=self.logging_obj) assert isinstance(skill, Skill) assert skill.id == "skill_xyz" assert skill.display_title == "Another" @@ -300,9 +289,7 @@ class TestAnthropicSkillsConfigResponseTransformation: "next_page": None, } raw = _make_mock_response(payload, method="GET") - result = self.config.transform_list_skills_response( - raw_response=raw, logging_obj=self.logging_obj - ) + result = self.config.transform_list_skills_response(raw_response=raw, logging_obj=self.logging_obj) assert isinstance(result, ListSkillsResponse) assert len(result.data) == 2 assert result.data[0].id == "skill_abc123" @@ -316,18 +303,14 @@ class TestAnthropicSkillsConfigResponseTransformation: "next_page": "page_token_xyz", } raw = _make_mock_response(payload, method="GET") - result = self.config.transform_list_skills_response( - raw_response=raw, logging_obj=self.logging_obj - ) + result = self.config.transform_list_skills_response(raw_response=raw, logging_obj=self.logging_obj) assert result.has_more is True assert result.next_page == "page_token_xyz" def test_delete_skill_response_parses_correctly(self): payload = {"id": "skill_abc123", "type": "skill_deleted"} raw = _make_mock_response(payload, method="DELETE") - result = self.config.transform_delete_skill_response( - raw_response=raw, logging_obj=self.logging_obj - ) + result = self.config.transform_delete_skill_response(raw_response=raw, logging_obj=self.logging_obj) assert isinstance(result, DeleteSkillResponse) assert result.id == "skill_abc123" assert result.type == "skill_deleted" @@ -341,8 +324,6 @@ class TestAnthropicSkillsConfigResponseTransformation: "type": "skill", } raw = _make_mock_response(payload) - skill = self.config.transform_create_skill_response( - raw_response=raw, logging_obj=self.logging_obj - ) + skill = self.config.transform_create_skill_response(raw_response=raw, logging_obj=self.logging_obj) assert skill.display_title is None assert skill.latest_version is None diff --git a/tests/unit/test_lazy_imports.py b/tests/unit/test_lazy_imports.py index 07ead78207b..10986f8a140 100644 --- a/tests/unit/test_lazy_imports.py +++ b/tests/unit/test_lazy_imports.py @@ -39,6 +39,7 @@ from litellm._lazy_imports import ( UTILS_MODULE_NAMES, _lazy_import_utils_module, ) +from tests.test_litellm_rust.support.child_interpreter import run_child_interpreter def test_import_litellm_does_not_load_fastapi_or_bpe_table(): @@ -365,3 +366,14 @@ def test_utils_module_lazy_imports(): assert name in utils_globals _verify_only_requested_name_imported_in_utils(name, UTILS_MODULE_NAMES) + + +@pytest.mark.parametrize( + "module", + ["litellm.litellm_core_utils.get_litellm_params", "litellm.batches.batch_utils", "litellm.types.utils"], +) +def test_kwargs_funnel_and_its_importers_load_first_in_fresh_process(module: str): + """These modules are often the first to pull in litellm.types.utils, and the WIF key sets shared between + the funnel and all_litellm_params must not turn that into a cycle.""" + result = run_child_interpreter(f"import {module}", timeout=120) + assert result.returncode == 0, result.stderr diff --git a/tests/unit/test_lens_dev.py b/tests/unit/test_lens_dev.py index e14b27fd27e..af61734731e 100644 --- a/tests/unit/test_lens_dev.py +++ b/tests/unit/test_lens_dev.py @@ -2,6 +2,7 @@ import os import subprocess import sys from pathlib import Path +from typing import Final ROOT = Path(__file__).resolve().parents[2] SCRIPT = ROOT / "scripts" / "lens_dev.sh" @@ -123,6 +124,19 @@ def test_proxy_env_permits_the_weak_key_only_when_chosen(tmp_path): assert "LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true" in proc.stdout +def test_source_development_overrides_an_inherited_release_with_its_own_commit(tmp_path: Path) -> None: + proc: Final = _run( + tmp_path, + 'proxy_env "export LITELLM_RELEASE_TAG=v0.0.0-old"; ' + 'test "$LITELLM_RELEASE_TAG" = "sha-$(git -C "$repo_root" rev-parse HEAD)"; ' + 'printf "%s" "$LENS_WORKER_IMAGE"', + LITELLM_RELEASE_TAG="v0.0.0-old", + LENS_WORKER_IMAGE="registry.example/lens-worker:old", + ) + assert proc.returncode == 0, proc.stderr + assert proc.stdout == "litellm-lens-worker:local" + + def test_external_database_url_never_starts_compose_postgres(tmp_path): docker = tmp_path / "bin" / "docker" proc = _run( @@ -149,3 +163,84 @@ def test_cleanup_kills_child_process_trees(tmp_path): assert proc.returncode == 0, proc.stderr assert "lens-dev: stopping" in proc.stdout assert proc.stdout.strip().endswith("CLEAN") + + +def test_seed_only_uses_local_credentials_and_profile(tmp_path: Path) -> None: + proc = _run( + tmp_path, + "parse_args --seed-only --seed large --copies 7; master_key=sk-local; " + 'py() { env; printf "%s\\n" "$@"; }; py=py; seed_data', + ) + assert proc.returncode == 0, proc.stderr + assert "LITELLM_MASTER_KEY=sk-local" in proc.stdout + assert "PROXY_BASE_URL=http://localhost:4000" in proc.stdout + assert "CLICKHOUSE_DATABASE=litellm" in proc.stdout + assert "--profile\nlarge\n--copies\n7" in proc.stdout + + +def test_seed_arguments_reject_invalid_counts_before_startup(tmp_path: Path) -> None: + proc = _run(tmp_path, "parse_args --seed large --copies 0") + assert proc.returncode == 1 + assert "positive integer" in proc.stderr + + +def test_seed_only_defaults_to_small_profile(tmp_path: Path) -> None: + proc = _run(tmp_path, 'parse_args --seed-only; echo "$seed_profile $seed_only"') + assert proc.returncode == 0, proc.stderr + assert proc.stdout.strip() == "default 1" + + +def test_seed_only_with_no_cli_count_preserves_env_controls(tmp_path: Path) -> None: + proc = _run( + tmp_path, + "parse_args --seed-only; master_key=sk-local; py() { " + 'printf "%s %s %s\\n" "$LENS_DEV_SEED_COPIES" "$LENS_DEV_SEED_BATCH_COPIES" "$@"; }; py=py; seed_data', + LENS_DEV_SEED_COPIES="3", + LENS_DEV_SEED_BATCH_COPIES="1", + ) + assert proc.returncode == 0, proc.stderr + assert proc.stdout.startswith("3 1 -m") + + +def test_proxy_uses_this_checkouts_ui_build(tmp_path: Path) -> None: + proc = _run(tmp_path, 'proxy_env "export LITELLM_UI_PATH=/old/build"; echo "$LITELLM_UI_PATH"') + assert proc.returncode == 0, proc.stderr + assert proc.stdout.strip() == str(ROOT / "ui/litellm-dashboard/out") + + +def test_dashboard_build_uses_same_origin_and_captures_failures(tmp_path: Path) -> None: + dashboard = tmp_path / "ui/litellm-dashboard" + dashboard.mkdir(parents=True) + scripts = tmp_path / "scripts" + scripts.mkdir() + runner = scripts / "with_dashboard_node.sh" + runner.write_text('#!/bin/sh\nprintf "base=%s args=%s\\n" "$NEXT_PUBLIC_BASE_URL" "$*"\nexit "$BUILD_STATUS"\n') + runner.chmod(0o755) + snippet = f'repo_root="{tmp_path}"; mkdir -p "$log_dir"; build_dashboard' + success = _run(tmp_path, snippet, BUILD_STATUS="0", LENS_DEV_BUILD_UI="1", NEXT_PUBLIC_BASE_URL="http://old-proxy") + assert success.returncode == 0, success.stderr + log = tmp_path / "state/logs/ui-build.log" + assert log.read_text().strip() == "base= args=npm run build" + failure = _run(tmp_path, snippet, BUILD_STATUS="1", LENS_DEV_BUILD_UI="1") + assert failure.returncode == 1 + assert "UI build failed" in failure.stderr + + +def test_skipping_ui_build_needs_no_static_export(tmp_path: Path) -> None: + proc = _run(tmp_path, f'repo_root="{tmp_path}"; build_dashboard', LENS_DEV_BUILD_UI="0") + assert proc.returncode == 0, proc.stderr + assert not (tmp_path / "ui/litellm-dashboard/out").exists() + + +def test_ui_readiness_uses_live_login_route(tmp_path: Path) -> None: + proc = _run(tmp_path, 'wait_for_ui "$$"', LENS_DEV_UI_PORT="3017") + assert proc.returncode == 0, proc.stderr + assert "http://localhost:3017/ui/login/" in _curl_calls(tmp_path) + + +def test_ui_exit_fails_before_readiness_request(tmp_path: Path) -> None: + proc = _run(tmp_path, 'true & child=$!; wait "$child"; wait_for_ui "$child"') + assert proc.returncode == 1 + assert "UI exited; see" in proc.stderr + assert "ui.log" in proc.stderr + assert _curl_calls(tmp_path) == "" diff --git a/tests/unit/test_router/test_router.py b/tests/unit/test_router/test_router.py index 823429d7ed6..d0115593e46 100644 --- a/tests/unit/test_router/test_router.py +++ b/tests/unit/test_router/test_router.py @@ -2278,6 +2278,73 @@ def test_model_group_info_cost_none_for_unpriced_deployment_but_zero_when_declar assert priced.output_cost_per_token is not None and priced.output_cost_per_token > 0 +def _alias_cost_router() -> Router: + return Router( + model_list=[ + { + "model_name": "vllm-free", + "litellm_params": { + "model": "openai/my-vllm-free", + "api_key": "fake", + "api_base": "http://localhost:8000/v1", + "input_cost_per_token": 0, + "output_cost_per_token": 0, + }, + }, + { + "model_name": "gpt-priced", + "litellm_params": {"model": "gpt-4o", "api_key": "fake"}, + }, + ], + model_group_alias={"hidden-free": {"model": "vllm-free", "hidden": True}, "visible": "vllm-free"}, + ) + + +def test_get_model_group_info_include_hidden_resolves_a_hidden_alias(): + router = _alias_cost_router() + + assert router.get_model_group_info(model_group="hidden-free") is None + + hidden: Final = router.get_model_group_info(model_group="hidden-free", include_hidden=True) + assert hidden is not None + assert hidden.model_group == "hidden-free" + assert hidden.input_cost_per_token == 0 + assert hidden.output_cost_per_token == 0 + + +def test_update_settings_model_group_alias_drops_cached_group_info(): + router = _alias_cost_router() + before: Final = router.cached_model_group_info("visible") + assert before is not None and before.input_cost_per_token == 0 + + router.update_settings(model_group_alias={"visible": "gpt-priced"}) + + after: Final = router.cached_model_group_info("visible") + assert after is not None + assert after.input_cost_per_token is not None and after.input_cost_per_token > 0 + + +def test_switch_routing_strategy_installs_lar1_then_restores_the_default_selector(): + router = _alias_cost_router() + + router._switch_routing_strategy( + "lar1", + { + "routing_strategy_args": { + "confidence_threshold_low": 0.1, + "confidence_threshold_medium": 0.3, + "confidence_threshold_high": 0.9, + } + }, + ) + assert router.routing_strategy == "lar1" + assert "async_get_available_deployment" in router.__dict__ + + router._switch_routing_strategy("usage-based-routing-v2", {}) + assert router.lowesttpm_logger_v2 is not None + assert "async_get_available_deployment" not in router.__dict__ + + @pytest.mark.parametrize( "value,expected", [ @@ -19080,6 +19147,65 @@ async def test_router_subclass_overriding_async_get_healthy_deployments_with_the assert response.choices[0].message.content == "hi" +def test_get_deployment_credentials_with_provider_preserves_anthropic_wif_params(): + """ + Test that get_deployment_credentials_with_provider preserves a litellm_params-configured + Anthropic workload identity federation setup (both the legacy token_file fields and the + Phase 1 internal_issuer/keycloak identity-source fields) so files/batches/passthrough + deployments using WIF do not silently fall back to a missing credential. + """ + wif_params = { + "anthropic_federation_rule_id": "fdrl_deployment", + "anthropic_organization_id": "org-deployment", + "anthropic_identity_source": "keycloak", + "anthropic_keycloak_token_url": "https://keycloak.internal.example/realms/r/protocol/openid-connect/token", + "anthropic_keycloak_client_id": "litellm", + "anthropic_keycloak_client_secret_ref": "oidc/env/KEYCLOAK_CLIENT_SECRET", + } + router = litellm.Router( + model_list=[ + { + "model_name": "anthropic-wif-model", + "litellm_params": { + "model": "anthropic/claude-sonnet-4-5", + **wif_params, + }, + } + ], + ) + + credentials = router.get_deployment_credentials_with_provider(model_id="anthropic-wif-model") + + assert credentials is not None + for key, value in wif_params.items(): + assert credentials.get(key) == value, key + + +def test_router_keeps_wif_secret_pointers_unresolved(monkeypatch): + monkeypatch.setenv("WIF_TEST_KC_SECRET", "kc-secret") + monkeypatch.setenv("WIF_TEST_FDRL", "fdrl_from_env") + router = Router( + model_list=[ + { + "model_name": "claude-wif", + "litellm_params": { + "model": "anthropic/claude-haiku-4-5", + "anthropic_federation_rule_id": "os.environ/WIF_TEST_FDRL", + "anthropic_identity_source": "keycloak", + "anthropic_keycloak_token_url": "https://keycloak.example/token", + "anthropic_keycloak_client_id": "litellm", + "anthropic_keycloak_client_secret_ref": "os.environ/WIF_TEST_KC_SECRET", + }, + } + ] + ) + + litellm_params = router.get_model_list()[0]["litellm_params"] + + assert litellm_params["anthropic_federation_rule_id"] == "fdrl_from_env" + assert litellm_params["anthropic_keycloak_client_secret_ref"] == "os.environ/WIF_TEST_KC_SECRET" + + @pytest.mark.asyncio async def test_failure_rpm_increment_declares_the_router_usage_key_family(): """The RPM bump a failed call still earns is router usage bookkeeping, so its Redis span diff --git a/tests/unit/test_seed_tracing_fixtures.py b/tests/unit/test_seed_tracing_fixtures.py index de29a595d98..30cfde9feec 100644 --- a/tests/unit/test_seed_tracing_fixtures.py +++ b/tests/unit/test_seed_tracing_fixtures.py @@ -4,23 +4,30 @@ from datetime import datetime from itertools import chain from pathlib import Path from typing import Final +from unittest.mock import AsyncMock +import httpx import pytest -from prisma import Json +from prisma import Json, Prisma from pydantic import InstanceOf, TypeAdapter -from litellm.rust_bridge.trace.storage import span_rows +from litellm.rust_bridge.trace.storage import Tenant, span_rows from litellm.tracing.types import SpendLogRecord from scripts.seed_tracing_fixtures import ( JSON, TRACE_FIXTURES, + TenantIdentity, + bulk_span_rows, fixture_capture, fixture_replays, postgres_row, rebase, rebase_spend, + replay_batches, response_ids, response_pattern, + seed_arguments, + seed_batch, seed_id, spend_fixtures, timestamps, @@ -76,9 +83,9 @@ def test_all_fixture_replays_are_recent_and_preserve_spans(path: Path) -> None: @pytest.mark.requires_rust_extension def test_replay_preserves_trace_topology_usage_and_event_timing() -> None: - export: Final = JSON.validate_json((TRACE_FIXTURES / "deeplite_swarm.json").read_bytes()) + export: Final = JSON.validate_json((TRACE_FIXTURES / "deepagents_swarm.json").read_bytes()) original: Final = span_rows(json.dumps(export).encode(), "application/json") - spend_rows: Final = dict(spend_fixtures())["deeplite_swarm"] + spend_rows: Final = dict(spend_fixtures())["deepagents_swarm"] pattern: Final = re.compile("|".join(re.escape(row["response_id"]) for row in spend_rows)) shifted: Final = rebase(export, 123_000_000, "first-run", pattern) replayed: Final = span_rows(json.dumps(shifted).encode(), "application/json") @@ -102,36 +109,8 @@ def test_replay_preserves_trace_topology_usage_and_event_timing() -> None: ) -@pytest.mark.requires_rust_extension -def test_paired_fixture_joins_every_successful_llm_span_after_replay() -> None: - export: Final = JSON.validate_json((TRACE_FIXTURES / "deeplite_swarm.json").read_bytes()) - spends: Final = dict(spend_fixtures())["deeplite_swarm"] - pattern: Final = re.compile("|".join(re.escape(row["response_id"]) for row in spends)) - replays: Final = fixture_replays(TRACE_FIXTURES, max(timestamps(export)) // 1_000_000 + 1123, "paired-run", pattern) - replay: Final = next(item for item in replays if item.name == "deeplite_swarm") - rebased_spends: Final = rebase_spend(spends, replay.offset_ms, replay.namespace, pattern) - spans: Final = span_rows(json.dumps(replay.export).encode(), "application/json") - llm_spans: Final = tuple(span for span in spans if span["ObservationType"] == "llm") - by_response: Final = {row["response_id"]: row for row in rebased_spends} - - assert len(by_response) == len(llm_spans) == len(rebased_spends) - assert frozenset(by_response) == frozenset(span["LiteLLMRequestId"] for span in llm_spans) - for span, spend in ((span, by_response[span["LiteLLMRequestId"]]) for span in llm_spans): - assert spend["request_id"] == span["LiteLLMRequestId"] - assert spend["trace_id"] == spend["session_id"] == span["TraceId"] - assert spend["span_id"] == span["SpanId"] - assert spend["start_time"] == span["Timestamp"] // 1_000_000 - assert spend["end_time"] == (span["Timestamp"] + span["Duration"]) // 1_000_000 - assert spend["prompt_tokens"] == span["InputTokens"] - assert spend["completion_tokens"] == span["OutputTokens"] - assert spend["total_tokens"] == spend["prompt_tokens"] + spend["completion_tokens"] - assert json.loads(spend["response"])["id"] == spend["response_id"] - assert json.loads(spend["response"])["usage"]["total_tokens"] == spend["total_tokens"] - assert json.loads(spend["metadata"])["synthetic_spend"] is True - - def test_postgres_rows_preserve_clickhouse_cost_identity_and_payloads() -> None: - spends: Final = dict(spend_fixtures())["deeplite_swarm"] + spends: Final = dict(spend_fixtures())["deepagents_swarm"] for spend, postgres in ((spend, postgres_row(spend)) for spend in spends): start_time, end_time = DATETIMES.validate_python((postgres["startTime"], postgres["endTime"])) @@ -143,7 +122,7 @@ def test_postgres_rows_preserve_clickhouse_cost_identity_and_payloads() -> None: spend["api_key"], spend["team_id"], spend["user"], - spend["trace_id"], + spend["session_id"], ) assert postgres["spend"] == spend["spend"] assert postgres["total_tokens"] == spend["prompt_tokens"] + spend["completion_tokens"] @@ -156,7 +135,7 @@ def test_postgres_rows_preserve_clickhouse_cost_identity_and_payloads() -> None: @pytest.mark.requires_rust_extension -@pytest.mark.parametrize("name,spends", tuple(item for item in spend_fixtures() if item[0] != "deeplite_swarm")) +@pytest.mark.parametrize("name,spends", spend_fixtures()) def test_captured_spend_replay_preserves_real_cost_and_call_identity( name: str, spends: tuple[SpendLogRecord, ...] ) -> None: @@ -184,7 +163,7 @@ def test_captured_spend_replay_preserves_real_cost_and_call_identity( if before["litellm_call_id"]: assert after["litellm_call_id"] != before["litellm_call_id"] identities: Final = frozenset(f"provider_response:{identity}" for identity in response_ids((after,))) | { - f"litellm_request:{after["litellm_call_id"]}" + f"litellm_request:{after['litellm_call_id']}" } assert bool(identities & keys) is capture.spend_linked @@ -193,9 +172,81 @@ def test_captured_spend_replay_preserves_real_cost_and_call_identity( def test_spend_fixture_loading_preserves_gateway_ids_and_defaults_legacy_rows( tmp_path: Path, call_id: str | None ) -> None: - original: Final = dict(spend_fixtures())["deeplite_swarm"][0] + original: Final = dict(spend_fixtures())["deepagents_swarm"][0] fields: Final = {key: value for key, value in original.items() if key != "litellm_call_id"} supplied: Final = fields if call_id is None else {**fields, "litellm_call_id": call_id} (tmp_path / "example_spend_logs.jsonl").write_text(json.dumps(supplied) + "\n") loaded: Final = spend_fixtures(tmp_path) assert loaded == (("example", ({**original, "litellm_call_id": call_id or ""},)),) + + +@pytest.mark.requires_rust_extension +def test_bulk_export_preserves_all_spans_and_disjoint_copy_ids() -> None: + first: Final = fixture_replays(TRACE_FIXTURES, 1_800_000_000_000, "copy-1", re.compile(r"(?!)")) + second: Final = fixture_replays(TRACE_FIXTURES, 1_800_000_001_000, "copy-2", re.compile(r"(?!)")) + merged: Final = bulk_span_rows(first + second, Tenant("", "")) + separate: Final = tuple( + span for replay in first + second for span in span_rows(json.dumps(replay.export).encode(), "application/json") + ) + assert tuple(merged) == separate + first_ids: Final = frozenset(span["TraceId"] for span in bulk_span_rows(first, Tenant("", ""))) + second_ids: Final = frozenset(span["TraceId"] for span in bulk_span_rows(second, Tenant("", ""))) + assert first_ids.isdisjoint(second_ids) + + +@pytest.mark.requires_rust_extension +@pytest.mark.asyncio +async def test_bulk_seed_stamps_authenticated_tenant_and_writes_both_stores() -> None: + from litellm.rust_bridge.trace.storage import ClickHouseStorage, Tenant + + fixtures: Final = spend_fixtures() + pattern: Final = response_pattern(tuple(chain.from_iterable(rows for _, rows in fixtures))) + replays: Final = fixture_replays(TRACE_FIXTURES, 1_800_000_000_000, "bulk", pattern) + storage: Final = AsyncMock(spec=ClickHouseStorage) + database: Final = AsyncMock(spec=Prisma, litellm_spendlogs=AsyncMock()) + tenant: Final = TenantIdentity(team_id="local-team", api_key="local-hash", user="admin") + async with httpx.AsyncClient() as client: + result: Final = await seed_batch(client, storage, database, replays, fixtures, pattern, tenant, False) + assert result == tenant + trace_table, trace_rows = storage.insert_rows.call_args_list[0].args + assert trace_table == "otel_traces" + assert trace_rows == bulk_span_rows(replays, Tenant("local-team", "local-hash", user_id="admin")) + table, rows = storage.insert_rows.call_args_list[1].args + assert table == "spend_logs" + assert len(rows) == sum(len(original) for _, original in fixtures) + assert all((row["team_id"], row["api_key"], row["user"]) == ("local-team", "local-hash", "admin") for row in rows) + saved: Final = database.litellm_spendlogs.create_many.call_args.kwargs["data"] + assert tuple(row["request_id"] for row in saved) == tuple(row["request_id"] for row in rows) + assert tuple(row["spend"] for row in saved) == tuple(row["spend"] for row in rows) + storage.query_sql.assert_not_called() + + +def test_seed_cli_rejects_nonpositive_copies() -> None: + with pytest.raises(SystemExit) as error: + seed_arguments(["--copies", "0"]) + assert error.value.code == 2 + assert seed_arguments(["--profile", "large", "--copies", "5"]).copies == 5 + + +def test_bulk_batches_cover_every_copy_including_partial_tail() -> None: + batches: Final = tuple(replay_batches(8, 1_800_000_000_000, "batch", re.compile(r"(?!)"), 3)) + assert tuple(stop for stop, _ in batches) == (4, 7, 8) + expected: Final = tuple( + tuple(fixture_replays(TRACE_FIXTURES, 1_800_000_000_000 - index * 1000, f"batch-{index}", re.compile(r"(?!)"))) + for index in range(1, 8) + ) + assert tuple(chain.from_iterable(replays for _, replays in batches)) == tuple(chain.from_iterable(expected)) + + +def test_seed_cli_rejects_nonpositive_batch_size() -> None: + with pytest.raises(SystemExit) as error: + seed_arguments(["--batch-copies", "0"]) + assert error.value.code == 2 + assert seed_arguments(["--batch-copies", "2"]).batch_copies == 2 + + +@pytest.mark.parametrize("timeout", ("0", "-1", "inf", "nan")) +def test_seed_cli_rejects_invalid_http_timeouts(timeout: str) -> None: + with pytest.raises(SystemExit) as error: + seed_arguments(["--timeout-seconds", timeout]) + assert error.value.code == 2 diff --git a/tests/unit/types/test_litellm_params.py b/tests/unit/types/test_litellm_params.py index e3bbae39468..8d163731a51 100644 --- a/tests/unit/types/test_litellm_params.py +++ b/tests/unit/types/test_litellm_params.py @@ -95,6 +95,27 @@ CONNECTION_NAMES: Final = ( "s3_secret_access_key", "s3_encryption_key_id", "bedrock_tags", + "anthropic_federation_rule_id", + "anthropic_organization_id", + "anthropic_service_account_id", + "anthropic_federation_workspace_id", + "anthropic_identity_token_file", + "anthropic_identity_token", + "anthropic_identity_source", + "anthropic_issuer_url", + "anthropic_issuer_subject", + "anthropic_issuer_audience", + "anthropic_issuer_ttl_seconds", + "anthropic_issuer_signing_key_ref", + "anthropic_keycloak_token_url", + "anthropic_keycloak_client_id", + "anthropic_keycloak_auth_method", + "anthropic_keycloak_client_secret_ref", + "anthropic_keycloak_scope", + "anthropic_disable_workload_identity_federation", + "openai_identity_provider_id", + "openai_service_account_id", + "openai_identity_token_file", ) OPTION_NAMES: Final = ( @@ -491,6 +512,12 @@ TYPE_HINT_NAMESPACE: Final[Mapping[str, object]] = { LEAF_SAMPLES: Final[Mapping[type, Mapping[str, object]]] = { litellm_params.ProviderConnection: {"api_key": "k", "request_timeout": 1.5}, litellm_params.BedrockBatchConnection: {"aws_batch_role_arn": "arn", "bedrock_tags": ({"k": "v"},)}, + litellm_params.AnthropicFederationConnection: { + "anthropic_federation_rule_id": "fdrl_1", + "anthropic_issuer_ttl_seconds": 300, + "anthropic_disable_workload_identity_federation": True, + }, + litellm_params.OpenAIFederationConnection: {"openai_identity_provider_id": "idp_1"}, litellm_params.DispatchOptions: {"custom_llm_provider": "openai"}, litellm_params.RoutingOptions: { "fallbacks": [{"model": "gpt-4o", "api_key": "k", "temperature": 0}], @@ -526,6 +553,8 @@ LEAF_SAMPLES: Final[Mapping[type, Mapping[str, object]]] = { LEAF_BAD_SAMPLES: Final[Mapping[type, Mapping[str, object]]] = { litellm_params.ProviderConnection: {"api_key": 1}, litellm_params.BedrockBatchConnection: {"aws_batch_role_arn": 1}, + litellm_params.AnthropicFederationConnection: {"anthropic_issuer_ttl_seconds": "300"}, + litellm_params.OpenAIFederationConnection: {"openai_identity_provider_id": 1}, litellm_params.DispatchOptions: {"custom_llm_provider": 1}, litellm_params.RoutingOptions: {"num_retries": "2"}, litellm_params.DeploymentOptions: {"rpm": "2"}, @@ -620,6 +649,24 @@ def test_routing_options_accept_every_strategy_the_router_accepts(strategy: str) NAMES_SHARED_WITH_TYPED_MODELS: Final[Mapping[str, tuple[str, ...]]] = MappingProxyType( { "credentials": ( + "anthropic_disable_workload_identity_federation", + "anthropic_federation_rule_id", + "anthropic_federation_workspace_id", + "anthropic_identity_source", + "anthropic_identity_token", + "anthropic_identity_token_file", + "anthropic_issuer_audience", + "anthropic_issuer_signing_key_ref", + "anthropic_issuer_subject", + "anthropic_issuer_ttl_seconds", + "anthropic_issuer_url", + "anthropic_keycloak_auth_method", + "anthropic_keycloak_client_id", + "anthropic_keycloak_client_secret_ref", + "anthropic_keycloak_scope", + "anthropic_keycloak_token_url", + "anthropic_organization_id", + "anthropic_service_account_id", "api_base", "api_key", "api_version", @@ -630,6 +677,9 @@ NAMES_SHARED_WITH_TYPED_MODELS: Final[Mapping[str, tuple[str, ...]]] = MappingPr "bedrock_tags", "client_id", "client_secret", + "openai_identity_provider_id", + "openai_identity_token_file", + "openai_service_account_id", "region_name", "s3_access_key_id", "s3_bucket_name", diff --git a/tests/unit/types/test_router.py b/tests/unit/types/test_router.py index 4881b094cd6..d2817ae6a90 100644 --- a/tests/unit/types/test_router.py +++ b/tests/unit/types/test_router.py @@ -5,12 +5,23 @@ from pydantic import ValidationError from litellm.types.router import ( SPECIAL_MODEL_INFO_PARAMS, + CredentialLiteLLMParams, Deployment, GenericLiteLLMParams, LiteLLM_Params, ModelInfo, + holds_secret_pointer, + reject_server_owned_wif_params, + server_owned_wif_fields_named, + server_owned_wif_fields_present, +) +from litellm.types.utils import ( + CustomPricingLiteLLMParams, + MirroredPricingParams, + anthropic_wif_litellm_params, + openai_wif_litellm_params, + server_owned_wif_litellm_params, ) -from litellm.types.utils import CustomPricingLiteLLMParams, MirroredPricingParams def test_model_info_declares_mirrored_pricing_fields(): @@ -234,3 +245,103 @@ def test_model_info_rejects_offset_aware_access_window_times(): {"start": "22:00+05:00", "end": "06:00", "timezone": "UTC", "team_ids": ["t"]} ], ) + + +def test_credential_litellm_params_declares_every_anthropic_wif_field(): + """Without these, get_deployment_credentials_with_provider round-trips litellm_params + through a strict Pydantic dump and silently drops every WIF field before files/batches/ + passthrough callers see it -- the same #30235-shaped gap azure_ad_token closed above.""" + for field in anthropic_wif_litellm_params: + assert field in CredentialLiteLLMParams.model_fields, field + + +def test_anthropic_wif_fields_round_trip_through_model_dump(): + values = {field: f"value-for-{field}" for field in anthropic_wif_litellm_params} + values["anthropic_issuer_ttl_seconds"] = 300 + values["anthropic_disable_workload_identity_federation"] = True + + dumped = CredentialLiteLLMParams(**values).model_dump(exclude_none=True) + + for field, value in values.items(): + assert dumped[field] == value, field + + +def test_server_owned_wif_fields_present_reports_only_set_fields(): + assert server_owned_wif_fields_present({}) == () + assert server_owned_wif_fields_present({"model": "gpt-4o"}) == () + assert server_owned_wif_fields_present( + {"anthropic_keycloak_token_url": "https://idp.example/token", "model": "gpt-4o"} + ) == ("anthropic_keycloak_token_url",) + + +def test_server_owned_wif_fields_present_is_derived_from_the_shared_list(): + """A non-admin persistence gate built on this must automatically cover a field added + later to server_owned_wif_litellm_params, not just the fields known when the gate was + written -- so this must read the shared list rather than a hand-copied one.""" + values = {field: "set" for field in server_owned_wif_litellm_params} + assert set(server_owned_wif_fields_present(values)) == set(server_owned_wif_litellm_params) + + +def test_server_owned_wif_fields_named_reports_keys_whatever_their_value(): + """The credential write gates must see a key a caller sets to ``None``: the federation + resolver reacts to the key's presence, not its value, so ``{"anthropic_issuer_url": None}`` + wedges every deployment referencing the credential once persisted.""" + assert server_owned_wif_fields_named({}) == () + assert server_owned_wif_fields_named({"model": "gpt-4o"}) == () + assert server_owned_wif_fields_named({"anthropic_issuer_url": None}) == ("anthropic_issuer_url",) + assert server_owned_wif_fields_present({"anthropic_issuer_url": None}) == () + assert server_owned_wif_fields_named(("anthropic_keycloak_token_url", "api_key")) == ( + "anthropic_keycloak_token_url", + ) + + +def test_server_owned_wif_fields_named_is_derived_from_the_shared_list(): + assert set(server_owned_wif_fields_named(frozenset(server_owned_wif_litellm_params))) == set( + server_owned_wif_litellm_params + ) + + +@pytest.mark.parametrize("param_name", ["anthropic_issuer_signing_key_ref", "anthropic_keycloak_client_secret_ref"]) +def test_wif_ref_fields_hold_secret_pointers(param_name: str): + assert holds_secret_pointer(param_name) + + +@pytest.mark.parametrize("param_name", ["api_key", "anthropic_federation_rule_id", "anthropic_identity_token"]) +def test_dereferenced_fields_do_not_hold_secret_pointers(param_name: str): + assert not holds_secret_pointer(param_name) + + +def test_credential_litellm_params_declares_every_openai_wif_field(): + for field in openai_wif_litellm_params: + assert field in CredentialLiteLLMParams.model_fields, field + + +def test_openai_wif_fields_round_trip_through_model_dump(): + values = {field: f"value-for-{field}" for field in openai_wif_litellm_params} + + dumped = CredentialLiteLLMParams(**values).model_dump(exclude_none=True) + + for field, value in values.items(): + assert dumped[field] == value, field + + +def test_server_owned_registry_is_anthropic_plus_openai(): + assert server_owned_wif_litellm_params == anthropic_wif_litellm_params + openai_wif_litellm_params + assert set(openai_wif_litellm_params) == { + "openai_identity_provider_id", + "openai_service_account_id", + "openai_identity_token_file", + } + + +def test_server_owned_wif_fields_present_reports_openai_fields(): + assert server_owned_wif_fields_present( + {"openai_identity_token_file": "/var/run/secrets/tokens/openai", "model": "gpt-4o"} + ) == ("openai_identity_token_file",) + assert server_owned_wif_fields_named({"openai_service_account_id": None}) == ("openai_service_account_id",) + + +@pytest.mark.parametrize("param_name", openai_wif_litellm_params) +def test_reject_server_owned_wif_params_names_each_openai_field(param_name: str): + with pytest.raises(ValueError, match=param_name): + reject_server_owned_wif_params({param_name: "client-supplied"}) diff --git a/ui/litellm-dashboard/next.config.mjs b/ui/litellm-dashboard/next.config.mjs index f1d59f99dcc..e7a63206017 100644 --- a/ui/litellm-dashboard/next.config.mjs +++ b/ui/litellm-dashboard/next.config.mjs @@ -5,8 +5,20 @@ import { fileURLToPath } from "url"; const __filename = fileURLToPath(import.meta.url); const __dirname = path.dirname(__filename); +const devProxyUrl = process.env.LENS_DEV_PROXY_URL; + const nextConfig = { - output: "export", + ...(devProxyUrl + ? { + async rewrites() { + return { + beforeFiles: [{ source: "/ui/:path*", destination: "/:path*" }], + fallback: [{ source: "/:path*", destination: `${devProxyUrl}/:path*` }], + }; + }, + } + : {}), + output: devProxyUrl ? undefined : "export", typescript: { tsconfigPath: "tsconfig.production.json" }, experimental: { useTypeScriptCli: false, @@ -21,7 +33,8 @@ const nextConfig = { }, basePath: "", assetPrefix: "/litellm-asset-prefix", - trailingSlash: true, + trailingSlash: !devProxyUrl, + skipTrailingSlashRedirect: Boolean(devProxyUrl), turbopack: { // Must be absolute; "." is no longer allowed root: __dirname, diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json index c64db5abb93..af723f22957 100644 --- a/ui/litellm-dashboard/package-lock.json +++ b/ui/litellm-dashboard/package-lock.json @@ -36,6 +36,7 @@ "react-copy-to-clipboard": "5.1.1", "react-dom": "19.2.8", "react-hook-form": "7.82.0", + "react-intersection-observer": "11.0.1", "react-json-view-lite": "2.5.0", "react-markdown": "9.1.0", "react-syntax-highlighter": "15.6.6", @@ -10394,6 +10395,21 @@ "react": "^16.8.0 || ^17 || ^18 || ^19" } }, + "node_modules/react-intersection-observer": { + "version": "11.0.1", + "resolved": "https://registry.npmjs.org/react-intersection-observer/-/react-intersection-observer-11.0.1.tgz", + "integrity": "sha512-BIZ1M40GPSKDIT1MJbXK7SB0BwBaTKr84QfZCs5asKer7YMOYLzMi+RI1F4VStbZLGHoosJmd+aOQDDipUV1gA==", + "license": "MIT", + "peerDependencies": { + "react": "^17.0.0 || ^18.0.0 || ^19.0.0", + "react-dom": "^17.0.0 || ^18.0.0 || ^19.0.0" + }, + "peerDependenciesMeta": { + "react-dom": { + "optional": true + } + } + }, "node_modules/react-is": { "version": "17.0.2", "resolved": "https://registry.npmjs.org/react-is/-/react-is-17.0.2.tgz", diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json index 80d08bc870b..894f6f230ca 100644 --- a/ui/litellm-dashboard/package.json +++ b/ui/litellm-dashboard/package.json @@ -53,6 +53,7 @@ "react-copy-to-clipboard": "5.1.1", "react-dom": "19.2.8", "react-hook-form": "7.82.0", + "react-intersection-observer": "11.0.1", "react-json-view-lite": "2.5.0", "react-markdown": "9.1.0", "react-syntax-highlighter": "15.6.6", diff --git a/ui/litellm-dashboard/src/app/(dashboard)/roi-calculator/_components/MatchedPeopleToggle.tsx b/ui/litellm-dashboard/src/app/(dashboard)/roi-calculator/_components/MatchedPeopleToggle.tsx new file mode 100644 index 00000000000..5c7eaf22384 --- /dev/null +++ b/ui/litellm-dashboard/src/app/(dashboard)/roi-calculator/_components/MatchedPeopleToggle.tsx @@ -0,0 +1,12 @@ +import { useId } from "react"; +import { Switch } from "@/components/ui/switch"; + +export function MatchedPeopleToggle({ checked, onChange }: { checked: boolean; onChange: (checked: boolean) => void }) { + const id = useId(); + return ( + + ); +} diff --git a/ui/litellm-dashboard/src/app/(dashboard)/roi-calculator/_components/ObservedDetails.tsx b/ui/litellm-dashboard/src/app/(dashboard)/roi-calculator/_components/ObservedDetails.tsx index 02d60a05029..84a4762f046 100644 --- a/ui/litellm-dashboard/src/app/(dashboard)/roi-calculator/_components/ObservedDetails.tsx +++ b/ui/litellm-dashboard/src/app/(dashboard)/roi-calculator/_components/ObservedDetails.tsx @@ -24,11 +24,16 @@ import { export function PullList({ pulls, provider, + matchedOnly = false, }: { + matchedOnly?: boolean; pulls: ObservedPull[]; provider: ObservedSnapshot["source_provider"]; }) { const terms = changeTerms(provider); + const emptyMessage = matchedOnly + ? "No merged changes from matched people in this period" + : `No ${terms.lower} in this period`; const [query, setQuery] = useState(""); const [limit, setLimit] = useState(20); const filtered = pulls.filter((pull) => @@ -104,7 +109,7 @@ export function PullList({

{filtered.length === 0 && (

- {query ? `No ${terms.lower} match this search` : `No ${terms.lower} in this period`} + {query ? `No ${terms.lower} match this search` : emptyMessage}

)}
@@ -150,9 +155,7 @@ export function PersonDetails({ {person.name} - - {person.email} · {person.logins.join(", ")} - + {[person.email, person.logins.join(", ")].filter(Boolean).join(" · ")} {onEdit && ( @@ -269,7 +281,7 @@ function PeopleTable({ {people.length === 0 && (
- {query ? `No engineers match “${query}”` : "Link accounts to see your engineers"} + {query ? `No engineers match “${query}”` : emptyMessage}
)}
@@ -380,8 +392,11 @@ export default function ObservedReport({ snapshot.people.length && snapshot.periods.current.merged_prs > 0 ? "people" : "pulls", ); const [accountEmail, setAccountEmail] = useState(null); - const [personEmail, setPersonEmail] = useState(null); - const person = snapshot.people.find((entry) => entry.email === personEmail) ?? null; + const [matchedOnly, setMatchedOnly] = useState(true); + const people = useMemo(() => reportPeople(snapshot, matchedOnly), [snapshot, matchedOnly]); + const pulls = useMemo(() => filterObservedPulls(snapshot, "current", matchedOnly), [snapshot, matchedOnly]); + const [personId, setPersonId] = useState(null); + const person = people.find((entry) => entry.id === personId) ?? null; const terms = changeTerms(snapshot.source_provider); const current = snapshot.periods.current; const baseline = snapshot.periods[comparison]; @@ -497,14 +512,15 @@ export default function ObservedReport({
- + - Engineers {snapshot.people.length} + Engineers {people.length} {terms.requests} Quality Branch spend + {activeTab !== "quality" && } {!readOnly && ( - ); - if (target === null) return null; - return target ? createPortal(button, target) : button; +export interface LensPreview { + /** Header slot for portaled actions; null until it mounts. */ + readonly target: HTMLElement | null; + readonly open?: () => void; +} + +export const LensPreviewContext = createContext(undefined); + +export function LensPreviewButton() { + const preview = useContext(LensPreviewContext); + if (!preview?.open || !preview.target) return null; + return createPortal( + , + preview.target, + ); } diff --git a/ui/litellm-dashboard/src/components/lens/LensServicesProvider.tsx b/ui/litellm-dashboard/src/components/lens/LensServicesProvider.tsx new file mode 100644 index 00000000000..ab5ee61fa4e --- /dev/null +++ b/ui/litellm-dashboard/src/components/lens/LensServicesProvider.tsx @@ -0,0 +1,13 @@ +"use client"; + +import type { ReactNode } from "react"; +import { TracesApiContext } from "@/components/view_logs/TraceView/tracesApi"; +import { LensApiContext, type LensServices } from "./services"; + +export function LensServicesProvider({ services, children }: { services: LensServices; children: ReactNode }) { + return ( + + {children} + + ); +} diff --git a/ui/litellm-dashboard/src/components/lens/LensWorkspace.integration.test.tsx b/ui/litellm-dashboard/src/components/lens/LensWorkspace.integration.test.tsx index 07851eb5d8c..9c16468c485 100644 --- a/ui/litellm-dashboard/src/components/lens/LensWorkspace.integration.test.tsx +++ b/ui/litellm-dashboard/src/components/lens/LensWorkspace.integration.test.tsx @@ -1,10 +1,15 @@ -import { fireEvent, screen, within } from "@testing-library/react"; +import { fireEvent, screen, waitFor, within } from "@testing-library/react"; import userEvent from "@testing-library/user-event"; import { beforeEach, describe, expect, it, vi } from "vitest"; import { chooseSelectOption, renderWithProviders, testQueryClient } from "@/../tests/test-utils"; import { LensWorkspace } from "./LensWorkspace"; import { createLensDemoData } from "./demo/createLensDemo"; +const lastUrl = (onUrlUpdate: ReturnType) => + new URLSearchParams(String(onUrlUpdate.mock.lastCall?.[0].queryString ?? "")); +const expectUrl = (onUrlUpdate: ReturnType, check: (params: URLSearchParams) => void) => + waitFor(() => check(lastUrl(onUrlUpdate))); + const network = vi.fn(); beforeEach(() => { testQueryClient.clear(); @@ -19,7 +24,7 @@ beforeEach(() => { }); describe("Lens interactive demo", () => { - it("opens without tracing, filters sample runs, and restores the live view without mixing data", async () => { + it("opens without tracing, keeps the sample session in the URL, and restores the live view without mixing data", async () => { const user = userEvent.setup(); const onUrlUpdate = vi.fn(); renderWithProviders(, { @@ -29,6 +34,8 @@ describe("Lens interactive demo", () => { await user.click(screen.getByRole("button", { name: "Preview sample" })); expect(await screen.findByText("Where is order #1042?")).toBeVisible(); expect(screen.getByText("You’re viewing demo data")).toBeVisible(); + expect(screen.getByRole("switch", { name: "Demo data" })).toBeChecked(); + await expectUrl(onUrlUpdate, (url) => expect(url.get("demo")).toBe("true")); expect(screen.queryByRole("button", { name: "Set up tracing" })).not.toBeInTheDocument(); network.mockClear(); await user.click(screen.getByRole("button", { name: "Refresh" })); @@ -40,18 +47,84 @@ describe("Lens interactive demo", () => { await chooseSelectOption(user, screen.getByRole("combobox", { name: "Filter by agent" }), "support_agent"); await chooseSelectOption(user, screen.getByRole("combobox", { name: "Filter by status" }), "Failed"); expect(within(screen.getByRole("table", { name: "Agent runs" })).getAllByRole("row")).toHaveLength(4); + await expectUrl(onUrlUpdate, (url) => expect(url.get("agent")).toBe("support_agent")); + await expectUrl(onUrlUpdate, (url) => expect(url.get("status")).toBe("error")); await user.click(screen.getByRole("tab", { name: "Investigations" })); expect(await screen.findByRole("row", { name: /Support quality/ })).toBeVisible(); expect(screen.queryByRole("button", { name: "New investigation" })).not.toBeInTheDocument(); expect(network).not.toHaveBeenCalled(); - expect(onUrlUpdate).not.toHaveBeenCalled(); - await user.click(screen.getByRole("button", { name: "Exit demo" })); - expect(await screen.findByText("Enable tracing")).toBeVisible(); + await user.click(screen.getByRole("switch", { name: "Demo data" })); + expect(await screen.findByText(/Investigations require proxy administrator access/)).toBeVisible(); expect(screen.queryByText("You’re viewing demo data")).not.toBeInTheDocument(); expect(screen.queryByText("Can I return my headphones?")).not.toBeInTheDocument(); + expect(screen.getByRole("switch", { name: "Demo data" })).not.toBeChecked(); + await expectUrl(onUrlUpdate, (url) => expect([...url.entries()]).toEqual([["tab", "investigations"]])); }); - it("connects findings and history to their original trace without live requests or URL changes", async () => { + it("opens the sample session from ?demo=true and keeps the open run and step in the URL", async () => { + const user = userEvent.setup(); + const onUrlUpdate = vi.fn(); + renderWithProviders(, { + searchParams: "?demo=true", + onUrlUpdate, + }); + expect(await screen.findByText("You’re viewing demo data")).toBeVisible(); + await user.click(await screen.findByText("Where is order #1042?")); + const drawer = await screen.findByRole("complementary", { name: "Trace details" }); + await expectUrl(onUrlUpdate, (url) => expect(url.get("trace")).toBeTruthy()); + const openRun = lastUrl(onUrlUpdate); + expect(openRun.get("demo")).toBe("true"); + const run = createLensDemoData().runs.find(({ trace }) => trace.summary.trace_id === openRun.get("trace")); + const steps = await within(drawer).findAllByRole("treeitem"); + const step = steps.find((row) => run?.trace.spans.some((span) => span.span_id === row.getAttribute("data-row-id"))); + await user.click(step!); + await expectUrl(onUrlUpdate, (url) => expect(url.get("span")).toBe(step!.getAttribute("data-row-id"))); + expect(lastUrl(onUrlUpdate).get("trace")).toBe(openRun.get("trace")); + await user.click(within(drawer).getByRole("tab", { name: "Attributes" })); + await expectUrl(onUrlUpdate, (url) => expect(url.get("span_tab")).toBe("attributes")); + await user.click(within(drawer).getByRole("tab", { name: "Conversation" })); + await expectUrl(onUrlUpdate, (url) => expect(url.get("view")).toBe("conversation")); + expect(network).not.toHaveBeenCalled(); + await user.click(screen.getByRole("switch", { name: "Demo data" })); + expect(await screen.findByText("Enable tracing")).toBeVisible(); + await expectUrl(onUrlUpdate, (url) => expect([...url.keys()]).toEqual([])); + }); + + it("drops the live run selection when entering the sample session", async () => { + const user = userEvent.setup(); + const onUrlUpdate = vi.fn(); + network.mockResolvedValue(Response.json({ detail: "Tracing is not enabled" }, { status: 501 })); + renderWithProviders(, { + searchParams: "?tab=traces&trace=live-trace&span=live-span&lens=live-lens", + onUrlUpdate, + }); + await user.click(await screen.findByRole("switch", { name: "Demo data" })); + expect(await screen.findByText("Where is order #1042?")).toBeVisible(); + await expectUrl(onUrlUpdate, (url) => + expect([...url.entries()]).toEqual([ + ["tab", "traces"], + ["demo", "true"], + ]), + ); + expect(screen.queryByText(/Could not load trace/)).not.toBeInTheDocument(); + }); + + it("reopens a shared sample link on the same run, step and section", async () => { + const data = createLensDemoData(); + const run = data.runs[0].trace; + const step = run.spans[run.spans.length - 1]; + renderWithProviders(, { + searchParams: `?demo=true&trace=${run.summary.trace_id}&span=${step.span_id}&span_tab=request`, + }); + const drawer = await screen.findByRole("complementary", { name: "Trace details" }); + expect(await within(drawer).findByRole("treeitem", { selected: true })).toHaveAttribute( + "data-row-id", + step.span_id, + ); + expect(within(drawer).getByRole("tab", { name: "Request" })).toHaveAttribute("aria-selected", "true"); + }); + + it("connects findings and history to their original trace without live requests", async () => { const user = userEvent.setup(); const onUrlUpdate = vi.fn(); renderWithProviders(, { @@ -60,7 +133,6 @@ describe("Lens interactive demo", () => { }); await screen.findByRole("button", { name: "Preview sample" }); await user.click(screen.getByRole("button", { name: "Preview sample" })); - await user.click(await screen.findByRole("tab", { name: "Findings" })); network.mockClear(); await user.click(await screen.findByRole("row", { name: /Repeated lookups leave customers without an answer/ })); const finding = screen.getByRole("dialog"); @@ -80,10 +152,11 @@ describe("Lens interactive demo", () => { within(screen.getByRole("dialog", { name: "Original run" })).getByRole("button", { name: "Close" }), ); await user.click(within(screen.getByRole("dialog")).getByRole("button", { name: "Close" })); - expect(await screen.findByRole("table", { name: "Findings" })).toBeVisible(); + expect(await screen.findByRole("table", { name: "Investigations" })).toBeVisible(); expect(network).not.toHaveBeenCalled(); - expect(onUrlUpdate).not.toHaveBeenCalled(); - await user.click(screen.getByRole("button", { name: "Exit demo" })); + await expectUrl(onUrlUpdate, (url) => expect(url.get("demo")).toBe("true")); + await expectUrl(onUrlUpdate, (url) => expect(url.has("span")).toBe(false)); + await user.click(screen.getByRole("switch", { name: "Demo data" })); expect(await screen.findByRole("heading", { name: "Find what needs attention" })).toBeVisible(); }); diff --git a/ui/litellm-dashboard/src/components/lens/LensWorkspace.tsx b/ui/litellm-dashboard/src/components/lens/LensWorkspace.tsx index 9912fc37c21..11fdde333b3 100644 --- a/ui/litellm-dashboard/src/components/lens/LensWorkspace.tsx +++ b/ui/litellm-dashboard/src/components/lens/LensWorkspace.tsx @@ -1,129 +1,126 @@ "use client"; -import { useEffect, useState } from "react"; -import { Aperture } from "lucide-react"; -import { QueryClient, QueryClientProvider } from "@tanstack/react-query"; -import { parseAsString, parseAsStringLiteral, useQueryState } from "nuqs"; +import { useId, useState } from "react"; +import { Tabs as TabsPrimitive } from "@base-ui/react/tabs"; +import { Activity, Aperture, Info, ScanSearch } from "lucide-react"; import AgentTracesPage from "@/components/view_logs/TraceView/AgentTracesPage"; -import { DemoNotice } from "@/components/shared/DemoNotice"; -import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs"; -import { LensDemoContext, useLensDemo } from "./LensDemoContext"; -import { LensServicesContext } from "./services"; -import { LensPreviewTarget } from "./LensPreviewButton"; +import { Switch } from "@/components/ui/switch"; +import { Tabs, TabsContent } from "@/components/ui/tabs"; +import { LensServicesProvider } from "./LensServicesProvider"; +import { LensPreviewContext } from "./LensPreviewButton"; import { isProxyAdminRole, isProxyAdminTierRole } from "@/utils/roles"; import { InvestigationsView } from "./investigations/InvestigationsView"; import { createLensDemo } from "./demo/createLensDemo"; +import { LENS_TABS, useLensRoute, type LensTab } from "./route"; -type Tab = "traces" | "findings" | "investigations"; type WorkspaceProps = { accessToken: string; userRole: string; readOnly: boolean }; export function LensWorkspace(props: WorkspaceProps) { - const [demoTab, setDemoTab] = useState(null); - return demoTab ? ( - setDemoTab(null)} /> - ) : ( - - ); + const { demo } = useLensRoute(); + return demo ? : ; } -function DemoSession({ initialTab, onExit }: { initialTab: Tab; onExit: () => void }) { - const [demo] = useState(createLensDemo); - const [client] = useState( - () => new QueryClient({ defaultOptions: { queries: { retry: false, staleTime: Infinity } } }), - ); - useEffect( - () => () => { - client.clear(); - }, - [client], - ); +function SampleSession() { + const [services] = useState(() => createLensDemo()); return ( - - - - - - - + + + ); } -function LensContent({ - accessToken, - userRole, - readOnly, - initialTab = "traces", - onDemo, - onExit, -}: WorkspaceProps & { initialTab?: Tab; onDemo?: (tab: Tab) => void; onExit?: () => void }) { - const demo = useLensDemo(); - const [tab, setTab] = useQueryState( - "tab", - parseAsStringLiteral(["traces", "findings", "investigations"]).withOptions({ history: "push" }), +function DemoToggle({ demo, onChange }: { demo: boolean; onChange: (demo: boolean) => void }) { + const id = useId(); + return ( +
+ {demo && ( +

+

+ )} + + +
); - const [lensId] = useQueryState("lens", parseAsString); - const [demoTab, setDemoTab] = useState(initialTab); +} + +const MODE_ICONS = { traces: Activity, investigations: ScanSearch } as const; + +function LensModeSwitch() { + return ( + + + {Object.entries(LENS_TABS).map(([view, label]) => { + const Icon = MODE_ICONS[view as LensTab]; + return ( + + + ); + })} + + ); +} + +function LensContent({ accessToken, userRole, readOnly }: WorkspaceProps) { + const { tab, lensId, demo, setTab, setDemo } = useLensRoute(); const [previewTarget, setPreviewTarget] = useState(null); - const defaultTab = lensId ? "findings" : "traces"; - const activeTab = demo ? demoTab : tab ?? defaultTab; - const openDemo = onDemo ? () => onDemo(activeTab) : undefined; + const activeTab = tab ?? (lensId ? "investigations" : "traces"); + const preview = (view: LensTab) => ({ + target: previewTarget, + open: !demo && activeTab === view ? () => setDemo(true) : undefined, + }); return ( - -
- {demo && } - (demo ? setDemoTab(value as Tab) : void setTab(value as Tab))} - className="min-h-0 flex-1 gap-2" - > -
-
-

-

- - - Traces - - - Findings - - - Investigations - - -
-
+
+ setTab(value as LensTab)} className="min-h-0 flex-1 gap-2"> +
+
+

+

+
- +
+
+ +
+
+ + - - {(["findings", "investigations"] as const).map((view) => ( - - {demo || isProxyAdminTierRole(userRole) ? ( - - ) : ( -

- Investigations require proxy administrator access. You can still view your traces. -

- )} - - ))} - -
- + + + + + {isProxyAdminTierRole(userRole) ? ( + + ) : ( +

+ Investigations require proxy administrator access. You can still view your traces. +

+ )} + + + +
); } diff --git a/ui/litellm-dashboard/src/components/lens/api/queries.ts b/ui/litellm-dashboard/src/components/lens/api/queries.ts index a17299b758f..b6ddf402a16 100644 --- a/ui/litellm-dashboard/src/components/lens/api/queries.ts +++ b/ui/litellm-dashboard/src/components/lens/api/queries.ts @@ -30,12 +30,11 @@ export const lensKeys = { }; export const lensQueries = { - list(api: LensApi, demo: boolean, workerSetup: boolean) { + list(api: LensApi, workerSetup: boolean) { const options = { queryKey: lensKeys.list(api.scope), queryFn: () => api.lenses(), refetchInterval: (current: Query): number | false => { - if (demo) return false; const running = current.state.data?.lenses.some((item) => item.jobs.some((job) => ["queued", "running"].includes(job.status)), ); @@ -50,24 +49,21 @@ export const lensQueries = { modelDetails(api: LensApi) { return queryOptions({ queryKey: lensKeys.modelDetails(api.scope), queryFn: () => api.modelDetails() }); }, - activity(api: LensApi, loaded: boolean, demo: boolean) { + activity(api: LensApi, loaded: boolean) { const options = { queryKey: lensKeys.activity(api.scope), queryFn: () => api.activity(), enabled: loaded, - refetchInterval: demo ? (false as const) : 5000, + refetchInterval: 5000, }; return queryOptions(options); }, - history( - api: LensApi, - { lensId, historyOffset, demo }: { lensId: string | undefined; historyOffset: number; demo: boolean }, - ) { + history(api: LensApi, { lensId, historyOffset }: { lensId: string | undefined; historyOffset: number }) { const options = { queryKey: lensKeys.history(api.scope, lensId, historyOffset), enabled: !!lensId, queryFn: () => api.runs(lensId as string, historyOffset), - refetchInterval: demo ? (false as const) : 10000, + refetchInterval: 10000, }; return queryOptions(options); }, diff --git a/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.test.ts b/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.test.ts index f3fb4cacc18..fb3ca03f4a3 100644 --- a/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.test.ts +++ b/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.test.ts @@ -55,7 +55,7 @@ describe("Lens demo data", () => { it("filters time windows locally and rejects writes or unknown reads without network access", async () => { const network = vi.spyOn(globalThis, "fetch"); const now = Date.now(); - const { services } = createLensDemo(now); + const services = createLensDemo(now); const all = await services.traces.list({ startMs: 0, endMs: now }); const recent = await services.traces.list({ startMs: now - 3600_000, endMs: now }); expect(recent.items.length).toBeGreaterThan(0); diff --git a/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts b/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts index 8a3cb7974eb..4ec1ad7c596 100644 --- a/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts +++ b/ui/litellm-dashboard/src/components/lens/demo/createLensDemo.ts @@ -1,6 +1,5 @@ import { ApiError } from "@/lib/http/client"; import type { TracesApi } from "@/components/view_logs/TraceView/tracesApi"; -import type { LensDemo } from "../LensDemoContext"; import type { LensServices } from "../services"; import type { LensApi } from "../api/service"; import type { Trace, Span, SpanDetail } from "@/components/view_logs/TraceView/traceTypes"; @@ -375,6 +374,12 @@ function demoLensApi(data: LensDemoData): LensApi { function demoTracesApi(data: LensDemoData): TracesApi { const run = (traceId: string) => data.runs.find(({ trace }) => trace.summary.trace_id === traceId); return { + live: false, + handoff: (traceId, spanId) => { + const found = run(traceId); + const step = spanId ? found?.details.find((span) => span.span_id === spanId) : found; + return { text: JSON.stringify(step, null, 2), copied: spanId ? "Step copied" : "Trace copied" }; + }, list: async ({ startMs, endMs }) => ({ items: data.runs .map((item) => item.trace.summary) @@ -399,17 +404,7 @@ function demoTracesApi(data: LensDemoData): TracesApi { }; } -export interface LensDemoSession extends LensDemo { - readonly services: LensServices; -} - -export function createLensDemo(now = Date.now()): LensDemoSession { +export function createLensDemo(now = Date.now()): LensServices { const data = createLensDemoData(now); - return { - services: { lens: demoLensApi(data), traces: demoTracesApi(data) }, - copyTrace: (traceId, spanId) => { - const run = data.runs.find(({ trace }) => trace.summary.trace_id === traceId); - return JSON.stringify(spanId ? run?.details.find((span) => span.span_id === spanId) : run, null, 2); - }, - }; + return { lens: demoLensApi(data), traces: demoTracesApi(data) }; } diff --git a/ui/litellm-dashboard/src/components/lens/investigations/FindingsInbox.tsx b/ui/litellm-dashboard/src/components/lens/investigations/FindingsInbox.tsx deleted file mode 100644 index f2b68615eed..00000000000 --- a/ui/litellm-dashboard/src/components/lens/investigations/FindingsInbox.tsx +++ /dev/null @@ -1,147 +0,0 @@ -"use client"; - -import { ChevronRight } from "lucide-react"; -import { useState } from "react"; - -import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select"; -import { useNow } from "@/hooks/useNow"; -import { formatActivityTimestamp } from "@/utils/activityTimestamp"; -import { agoLabel } from "@/components/view_logs/TraceView/lensField"; -import { cn } from "@/lib/cva.config"; - -import { ALL_AGENTS, filterInbox, inboxAgents, inboxRows, type InboxRow, type Priority } from "../model/inbox"; -import type { Lens } from "../model/types"; - -const PRIORITY_DOT = { high: "bg-[#e5484d]", medium: "bg-amber-500", low: "bg-muted-foreground/50" } as const; -const PRIORITY_ITEMS: { value: Priority | "all"; label: string }[] = [ - { value: "all", label: "All priorities" }, - { value: "high", label: "High" }, - { value: "medium", label: "Medium" }, - { value: "low", label: "Low" }, -]; - -const TH = "px-3 font-medium"; -const TH_NUM = "px-3 text-right font-medium"; - -function FilterSelect({ - label, - value, - items, - onChange, - width, -}: { - label: string; - value: T; - items: { value: T; label: string }[]; - onChange: (value: T) => void; - width: string; -}) { - return ( - - ); -} - -export function FindingsInbox({ lenses, onOpen }: { lenses: readonly Lens[]; onOpen: (row: InboxRow) => void }) { - const [agent, setAgent] = useState(ALL_AGENTS); - const [priority, setPriority] = useState("all"); - const now = useNow(30000); - const all = inboxRows(lenses); - const rows = filterInbox(all, { agent, priority }); - const agentItems = [ - { value: ALL_AGENTS, label: "All agents" }, - ...inboxAgents(all).map((a) => ({ value: a, label: a })), - ]; - return ( -
-
- - -
-
- - - - - - - - - - - - {rows.map((row) => ( - onOpen(row)} - data-testid="inbox-row" - aria-label={row.title} - className="h-9 cursor-pointer border-b border-border/60 text-[12px] transition-colors duration-150 hover:bg-trace-row-hover motion-reduce:transition-none" - > - - - - - - - - ))} - -
PriorityFindingAgentRunsLast seen -
- - - {row.priority} - - - {row.title} - - {row.agents.join(", ")} - {row.runs} - {agoLabel(Date.parse(row.lastSeen), now)} - - -
- {rows.length === 0 && ( -
- {all.length === 0 - ? "No open findings yet. New problems show up here as soon as an investigation spots them." - : "No findings match these filters."} -
- )} -
-
- {rows.length} {rows.length === 1 ? "finding" : "findings"} - {rows.length !== all.length && ` of ${all.length}`} -
-
- ); -} diff --git a/ui/litellm-dashboard/src/components/lens/investigations/InvestigationList.tsx b/ui/litellm-dashboard/src/components/lens/investigations/InvestigationList.tsx index 1ee82bd5c81..6f400bd638d 100644 --- a/ui/litellm-dashboard/src/components/lens/investigations/InvestigationList.tsx +++ b/ui/litellm-dashboard/src/components/lens/investigations/InvestigationList.tsx @@ -1,7 +1,18 @@ "use client"; -import { Pencil, Play, Search } from "lucide-react"; -import { useState } from "react"; +import { Fragment, useState, type ReactNode } from "react"; +import { + ChevronRight, + Circle, + CircleCheck, + CircleDashed, + CircleDot, + CircleSlash, + CircleX, + Pencil, + Play, + Search, +} from "lucide-react"; import { useNow } from "@/hooks/useNow"; import { Input } from "@/components/ui/input"; @@ -9,13 +20,37 @@ import { formatActivityTimestamp } from "@/utils/activityTimestamp"; import { cn } from "@/lib/cva.config"; import { agoLabel } from "@/components/view_logs/TraceView/lensField"; -import { scheduleLabel } from "../model/inbox"; +import { findingAgents, openFindings, scheduleLabel } from "../model/inbox"; import { lensStatus } from "../model/status"; import { scopeLabel } from "../model/format"; -import { type Lens } from "../model/types"; +import { type Finding, type Lens } from "../model/types"; +import { useListSearchRoute } from "../route"; -const TH = "px-3 font-medium"; -const TH_NUM = "px-3 text-right font-medium"; +const PRIORITY_COLOR = { high: "text-[#e5484d]", medium: "text-amber-500", low: "text-muted-foreground" } as const; +const ROW = + "border-b border-border/60 transition-colors duration-150 hover:bg-trace-row-hover motion-reduce:transition-none"; +const META = "truncate text-[11px] text-muted-foreground"; + +function JobIcon({ lens }: { lens: Lens }) { + const status = lens.jobs[0]?.status; + const className = "size-4 shrink-0"; + if (status === "queued" || status === "running") + return